summaryrefslogtreecommitdiff
path: root/runs/depth_scaling/cifar100_20251230-213033/results.json
diff options
context:
space:
mode:
authorYurenHao0426 <blackhao0426@gmail.com>2026-01-13 23:50:59 -0600
committerYurenHao0426 <blackhao0426@gmail.com>2026-01-13 23:50:59 -0600
commit00cf667cee7ffacb144d5805fc7e0ef443f3583a (patch)
tree77d20a3adaecf96bf3aff0612bdd3b5fa1a7dc7e /runs/depth_scaling/cifar100_20251230-213033/results.json
parentc53c04aa1d6ff75cb478a9498c370baa929c74b6 (diff)
parentcd99d6b874d9d09b3bb87b8485cc787885af71f1 (diff)
Merge master into main
Diffstat (limited to 'runs/depth_scaling/cifar100_20251230-213033/results.json')
-rw-r--r--runs/depth_scaling/cifar100_20251230-213033/results.json21026
1 files changed, 21026 insertions, 0 deletions
diff --git a/runs/depth_scaling/cifar100_20251230-213033/results.json b/runs/depth_scaling/cifar100_20251230-213033/results.json
new file mode 100644
index 0000000..160dc74
--- /dev/null
+++ b/runs/depth_scaling/cifar100_20251230-213033/results.json
@@ -0,0 +1,21026 @@
+{
+ "vanilla": {
+ "4": [
+ {
+ "epoch": 1,
+ "train_loss": 4.346117241363525,
+ "train_acc": 0.09834,
+ "test_loss": 3.550243005371094,
+ "test_acc": 0.1705,
+ "lyapunov": null,
+ "grad_norm": 6.371099905681965,
+ "grad_max_sv": 5.004546135663986,
+ "grad_min_sv": 1.1479638856171093e-07,
+ "grad_condition": 101906528.03771546,
+ "lr": 0.0009998903417374227,
+ "time_sec": 16.05687952041626
+ },
+ {
+ "epoch": 2,
+ "train_loss": 3.5102988652038576,
+ "train_acc": 0.18534,
+ "test_loss": 3.5716390384674073,
+ "test_acc": 0.2002,
+ "lyapunov": null,
+ "grad_norm": 4.572810771811442,
+ "grad_max_sv": 3.3247465908527376,
+ "grad_min_sv": 8.398422393085526e-08,
+ "grad_condition": 76227232.13894418,
+ "lr": 0.0009995614150494292,
+ "time_sec": 15.448272466659546
+ },
+ {
+ "epoch": 3,
+ "train_loss": 3.054396768722534,
+ "train_acc": 0.25274,
+ "test_loss": 2.993664514160156,
+ "test_acc": 0.2763,
+ "lyapunov": null,
+ "grad_norm": 3.5860981037463016,
+ "grad_max_sv": 2.402756503224373,
+ "grad_min_sv": 6.775348947440918e-08,
+ "grad_condition": 42769838.6817436,
+ "lr": 0.0009990133642141358,
+ "time_sec": 15.465861558914185
+ },
+ {
+ "epoch": 4,
+ "train_loss": 2.722675824432373,
+ "train_acc": 0.3136,
+ "test_loss": 2.728995104598999,
+ "test_acc": 0.3281,
+ "lyapunov": null,
+ "grad_norm": 2.9852975671602957,
+ "grad_max_sv": 1.8682193964719773,
+ "grad_min_sv": 5.5938930086305014e-08,
+ "grad_condition": 328348281.0445617,
+ "lr": 0.0009982464296247522,
+ "time_sec": 15.43475079536438
+ },
+ {
+ "epoch": 5,
+ "train_loss": 2.508175393676758,
+ "train_acc": 0.3569,
+ "test_loss": 3.419650896835327,
+ "test_acc": 0.2461,
+ "lyapunov": null,
+ "grad_norm": 2.6358092556880783,
+ "grad_max_sv": 1.6064732760190963,
+ "grad_min_sv": 4.9754905795396096e-08,
+ "grad_condition": 44385388.81342572,
+ "lr": 0.0009972609476841367,
+ "time_sec": 15.444115400314331
+ },
+ {
+ "epoch": 6,
+ "train_loss": 2.3319723847961424,
+ "train_acc": 0.39276,
+ "test_loss": 2.5260577701568603,
+ "test_acc": 0.373,
+ "lyapunov": null,
+ "grad_norm": 2.4120452283895926,
+ "grad_max_sv": 1.3716692090034486,
+ "grad_min_sv": 4.6226219474476696e-08,
+ "grad_condition": 36175494.06179842,
+ "lr": 0.000996057350657239,
+ "time_sec": 15.43784475326538
+ },
+ {
+ "epoch": 7,
+ "train_loss": 2.190326895675659,
+ "train_acc": 0.42378,
+ "test_loss": 2.579724459838867,
+ "test_acc": 0.3695,
+ "lyapunov": null,
+ "grad_norm": 2.2437900964501787,
+ "grad_max_sv": 1.2385427325963974,
+ "grad_min_sv": 4.28970178392718e-08,
+ "grad_condition": 190661418.56414273,
+ "lr": 0.000994636166481494,
+ "time_sec": 15.455140829086304
+ },
+ {
+ "epoch": 8,
+ "train_loss": 2.070303360748291,
+ "train_acc": 0.44962,
+ "test_loss": 2.7414955226898194,
+ "test_acc": 0.3392,
+ "lyapunov": null,
+ "grad_norm": 2.0940271772848607,
+ "grad_max_sv": 1.1511073380708694,
+ "grad_min_sv": 4.056795894439441e-08,
+ "grad_condition": 707337590.06387,
+ "lr": 0.0009929980185352525,
+ "time_sec": 15.463218450546265
+ },
+ {
+ "epoch": 9,
+ "train_loss": 1.9642453713607788,
+ "train_acc": 0.47356,
+ "test_loss": 2.222684016609192,
+ "test_acc": 0.4312,
+ "lyapunov": null,
+ "grad_norm": 1.964494515952547,
+ "grad_max_sv": 1.0273158520460128,
+ "grad_min_sv": 3.78966669392633e-08,
+ "grad_condition": 428475326.2676049,
+ "lr": 0.0009911436253643444,
+ "time_sec": 15.443583011627197
+ },
+ {
+ "epoch": 10,
+ "train_loss": 1.8679190033721924,
+ "train_acc": 0.49384,
+ "test_loss": 2.2569959682464598,
+ "test_acc": 0.4227,
+ "lyapunov": null,
+ "grad_norm": 1.863426925292341,
+ "grad_max_sv": 0.9406855523586273,
+ "grad_min_sv": 3.563859525823609e-08,
+ "grad_condition": 44606817.73724544,
+ "lr": 0.0009890738003669028,
+ "time_sec": 15.442885637283325
+ },
+ {
+ "epoch": 11,
+ "train_loss": 1.7814382321929931,
+ "train_acc": 0.51302,
+ "test_loss": 2.504388472366333,
+ "test_acc": 0.3946,
+ "lyapunov": null,
+ "grad_norm": 1.7723102238636992,
+ "grad_max_sv": 0.8945659548044205,
+ "grad_min_sv": 3.425328631706526e-08,
+ "grad_condition": 109308981.21335419,
+ "lr": 0.00098678945143658,
+ "time_sec": 15.459418535232544
+ },
+ {
+ "epoch": 12,
+ "train_loss": 1.7159840296936035,
+ "train_acc": 0.53146,
+ "test_loss": 2.508260029220581,
+ "test_acc": 0.3935,
+ "lyapunov": null,
+ "grad_norm": 1.686140929704303,
+ "grad_max_sv": 0.8295574262738228,
+ "grad_min_sv": 3.2012488864613386e-08,
+ "grad_condition": 89179142.85485055,
+ "lr": 0.0009842915805643154,
+ "time_sec": 15.439209461212158
+ },
+ {
+ "epoch": 13,
+ "train_loss": 1.6503846585845947,
+ "train_acc": 0.54474,
+ "test_loss": 2.1456974792480468,
+ "test_acc": 0.4502,
+ "lyapunov": null,
+ "grad_norm": 1.619802250264676,
+ "grad_max_sv": 0.7797225803136826,
+ "grad_min_sv": 3.0749212220730626e-08,
+ "grad_condition": 285444721.0869424,
+ "lr": 0.000981581283398829,
+ "time_sec": 15.433976173400879
+ },
+ {
+ "epoch": 14,
+ "train_loss": 1.5905582858276368,
+ "train_acc": 0.5585,
+ "test_loss": 2.3602350467681883,
+ "test_acc": 0.4172,
+ "lyapunov": null,
+ "grad_norm": 1.5586059487347217,
+ "grad_max_sv": 0.7570723682641983,
+ "grad_min_sv": 2.990113052159238e-08,
+ "grad_condition": 33337603.41083364,
+ "lr": 0.0009786597487660333,
+ "time_sec": 15.430689811706543
+ },
+ {
+ "epoch": 15,
+ "train_loss": 1.5257548734283448,
+ "train_acc": 0.57394,
+ "test_loss": 2.2596036737442016,
+ "test_acc": 0.4401,
+ "lyapunov": null,
+ "grad_norm": 1.494958992831554,
+ "grad_max_sv": 0.7011767938733101,
+ "grad_min_sv": 2.8093294829334425e-08,
+ "grad_condition": 215948380.66679326,
+ "lr": 0.0009755282581475766,
+ "time_sec": 15.445661544799805
+ },
+ {
+ "epoch": 16,
+ "train_loss": 1.4769169562911988,
+ "train_acc": 0.58454,
+ "test_loss": 2.1792555765151977,
+ "test_acc": 0.4464,
+ "lyapunov": null,
+ "grad_norm": 1.4433947117799557,
+ "grad_max_sv": 0.6677212715148926,
+ "grad_min_sv": 2.683760501054344e-08,
+ "grad_condition": 45818352.96134277,
+ "lr": 0.0009721881851187403,
+ "time_sec": 15.456706523895264
+ },
+ {
+ "epoch": 17,
+ "train_loss": 1.429377403755188,
+ "train_acc": 0.5973,
+ "test_loss": 1.954601181793213,
+ "test_acc": 0.4919,
+ "lyapunov": null,
+ "grad_norm": 1.402899746172417,
+ "grad_max_sv": 0.6569379523396492,
+ "grad_min_sv": 2.6772942612884876e-08,
+ "grad_condition": 33425629.606939513,
+ "lr": 0.0009686409947459456,
+ "time_sec": 15.437876462936401
+ },
+ {
+ "epoch": 18,
+ "train_loss": 1.3954533521652221,
+ "train_acc": 0.60348,
+ "test_loss": 2.0381541999816895,
+ "test_acc": 0.4877,
+ "lyapunov": null,
+ "grad_norm": 1.3646767773598742,
+ "grad_max_sv": 0.6277542792260646,
+ "grad_min_sv": 2.5360278501545055e-08,
+ "grad_condition": 1276893214.2885015,
+ "lr": 0.0009648882429441254,
+ "time_sec": 15.442293643951416
+ },
+ {
+ "epoch": 19,
+ "train_loss": 1.34601386013031,
+ "train_acc": 0.61788,
+ "test_loss": 2.016515805435181,
+ "test_acc": 0.4879,
+ "lyapunov": null,
+ "grad_norm": 1.3307426948998278,
+ "grad_max_sv": 0.6192222326993942,
+ "grad_min_sv": 2.5143750027184496e-08,
+ "grad_condition": 86894504.02450311,
+ "lr": 0.00096093157579425,
+ "time_sec": 15.452877044677734
+ },
+ {
+ "epoch": 20,
+ "train_loss": 1.3103528637313844,
+ "train_acc": 0.6263,
+ "test_loss": 1.9570331373214722,
+ "test_acc": 0.5034,
+ "lyapunov": null,
+ "grad_norm": 1.3019068672950393,
+ "grad_max_sv": 0.5866124749183654,
+ "grad_min_sv": 2.432551227254942e-08,
+ "grad_condition": 79675782.79073408,
+ "lr": 0.0009567727288213001,
+ "time_sec": 15.442177057266235
+ },
+ {
+ "epoch": 21,
+ "train_loss": 1.2698568128204346,
+ "train_acc": 0.6344,
+ "test_loss": 2.4308045747756957,
+ "test_acc": 0.4364,
+ "lyapunov": null,
+ "grad_norm": 1.268768380545349,
+ "grad_max_sv": 0.5797948583960533,
+ "grad_min_sv": 2.4104086050920348e-08,
+ "grad_condition": 252776511.74393004,
+ "lr": 0.0009524135262330095,
+ "time_sec": 15.434435844421387
+ },
+ {
+ "epoch": 22,
+ "train_loss": 1.2418579862976074,
+ "train_acc": 0.64312,
+ "test_loss": 2.0848071727752684,
+ "test_acc": 0.4867,
+ "lyapunov": null,
+ "grad_norm": 1.2415784803203374,
+ "grad_max_sv": 0.5592644922435284,
+ "grad_min_sv": 2.333180208254765e-08,
+ "grad_condition": 407593245.7962709,
+ "lr": 0.0009478558801197061,
+ "time_sec": 15.460945129394531
+ },
+ {
+ "epoch": 23,
+ "train_loss": 1.2006691330718995,
+ "train_acc": 0.65526,
+ "test_loss": 2.041600823402405,
+ "test_acc": 0.4981,
+ "lyapunov": null,
+ "grad_norm": 1.2102718857806654,
+ "grad_max_sv": 0.5479752145707607,
+ "grad_min_sv": 2.2646243507534748e-08,
+ "grad_condition": 185681115.951604,
+ "lr": 0.000943101789615607,
+ "time_sec": 15.44005274772644
+ },
+ {
+ "epoch": 24,
+ "train_loss": 1.172968614616394,
+ "train_acc": 0.66154,
+ "test_loss": 1.9552119861602784,
+ "test_acc": 0.513,
+ "lyapunov": null,
+ "grad_norm": 1.1987019399549284,
+ "grad_max_sv": 0.5312893047928811,
+ "grad_min_sv": 2.1980094488081857e-08,
+ "grad_condition": 1318897337.4819613,
+ "lr": 0.0009381533400219313,
+ "time_sec": 15.440562009811401
+ },
+ {
+ "epoch": 25,
+ "train_loss": 1.1449218238067627,
+ "train_acc": 0.6641,
+ "test_loss": 2.128752773284912,
+ "test_acc": 0.4906,
+ "lyapunov": null,
+ "grad_norm": 1.1778317272519585,
+ "grad_max_sv": 0.5174455069005489,
+ "grad_min_sv": 2.167262270237613e-08,
+ "grad_condition": 94067067.14088301,
+ "lr": 0.0009330127018922189,
+ "time_sec": 15.443851232528687
+ },
+ {
+ "epoch": 26,
+ "train_loss": 1.1113452094268799,
+ "train_acc": 0.67438,
+ "test_loss": 1.8866374584197998,
+ "test_acc": 0.5238,
+ "lyapunov": null,
+ "grad_norm": 1.1514970963524438,
+ "grad_max_sv": 0.5059572130441665,
+ "grad_min_sv": 2.105146406777836e-08,
+ "grad_condition": 50748348.81685668,
+ "lr": 0.000927682130080253,
+ "time_sec": 15.436878681182861
+ },
+ {
+ "epoch": 27,
+ "train_loss": 1.0829708759689332,
+ "train_acc": 0.68438,
+ "test_loss": 1.9943335615158082,
+ "test_acc": 0.5124,
+ "lyapunov": null,
+ "grad_norm": 1.1319771840855883,
+ "grad_max_sv": 0.4948433578014374,
+ "grad_min_sv": 2.0725160652934616e-08,
+ "grad_condition": 77507476.80554287,
+ "lr": 0.0009221639627510072,
+ "time_sec": 15.441301822662354
+ },
+ {
+ "epoch": 28,
+ "train_loss": 1.0513020403671265,
+ "train_acc": 0.6904,
+ "test_loss": 1.9359693916320801,
+ "test_acc": 0.5214,
+ "lyapunov": null,
+ "grad_norm": 1.1163749465170618,
+ "grad_max_sv": 0.48814368024468424,
+ "grad_min_sv": 2.0212865362197185e-08,
+ "grad_condition": 298941066.3217323,
+ "lr": 0.0009164606203550494,
+ "time_sec": 15.441382646560669
+ },
+ {
+ "epoch": 29,
+ "train_loss": 1.029607636756897,
+ "train_acc": 0.69482,
+ "test_loss": 1.8560630758285523,
+ "test_acc": 0.5431,
+ "lyapunov": null,
+ "grad_norm": 1.0928580221633342,
+ "grad_max_sv": 0.5047290526330471,
+ "grad_min_sv": 2.040681175013992e-08,
+ "grad_condition": 48855533.517919585,
+ "lr": 0.0009105746045668516,
+ "time_sec": 15.460914373397827
+ },
+ {
+ "epoch": 30,
+ "train_loss": 1.0061684103393556,
+ "train_acc": 0.70324,
+ "test_loss": 1.8417754476547241,
+ "test_acc": 0.5501,
+ "lyapunov": null,
+ "grad_norm": 1.0821004976322715,
+ "grad_max_sv": 0.4740450643002987,
+ "grad_min_sv": 1.9723761995882327e-08,
+ "grad_condition": 57054017.19113614,
+ "lr": 0.0009045084971874733,
+ "time_sec": 15.458839178085327
+ },
+ {
+ "epoch": 31,
+ "train_loss": 0.9935745064163208,
+ "train_acc": 0.70312,
+ "test_loss": 1.9427630338668824,
+ "test_acc": 0.522,
+ "lyapunov": null,
+ "grad_norm": 1.0722093249603526,
+ "grad_max_sv": 0.46733852848410606,
+ "grad_min_sv": 1.9939205435706707e-08,
+ "grad_condition": 112229781.98396464,
+ "lr": 0.0008982649590120977,
+ "time_sec": 15.452664375305176
+ },
+ {
+ "epoch": 32,
+ "train_loss": 0.9721898876953124,
+ "train_acc": 0.70988,
+ "test_loss": 1.9291723361968993,
+ "test_acc": 0.5365,
+ "lyapunov": null,
+ "grad_norm": 1.0493640798096933,
+ "grad_max_sv": 0.451675596088171,
+ "grad_min_sv": 1.9157993355872065e-08,
+ "grad_condition": 369697835.9253775,
+ "lr": 0.0008918467286629196,
+ "time_sec": 15.447975158691406
+ },
+ {
+ "epoch": 33,
+ "train_loss": 0.9359502591705322,
+ "train_acc": 0.71948,
+ "test_loss": 1.8434128448486329,
+ "test_acc": 0.544,
+ "lyapunov": null,
+ "grad_norm": 1.0350388755850537,
+ "grad_max_sv": 0.4494323328137398,
+ "grad_min_sv": 1.8973058482987804e-08,
+ "grad_condition": 171928795.69725567,
+ "lr": 0.0008852566213878943,
+ "time_sec": 15.466245889663696
+ },
+ {
+ "epoch": 34,
+ "train_loss": 0.9224456702995301,
+ "train_acc": 0.72168,
+ "test_loss": 1.9599631881713868,
+ "test_acc": 0.5373,
+ "lyapunov": null,
+ "grad_norm": 1.0242311025233581,
+ "grad_max_sv": 0.44513428434729574,
+ "grad_min_sv": 1.8523945613654545e-08,
+ "grad_condition": 888195654.0727282,
+ "lr": 0.000878497527825878,
+ "time_sec": 15.461785316467285
+ },
+ {
+ "epoch": 35,
+ "train_loss": 0.9021567019844056,
+ "train_acc": 0.72618,
+ "test_loss": 1.9999154584884644,
+ "test_acc": 0.5252,
+ "lyapunov": null,
+ "grad_norm": 1.0039865896001459,
+ "grad_max_sv": 0.43928237855434416,
+ "grad_min_sv": 1.8592035315456722e-08,
+ "grad_condition": 59743908.57133106,
+ "lr": 0.000871572412738697,
+ "time_sec": 15.456985473632812
+ },
+ {
+ "epoch": 36,
+ "train_loss": 0.873283097190857,
+ "train_acc": 0.73628,
+ "test_loss": 1.982330265045166,
+ "test_acc": 0.5279,
+ "lyapunov": null,
+ "grad_norm": 0.9875825554026111,
+ "grad_max_sv": 0.42813498005270956,
+ "grad_min_sv": 1.7983777930719037e-08,
+ "grad_condition": 38527409.79900636,
+ "lr": 0.0008644843137107055,
+ "time_sec": 15.460105419158936
+ },
+ {
+ "epoch": 37,
+ "train_loss": 0.855709279346466,
+ "train_acc": 0.74242,
+ "test_loss": 1.9136155584335328,
+ "test_acc": 0.5472,
+ "lyapunov": null,
+ "grad_norm": 0.9742310219337682,
+ "grad_max_sv": 0.4270216949284077,
+ "grad_min_sv": 1.8125810764824114e-08,
+ "grad_condition": 40840950.73216411,
+ "lr": 0.0008572363398164014,
+ "time_sec": 15.459755897521973
+ },
+ {
+ "epoch": 38,
+ "train_loss": 0.8404359550476074,
+ "train_acc": 0.74404,
+ "test_loss": 1.9389733367919921,
+ "test_acc": 0.543,
+ "lyapunov": null,
+ "grad_norm": 0.9722202503028375,
+ "grad_max_sv": 0.42485796511173246,
+ "grad_min_sv": 1.783134123689578e-08,
+ "grad_condition": 35194167.51271446,
+ "lr": 0.0008498316702566826,
+ "time_sec": 15.465211629867554
+ },
+ {
+ "epoch": 39,
+ "train_loss": 0.8240101078987122,
+ "train_acc": 0.7481,
+ "test_loss": 1.8307217979431152,
+ "test_acc": 0.5614,
+ "lyapunov": null,
+ "grad_norm": 0.9595502877351665,
+ "grad_max_sv": 0.42209447696805,
+ "grad_min_sv": 1.767885368514355e-08,
+ "grad_condition": 49656386.85866156,
+ "lr": 0.0008422735529643442,
+ "time_sec": 15.455949544906616
+ },
+ {
+ "epoch": 40,
+ "train_loss": 0.8046207006645203,
+ "train_acc": 0.75466,
+ "test_loss": 1.850761813545227,
+ "test_acc": 0.5635,
+ "lyapunov": null,
+ "grad_norm": 0.9479757240987767,
+ "grad_max_sv": 0.4134661167860031,
+ "grad_min_sv": 1.7007238412025672e-08,
+ "grad_condition": 126702887.42727256,
+ "lr": 0.0008345653031794289,
+ "time_sec": 15.462433099746704
+ },
+ {
+ "epoch": 41,
+ "train_loss": 0.7895244974899291,
+ "train_acc": 0.7586,
+ "test_loss": 1.8032215663909912,
+ "test_acc": 0.5672,
+ "lyapunov": null,
+ "grad_norm": 0.9378242670136524,
+ "grad_max_sv": 0.3964280657470226,
+ "grad_min_sv": 1.6944396442897246e-08,
+ "grad_condition": 56052359.18882908,
+ "lr": 0.0008267103019950526,
+ "time_sec": 15.461899757385254
+ },
+ {
+ "epoch": 42,
+ "train_loss": 0.7817759350585938,
+ "train_acc": 0.76056,
+ "test_loss": 1.8505826110839845,
+ "test_acc": 0.5582,
+ "lyapunov": null,
+ "grad_norm": 0.9337187835649021,
+ "grad_max_sv": 0.40529350489377974,
+ "grad_min_sv": 1.6676117367206422e-08,
+ "grad_condition": 104849301.5445062,
+ "lr": 0.0008187119948743447,
+ "time_sec": 15.4581778049469
+ },
+ {
+ "epoch": 43,
+ "train_loss": 0.7522177431297302,
+ "train_acc": 0.77,
+ "test_loss": 1.8242130517959594,
+ "test_acc": 0.5664,
+ "lyapunov": null,
+ "grad_norm": 0.9099555522847652,
+ "grad_max_sv": 0.3934644728899002,
+ "grad_min_sv": 1.6434511908997028e-08,
+ "grad_condition": 61342068.969211556,
+ "lr": 0.000810573890139155,
+ "time_sec": 15.447810411453247
+ },
+ {
+ "epoch": 44,
+ "train_loss": 0.7323650365447998,
+ "train_acc": 0.77464,
+ "test_loss": 1.8068662160873412,
+ "test_acc": 0.5687,
+ "lyapunov": null,
+ "grad_norm": 0.9037556138602378,
+ "grad_max_sv": 0.38610322400927544,
+ "grad_min_sv": 1.6304181772903992e-08,
+ "grad_condition": 167736758.90882486,
+ "lr": 0.0008022995574311873,
+ "time_sec": 15.458601951599121
+ },
+ {
+ "epoch": 45,
+ "train_loss": 0.7159886347198486,
+ "train_acc": 0.77928,
+ "test_loss": 1.8823264539718627,
+ "test_acc": 0.5645,
+ "lyapunov": null,
+ "grad_norm": 0.8924866037240323,
+ "grad_max_sv": 0.3947519548237324,
+ "grad_min_sv": 1.6336485028634052e-08,
+ "grad_condition": 69167052.26120928,
+ "lr": 0.0007938926261462363,
+ "time_sec": 15.471583843231201
+ },
+ {
+ "epoch": 46,
+ "train_loss": 0.7136952446365357,
+ "train_acc": 0.78054,
+ "test_loss": 1.7574677402496337,
+ "test_acc": 0.5825,
+ "lyapunov": null,
+ "grad_norm": 0.8931942393361509,
+ "grad_max_sv": 0.37973910570144653,
+ "grad_min_sv": 1.6153765381235476e-08,
+ "grad_condition": 489329276.9292526,
+ "lr": 0.0007853567838422158,
+ "time_sec": 15.471785068511963
+ },
+ {
+ "epoch": 47,
+ "train_loss": 0.6837898429489135,
+ "train_acc": 0.78762,
+ "test_loss": 1.813544430541992,
+ "test_acc": 0.5725,
+ "lyapunov": null,
+ "grad_norm": 0.8815821036419627,
+ "grad_max_sv": 0.3751175247132778,
+ "grad_min_sv": 1.5766544728818e-08,
+ "grad_condition": 56980767.9665909,
+ "lr": 0.0007766957746216719,
+ "time_sec": 15.457926750183105
+ },
+ {
+ "epoch": 48,
+ "train_loss": 0.6856673602676392,
+ "train_acc": 0.78888,
+ "test_loss": 1.990400904083252,
+ "test_acc": 0.5508,
+ "lyapunov": null,
+ "grad_norm": 0.8744462547536074,
+ "grad_max_sv": 0.3799706071615219,
+ "grad_min_sv": 1.6096928557272904e-08,
+ "grad_condition": 303945380.88277286,
+ "lr": 0.0007679133974894982,
+ "time_sec": 15.456810712814331
+ },
+ {
+ "epoch": 49,
+ "train_loss": 0.667086083278656,
+ "train_acc": 0.792,
+ "test_loss": 1.8513258657455445,
+ "test_acc": 0.5727,
+ "lyapunov": null,
+ "grad_norm": 0.8677773875250141,
+ "grad_max_sv": 0.3783408857882023,
+ "grad_min_sv": 1.5666924351245835e-08,
+ "grad_condition": 353923080.3313891,
+ "lr": 0.000759013504686565,
+ "time_sec": 15.462752342224121
+ },
+ {
+ "epoch": 50,
+ "train_loss": 0.6466483051490783,
+ "train_acc": 0.79742,
+ "test_loss": 2.043276873779297,
+ "test_acc": 0.5419,
+ "lyapunov": null,
+ "grad_norm": 0.8555816651124006,
+ "grad_max_sv": 0.3675771526992321,
+ "grad_min_sv": 1.5045219146090152e-08,
+ "grad_condition": 536508015.45004594,
+ "lr": 0.0007499999999999998,
+ "time_sec": 15.458629846572876
+ },
+ {
+ "epoch": 51,
+ "train_loss": 0.6258693974494934,
+ "train_acc": 0.80236,
+ "test_loss": 1.954080751991272,
+ "test_acc": 0.5622,
+ "lyapunov": null,
+ "grad_norm": 0.8469179426728266,
+ "grad_max_sv": 0.377849230915308,
+ "grad_min_sv": 1.5333696528480045e-08,
+ "grad_condition": 117912957.37628272,
+ "lr": 0.0007408768370508575,
+ "time_sec": 15.46766972541809
+ },
+ {
+ "epoch": 52,
+ "train_loss": 0.6236670018768311,
+ "train_acc": 0.80516,
+ "test_loss": 1.8472453788757324,
+ "test_acc": 0.5858,
+ "lyapunov": null,
+ "grad_norm": 0.8404179479578597,
+ "grad_max_sv": 0.3541756056249142,
+ "grad_min_sv": 1.5022051764665422e-08,
+ "grad_condition": 129884434.5908782,
+ "lr": 0.0007316480175599307,
+ "time_sec": 15.461432695388794
+ },
+ {
+ "epoch": 53,
+ "train_loss": 0.6075375831794739,
+ "train_acc": 0.80952,
+ "test_loss": 1.9628248615264892,
+ "test_acc": 0.5673,
+ "lyapunov": null,
+ "grad_norm": 0.8367502172326149,
+ "grad_max_sv": 0.3639704927802086,
+ "grad_min_sv": 1.532564684603166e-08,
+ "grad_condition": 35699441.49240203,
+ "lr": 0.0007223175895924635,
+ "time_sec": 15.46337342262268
+ },
+ {
+ "epoch": 54,
+ "train_loss": 0.5996641965866089,
+ "train_acc": 0.81216,
+ "test_loss": 1.8179010778427125,
+ "test_acc": 0.5843,
+ "lyapunov": null,
+ "grad_norm": 0.8307418709294171,
+ "grad_max_sv": 0.3613003775477409,
+ "grad_min_sv": 1.4895932505510321e-08,
+ "grad_condition": 875528249.2472179,
+ "lr": 0.0007128896457825361,
+ "time_sec": 15.465355396270752
+ },
+ {
+ "epoch": 55,
+ "train_loss": 0.5882498831176758,
+ "train_acc": 0.81494,
+ "test_loss": 1.8813747344970704,
+ "test_acc": 0.582,
+ "lyapunov": null,
+ "grad_norm": 0.8235931888813899,
+ "grad_max_sv": 0.3551651187241077,
+ "grad_min_sv": 1.469800572865415e-08,
+ "grad_condition": 484027587.3941019,
+ "lr": 0.0007033683215378998,
+ "time_sec": 15.460170984268188
+ },
+ {
+ "epoch": 56,
+ "train_loss": 0.5707145217132569,
+ "train_acc": 0.82072,
+ "test_loss": 1.840101174545288,
+ "test_acc": 0.5813,
+ "lyapunov": null,
+ "grad_norm": 0.8086603393569909,
+ "grad_max_sv": 0.34960880503058434,
+ "grad_min_sv": 1.4356627959719037e-08,
+ "grad_condition": 198153063.82803452,
+ "lr": 0.0006937577932260512,
+ "time_sec": 15.455865383148193
+ },
+ {
+ "epoch": 57,
+ "train_loss": 0.5646172902584076,
+ "train_acc": 0.82002,
+ "test_loss": 1.8341705081939697,
+ "test_acc": 0.5873,
+ "lyapunov": null,
+ "grad_norm": 0.810642435475112,
+ "grad_max_sv": 0.3562955237925053,
+ "grad_min_sv": 1.4607543052502087e-08,
+ "grad_condition": 226679350.92895135,
+ "lr": 0.0006840622763423388,
+ "time_sec": 15.474364757537842
+ },
+ {
+ "epoch": 58,
+ "train_loss": 0.5469015620231629,
+ "train_acc": 0.82858,
+ "test_loss": 1.9427689083099364,
+ "test_acc": 0.5739,
+ "lyapunov": null,
+ "grad_norm": 0.7944800992028263,
+ "grad_max_sv": 0.33950445652008054,
+ "grad_min_sv": 1.368517551399162e-08,
+ "grad_condition": 347795127.79131866,
+ "lr": 0.0006742860236609073,
+ "time_sec": 15.464811563491821
+ },
+ {
+ "epoch": 59,
+ "train_loss": 0.5445322315883636,
+ "train_acc": 0.82716,
+ "test_loss": 1.8801843715667725,
+ "test_acc": 0.5792,
+ "lyapunov": null,
+ "grad_norm": 0.7916664309528131,
+ "grad_max_sv": 0.3434500187635422,
+ "grad_min_sv": 1.4393026628520266e-08,
+ "grad_condition": 315625887.3364844,
+ "lr": 0.0006644333233692913,
+ "time_sec": 15.463439702987671
+ },
+ {
+ "epoch": 60,
+ "train_loss": 0.5323922993850708,
+ "train_acc": 0.8299,
+ "test_loss": 1.9002599145889283,
+ "test_acc": 0.5809,
+ "lyapunov": null,
+ "grad_norm": 0.7870533377985126,
+ "grad_max_sv": 0.34093547612428665,
+ "grad_min_sv": 1.4214920851518542e-08,
+ "grad_condition": 91722689.16411342,
+ "lr": 0.0006545084971874734,
+ "time_sec": 15.450496912002563
+ },
+ {
+ "epoch": 61,
+ "train_loss": 0.519907633266449,
+ "train_acc": 0.83526,
+ "test_loss": 1.9299441148757934,
+ "test_acc": 0.5794,
+ "lyapunov": null,
+ "grad_norm": 0.7766553414478388,
+ "grad_max_sv": 0.3247631438076496,
+ "grad_min_sv": 1.3660971805162792e-08,
+ "grad_condition": 158255223.31341702,
+ "lr": 0.0006445158984722354,
+ "time_sec": 15.486064910888672
+ },
+ {
+ "epoch": 62,
+ "train_loss": 0.5158719365882873,
+ "train_acc": 0.83688,
+ "test_loss": 1.8924803583145142,
+ "test_acc": 0.5838,
+ "lyapunov": null,
+ "grad_norm": 0.7769879212152438,
+ "grad_max_sv": 0.34014692306518557,
+ "grad_min_sv": 1.4163850685366964e-08,
+ "grad_condition": 69424987.38028774,
+ "lr": 0.0006344599103076324,
+ "time_sec": 15.469778776168823
+ },
+ {
+ "epoch": 63,
+ "train_loss": 0.5016013371658326,
+ "train_acc": 0.83886,
+ "test_loss": 1.9557724254608155,
+ "test_acc": 0.578,
+ "lyapunov": null,
+ "grad_norm": 0.7667097633814496,
+ "grad_max_sv": 0.3396275587379932,
+ "grad_min_sv": 1.3258012922148093e-08,
+ "grad_condition": 246523332.7028369,
+ "lr": 0.0006243449435824269,
+ "time_sec": 15.490433692932129
+ },
+ {
+ "epoch": 64,
+ "train_loss": 0.4887677048301697,
+ "train_acc": 0.84204,
+ "test_loss": 1.919124504852295,
+ "test_acc": 0.5841,
+ "lyapunov": null,
+ "grad_norm": 0.7573654062297513,
+ "grad_max_sv": 0.32946483269333837,
+ "grad_min_sv": 1.3579194014026741e-08,
+ "grad_condition": 122613286.93525049,
+ "lr": 0.0006141754350553275,
+ "time_sec": 15.473332166671753
+ },
+ {
+ "epoch": 65,
+ "train_loss": 0.4757623895263672,
+ "train_acc": 0.84768,
+ "test_loss": 1.9984818859100342,
+ "test_acc": 0.5761,
+ "lyapunov": null,
+ "grad_norm": 0.748014318960053,
+ "grad_max_sv": 0.33319817706942556,
+ "grad_min_sv": 1.3326467683972414e-08,
+ "grad_condition": 623990635.8236978,
+ "lr": 0.0006039558454088793,
+ "time_sec": 15.485574960708618
+ },
+ {
+ "epoch": 66,
+ "train_loss": 0.4649162304496765,
+ "train_acc": 0.85152,
+ "test_loss": 1.9724672309875488,
+ "test_acc": 0.576,
+ "lyapunov": null,
+ "grad_norm": 0.7417116384839675,
+ "grad_max_sv": 0.3309340290725231,
+ "grad_min_sv": 1.334454621318426e-08,
+ "grad_condition": 142248731.7186973,
+ "lr": 0.000593690657292862,
+ "time_sec": 15.480328559875488
+ },
+ {
+ "epoch": 67,
+ "train_loss": 0.4583131973075867,
+ "train_acc": 0.85314,
+ "test_loss": 1.911379218673706,
+ "test_acc": 0.5815,
+ "lyapunov": null,
+ "grad_norm": 0.737726746568229,
+ "grad_max_sv": 0.32083366960287096,
+ "grad_min_sv": 1.2965913287477093e-08,
+ "grad_condition": 78597953.03928533,
+ "lr": 0.0005833843733580507,
+ "time_sec": 15.469099283218384
+ },
+ {
+ "epoch": 68,
+ "train_loss": 0.44331007887840274,
+ "train_acc": 0.85794,
+ "test_loss": 1.9728064548492432,
+ "test_acc": 0.5854,
+ "lyapunov": null,
+ "grad_norm": 0.7274207800935486,
+ "grad_max_sv": 0.3188414238393307,
+ "grad_min_sv": 1.2804001882360528e-08,
+ "grad_condition": 55555678.95357393,
+ "lr": 0.0005730415142812054,
+ "time_sec": 15.481547117233276
+ },
+ {
+ "epoch": 69,
+ "train_loss": 0.43979987537384035,
+ "train_acc": 0.85974,
+ "test_loss": 1.919715219116211,
+ "test_acc": 0.5884,
+ "lyapunov": null,
+ "grad_norm": 0.7242391218539499,
+ "grad_max_sv": 0.3140024244785309,
+ "grad_min_sv": 1.275962300552845e-08,
+ "grad_condition": 326554514.7187793,
+ "lr": 0.0005626666167821517,
+ "time_sec": 15.48648977279663
+ },
+ {
+ "epoch": 70,
+ "train_loss": 0.4322844411468506,
+ "train_acc": 0.86176,
+ "test_loss": 2.0117150314331056,
+ "test_acc": 0.5834,
+ "lyapunov": null,
+ "grad_norm": 0.7186156540948507,
+ "grad_max_sv": 0.31351484879851343,
+ "grad_min_sv": 1.2888502469096674e-08,
+ "grad_condition": 178788272.1664782,
+ "lr": 0.0005522642316338265,
+ "time_sec": 15.48006272315979
+ },
+ {
+ "epoch": 71,
+ "train_loss": 0.42623882338523866,
+ "train_acc": 0.86272,
+ "test_loss": 1.9539510818481445,
+ "test_acc": 0.5875,
+ "lyapunov": null,
+ "grad_norm": 0.7137008149677833,
+ "grad_max_sv": 0.31342701613903046,
+ "grad_min_sv": 1.2595162532727522e-08,
+ "grad_condition": 302205097.8444015,
+ "lr": 0.0005418389216661573,
+ "time_sec": 15.492274284362793
+ },
+ {
+ "epoch": 72,
+ "train_loss": 0.41300243412017823,
+ "train_acc": 0.86584,
+ "test_loss": 1.9104324056625366,
+ "test_acc": 0.5874,
+ "lyapunov": null,
+ "grad_norm": 0.7058331032866322,
+ "grad_max_sv": 0.3122198607772589,
+ "grad_min_sv": 1.2484183565045215e-08,
+ "grad_condition": 249411647.9543108,
+ "lr": 0.0005313952597646563,
+ "time_sec": 15.472809076309204
+ },
+ {
+ "epoch": 73,
+ "train_loss": 0.4090885982322693,
+ "train_acc": 0.86766,
+ "test_loss": 1.9304109241485596,
+ "test_acc": 0.5896,
+ "lyapunov": null,
+ "grad_norm": 0.7030000923329225,
+ "grad_max_sv": 0.3075466021895409,
+ "grad_min_sv": 1.252222159744791e-08,
+ "grad_condition": 331808797.86113906,
+ "lr": 0.0005209378268645994,
+ "time_sec": 15.497188806533813
+ },
+ {
+ "epoch": 74,
+ "train_loss": 0.40033238063812254,
+ "train_acc": 0.87144,
+ "test_loss": 1.985810231399536,
+ "test_acc": 0.5849,
+ "lyapunov": null,
+ "grad_norm": 0.6995855816146154,
+ "grad_max_sv": 0.31191978715360164,
+ "grad_min_sv": 1.2527367021682167e-08,
+ "grad_condition": 263818262.83558512,
+ "lr": 0.0005104712099416781,
+ "time_sec": 15.483733892440796
+ },
+ {
+ "epoch": 75,
+ "train_loss": 0.39340143531799315,
+ "train_acc": 0.87318,
+ "test_loss": 1.9034859148025514,
+ "test_acc": 0.5988,
+ "lyapunov": null,
+ "grad_norm": 0.6917443264462005,
+ "grad_max_sv": 0.3097103513777256,
+ "grad_min_sv": 1.2234487580323195e-08,
+ "grad_condition": 189402494.46869463,
+ "lr": 0.0004999999999999996,
+ "time_sec": 15.491854667663574
+ },
+ {
+ "epoch": 76,
+ "train_loss": 0.38218573943138123,
+ "train_acc": 0.87562,
+ "test_loss": 1.9674748405456544,
+ "test_acc": 0.5897,
+ "lyapunov": null,
+ "grad_norm": 0.6848552863949536,
+ "grad_max_sv": 0.306015183404088,
+ "grad_min_sv": 1.2231246879906843e-08,
+ "grad_condition": 67368302.47465871,
+ "lr": 0.0004895287900583212,
+ "time_sec": 15.475126504898071
+ },
+ {
+ "epoch": 77,
+ "train_loss": 0.37298857500076293,
+ "train_acc": 0.8782,
+ "test_loss": 1.9116508392333984,
+ "test_acc": 0.5973,
+ "lyapunov": null,
+ "grad_norm": 0.676733354734531,
+ "grad_max_sv": 0.30364411063492297,
+ "grad_min_sv": 1.2298366306937036e-08,
+ "grad_condition": 113213891.7010752,
+ "lr": 0.0004790621731353997,
+ "time_sec": 15.476521015167236
+ },
+ {
+ "epoch": 78,
+ "train_loss": 0.3701143793487549,
+ "train_acc": 0.88078,
+ "test_loss": 2.085685297012329,
+ "test_acc": 0.5795,
+ "lyapunov": null,
+ "grad_norm": 0.6755741762416969,
+ "grad_max_sv": 0.30699342787265776,
+ "grad_min_sv": 1.205234841629107e-08,
+ "grad_condition": 3030668677.964108,
+ "lr": 0.000468604740235343,
+ "time_sec": 15.484160423278809
+ },
+ {
+ "epoch": 79,
+ "train_loss": 0.36959360103607175,
+ "train_acc": 0.87916,
+ "test_loss": 1.9509956113815308,
+ "test_acc": 0.601,
+ "lyapunov": null,
+ "grad_norm": 0.6757618176434513,
+ "grad_max_sv": 0.3065595250576735,
+ "grad_min_sv": 1.2097158442331279e-08,
+ "grad_condition": 77210703.25088154,
+ "lr": 0.00045816107833384175,
+ "time_sec": 15.480469226837158
+ },
+ {
+ "epoch": 80,
+ "train_loss": 0.3621886194419861,
+ "train_acc": 0.88318,
+ "test_loss": 1.9287394012451171,
+ "test_acc": 0.5985,
+ "lyapunov": null,
+ "grad_norm": 0.6691339361755074,
+ "grad_max_sv": 0.3024368964135647,
+ "grad_min_sv": 1.2120088314785185e-08,
+ "grad_condition": 405016123.1402856,
+ "lr": 0.0004477357683661729,
+ "time_sec": 15.493567705154419
+ },
+ {
+ "epoch": 81,
+ "train_loss": 0.35030229503631594,
+ "train_acc": 0.88624,
+ "test_loss": 2.00673182220459,
+ "test_acc": 0.5919,
+ "lyapunov": null,
+ "grad_norm": 0.6596224304671231,
+ "grad_max_sv": 0.29136806540191174,
+ "grad_min_sv": 1.127730693450046e-08,
+ "grad_condition": 1639288832.1236253,
+ "lr": 0.00043733338321784746,
+ "time_sec": 15.493369817733765
+ },
+ {
+ "epoch": 82,
+ "train_loss": 0.34493877026557923,
+ "train_acc": 0.8872,
+ "test_loss": 2.030837797164917,
+ "test_acc": 0.5955,
+ "lyapunov": null,
+ "grad_norm": 0.656267153049647,
+ "grad_max_sv": 0.28955256529152396,
+ "grad_min_sv": 1.1868315586143104e-08,
+ "grad_condition": 869246762.0746359,
+ "lr": 0.0004269584857187939,
+ "time_sec": 15.51423978805542
+ },
+ {
+ "epoch": 83,
+ "train_loss": 0.33515030410289764,
+ "train_acc": 0.89166,
+ "test_loss": 2.0619586929321287,
+ "test_acc": 0.5889,
+ "lyapunov": null,
+ "grad_norm": 0.6433611607654642,
+ "grad_max_sv": 0.28342132121324537,
+ "grad_min_sv": 1.1435175364601923e-08,
+ "grad_condition": 62926422.11698373,
+ "lr": 0.0004166156266419484,
+ "time_sec": 15.476901769638062
+ },
+ {
+ "epoch": 84,
+ "train_loss": 0.33155179508209226,
+ "train_acc": 0.8925,
+ "test_loss": 2.021995645713806,
+ "test_acc": 0.5931,
+ "lyapunov": null,
+ "grad_norm": 0.6432295423646542,
+ "grad_max_sv": 0.29169376716017725,
+ "grad_min_sv": 1.1024380705050054e-08,
+ "grad_condition": 1442816426.8026254,
+ "lr": 0.0004063093427071373,
+ "time_sec": 15.489609479904175
+ },
+ {
+ "epoch": 85,
+ "train_loss": 0.32435158078193665,
+ "train_acc": 0.89488,
+ "test_loss": 2.013304320335388,
+ "test_acc": 0.5916,
+ "lyapunov": null,
+ "grad_norm": 0.6387569144998656,
+ "grad_max_sv": 0.29359805807471273,
+ "grad_min_sv": 1.1595539084474638e-08,
+ "grad_condition": 189598831.94028363,
+ "lr": 0.0003960441545911199,
+ "time_sec": 15.501060247421265
+ },
+ {
+ "epoch": 86,
+ "train_loss": 0.3179238869667053,
+ "train_acc": 0.89698,
+ "test_loss": 1.9903604904174805,
+ "test_acc": 0.5974,
+ "lyapunov": null,
+ "grad_norm": 0.6339090393643317,
+ "grad_max_sv": 0.2939893651753664,
+ "grad_min_sv": 1.1321056620980375e-08,
+ "grad_condition": 126309584.77428427,
+ "lr": 0.0003858245649446718,
+ "time_sec": 15.473534345626831
+ },
+ {
+ "epoch": 87,
+ "train_loss": 0.3082590392589569,
+ "train_acc": 0.90084,
+ "test_loss": 1.9719016357421875,
+ "test_acc": 0.5973,
+ "lyapunov": null,
+ "grad_norm": 0.6204648872897773,
+ "grad_max_sv": 0.2808060821145773,
+ "grad_min_sv": 1.1003370339922671e-08,
+ "grad_condition": 295054731.1552657,
+ "lr": 0.00037565505641757235,
+ "time_sec": 15.489596128463745
+ },
+ {
+ "epoch": 88,
+ "train_loss": 0.30407683875083924,
+ "train_acc": 0.9015,
+ "test_loss": 2.046679413032532,
+ "test_acc": 0.5983,
+ "lyapunov": null,
+ "grad_norm": 0.6232550099645187,
+ "grad_max_sv": 0.2919613588601351,
+ "grad_min_sv": 1.106688122280361e-08,
+ "grad_condition": 322143674.85252506,
+ "lr": 0.00036554008969236695,
+ "time_sec": 15.49986457824707
+ },
+ {
+ "epoch": 89,
+ "train_loss": 0.3027446964073181,
+ "train_acc": 0.90118,
+ "test_loss": 2.086252244949341,
+ "test_acc": 0.5888,
+ "lyapunov": null,
+ "grad_norm": 0.6190288324649083,
+ "grad_max_sv": 0.28052753023803234,
+ "grad_min_sv": 1.0900322809496467e-08,
+ "grad_condition": 566479183.315316,
+ "lr": 0.0003554841015277638,
+ "time_sec": 15.504590034484863
+ },
+ {
+ "epoch": 90,
+ "train_loss": 0.29228587161064146,
+ "train_acc": 0.9047,
+ "test_loss": 2.0138395809173586,
+ "test_acc": 0.5944,
+ "lyapunov": null,
+ "grad_norm": 0.6096912272320082,
+ "grad_max_sv": 0.28337894156575205,
+ "grad_min_sv": 1.0885550369042416e-08,
+ "grad_condition": 2055184394.3102565,
+ "lr": 0.000345491502812526,
+ "time_sec": 15.49034571647644
+ },
+ {
+ "epoch": 91,
+ "train_loss": 0.2902773824119568,
+ "train_acc": 0.9069,
+ "test_loss": 2.0066411319732667,
+ "test_acc": 0.6022,
+ "lyapunov": null,
+ "grad_norm": 0.6066794741118794,
+ "grad_max_sv": 0.27967384792864325,
+ "grad_min_sv": 1.113149796019841e-08,
+ "grad_condition": 126085093.27825883,
+ "lr": 0.0003355666766307081,
+ "time_sec": 15.486260652542114
+ },
+ {
+ "epoch": 92,
+ "train_loss": 0.2833449110221863,
+ "train_acc": 0.90814,
+ "test_loss": 2.077221655654907,
+ "test_acc": 0.5914,
+ "lyapunov": null,
+ "grad_norm": 0.6042052133918574,
+ "grad_max_sv": 0.27325271964073183,
+ "grad_min_sv": 1.057503346621057e-08,
+ "grad_condition": 3596600642.934755,
+ "lr": 0.00032571397633909225,
+ "time_sec": 15.505445957183838
+ },
+ {
+ "epoch": 93,
+ "train_loss": 0.275921519203186,
+ "train_acc": 0.91156,
+ "test_loss": 2.0253973026275633,
+ "test_acc": 0.6011,
+ "lyapunov": null,
+ "grad_norm": 0.596345487343705,
+ "grad_max_sv": 0.27955980561673643,
+ "grad_min_sv": 1.0745895713884512e-08,
+ "grad_condition": 99226565.9342475,
+ "lr": 0.00031593772365766094,
+ "time_sec": 15.494666337966919
+ },
+ {
+ "epoch": 94,
+ "train_loss": 0.27615388660430906,
+ "train_acc": 0.90982,
+ "test_loss": 2.0751438976287844,
+ "test_acc": 0.5926,
+ "lyapunov": null,
+ "grad_norm": 0.5987218023474344,
+ "grad_max_sv": 0.27597025111317636,
+ "grad_min_sv": 1.0580089662877434e-08,
+ "grad_condition": 377084496.3903383,
+ "lr": 0.0003062422067739483,
+ "time_sec": 15.47998309135437
+ },
+ {
+ "epoch": 95,
+ "train_loss": 0.26991701264381407,
+ "train_acc": 0.9106,
+ "test_loss": 2.065015655708313,
+ "test_acc": 0.5995,
+ "lyapunov": null,
+ "grad_norm": 0.591359331692498,
+ "grad_max_sv": 0.280801360309124,
+ "grad_min_sv": 1.058501965522929e-08,
+ "grad_condition": 177268235.5442259,
+ "lr": 0.00029663167846209965,
+ "time_sec": 15.503370761871338
+ },
+ {
+ "epoch": 96,
+ "train_loss": 0.26606324160575867,
+ "train_acc": 0.9137,
+ "test_loss": 2.0547151592254638,
+ "test_acc": 0.6024,
+ "lyapunov": null,
+ "grad_norm": 0.5902198713479344,
+ "grad_max_sv": 0.2709753967821598,
+ "grad_min_sv": 1.0618598106555168e-08,
+ "grad_condition": 842340240.5160465,
+ "lr": 0.00028711035421746345,
+ "time_sec": 15.498698949813843
+ },
+ {
+ "epoch": 97,
+ "train_loss": 0.25566293501853943,
+ "train_acc": 0.91732,
+ "test_loss": 2.007575707626343,
+ "test_acc": 0.5994,
+ "lyapunov": null,
+ "grad_norm": 0.5817467490050799,
+ "grad_max_sv": 0.2697387088090181,
+ "grad_min_sv": 1.025438704743524e-08,
+ "grad_condition": 463836797.56778467,
+ "lr": 0.00027768241040753615,
+ "time_sec": 15.489367485046387
+ },
+ {
+ "epoch": 98,
+ "train_loss": 0.2515622547864914,
+ "train_acc": 0.91842,
+ "test_loss": 2.04601014251709,
+ "test_acc": 0.6008,
+ "lyapunov": null,
+ "grad_norm": 0.5794799592204589,
+ "grad_max_sv": 0.26677791140973567,
+ "grad_min_sv": 1.029050446439174e-08,
+ "grad_condition": 588388249.9313815,
+ "lr": 0.00026835198244006903,
+ "time_sec": 15.474334001541138
+ },
+ {
+ "epoch": 99,
+ "train_loss": 0.24500514444351196,
+ "train_acc": 0.92196,
+ "test_loss": 2.086534292602539,
+ "test_acc": 0.6033,
+ "lyapunov": null,
+ "grad_norm": 0.5694490714138027,
+ "grad_max_sv": 0.2623301979154348,
+ "grad_min_sv": 9.966415031648947e-09,
+ "grad_condition": 1015125356.3291184,
+ "lr": 0.0002591231629491421,
+ "time_sec": 15.491194248199463
+ },
+ {
+ "epoch": 100,
+ "train_loss": 0.24579128606796263,
+ "train_acc": 0.92022,
+ "test_loss": 2.033238724517822,
+ "test_acc": 0.6073,
+ "lyapunov": null,
+ "grad_norm": 0.5680720755555388,
+ "grad_max_sv": 0.25963654592633245,
+ "grad_min_sv": 9.939859338002274e-09,
+ "grad_condition": 445557731.47806203,
+ "lr": 0.0002499999999999997,
+ "time_sec": 15.490838050842285
+ },
+ {
+ "epoch": 101,
+ "train_loss": 0.24127339096069336,
+ "train_acc": 0.92306,
+ "test_loss": 2.1002378002166746,
+ "test_acc": 0.6036,
+ "lyapunov": null,
+ "grad_norm": 0.5641906297524981,
+ "grad_max_sv": 0.27549757733941077,
+ "grad_min_sv": 1.0068470844863327e-08,
+ "grad_condition": 409101783.765684,
+ "lr": 0.00024098649531343477,
+ "time_sec": 15.490317106246948
+ },
+ {
+ "epoch": 102,
+ "train_loss": 0.2390659130167961,
+ "train_acc": 0.9225,
+ "test_loss": 2.0233927448272704,
+ "test_acc": 0.6081,
+ "lyapunov": null,
+ "grad_norm": 0.5658609942304538,
+ "grad_max_sv": 0.2694991033524275,
+ "grad_min_sv": 9.839277652549483e-09,
+ "grad_condition": 3844646046.5289702,
+ "lr": 0.0002320866025105016,
+ "time_sec": 15.493839740753174
+ },
+ {
+ "epoch": 103,
+ "train_loss": 0.23365470203876496,
+ "train_acc": 0.92546,
+ "test_loss": 2.007601522064209,
+ "test_acc": 0.6095,
+ "lyapunov": null,
+ "grad_norm": 0.5584257053092218,
+ "grad_max_sv": 0.2743960417807102,
+ "grad_min_sv": 1.0207792428690299e-08,
+ "grad_condition": 250547163.15828475,
+ "lr": 0.0002233042253783278,
+ "time_sec": 15.469611167907715
+ },
+ {
+ "epoch": 104,
+ "train_loss": 0.22797604578971864,
+ "train_acc": 0.92666,
+ "test_loss": 1.9921390232086182,
+ "test_acc": 0.6104,
+ "lyapunov": null,
+ "grad_norm": 0.5477060234172001,
+ "grad_max_sv": 0.2509814579039812,
+ "grad_min_sv": 9.610087979301102e-09,
+ "grad_condition": 2430635198.302944,
+ "lr": 0.000214643216157784,
+ "time_sec": 15.485874652862549
+ },
+ {
+ "epoch": 105,
+ "train_loss": 0.2194866455602646,
+ "train_acc": 0.92896,
+ "test_loss": 2.065049479866028,
+ "test_acc": 0.6048,
+ "lyapunov": null,
+ "grad_norm": 0.5427601977062464,
+ "grad_max_sv": 0.24938638992607592,
+ "grad_min_sv": 9.552283189700334e-09,
+ "grad_condition": 249820703.92123896,
+ "lr": 0.00020610737385376332,
+ "time_sec": 15.492459058761597
+ },
+ {
+ "epoch": 106,
+ "train_loss": 0.22127391705036165,
+ "train_acc": 0.9277,
+ "test_loss": 2.0674615295410157,
+ "test_acc": 0.6066,
+ "lyapunov": null,
+ "grad_norm": 0.545565415204051,
+ "grad_max_sv": 0.252237818390131,
+ "grad_min_sv": 9.870081852563286e-09,
+ "grad_condition": 1730317003.0799267,
+ "lr": 0.00019770044256881242,
+ "time_sec": 15.494806051254272
+ },
+ {
+ "epoch": 107,
+ "train_loss": 0.21957805599212646,
+ "train_acc": 0.92936,
+ "test_loss": 2.069959518432617,
+ "test_acc": 0.6059,
+ "lyapunov": null,
+ "grad_norm": 0.5427102510735407,
+ "grad_max_sv": 0.26037181839346885,
+ "grad_min_sv": 9.796433978262464e-09,
+ "grad_condition": 619659373.2197987,
+ "lr": 0.0001894261098608447,
+ "time_sec": 15.494577169418335
+ },
+ {
+ "epoch": 108,
+ "train_loss": 0.21802687605857848,
+ "train_acc": 0.92854,
+ "test_loss": 2.069862120437622,
+ "test_acc": 0.6064,
+ "lyapunov": null,
+ "grad_norm": 0.5412145734801318,
+ "grad_max_sv": 0.26357722133398054,
+ "grad_min_sv": 9.731102705856913e-09,
+ "grad_condition": 4896886016.781491,
+ "lr": 0.000181288005125655,
+ "time_sec": 15.492915630340576
+ },
+ {
+ "epoch": 109,
+ "train_loss": 0.2105085688495636,
+ "train_acc": 0.9329,
+ "test_loss": 2.0300133407592775,
+ "test_acc": 0.6118,
+ "lyapunov": null,
+ "grad_norm": 0.5316865416598037,
+ "grad_max_sv": 0.24584890641272067,
+ "grad_min_sv": 9.288343090713484e-09,
+ "grad_condition": 1467162755.386783,
+ "lr": 0.0001732896980049473,
+ "time_sec": 15.496263980865479
+ },
+ {
+ "epoch": 110,
+ "train_loss": 0.20778575693130494,
+ "train_acc": 0.9324,
+ "test_loss": 2.033147290420532,
+ "test_acc": 0.6113,
+ "lyapunov": null,
+ "grad_norm": 0.5310273370102141,
+ "grad_max_sv": 0.25715232640504837,
+ "grad_min_sv": 9.619756366117082e-09,
+ "grad_condition": 909703469.1889927,
+ "lr": 0.00016543469682057076,
+ "time_sec": 15.48079514503479
+ },
+ {
+ "epoch": 111,
+ "train_loss": 0.2022018117570877,
+ "train_acc": 0.93408,
+ "test_loss": 2.0903577659606936,
+ "test_acc": 0.6097,
+ "lyapunov": null,
+ "grad_norm": 0.5248885212713278,
+ "grad_max_sv": 0.25115896202623844,
+ "grad_min_sv": 9.449230327059423e-09,
+ "grad_condition": 654306379.114652,
+ "lr": 0.00015772644703565552,
+ "time_sec": 15.481376886367798
+ },
+ {
+ "epoch": 112,
+ "train_loss": 0.2012022008705139,
+ "train_acc": 0.93478,
+ "test_loss": 2.1256960330963133,
+ "test_acc": 0.6062,
+ "lyapunov": null,
+ "grad_norm": 0.5259715208516651,
+ "grad_max_sv": 0.25880570262670516,
+ "grad_min_sv": 9.483339922537942e-09,
+ "grad_condition": 3450539548.1120477,
+ "lr": 0.00015016832974331713,
+ "time_sec": 15.474645853042603
+ },
+ {
+ "epoch": 113,
+ "train_loss": 0.20022091041088105,
+ "train_acc": 0.9359,
+ "test_loss": 2.0813249099731443,
+ "test_acc": 0.6127,
+ "lyapunov": null,
+ "grad_norm": 0.518582122023061,
+ "grad_max_sv": 0.25183347687125207,
+ "grad_min_sv": 9.362834274724563e-09,
+ "grad_condition": 206343345.02075773,
+ "lr": 0.00014276366018359834,
+ "time_sec": 15.51976227760315
+ },
+ {
+ "epoch": 114,
+ "train_loss": 0.20003674240589142,
+ "train_acc": 0.93548,
+ "test_loss": 2.059957353401184,
+ "test_acc": 0.6113,
+ "lyapunov": null,
+ "grad_norm": 0.5204510649985771,
+ "grad_max_sv": 0.24840169511735438,
+ "grad_min_sv": 9.433198861711483e-09,
+ "grad_condition": 156281157.83753783,
+ "lr": 0.00013551568628929425,
+ "time_sec": 15.486659526824951
+ },
+ {
+ "epoch": 115,
+ "train_loss": 0.19450239594459534,
+ "train_acc": 0.9368,
+ "test_loss": 2.081795527267456,
+ "test_acc": 0.613,
+ "lyapunov": null,
+ "grad_norm": 0.513222572000434,
+ "grad_max_sv": 0.25595347620546816,
+ "grad_min_sv": 9.54867237041787e-09,
+ "grad_condition": 768174194.3770015,
+ "lr": 0.00012842758726130276,
+ "time_sec": 15.51030945777893
+ },
+ {
+ "epoch": 116,
+ "train_loss": 0.19022185802936553,
+ "train_acc": 0.93888,
+ "test_loss": 2.0910057247161866,
+ "test_acc": 0.6109,
+ "lyapunov": null,
+ "grad_norm": 0.509950221902217,
+ "grad_max_sv": 0.24649180248379707,
+ "grad_min_sv": 9.286189562706521e-09,
+ "grad_condition": 190506622.94702727,
+ "lr": 0.0001215024721741218,
+ "time_sec": 15.4960777759552
+ },
+ {
+ "epoch": 117,
+ "train_loss": 0.18697156070709228,
+ "train_acc": 0.9409,
+ "test_loss": 2.1048245140075683,
+ "test_acc": 0.6113,
+ "lyapunov": null,
+ "grad_norm": 0.5023066665762482,
+ "grad_max_sv": 0.24158176295459272,
+ "grad_min_sv": 9.132921396148092e-09,
+ "grad_condition": 4603577974.011314,
+ "lr": 0.00011474337861210538,
+ "time_sec": 15.499973773956299
+ },
+ {
+ "epoch": 118,
+ "train_loss": 0.1897142271566391,
+ "train_acc": 0.93756,
+ "test_loss": 2.0972971321105955,
+ "test_acc": 0.611,
+ "lyapunov": null,
+ "grad_norm": 0.5079589956238173,
+ "grad_max_sv": 0.23757222667336464,
+ "grad_min_sv": 8.902529727208147e-09,
+ "grad_condition": 203658547.6693558,
+ "lr": 0.00010815327133708009,
+ "time_sec": 15.504847049713135
+ },
+ {
+ "epoch": 119,
+ "train_loss": 0.1865368722629547,
+ "train_acc": 0.93914,
+ "test_loss": 2.071676664352417,
+ "test_acc": 0.6093,
+ "lyapunov": null,
+ "grad_norm": 0.503144489128604,
+ "grad_max_sv": 0.24214695654809476,
+ "grad_min_sv": 9.078004823076872e-09,
+ "grad_condition": 401272428.2934058,
+ "lr": 0.00010173504098790182,
+ "time_sec": 15.494940042495728
+ },
+ {
+ "epoch": 120,
+ "train_loss": 0.18263185959339143,
+ "train_acc": 0.9413,
+ "test_loss": 2.0995028049468996,
+ "test_acc": 0.61,
+ "lyapunov": null,
+ "grad_norm": 0.49963467133223916,
+ "grad_max_sv": 0.2448117069900036,
+ "grad_min_sv": 9.255170430218228e-09,
+ "grad_condition": 840960640.7523018,
+ "lr": 9.549150281252629e-05,
+ "time_sec": 15.50493049621582
+ },
+ {
+ "epoch": 121,
+ "train_loss": 0.17661990516662598,
+ "train_acc": 0.94376,
+ "test_loss": 2.0479217910766603,
+ "test_acc": 0.6139,
+ "lyapunov": null,
+ "grad_norm": 0.49017967274439106,
+ "grad_max_sv": 0.24487083926796913,
+ "grad_min_sv": 9.062790381261093e-09,
+ "grad_condition": 297900363.86286056,
+ "lr": 8.942539543314794e-05,
+ "time_sec": 15.500595331192017
+ },
+ {
+ "epoch": 122,
+ "train_loss": 0.17436686351299285,
+ "train_acc": 0.94568,
+ "test_loss": 2.1033685138702394,
+ "test_acc": 0.6076,
+ "lyapunov": null,
+ "grad_norm": 0.4850908453719191,
+ "grad_max_sv": 0.24267951920628547,
+ "grad_min_sv": 9.175133607909614e-09,
+ "grad_condition": 151651082.8966439,
+ "lr": 8.353937964495024e-05,
+ "time_sec": 15.500707149505615
+ },
+ {
+ "epoch": 123,
+ "train_loss": 0.17420966561317444,
+ "train_acc": 0.94574,
+ "test_loss": 2.0771576751708984,
+ "test_acc": 0.6091,
+ "lyapunov": null,
+ "grad_norm": 0.48697820878218756,
+ "grad_max_sv": 0.24934822954237462,
+ "grad_min_sv": 9.043736691862272e-09,
+ "grad_condition": 342563176.44086933,
+ "lr": 7.783603724899243e-05,
+ "time_sec": 15.506757974624634
+ },
+ {
+ "epoch": 124,
+ "train_loss": 0.1725812414932251,
+ "train_acc": 0.94486,
+ "test_loss": 2.135185445022583,
+ "test_acc": 0.608,
+ "lyapunov": null,
+ "grad_norm": 0.4844109930695783,
+ "grad_max_sv": 0.24152979552745818,
+ "grad_min_sv": 9.037162034160328e-09,
+ "grad_condition": 142594941.29597357,
+ "lr": 7.231786991974666e-05,
+ "time_sec": 15.495522499084473
+ },
+ {
+ "epoch": 125,
+ "train_loss": 0.17122176954269408,
+ "train_acc": 0.94558,
+ "test_loss": 2.1152863483428956,
+ "test_acc": 0.612,
+ "lyapunov": null,
+ "grad_norm": 0.4826385410866865,
+ "grad_max_sv": 0.24549916423857213,
+ "grad_min_sv": 8.782795131207118e-09,
+ "grad_condition": 1347993858.355885,
+ "lr": 6.698729810778072e-05,
+ "time_sec": 15.489627361297607
+ },
+ {
+ "epoch": 126,
+ "train_loss": 0.17058868828058243,
+ "train_acc": 0.94662,
+ "test_loss": 2.1105800861358643,
+ "test_acc": 0.6093,
+ "lyapunov": null,
+ "grad_norm": 0.48281055678110163,
+ "grad_max_sv": 0.24400779306888581,
+ "grad_min_sv": 8.881911921611655e-09,
+ "grad_condition": 907798367.550338,
+ "lr": 6.184665997806817e-05,
+ "time_sec": 15.487231254577637
+ },
+ {
+ "epoch": 127,
+ "train_loss": 0.16842705961704255,
+ "train_acc": 0.94676,
+ "test_loss": 2.075766274642944,
+ "test_acc": 0.6129,
+ "lyapunov": null,
+ "grad_norm": 0.4814153543267475,
+ "grad_max_sv": 0.24004302807152272,
+ "grad_min_sv": 8.701755094839368e-09,
+ "grad_condition": 2608046426.213746,
+ "lr": 5.6898210384392595e-05,
+ "time_sec": 15.498921394348145
+ },
+ {
+ "epoch": 128,
+ "train_loss": 0.16494292568683624,
+ "train_acc": 0.94768,
+ "test_loss": 2.151611907196045,
+ "test_acc": 0.6047,
+ "lyapunov": null,
+ "grad_norm": 0.4763822150733386,
+ "grad_max_sv": 0.22842325568199157,
+ "grad_min_sv": 8.631154578726818e-09,
+ "grad_condition": 260686423.05458745,
+ "lr": 5.214411988029363e-05,
+ "time_sec": 15.489452600479126
+ },
+ {
+ "epoch": 129,
+ "train_loss": 0.16430129640102387,
+ "train_acc": 0.94824,
+ "test_loss": 2.0951647556304933,
+ "test_acc": 0.6128,
+ "lyapunov": null,
+ "grad_norm": 0.4754481221102857,
+ "grad_max_sv": 0.23247553929686546,
+ "grad_min_sv": 8.414460946461547e-09,
+ "grad_condition": 437817787.9214033,
+ "lr": 4.7586473766990294e-05,
+ "time_sec": 15.491871118545532
+ },
+ {
+ "epoch": 130,
+ "train_loss": 0.16159661509513856,
+ "train_acc": 0.94926,
+ "test_loss": 2.0767082111358643,
+ "test_acc": 0.6156,
+ "lyapunov": null,
+ "grad_norm": 0.4695751355550292,
+ "grad_max_sv": 0.24420519769191742,
+ "grad_min_sv": 8.783045789696309e-09,
+ "grad_condition": 2887625517.4136095,
+ "lr": 4.32272711786996e-05,
+ "time_sec": 15.50525712966919
+ },
+ {
+ "epoch": 131,
+ "train_loss": 0.16233114049911498,
+ "train_acc": 0.94986,
+ "test_loss": 2.090193899154663,
+ "test_acc": 0.6138,
+ "lyapunov": null,
+ "grad_norm": 0.4718133586500909,
+ "grad_max_sv": 0.23811170123517514,
+ "grad_min_sv": 8.731167988607069e-09,
+ "grad_condition": 171473959.97673047,
+ "lr": 3.906842420574966e-05,
+ "time_sec": 15.489828824996948
+ },
+ {
+ "epoch": 132,
+ "train_loss": 0.16304145799160003,
+ "train_acc": 0.9489,
+ "test_loss": 2.0699268299102784,
+ "test_acc": 0.6176,
+ "lyapunov": null,
+ "grad_norm": 0.47181034193305915,
+ "grad_max_sv": 0.24468088522553444,
+ "grad_min_sv": 8.694641913677115e-09,
+ "grad_condition": 3950610050.0669045,
+ "lr": 3.5111757055874305e-05,
+ "time_sec": 15.489463329315186
+ },
+ {
+ "epoch": 133,
+ "train_loss": 0.16222090543746948,
+ "train_acc": 0.94862,
+ "test_loss": 2.0846460132598876,
+ "test_acc": 0.6154,
+ "lyapunov": null,
+ "grad_norm": 0.47432514605256276,
+ "grad_max_sv": 0.2351464234292507,
+ "grad_min_sv": 8.508125437679944e-09,
+ "grad_condition": 3262769680.1508665,
+ "lr": 3.1359005254054254e-05,
+ "time_sec": 15.493263721466064
+ },
+ {
+ "epoch": 134,
+ "train_loss": 0.1564504327917099,
+ "train_acc": 0.95064,
+ "test_loss": 2.039795367050171,
+ "test_acc": 0.616,
+ "lyapunov": null,
+ "grad_norm": 0.46132567077349346,
+ "grad_max_sv": 0.23477552309632302,
+ "grad_min_sv": 8.499829853240298e-09,
+ "grad_condition": 275652896.5549098,
+ "lr": 2.7811814881259484e-05,
+ "time_sec": 15.501915693283081
+ },
+ {
+ "epoch": 135,
+ "train_loss": 0.1633557910346985,
+ "train_acc": 0.94906,
+ "test_loss": 2.1431523998260498,
+ "test_acc": 0.6082,
+ "lyapunov": null,
+ "grad_norm": 0.4725347110912027,
+ "grad_max_sv": 0.2321782097220421,
+ "grad_min_sv": 8.273568699135141e-09,
+ "grad_condition": 719211854.1190578,
+ "lr": 2.4471741852423218e-05,
+ "time_sec": 15.49996304512024
+ },
+ {
+ "epoch": 136,
+ "train_loss": 0.1577922046995163,
+ "train_acc": 0.95056,
+ "test_loss": 2.039000785446167,
+ "test_acc": 0.6154,
+ "lyapunov": null,
+ "grad_norm": 0.46347763663429586,
+ "grad_max_sv": 0.23204916007816792,
+ "grad_min_sv": 8.698969911215922e-09,
+ "grad_condition": 2466699319.0239253,
+ "lr": 2.1340251233966362e-05,
+ "time_sec": 15.497424125671387
+ },
+ {
+ "epoch": 137,
+ "train_loss": 0.15701312964439393,
+ "train_acc": 0.94962,
+ "test_loss": 2.085305763244629,
+ "test_acc": 0.6149,
+ "lyapunov": null,
+ "grad_norm": 0.46705315608384584,
+ "grad_max_sv": 0.22602895461022854,
+ "grad_min_sv": 8.363478537018877e-09,
+ "grad_condition": 5418883019.032962,
+ "lr": 1.8418716601170932e-05,
+ "time_sec": 15.491859674453735
+ },
+ {
+ "epoch": 138,
+ "train_loss": 0.15615028873443604,
+ "train_acc": 0.95128,
+ "test_loss": 2.101923070907593,
+ "test_acc": 0.6133,
+ "lyapunov": null,
+ "grad_norm": 0.46267937397470993,
+ "grad_max_sv": 0.23617675378918648,
+ "grad_min_sv": 8.55792531187071e-09,
+ "grad_condition": 668785672.229811,
+ "lr": 1.570841943568445e-05,
+ "time_sec": 15.490991592407227
+ },
+ {
+ "epoch": 139,
+ "train_loss": 0.15497800857305527,
+ "train_acc": 0.95104,
+ "test_loss": 2.131324795150757,
+ "test_acc": 0.6096,
+ "lyapunov": null,
+ "grad_norm": 0.4627316674414162,
+ "grad_max_sv": 0.23336338251829147,
+ "grad_min_sv": 8.54283688542061e-09,
+ "grad_condition": 547232078.4054619,
+ "lr": 1.3210548563419845e-05,
+ "time_sec": 15.493245840072632
+ },
+ {
+ "epoch": 140,
+ "train_loss": 0.15815438273906707,
+ "train_acc": 0.95054,
+ "test_loss": 2.0743191734313964,
+ "test_acc": 0.6132,
+ "lyapunov": null,
+ "grad_norm": 0.46525185071118685,
+ "grad_max_sv": 0.23031578138470649,
+ "grad_min_sv": 8.578327668909771e-09,
+ "grad_condition": 1472538153.7679148,
+ "lr": 1.0926199633097203e-05,
+ "time_sec": 15.508398056030273
+ },
+ {
+ "epoch": 141,
+ "train_loss": 0.15565036369800567,
+ "train_acc": 0.95156,
+ "test_loss": 2.083190835571289,
+ "test_acc": 0.6143,
+ "lyapunov": null,
+ "grad_norm": 0.4634211187185363,
+ "grad_max_sv": 0.2209864068776369,
+ "grad_min_sv": 8.388305931458784e-09,
+ "grad_condition": 735187313.3407264,
+ "lr": 8.856374635655688e-06,
+ "time_sec": 15.477578163146973
+ },
+ {
+ "epoch": 142,
+ "train_loss": 0.1526834367275238,
+ "train_acc": 0.95296,
+ "test_loss": 2.0579229915618895,
+ "test_acc": 0.6125,
+ "lyapunov": null,
+ "grad_norm": 0.45577943773159835,
+ "grad_max_sv": 0.22755092419683934,
+ "grad_min_sv": 8.457177222030362e-09,
+ "grad_condition": 1934756909.5252705,
+ "lr": 7.001981464747503e-06,
+ "time_sec": 15.47980809211731
+ },
+ {
+ "epoch": 143,
+ "train_loss": 0.1551715327501297,
+ "train_acc": 0.95138,
+ "test_loss": 2.094068197631836,
+ "test_acc": 0.6117,
+ "lyapunov": null,
+ "grad_norm": 0.46037433954931045,
+ "grad_max_sv": 0.22780660428106786,
+ "grad_min_sv": 8.502836361531321e-09,
+ "grad_condition": 963929271.8099291,
+ "lr": 5.3638335185058295e-06,
+ "time_sec": 15.485134363174438
+ },
+ {
+ "epoch": 144,
+ "train_loss": 0.15432416381835937,
+ "train_acc": 0.95178,
+ "test_loss": 2.110651277923584,
+ "test_acc": 0.6145,
+ "lyapunov": null,
+ "grad_norm": 0.4613614148812742,
+ "grad_max_sv": 0.22735756635665894,
+ "grad_min_sv": 8.44454743694368e-09,
+ "grad_condition": 1076939620.5494838,
+ "lr": 3.942649342761114e-06,
+ "time_sec": 15.493315696716309
+ },
+ {
+ "epoch": 145,
+ "train_loss": 0.15650244321346282,
+ "train_acc": 0.95044,
+ "test_loss": 2.0880191951751708,
+ "test_acc": 0.6119,
+ "lyapunov": null,
+ "grad_norm": 0.4660268832705423,
+ "grad_max_sv": 0.23027937039732932,
+ "grad_min_sv": 8.513131491633477e-09,
+ "grad_condition": 297143450.17696226,
+ "lr": 2.7390523158633524e-06,
+ "time_sec": 15.480180501937866
+ },
+ {
+ "epoch": 146,
+ "train_loss": 0.15448970682621002,
+ "train_acc": 0.952,
+ "test_loss": 2.0194208770751954,
+ "test_acc": 0.621,
+ "lyapunov": null,
+ "grad_norm": 0.4600178145858194,
+ "grad_max_sv": 0.22371375933289528,
+ "grad_min_sv": 8.652061342297613e-09,
+ "grad_condition": 2586380341.3174944,
+ "lr": 1.7535703752478133e-06,
+ "time_sec": 15.502386331558228
+ },
+ {
+ "epoch": 147,
+ "train_loss": 0.15414279275417328,
+ "train_acc": 0.95114,
+ "test_loss": 2.1069964057922363,
+ "test_acc": 0.6142,
+ "lyapunov": null,
+ "grad_norm": 0.4616285885002781,
+ "grad_max_sv": 0.2342820342630148,
+ "grad_min_sv": 8.68108046944878e-09,
+ "grad_condition": 379507449.7225493,
+ "lr": 9.866357858642196e-07,
+ "time_sec": 15.488835096359253
+ },
+ {
+ "epoch": 148,
+ "train_loss": 0.15620617700576783,
+ "train_acc": 0.95078,
+ "test_loss": 2.1161761821746827,
+ "test_acc": 0.6085,
+ "lyapunov": null,
+ "grad_norm": 0.46475971700568747,
+ "grad_max_sv": 0.2303019493818283,
+ "grad_min_sv": 8.695906369591763e-09,
+ "grad_condition": 729395813.573787,
+ "lr": 4.38584950570808e-07,
+ "time_sec": 15.500977277755737
+ },
+ {
+ "epoch": 149,
+ "train_loss": 0.1530400000667572,
+ "train_acc": 0.95168,
+ "test_loss": 2.0760107112884523,
+ "test_acc": 0.6147,
+ "lyapunov": null,
+ "grad_norm": 0.4585791144767188,
+ "grad_max_sv": 0.23029794916510582,
+ "grad_min_sv": 8.466522902726702e-09,
+ "grad_condition": 540903237.1982462,
+ "lr": 1.096582625772501e-07,
+ "time_sec": 15.49415111541748
+ },
+ {
+ "epoch": 150,
+ "train_loss": 0.15208094583511353,
+ "train_acc": 0.95228,
+ "test_loss": 2.0765135959625245,
+ "test_acc": 0.6142,
+ "lyapunov": null,
+ "grad_norm": 0.45743890734329773,
+ "grad_max_sv": 0.23194126076996327,
+ "grad_min_sv": 8.657490525268864e-09,
+ "grad_condition": 1180436704.3069885,
+ "lr": 0.0,
+ "time_sec": 15.487801790237427
+ }
+ ],
+ "8": [
+ {
+ "epoch": 1,
+ "train_loss": 4.642479771652222,
+ "train_acc": 0.0563,
+ "test_loss": 4.471788549804687,
+ "test_acc": 0.0525,
+ "lyapunov": null,
+ "grad_norm": 6.299700683423435,
+ "grad_max_sv": 5.376748514175415,
+ "grad_min_sv": 1.0876815811078355e-07,
+ "grad_condition": 123806577.64929362,
+ "lr": 0.0009998903417374227,
+ "time_sec": 32.55821919441223
+ },
+ {
+ "epoch": 2,
+ "train_loss": 3.921236069869995,
+ "train_acc": 0.1164,
+ "test_loss": 4.031661200714112,
+ "test_acc": 0.0987,
+ "lyapunov": null,
+ "grad_norm": 4.744809408953577,
+ "grad_max_sv": 4.056096857786178,
+ "grad_min_sv": 8.545224932585138e-08,
+ "grad_condition": 432966802.88566554,
+ "lr": 0.0009995614150494292,
+ "time_sec": 32.52909827232361
+ },
+ {
+ "epoch": 3,
+ "train_loss": 3.563258330001831,
+ "train_acc": 0.16394,
+ "test_loss": 3.665959655380249,
+ "test_acc": 0.1478,
+ "lyapunov": null,
+ "grad_norm": 3.968544793489477,
+ "grad_max_sv": 3.2656030714511872,
+ "grad_min_sv": 7.328074659307404e-08,
+ "grad_condition": 54148101.24592471,
+ "lr": 0.0009990133642141358,
+ "time_sec": 32.514859199523926
+ },
+ {
+ "epoch": 4,
+ "train_loss": 3.30762485168457,
+ "train_acc": 0.20282,
+ "test_loss": 3.602442971038818,
+ "test_acc": 0.1715,
+ "lyapunov": null,
+ "grad_norm": 3.360539325527588,
+ "grad_max_sv": 2.5611240684986116,
+ "grad_min_sv": 6.275024531099404e-08,
+ "grad_condition": 48558402.55237199,
+ "lr": 0.0009982464296247522,
+ "time_sec": 32.511942863464355
+ },
+ {
+ "epoch": 5,
+ "train_loss": 3.070727022857666,
+ "train_acc": 0.2431,
+ "test_loss": 3.0896433425903322,
+ "test_acc": 0.2428,
+ "lyapunov": null,
+ "grad_norm": 2.8612981669887914,
+ "grad_max_sv": 2.039329302310944,
+ "grad_min_sv": 5.3213209671998385e-08,
+ "grad_condition": 45899387.46141158,
+ "lr": 0.0009972609476841367,
+ "time_sec": 32.535019874572754
+ },
+ {
+ "epoch": 6,
+ "train_loss": 2.873271194458008,
+ "train_acc": 0.2795,
+ "test_loss": 3.0904090099334716,
+ "test_acc": 0.2488,
+ "lyapunov": null,
+ "grad_norm": 2.4953735022476837,
+ "grad_max_sv": 1.6734129816293717,
+ "grad_min_sv": 4.6456209978895655e-08,
+ "grad_condition": 55631562.29872565,
+ "lr": 0.000996057350657239,
+ "time_sec": 32.5289192199707
+ },
+ {
+ "epoch": 7,
+ "train_loss": 2.698648819732666,
+ "train_acc": 0.31066,
+ "test_loss": 2.9098104148864747,
+ "test_acc": 0.2799,
+ "lyapunov": null,
+ "grad_norm": 2.1963953249289316,
+ "grad_max_sv": 1.3662363350391389,
+ "grad_min_sv": 4.123726340746203e-08,
+ "grad_condition": 175183802.14149565,
+ "lr": 0.000994636166481494,
+ "time_sec": 32.53304076194763
+ },
+ {
+ "epoch": 8,
+ "train_loss": 2.5489939933776857,
+ "train_acc": 0.3414,
+ "test_loss": 2.918805715942383,
+ "test_acc": 0.2796,
+ "lyapunov": null,
+ "grad_norm": 1.9702205989411337,
+ "grad_max_sv": 1.1486580684781074,
+ "grad_min_sv": 3.6719605156498857e-08,
+ "grad_condition": 45078452.49282994,
+ "lr": 0.0009929980185352525,
+ "time_sec": 32.52384686470032
+ },
+ {
+ "epoch": 9,
+ "train_loss": 2.429889005661011,
+ "train_acc": 0.36856,
+ "test_loss": 2.617208067703247,
+ "test_acc": 0.3352,
+ "lyapunov": null,
+ "grad_norm": 1.7958642065413024,
+ "grad_max_sv": 0.976833887398243,
+ "grad_min_sv": 3.4111676243397945e-08,
+ "grad_condition": 88392837.95669074,
+ "lr": 0.0009911436253643444,
+ "time_sec": 32.52341938018799
+ },
+ {
+ "epoch": 10,
+ "train_loss": 2.312202433395386,
+ "train_acc": 0.39006,
+ "test_loss": 2.6336415348052977,
+ "test_acc": 0.3376,
+ "lyapunov": null,
+ "grad_norm": 1.6688154279715788,
+ "grad_max_sv": 0.8335120677947998,
+ "grad_min_sv": 3.1057890326202656e-08,
+ "grad_condition": 43581868.8179111,
+ "lr": 0.0009890738003669028,
+ "time_sec": 32.53657627105713
+ },
+ {
+ "epoch": 11,
+ "train_loss": 2.2113982202911378,
+ "train_acc": 0.41394,
+ "test_loss": 2.4651415496826172,
+ "test_acc": 0.3668,
+ "lyapunov": null,
+ "grad_norm": 1.5852177586967415,
+ "grad_max_sv": 0.7658713042736054,
+ "grad_min_sv": 2.981889714037678e-08,
+ "grad_condition": 33093574.792371016,
+ "lr": 0.00098678945143658,
+ "time_sec": 32.52194833755493
+ },
+ {
+ "epoch": 12,
+ "train_loss": 2.1308777001190187,
+ "train_acc": 0.432,
+ "test_loss": 2.5040061386108396,
+ "test_acc": 0.3654,
+ "lyapunov": null,
+ "grad_norm": 1.5129835225343262,
+ "grad_max_sv": 0.6879909574985504,
+ "grad_min_sv": 2.8309841176854533e-08,
+ "grad_condition": 30209408.624890875,
+ "lr": 0.0009842915805643154,
+ "time_sec": 32.519477128982544
+ },
+ {
+ "epoch": 13,
+ "train_loss": 2.051232373428345,
+ "train_acc": 0.4496,
+ "test_loss": 2.3721223037719725,
+ "test_acc": 0.3951,
+ "lyapunov": null,
+ "grad_norm": 1.4527042328822815,
+ "grad_max_sv": 0.6657147958874703,
+ "grad_min_sv": 2.7529119311919813e-08,
+ "grad_condition": 32877524.0735294,
+ "lr": 0.000981581283398829,
+ "time_sec": 32.51488184928894
+ },
+ {
+ "epoch": 14,
+ "train_loss": 1.9786859475326537,
+ "train_acc": 0.46372,
+ "test_loss": 2.4099101028442385,
+ "test_acc": 0.3885,
+ "lyapunov": null,
+ "grad_norm": 1.3903946049407439,
+ "grad_max_sv": 0.619149561971426,
+ "grad_min_sv": 2.6381883344583912e-08,
+ "grad_condition": 32158488.579634093,
+ "lr": 0.0009786597487660333,
+ "time_sec": 32.53034734725952
+ },
+ {
+ "epoch": 15,
+ "train_loss": 1.9087054037857056,
+ "train_acc": 0.48146,
+ "test_loss": 2.356669859313965,
+ "test_acc": 0.4054,
+ "lyapunov": null,
+ "grad_norm": 1.3401497982688246,
+ "grad_max_sv": 0.5884689308702946,
+ "grad_min_sv": 2.5261919572860948e-08,
+ "grad_condition": 27243493.57243519,
+ "lr": 0.0009755282581475766,
+ "time_sec": 32.53805232048035
+ },
+ {
+ "epoch": 16,
+ "train_loss": 1.8580862741851807,
+ "train_acc": 0.4903,
+ "test_loss": 2.3727874526977537,
+ "test_acc": 0.3978,
+ "lyapunov": null,
+ "grad_norm": 1.2980660063098806,
+ "grad_max_sv": 0.5687403865158558,
+ "grad_min_sv": 2.4705210138753485e-08,
+ "grad_condition": 36506916.881677285,
+ "lr": 0.0009721881851187403,
+ "time_sec": 32.529054403305054
+ },
+ {
+ "epoch": 17,
+ "train_loss": 1.7838218069458007,
+ "train_acc": 0.50946,
+ "test_loss": 2.411915710067749,
+ "test_acc": 0.4013,
+ "lyapunov": null,
+ "grad_norm": 1.2536082066251264,
+ "grad_max_sv": 0.5238922812044621,
+ "grad_min_sv": 2.3606322296920722e-08,
+ "grad_condition": 36849925.4309851,
+ "lr": 0.0009686409947459456,
+ "time_sec": 32.526257038116455
+ },
+ {
+ "epoch": 18,
+ "train_loss": 1.7371992016983033,
+ "train_acc": 0.51958,
+ "test_loss": 2.2599031024932863,
+ "test_acc": 0.4264,
+ "lyapunov": null,
+ "grad_norm": 1.229284180873741,
+ "grad_max_sv": 0.5230717524886132,
+ "grad_min_sv": 2.312521401454104e-08,
+ "grad_condition": 49053511.209702894,
+ "lr": 0.0009648882429441254,
+ "time_sec": 32.5399911403656
+ },
+ {
+ "epoch": 19,
+ "train_loss": 1.6830381874847413,
+ "train_acc": 0.53178,
+ "test_loss": 2.1889729766845702,
+ "test_acc": 0.4447,
+ "lyapunov": null,
+ "grad_norm": 1.1785390649791196,
+ "grad_max_sv": 0.4872257113456726,
+ "grad_min_sv": 2.2137700339541766e-08,
+ "grad_condition": 138866163.95418012,
+ "lr": 0.00096093157579425,
+ "time_sec": 32.52653670310974
+ },
+ {
+ "epoch": 20,
+ "train_loss": 1.6344180388641358,
+ "train_acc": 0.54714,
+ "test_loss": 2.227257891082764,
+ "test_acc": 0.4375,
+ "lyapunov": null,
+ "grad_norm": 1.1489035121891145,
+ "grad_max_sv": 0.47284500747919084,
+ "grad_min_sv": 2.1496744417870418e-08,
+ "grad_condition": 29593450.061258078,
+ "lr": 0.0009567727288213001,
+ "time_sec": 32.52734684944153
+ },
+ {
+ "epoch": 21,
+ "train_loss": 1.5880603087615968,
+ "train_acc": 0.55388,
+ "test_loss": 2.109391535949707,
+ "test_acc": 0.4605,
+ "lyapunov": null,
+ "grad_norm": 1.1350345214433142,
+ "grad_max_sv": 0.47259567975997924,
+ "grad_min_sv": 2.13382750108293e-08,
+ "grad_condition": 39203948.276769534,
+ "lr": 0.0009524135262330095,
+ "time_sec": 32.51701855659485
+ },
+ {
+ "epoch": 22,
+ "train_loss": 1.5451898790740968,
+ "train_acc": 0.56776,
+ "test_loss": 2.1289856529235838,
+ "test_acc": 0.4622,
+ "lyapunov": null,
+ "grad_norm": 1.1083032352595108,
+ "grad_max_sv": 0.44387331902980803,
+ "grad_min_sv": 2.0636199499213248e-08,
+ "grad_condition": 31425874.99589374,
+ "lr": 0.0009478558801197061,
+ "time_sec": 32.51593995094299
+ },
+ {
+ "epoch": 23,
+ "train_loss": 1.4903677392959596,
+ "train_acc": 0.57754,
+ "test_loss": 2.133696251296997,
+ "test_acc": 0.4671,
+ "lyapunov": null,
+ "grad_norm": 1.0825668306165386,
+ "grad_max_sv": 0.4390222616493702,
+ "grad_min_sv": 2.047547279677986e-08,
+ "grad_condition": 129993822.14571199,
+ "lr": 0.000943101789615607,
+ "time_sec": 32.51069974899292
+ },
+ {
+ "epoch": 24,
+ "train_loss": 1.4748817832183838,
+ "train_acc": 0.58158,
+ "test_loss": 2.1626602745056154,
+ "test_acc": 0.4632,
+ "lyapunov": null,
+ "grad_norm": 1.0751338305034317,
+ "grad_max_sv": 0.43956650570034983,
+ "grad_min_sv": 2.0244324640261713e-08,
+ "grad_condition": 41342301.85017798,
+ "lr": 0.0009381533400219313,
+ "time_sec": 32.533777952194214
+ },
+ {
+ "epoch": 25,
+ "train_loss": 1.4211272861099242,
+ "train_acc": 0.5951,
+ "test_loss": 2.096311450576782,
+ "test_acc": 0.481,
+ "lyapunov": null,
+ "grad_norm": 1.0399638076679998,
+ "grad_max_sv": 0.42748609334230425,
+ "grad_min_sv": 1.9937479189824357e-08,
+ "grad_condition": 38871491.7985058,
+ "lr": 0.0009330127018922189,
+ "time_sec": 32.53145217895508
+ },
+ {
+ "epoch": 26,
+ "train_loss": 1.396544298095703,
+ "train_acc": 0.6008,
+ "test_loss": 2.1271941719055176,
+ "test_acc": 0.4714,
+ "lyapunov": null,
+ "grad_norm": 1.028506322176559,
+ "grad_max_sv": 0.4079991213977337,
+ "grad_min_sv": 1.9165852835345554e-08,
+ "grad_condition": 39309871.185656376,
+ "lr": 0.000927682130080253,
+ "time_sec": 32.53234934806824
+ },
+ {
+ "epoch": 27,
+ "train_loss": 1.361050274734497,
+ "train_acc": 0.60774,
+ "test_loss": 2.0897907325744627,
+ "test_acc": 0.4811,
+ "lyapunov": null,
+ "grad_norm": 1.009655904655981,
+ "grad_max_sv": 0.39270137771964075,
+ "grad_min_sv": 1.8564359835493426e-08,
+ "grad_condition": 28517922.90367631,
+ "lr": 0.0009221639627510072,
+ "time_sec": 32.54458284378052
+ },
+ {
+ "epoch": 28,
+ "train_loss": 1.3167539808654785,
+ "train_acc": 0.62254,
+ "test_loss": 2.2306322479248046,
+ "test_acc": 0.4663,
+ "lyapunov": null,
+ "grad_norm": 0.9884512545787755,
+ "grad_max_sv": 0.393748565018177,
+ "grad_min_sv": 1.8592529393846036e-08,
+ "grad_condition": 34171303.89028352,
+ "lr": 0.0009164606203550494,
+ "time_sec": 32.525365352630615
+ },
+ {
+ "epoch": 29,
+ "train_loss": 1.2844751734542847,
+ "train_acc": 0.62692,
+ "test_loss": 2.19309764251709,
+ "test_acc": 0.4751,
+ "lyapunov": null,
+ "grad_norm": 0.9700062599103884,
+ "grad_max_sv": 0.387305423617363,
+ "grad_min_sv": 1.7872535887364373e-08,
+ "grad_condition": 26903062.552241027,
+ "lr": 0.0009105746045668516,
+ "time_sec": 32.526561975479126
+ },
+ {
+ "epoch": 30,
+ "train_loss": 1.2640808475494385,
+ "train_acc": 0.63334,
+ "test_loss": 2.2757652931213377,
+ "test_acc": 0.4536,
+ "lyapunov": null,
+ "grad_norm": 0.9608534659761124,
+ "grad_max_sv": 0.39087340533733367,
+ "grad_min_sv": 1.800268759344359e-08,
+ "grad_condition": 33161981.652286977,
+ "lr": 0.0009045084971874733,
+ "time_sec": 32.51922965049744
+ },
+ {
+ "epoch": 31,
+ "train_loss": 1.2303438648223877,
+ "train_acc": 0.64076,
+ "test_loss": 2.1164483276367188,
+ "test_acc": 0.4864,
+ "lyapunov": null,
+ "grad_norm": 0.9467438832197973,
+ "grad_max_sv": 0.3729639552533627,
+ "grad_min_sv": 1.7477179434233213e-08,
+ "grad_condition": 28618454.375976466,
+ "lr": 0.0008982649590120977,
+ "time_sec": 32.51436138153076
+ },
+ {
+ "epoch": 32,
+ "train_loss": 1.2104430978012084,
+ "train_acc": 0.6455,
+ "test_loss": 2.2232689281463625,
+ "test_acc": 0.481,
+ "lyapunov": null,
+ "grad_norm": 0.9361931150490757,
+ "grad_max_sv": 0.37210237309336663,
+ "grad_min_sv": 1.7445883718214537e-08,
+ "grad_condition": 29250266.68112684,
+ "lr": 0.0008918467286629196,
+ "time_sec": 32.532060861587524
+ },
+ {
+ "epoch": 33,
+ "train_loss": 1.1789497135162355,
+ "train_acc": 0.65278,
+ "test_loss": 2.143947396850586,
+ "test_acc": 0.4907,
+ "lyapunov": null,
+ "grad_norm": 0.9196344126113596,
+ "grad_max_sv": 0.367071446031332,
+ "grad_min_sv": 1.6865934492071855e-08,
+ "grad_condition": 40056883.7628016,
+ "lr": 0.0008852566213878943,
+ "time_sec": 32.526479959487915
+ },
+ {
+ "epoch": 34,
+ "train_loss": 1.1554690090179442,
+ "train_acc": 0.65844,
+ "test_loss": 2.1499678684234618,
+ "test_acc": 0.4922,
+ "lyapunov": null,
+ "grad_norm": 0.9057802742532243,
+ "grad_max_sv": 0.3550798542797565,
+ "grad_min_sv": 1.6556807021315262e-08,
+ "grad_condition": 255610578.57101497,
+ "lr": 0.000878497527825878,
+ "time_sec": 32.53326392173767
+ },
+ {
+ "epoch": 35,
+ "train_loss": 1.1325925022506713,
+ "train_acc": 0.66696,
+ "test_loss": 2.187357851409912,
+ "test_acc": 0.498,
+ "lyapunov": null,
+ "grad_norm": 0.8980481880537616,
+ "grad_max_sv": 0.35023384541273117,
+ "grad_min_sv": 1.653067620913107e-08,
+ "grad_condition": 47664672.04568529,
+ "lr": 0.000871572412738697,
+ "time_sec": 32.529192209243774
+ },
+ {
+ "epoch": 36,
+ "train_loss": 1.1162108192062379,
+ "train_acc": 0.67076,
+ "test_loss": 2.078928050994873,
+ "test_acc": 0.5062,
+ "lyapunov": null,
+ "grad_norm": 0.8887291214894226,
+ "grad_max_sv": 0.34587462246418,
+ "grad_min_sv": 1.598691768550653e-08,
+ "grad_condition": 47253750.309311725,
+ "lr": 0.0008644843137107055,
+ "time_sec": 32.53391623497009
+ },
+ {
+ "epoch": 37,
+ "train_loss": 1.088490778541565,
+ "train_acc": 0.67814,
+ "test_loss": 2.117596751022339,
+ "test_acc": 0.5079,
+ "lyapunov": null,
+ "grad_norm": 0.8827902897341499,
+ "grad_max_sv": 0.3460941031575203,
+ "grad_min_sv": 1.613751039689776e-08,
+ "grad_condition": 120430106.41639173,
+ "lr": 0.0008572363398164014,
+ "time_sec": 32.52939796447754
+ },
+ {
+ "epoch": 38,
+ "train_loss": 1.0622543322944642,
+ "train_acc": 0.68324,
+ "test_loss": 2.2524201555252077,
+ "test_acc": 0.4904,
+ "lyapunov": null,
+ "grad_norm": 0.8643928358196139,
+ "grad_max_sv": 0.3311579547822475,
+ "grad_min_sv": 1.5921391385842476e-08,
+ "grad_condition": 28147641.32749777,
+ "lr": 0.0008498316702566826,
+ "time_sec": 32.51650023460388
+ },
+ {
+ "epoch": 39,
+ "train_loss": 1.0258385097503662,
+ "train_acc": 0.6921,
+ "test_loss": 2.215389312553406,
+ "test_acc": 0.4912,
+ "lyapunov": null,
+ "grad_norm": 0.8507960671612714,
+ "grad_max_sv": 0.3430253557860851,
+ "grad_min_sv": 1.6041156275514722e-08,
+ "grad_condition": 41417221.90444088,
+ "lr": 0.0008422735529643442,
+ "time_sec": 32.51078248023987
+ },
+ {
+ "epoch": 40,
+ "train_loss": 1.008150099067688,
+ "train_acc": 0.69894,
+ "test_loss": 2.285165777206421,
+ "test_acc": 0.4887,
+ "lyapunov": null,
+ "grad_norm": 0.8500378683317822,
+ "grad_max_sv": 0.33013429269194605,
+ "grad_min_sv": 1.547893761040184e-08,
+ "grad_condition": 735713799.268648,
+ "lr": 0.0008345653031794289,
+ "time_sec": 32.51578617095947
+ },
+ {
+ "epoch": 41,
+ "train_loss": 0.9898018364715576,
+ "train_acc": 0.70114,
+ "test_loss": 2.1710759185791018,
+ "test_acc": 0.5054,
+ "lyapunov": null,
+ "grad_norm": 0.845636323093009,
+ "grad_max_sv": 0.334617256373167,
+ "grad_min_sv": 1.552002822438614e-08,
+ "grad_condition": 178790285.2774743,
+ "lr": 0.0008267103019950526,
+ "time_sec": 32.55498909950256
+ },
+ {
+ "epoch": 42,
+ "train_loss": 0.9689999252319336,
+ "train_acc": 0.70992,
+ "test_loss": 2.1532568422317504,
+ "test_acc": 0.5088,
+ "lyapunov": null,
+ "grad_norm": 0.8290515928528267,
+ "grad_max_sv": 0.32156808376312257,
+ "grad_min_sv": 1.513711112358096e-08,
+ "grad_condition": 63393159.17157264,
+ "lr": 0.0008187119948743447,
+ "time_sec": 32.5278046131134
+ },
+ {
+ "epoch": 43,
+ "train_loss": 0.9382334645080567,
+ "train_acc": 0.7173,
+ "test_loss": 2.1617983654022215,
+ "test_acc": 0.5099,
+ "lyapunov": null,
+ "grad_norm": 0.8199573726083517,
+ "grad_max_sv": 0.3176788903772831,
+ "grad_min_sv": 1.4969858624924724e-08,
+ "grad_condition": 39337083.20882653,
+ "lr": 0.000810573890139155,
+ "time_sec": 32.54653334617615
+ },
+ {
+ "epoch": 44,
+ "train_loss": 0.9182830782318115,
+ "train_acc": 0.7211,
+ "test_loss": 2.2938510860443113,
+ "test_acc": 0.5032,
+ "lyapunov": null,
+ "grad_norm": 0.8158010406023241,
+ "grad_max_sv": 0.32802748009562493,
+ "grad_min_sv": 1.5100565674969203e-08,
+ "grad_condition": 67700595.0906401,
+ "lr": 0.0008022995574311873,
+ "time_sec": 32.530778884887695
+ },
+ {
+ "epoch": 45,
+ "train_loss": 0.89899619556427,
+ "train_acc": 0.72596,
+ "test_loss": 2.3243038515090944,
+ "test_acc": 0.4978,
+ "lyapunov": null,
+ "grad_norm": 0.8106149860815325,
+ "grad_max_sv": 0.31970001086592675,
+ "grad_min_sv": 1.444995242211311e-08,
+ "grad_condition": 61707891.58292439,
+ "lr": 0.0007938926261462363,
+ "time_sec": 32.53210163116455
+ },
+ {
+ "epoch": 46,
+ "train_loss": 0.8833617488861084,
+ "train_acc": 0.72982,
+ "test_loss": 2.3542774658203127,
+ "test_acc": 0.4957,
+ "lyapunov": null,
+ "grad_norm": 0.8034668926314622,
+ "grad_max_sv": 0.3169444307684898,
+ "grad_min_sv": 1.4620525734955046e-08,
+ "grad_condition": 2306938949.5105658,
+ "lr": 0.0007853567838422158,
+ "time_sec": 32.52321457862854
+ },
+ {
+ "epoch": 47,
+ "train_loss": 0.8611621459960938,
+ "train_acc": 0.73636,
+ "test_loss": 2.3614687870025635,
+ "test_acc": 0.5019,
+ "lyapunov": null,
+ "grad_norm": 0.7952702534581538,
+ "grad_max_sv": 0.3213916938751936,
+ "grad_min_sv": 1.4360261544471564e-08,
+ "grad_condition": 98833361.99001758,
+ "lr": 0.0007766957746216719,
+ "time_sec": 32.551071643829346
+ },
+ {
+ "epoch": 48,
+ "train_loss": 0.8414902052116394,
+ "train_acc": 0.74232,
+ "test_loss": 2.3029669830322264,
+ "test_acc": 0.5085,
+ "lyapunov": null,
+ "grad_norm": 0.784297561095192,
+ "grad_max_sv": 0.3114811100065708,
+ "grad_min_sv": 1.4304356266148232e-08,
+ "grad_condition": 35252220.65254038,
+ "lr": 0.0007679133974894982,
+ "time_sec": 32.53156328201294
+ },
+ {
+ "epoch": 49,
+ "train_loss": 0.8309669767951965,
+ "train_acc": 0.74656,
+ "test_loss": 2.286893635559082,
+ "test_acc": 0.5045,
+ "lyapunov": null,
+ "grad_norm": 0.7866799445354931,
+ "grad_max_sv": 0.31325423568487165,
+ "grad_min_sv": 1.420554635719537e-08,
+ "grad_condition": 245828981.88515216,
+ "lr": 0.000759013504686565,
+ "time_sec": 32.530038595199585
+ },
+ {
+ "epoch": 50,
+ "train_loss": 0.7998139995956421,
+ "train_acc": 0.75392,
+ "test_loss": 2.3185002082824706,
+ "test_acc": 0.5087,
+ "lyapunov": null,
+ "grad_norm": 0.7702444904048175,
+ "grad_max_sv": 0.3126057405024767,
+ "grad_min_sv": 1.4057572236413247e-08,
+ "grad_condition": 895759530.8359982,
+ "lr": 0.0007499999999999998,
+ "time_sec": 32.539623498916626
+ },
+ {
+ "epoch": 51,
+ "train_loss": 0.7901191444015503,
+ "train_acc": 0.75788,
+ "test_loss": 2.337850633239746,
+ "test_acc": 0.509,
+ "lyapunov": null,
+ "grad_norm": 0.7647274965495858,
+ "grad_max_sv": 0.3004269126802683,
+ "grad_min_sv": 1.4008410850752107e-08,
+ "grad_condition": 176379975.2857924,
+ "lr": 0.0007408768370508575,
+ "time_sec": 32.52524662017822
+ },
+ {
+ "epoch": 52,
+ "train_loss": 0.7781133801651001,
+ "train_acc": 0.76004,
+ "test_loss": 2.3018055530548094,
+ "test_acc": 0.5142,
+ "lyapunov": null,
+ "grad_norm": 0.7628575677364715,
+ "grad_max_sv": 0.3077410638332367,
+ "grad_min_sv": 1.3944687078052547e-08,
+ "grad_condition": 476227675.55278826,
+ "lr": 0.0007316480175599307,
+ "time_sec": 32.53758096694946
+ },
+ {
+ "epoch": 53,
+ "train_loss": 0.7562806001663208,
+ "train_acc": 0.7648,
+ "test_loss": 2.379827104949951,
+ "test_acc": 0.5063,
+ "lyapunov": null,
+ "grad_norm": 0.7526764366291289,
+ "grad_max_sv": 0.30248577073216437,
+ "grad_min_sv": 1.3496081205355803e-08,
+ "grad_condition": 1089676260.2113607,
+ "lr": 0.0007223175895924635,
+ "time_sec": 32.54466271400452
+ },
+ {
+ "epoch": 54,
+ "train_loss": 0.7475943574333191,
+ "train_acc": 0.76786,
+ "test_loss": 2.377075054550171,
+ "test_acc": 0.512,
+ "lyapunov": null,
+ "grad_norm": 0.750215382398683,
+ "grad_max_sv": 0.3043755616992712,
+ "grad_min_sv": 1.3518679307933379e-08,
+ "grad_condition": 37379268.11133198,
+ "lr": 0.0007128896457825361,
+ "time_sec": 32.53366780281067
+ },
+ {
+ "epoch": 55,
+ "train_loss": 0.7366778998947143,
+ "train_acc": 0.77304,
+ "test_loss": 2.4013710193634035,
+ "test_acc": 0.5052,
+ "lyapunov": null,
+ "grad_norm": 0.7465343546140976,
+ "grad_max_sv": 0.30028381906449797,
+ "grad_min_sv": 1.382671875327368e-08,
+ "grad_condition": 28698720.96166121,
+ "lr": 0.0007033683215378998,
+ "time_sec": 32.53609323501587
+ },
+ {
+ "epoch": 56,
+ "train_loss": 0.7091366660690308,
+ "train_acc": 0.77762,
+ "test_loss": 2.33411563911438,
+ "test_acc": 0.5126,
+ "lyapunov": null,
+ "grad_norm": 0.7380136003829837,
+ "grad_max_sv": 0.2953734669834375,
+ "grad_min_sv": 1.303365445352823e-08,
+ "grad_condition": 1175915690.269457,
+ "lr": 0.0006937577932260512,
+ "time_sec": 32.5473690032959
+ },
+ {
+ "epoch": 57,
+ "train_loss": 0.6999513886070251,
+ "train_acc": 0.78266,
+ "test_loss": 2.43815316696167,
+ "test_acc": 0.5107,
+ "lyapunov": null,
+ "grad_norm": 0.7328699359209336,
+ "grad_max_sv": 0.2920531783252954,
+ "grad_min_sv": 1.2993845399135451e-08,
+ "grad_condition": 152587828.403437,
+ "lr": 0.0006840622763423388,
+ "time_sec": 32.55185127258301
+ },
+ {
+ "epoch": 58,
+ "train_loss": 0.6799741724395751,
+ "train_acc": 0.78742,
+ "test_loss": 2.381142023277283,
+ "test_acc": 0.5177,
+ "lyapunov": null,
+ "grad_norm": 0.7278793670004745,
+ "grad_max_sv": 0.2917668532580137,
+ "grad_min_sv": 1.304645755725517e-08,
+ "grad_condition": 169810706.32481682,
+ "lr": 0.0006742860236609073,
+ "time_sec": 32.537921667099
+ },
+ {
+ "epoch": 59,
+ "train_loss": 0.6622171486473083,
+ "train_acc": 0.79306,
+ "test_loss": 2.350548614120483,
+ "test_acc": 0.5197,
+ "lyapunov": null,
+ "grad_norm": 0.7160794966099063,
+ "grad_max_sv": 0.28989222049713137,
+ "grad_min_sv": 1.3154668510517373e-08,
+ "grad_condition": 518100543.52278435,
+ "lr": 0.0006644333233692913,
+ "time_sec": 32.556652784347534
+ },
+ {
+ "epoch": 60,
+ "train_loss": 0.6548414518356324,
+ "train_acc": 0.79498,
+ "test_loss": 2.558105725860596,
+ "test_acc": 0.5026,
+ "lyapunov": null,
+ "grad_norm": 0.7139601066120349,
+ "grad_max_sv": 0.2839757200330496,
+ "grad_min_sv": 1.2719528911207812e-08,
+ "grad_condition": 106598497.36127238,
+ "lr": 0.0006545084971874734,
+ "time_sec": 32.54617619514465
+ },
+ {
+ "epoch": 61,
+ "train_loss": 0.6367912077522278,
+ "train_acc": 0.79956,
+ "test_loss": 2.549720768737793,
+ "test_acc": 0.503,
+ "lyapunov": null,
+ "grad_norm": 0.7072938119035849,
+ "grad_max_sv": 0.2815666403621435,
+ "grad_min_sv": 1.2655917643131925e-08,
+ "grad_condition": 351545390.3878931,
+ "lr": 0.0006445158984722354,
+ "time_sec": 32.52895545959473
+ },
+ {
+ "epoch": 62,
+ "train_loss": 0.6108809622764587,
+ "train_acc": 0.80962,
+ "test_loss": 2.4582517892837523,
+ "test_acc": 0.5155,
+ "lyapunov": null,
+ "grad_norm": 0.6871779503013541,
+ "grad_max_sv": 0.27853575013577936,
+ "grad_min_sv": 1.2499909360016991e-08,
+ "grad_condition": 84323115.24066128,
+ "lr": 0.0006344599103076324,
+ "time_sec": 32.53638219833374
+ },
+ {
+ "epoch": 63,
+ "train_loss": 0.6110955193519593,
+ "train_acc": 0.8082,
+ "test_loss": 2.421668832015991,
+ "test_acc": 0.5218,
+ "lyapunov": null,
+ "grad_norm": 0.6974575785480693,
+ "grad_max_sv": 0.29437441378831863,
+ "grad_min_sv": 1.2760532111023327e-08,
+ "grad_condition": 1141074655.802474,
+ "lr": 0.0006243449435824269,
+ "time_sec": 32.5341739654541
+ },
+ {
+ "epoch": 64,
+ "train_loss": 0.5902745287513733,
+ "train_acc": 0.81326,
+ "test_loss": 2.525721709823608,
+ "test_acc": 0.5137,
+ "lyapunov": null,
+ "grad_norm": 0.6819775061327956,
+ "grad_max_sv": 0.2760129250586033,
+ "grad_min_sv": 1.2472146640636617e-08,
+ "grad_condition": 153380994.2741132,
+ "lr": 0.0006141754350553275,
+ "time_sec": 32.54224371910095
+ },
+ {
+ "epoch": 65,
+ "train_loss": 0.5767888858222961,
+ "train_acc": 0.81892,
+ "test_loss": 2.5681256893157958,
+ "test_acc": 0.5109,
+ "lyapunov": null,
+ "grad_norm": 0.6842883453940269,
+ "grad_max_sv": 0.27693442031741144,
+ "grad_min_sv": 1.214616162405202e-08,
+ "grad_condition": 180936373.24743983,
+ "lr": 0.0006039558454088793,
+ "time_sec": 32.535571575164795
+ },
+ {
+ "epoch": 66,
+ "train_loss": 0.5719620153427124,
+ "train_acc": 0.81766,
+ "test_loss": 2.4380872802734377,
+ "test_acc": 0.5187,
+ "lyapunov": null,
+ "grad_norm": 0.6845868887152398,
+ "grad_max_sv": 0.2806558083742857,
+ "grad_min_sv": 1.2417019015428798e-08,
+ "grad_condition": 91981311.14124386,
+ "lr": 0.000593690657292862,
+ "time_sec": 32.537678956985474
+ },
+ {
+ "epoch": 67,
+ "train_loss": 0.5476583632850647,
+ "train_acc": 0.8273,
+ "test_loss": 2.4955981588363647,
+ "test_acc": 0.5183,
+ "lyapunov": null,
+ "grad_norm": 0.6627927561159936,
+ "grad_max_sv": 0.27053381204605104,
+ "grad_min_sv": 1.1682474739156678e-08,
+ "grad_condition": 119357334.07208268,
+ "lr": 0.0005833843733580507,
+ "time_sec": 32.53704595565796
+ },
+ {
+ "epoch": 68,
+ "train_loss": 0.5349030065536499,
+ "train_acc": 0.82988,
+ "test_loss": 2.576411254119873,
+ "test_acc": 0.5106,
+ "lyapunov": null,
+ "grad_norm": 0.6582392321316073,
+ "grad_max_sv": 0.27176710218191147,
+ "grad_min_sv": 1.180562275559377e-08,
+ "grad_condition": 846305950.6996868,
+ "lr": 0.0005730415142812054,
+ "time_sec": 32.54088878631592
+ },
+ {
+ "epoch": 69,
+ "train_loss": 0.5356097626113892,
+ "train_acc": 0.82918,
+ "test_loss": 2.5702699626922607,
+ "test_acc": 0.5154,
+ "lyapunov": null,
+ "grad_norm": 0.6641979366792015,
+ "grad_max_sv": 0.27518576607108114,
+ "grad_min_sv": 1.2052892484938627e-08,
+ "grad_condition": 130030350.74337718,
+ "lr": 0.0005626666167821517,
+ "time_sec": 32.54138922691345
+ },
+ {
+ "epoch": 70,
+ "train_loss": 0.513014861240387,
+ "train_acc": 0.8363,
+ "test_loss": 2.6079680850982667,
+ "test_acc": 0.5106,
+ "lyapunov": null,
+ "grad_norm": 0.6500943565960319,
+ "grad_max_sv": 0.2724282074719667,
+ "grad_min_sv": 1.178367022645465e-08,
+ "grad_condition": 673776556.319051,
+ "lr": 0.0005522642316338265,
+ "time_sec": 32.5693633556366
+ },
+ {
+ "epoch": 71,
+ "train_loss": 0.49603789474487303,
+ "train_acc": 0.84198,
+ "test_loss": 2.5577601636886595,
+ "test_acc": 0.5169,
+ "lyapunov": null,
+ "grad_norm": 0.6430240258167331,
+ "grad_max_sv": 0.27023660503327845,
+ "grad_min_sv": 1.1744692686443959e-08,
+ "grad_condition": 80314537.0435541,
+ "lr": 0.0005418389216661573,
+ "time_sec": 32.54641532897949
+ },
+ {
+ "epoch": 72,
+ "train_loss": 0.49025250810623167,
+ "train_acc": 0.8432,
+ "test_loss": 2.5663631786346435,
+ "test_acc": 0.5234,
+ "lyapunov": null,
+ "grad_norm": 0.643279476058677,
+ "grad_max_sv": 0.27230227626860143,
+ "grad_min_sv": 1.1624652314357053e-08,
+ "grad_condition": 62786442.37501116,
+ "lr": 0.0005313952597646563,
+ "time_sec": 32.54123497009277
+ },
+ {
+ "epoch": 73,
+ "train_loss": 0.48772711526870727,
+ "train_acc": 0.84528,
+ "test_loss": 2.648895852470398,
+ "test_acc": 0.5168,
+ "lyapunov": null,
+ "grad_norm": 0.6405905214601311,
+ "grad_max_sv": 0.2699441872537136,
+ "grad_min_sv": 1.1482883187884097e-08,
+ "grad_condition": 111834993.35897943,
+ "lr": 0.0005209378268645994,
+ "time_sec": 32.56350803375244
+ },
+ {
+ "epoch": 74,
+ "train_loss": 0.467068857088089,
+ "train_acc": 0.84904,
+ "test_loss": 2.6479972763061523,
+ "test_acc": 0.5139,
+ "lyapunov": null,
+ "grad_norm": 0.6363491242612465,
+ "grad_max_sv": 0.2783078793436289,
+ "grad_min_sv": 1.1536390146556913e-08,
+ "grad_condition": 219390233.59819812,
+ "lr": 0.0005104712099416781,
+ "time_sec": 32.546509981155396
+ },
+ {
+ "epoch": 75,
+ "train_loss": 0.4711385968875885,
+ "train_acc": 0.84816,
+ "test_loss": 2.608884352874756,
+ "test_acc": 0.5195,
+ "lyapunov": null,
+ "grad_norm": 0.6374082155755629,
+ "grad_max_sv": 0.26901070438325403,
+ "grad_min_sv": 1.1190769711073856e-08,
+ "grad_condition": 334559678.03980315,
+ "lr": 0.0004999999999999996,
+ "time_sec": 32.54527187347412
+ },
+ {
+ "epoch": 76,
+ "train_loss": 0.45760808762550353,
+ "train_acc": 0.85254,
+ "test_loss": 2.6803735092163086,
+ "test_acc": 0.5135,
+ "lyapunov": null,
+ "grad_norm": 0.6239727106157842,
+ "grad_max_sv": 0.2669793125241995,
+ "grad_min_sv": 1.1426927580722445e-08,
+ "grad_condition": 760532191.4933506,
+ "lr": 0.0004895287900583212,
+ "time_sec": 32.556286096572876
+ },
+ {
+ "epoch": 77,
+ "train_loss": 0.4403402804660797,
+ "train_acc": 0.85888,
+ "test_loss": 2.6952022495269774,
+ "test_acc": 0.5153,
+ "lyapunov": null,
+ "grad_norm": 0.6180261512024202,
+ "grad_max_sv": 0.2674210451543331,
+ "grad_min_sv": 1.1284923026578207e-08,
+ "grad_condition": 800342890.6120255,
+ "lr": 0.0004790621731353997,
+ "time_sec": 32.570063829422
+ },
+ {
+ "epoch": 78,
+ "train_loss": 0.43386900725364685,
+ "train_acc": 0.8609,
+ "test_loss": 2.6530003887176514,
+ "test_acc": 0.5232,
+ "lyapunov": null,
+ "grad_norm": 0.6088851948477753,
+ "grad_max_sv": 0.2547843284904957,
+ "grad_min_sv": 1.0926095429623917e-08,
+ "grad_condition": 95464128.01992908,
+ "lr": 0.000468604740235343,
+ "time_sec": 32.54688787460327
+ },
+ {
+ "epoch": 79,
+ "train_loss": 0.4240487690734863,
+ "train_acc": 0.8654,
+ "test_loss": 2.7931711376190185,
+ "test_acc": 0.5088,
+ "lyapunov": null,
+ "grad_norm": 0.5993382897461283,
+ "grad_max_sv": 0.24774248749017716,
+ "grad_min_sv": 1.07508628526291e-08,
+ "grad_condition": 623384828.9212538,
+ "lr": 0.00045816107833384175,
+ "time_sec": 32.54505252838135
+ },
+ {
+ "epoch": 80,
+ "train_loss": 0.4058323986816406,
+ "train_acc": 0.86904,
+ "test_loss": 2.6775668907165526,
+ "test_acc": 0.5171,
+ "lyapunov": null,
+ "grad_norm": 0.5885819627420461,
+ "grad_max_sv": 0.24584074690937996,
+ "grad_min_sv": 1.022559682466867e-08,
+ "grad_condition": 156757634.53668588,
+ "lr": 0.0004477357683661729,
+ "time_sec": 32.55807185173035
+ },
+ {
+ "epoch": 81,
+ "train_loss": 0.3943421869087219,
+ "train_acc": 0.87248,
+ "test_loss": 2.596042275619507,
+ "test_acc": 0.5241,
+ "lyapunov": null,
+ "grad_norm": 0.5915570736864834,
+ "grad_max_sv": 0.252938449382782,
+ "grad_min_sv": 1.0551333432320953e-08,
+ "grad_condition": 290621793.5733338,
+ "lr": 0.00043733338321784746,
+ "time_sec": 32.56740355491638
+ },
+ {
+ "epoch": 82,
+ "train_loss": 0.39024432485580446,
+ "train_acc": 0.87492,
+ "test_loss": 2.715544410324097,
+ "test_acc": 0.5245,
+ "lyapunov": null,
+ "grad_norm": 0.5825377843109248,
+ "grad_max_sv": 0.2532011177390814,
+ "grad_min_sv": 1.0358391808878986e-08,
+ "grad_condition": 412597611.83888507,
+ "lr": 0.0004269584857187939,
+ "time_sec": 32.55344319343567
+ },
+ {
+ "epoch": 83,
+ "train_loss": 0.3715799244689941,
+ "train_acc": 0.88012,
+ "test_loss": 2.6901692249298095,
+ "test_acc": 0.5264,
+ "lyapunov": null,
+ "grad_norm": 0.5717041976150569,
+ "grad_max_sv": 0.24421822614967822,
+ "grad_min_sv": 1.0306600353336345e-08,
+ "grad_condition": 329985889.12779623,
+ "lr": 0.0004166156266419484,
+ "time_sec": 32.559467792510986
+ },
+ {
+ "epoch": 84,
+ "train_loss": 0.3671589259147644,
+ "train_acc": 0.882,
+ "test_loss": 2.6448453563690184,
+ "test_acc": 0.5345,
+ "lyapunov": null,
+ "grad_norm": 0.5691852194449533,
+ "grad_max_sv": 0.24019994884729384,
+ "grad_min_sv": 9.989625743278551e-09,
+ "grad_condition": 122734290.43687347,
+ "lr": 0.0004063093427071373,
+ "time_sec": 32.583213567733765
+ },
+ {
+ "epoch": 85,
+ "train_loss": 0.35963713159561156,
+ "train_acc": 0.8824,
+ "test_loss": 2.718573891067505,
+ "test_acc": 0.5235,
+ "lyapunov": null,
+ "grad_norm": 0.5695765343654775,
+ "grad_max_sv": 0.24239672683179378,
+ "grad_min_sv": 1.0202618674231591e-08,
+ "grad_condition": 1852046324.0623333,
+ "lr": 0.0003960441545911199,
+ "time_sec": 32.562474727630615
+ },
+ {
+ "epoch": 86,
+ "train_loss": 0.35900317364692685,
+ "train_acc": 0.88314,
+ "test_loss": 2.690758750152588,
+ "test_acc": 0.5281,
+ "lyapunov": null,
+ "grad_norm": 0.5695226754489282,
+ "grad_max_sv": 0.2359969958662987,
+ "grad_min_sv": 9.85500920487603e-09,
+ "grad_condition": 394077563.11466306,
+ "lr": 0.0003858245649446718,
+ "time_sec": 32.56024169921875
+ },
+ {
+ "epoch": 87,
+ "train_loss": 0.34593051030158994,
+ "train_acc": 0.88774,
+ "test_loss": 2.6911534130096437,
+ "test_acc": 0.5276,
+ "lyapunov": null,
+ "grad_norm": 0.5605319049257929,
+ "grad_max_sv": 0.24156057350337506,
+ "grad_min_sv": 9.944241273420092e-09,
+ "grad_condition": 944172650.8084786,
+ "lr": 0.00037565505641757235,
+ "time_sec": 32.55394530296326
+ },
+ {
+ "epoch": 88,
+ "train_loss": 0.3350362122821808,
+ "train_acc": 0.89292,
+ "test_loss": 2.761347038269043,
+ "test_acc": 0.5248,
+ "lyapunov": null,
+ "grad_norm": 0.5537857918957506,
+ "grad_max_sv": 0.24467103444039823,
+ "grad_min_sv": 9.84480716557587e-09,
+ "grad_condition": 557423472.2448919,
+ "lr": 0.00036554008969236695,
+ "time_sec": 32.565001487731934
+ },
+ {
+ "epoch": 89,
+ "train_loss": 0.32590197957992556,
+ "train_acc": 0.89466,
+ "test_loss": 2.873864278793335,
+ "test_acc": 0.5155,
+ "lyapunov": null,
+ "grad_norm": 0.5519161551510952,
+ "grad_max_sv": 0.2400045834481716,
+ "grad_min_sv": 9.881915213807297e-09,
+ "grad_condition": 248477788.07047543,
+ "lr": 0.0003554841015277638,
+ "time_sec": 32.55529260635376
+ },
+ {
+ "epoch": 90,
+ "train_loss": 0.31863860460281374,
+ "train_acc": 0.89664,
+ "test_loss": 2.8045926555633547,
+ "test_acc": 0.5231,
+ "lyapunov": null,
+ "grad_norm": 0.5479641587602809,
+ "grad_max_sv": 0.24628719314932823,
+ "grad_min_sv": 1.0033076104122573e-08,
+ "grad_condition": 105371945.52289103,
+ "lr": 0.000345491502812526,
+ "time_sec": 32.55959415435791
+ },
+ {
+ "epoch": 91,
+ "train_loss": 0.31169461310863494,
+ "train_acc": 0.89832,
+ "test_loss": 2.764314810180664,
+ "test_acc": 0.5242,
+ "lyapunov": null,
+ "grad_norm": 0.5454170376093662,
+ "grad_max_sv": 0.24890379793941975,
+ "grad_min_sv": 9.700326364034394e-09,
+ "grad_condition": 77171376.4128032,
+ "lr": 0.0003355666766307081,
+ "time_sec": 32.56360149383545
+ },
+ {
+ "epoch": 92,
+ "train_loss": 0.3113831770801544,
+ "train_acc": 0.90008,
+ "test_loss": 2.778244842529297,
+ "test_acc": 0.5291,
+ "lyapunov": null,
+ "grad_norm": 0.5407137447043685,
+ "grad_max_sv": 0.23328636735677719,
+ "grad_min_sv": 9.360961983687077e-09,
+ "grad_condition": 128397939.07976246,
+ "lr": 0.00032571397633909225,
+ "time_sec": 32.571138858795166
+ },
+ {
+ "epoch": 93,
+ "train_loss": 0.30188457230567933,
+ "train_acc": 0.903,
+ "test_loss": 2.7606024471282957,
+ "test_acc": 0.5339,
+ "lyapunov": null,
+ "grad_norm": 0.5330386559824729,
+ "grad_max_sv": 0.24647361300885678,
+ "grad_min_sv": 9.782626700523788e-09,
+ "grad_condition": 930794659.3385656,
+ "lr": 0.00031593772365766094,
+ "time_sec": 32.56698513031006
+ },
+ {
+ "epoch": 94,
+ "train_loss": 0.2888755958557129,
+ "train_acc": 0.90584,
+ "test_loss": 2.8303293384552,
+ "test_acc": 0.5252,
+ "lyapunov": null,
+ "grad_norm": 0.5239071385040424,
+ "grad_max_sv": 0.24134295992553234,
+ "grad_min_sv": 9.665177403035685e-09,
+ "grad_condition": 341790086.36703265,
+ "lr": 0.0003062422067739483,
+ "time_sec": 32.560898303985596
+ },
+ {
+ "epoch": 95,
+ "train_loss": 0.2843299233055115,
+ "train_acc": 0.90856,
+ "test_loss": 2.878970125961304,
+ "test_acc": 0.5228,
+ "lyapunov": null,
+ "grad_norm": 0.5173032628331714,
+ "grad_max_sv": 0.22986819855868817,
+ "grad_min_sv": 9.369064224050081e-09,
+ "grad_condition": 493164980.6666913,
+ "lr": 0.00029663167846209965,
+ "time_sec": 32.586976528167725
+ },
+ {
+ "epoch": 96,
+ "train_loss": 0.280480184469223,
+ "train_acc": 0.9093,
+ "test_loss": 2.9630297519683837,
+ "test_acc": 0.5184,
+ "lyapunov": null,
+ "grad_norm": 0.5133233008116458,
+ "grad_max_sv": 0.22380913645029069,
+ "grad_min_sv": 9.095019559701712e-09,
+ "grad_condition": 693584615.2355412,
+ "lr": 0.00028711035421746345,
+ "time_sec": 32.56851410865784
+ },
+ {
+ "epoch": 97,
+ "train_loss": 0.2670245563793182,
+ "train_acc": 0.9139,
+ "test_loss": 2.9036443214416505,
+ "test_acc": 0.5232,
+ "lyapunov": null,
+ "grad_norm": 0.5060688229901619,
+ "grad_max_sv": 0.23383041098713875,
+ "grad_min_sv": 9.393182952245269e-09,
+ "grad_condition": 365456172.90854704,
+ "lr": 0.00027768241040753615,
+ "time_sec": 32.560548305511475
+ },
+ {
+ "epoch": 98,
+ "train_loss": 0.2613537116527557,
+ "train_acc": 0.91552,
+ "test_loss": 2.93895020904541,
+ "test_acc": 0.5186,
+ "lyapunov": null,
+ "grad_norm": 0.5033096276176704,
+ "grad_max_sv": 0.22504370659589767,
+ "grad_min_sv": 9.149747783043782e-09,
+ "grad_condition": 181789237.51414594,
+ "lr": 0.00026835198244006903,
+ "time_sec": 32.57581615447998
+ },
+ {
+ "epoch": 99,
+ "train_loss": 0.25923142310142516,
+ "train_acc": 0.91662,
+ "test_loss": 2.9681204444885254,
+ "test_acc": 0.519,
+ "lyapunov": null,
+ "grad_norm": 0.5005047043499057,
+ "grad_max_sv": 0.23424391224980354,
+ "grad_min_sv": 9.202334173646042e-09,
+ "grad_condition": 1390486041.6800082,
+ "lr": 0.0002591231629491421,
+ "time_sec": 32.568488359451294
+ },
+ {
+ "epoch": 100,
+ "train_loss": 0.2552828652858734,
+ "train_acc": 0.91668,
+ "test_loss": 2.9585084489822386,
+ "test_acc": 0.5195,
+ "lyapunov": null,
+ "grad_norm": 0.5000052829086656,
+ "grad_max_sv": 0.23269009366631507,
+ "grad_min_sv": 9.008429451874688e-09,
+ "grad_condition": 118235741.33881798,
+ "lr": 0.0002499999999999997,
+ "time_sec": 32.64319896697998
+ },
+ {
+ "epoch": 101,
+ "train_loss": 0.2504552359342575,
+ "train_acc": 0.92034,
+ "test_loss": 2.881327504348755,
+ "test_acc": 0.527,
+ "lyapunov": null,
+ "grad_norm": 0.4976095445457081,
+ "grad_max_sv": 0.23710807636380196,
+ "grad_min_sv": 8.987613531706572e-09,
+ "grad_condition": 188175820.91636205,
+ "lr": 0.00024098649531343477,
+ "time_sec": 32.56459856033325
+ },
+ {
+ "epoch": 102,
+ "train_loss": 0.24319207516670227,
+ "train_acc": 0.9211,
+ "test_loss": 2.8339650466918944,
+ "test_acc": 0.5304,
+ "lyapunov": null,
+ "grad_norm": 0.49020316429940586,
+ "grad_max_sv": 0.22668980285525323,
+ "grad_min_sv": 8.876688220674786e-09,
+ "grad_condition": 3067014755.4611425,
+ "lr": 0.0002320866025105016,
+ "time_sec": 32.56655430793762
+ },
+ {
+ "epoch": 103,
+ "train_loss": 0.23643713227272034,
+ "train_acc": 0.92328,
+ "test_loss": 2.8374974479675292,
+ "test_acc": 0.5312,
+ "lyapunov": null,
+ "grad_norm": 0.48382300142218854,
+ "grad_max_sv": 0.22789723835885525,
+ "grad_min_sv": 8.629146283113676e-09,
+ "grad_condition": 335837582.58375555,
+ "lr": 0.0002233042253783278,
+ "time_sec": 32.56167936325073
+ },
+ {
+ "epoch": 104,
+ "train_loss": 0.23221797705173491,
+ "train_acc": 0.92652,
+ "test_loss": 2.8848680614471434,
+ "test_acc": 0.5292,
+ "lyapunov": null,
+ "grad_norm": 0.47687316634744686,
+ "grad_max_sv": 0.21569081246852875,
+ "grad_min_sv": 8.62663665758762e-09,
+ "grad_condition": 1157675505.971954,
+ "lr": 0.000214643216157784,
+ "time_sec": 32.563629150390625
+ },
+ {
+ "epoch": 105,
+ "train_loss": 0.2289664591026306,
+ "train_acc": 0.9265,
+ "test_loss": 2.9271271530151366,
+ "test_acc": 0.5268,
+ "lyapunov": null,
+ "grad_norm": 0.47818041348027984,
+ "grad_max_sv": 0.21913939844816924,
+ "grad_min_sv": 8.707405810184226e-09,
+ "grad_condition": 207155237.78245467,
+ "lr": 0.00020610737385376332,
+ "time_sec": 32.56299424171448
+ },
+ {
+ "epoch": 106,
+ "train_loss": 0.22260613627433776,
+ "train_acc": 0.92814,
+ "test_loss": 2.8978806022644044,
+ "test_acc": 0.5295,
+ "lyapunov": null,
+ "grad_norm": 0.4722385726091627,
+ "grad_max_sv": 0.2149375133216381,
+ "grad_min_sv": 8.579168120879944e-09,
+ "grad_condition": 165117262.170354,
+ "lr": 0.00019770044256881242,
+ "time_sec": 32.58579874038696
+ },
+ {
+ "epoch": 107,
+ "train_loss": 0.21763298731803893,
+ "train_acc": 0.93018,
+ "test_loss": 2.908183602523804,
+ "test_acc": 0.5286,
+ "lyapunov": null,
+ "grad_norm": 0.4652522989647011,
+ "grad_max_sv": 0.22290415540337563,
+ "grad_min_sv": 8.928726000223541e-09,
+ "grad_condition": 479064684.028664,
+ "lr": 0.0001894261098608447,
+ "time_sec": 32.594443798065186
+ },
+ {
+ "epoch": 108,
+ "train_loss": 0.2121983386325836,
+ "train_acc": 0.9317,
+ "test_loss": 2.8597964405059813,
+ "test_acc": 0.5362,
+ "lyapunov": null,
+ "grad_norm": 0.45763107412030085,
+ "grad_max_sv": 0.21216899007558823,
+ "grad_min_sv": 8.420200893585924e-09,
+ "grad_condition": 688259775.9446552,
+ "lr": 0.000181288005125655,
+ "time_sec": 32.56038689613342
+ },
+ {
+ "epoch": 109,
+ "train_loss": 0.20583704056739807,
+ "train_acc": 0.93444,
+ "test_loss": 2.9211787143707277,
+ "test_acc": 0.5282,
+ "lyapunov": null,
+ "grad_norm": 0.4568920236456778,
+ "grad_max_sv": 0.22295879386365414,
+ "grad_min_sv": 8.673458856169048e-09,
+ "grad_condition": 89075535.84085791,
+ "lr": 0.0001732896980049473,
+ "time_sec": 32.575947761535645
+ },
+ {
+ "epoch": 110,
+ "train_loss": 0.21038897478103638,
+ "train_acc": 0.93206,
+ "test_loss": 2.9601449073791506,
+ "test_acc": 0.5279,
+ "lyapunov": null,
+ "grad_norm": 0.45979845223683363,
+ "grad_max_sv": 0.22593539729714393,
+ "grad_min_sv": 8.6531671937215e-09,
+ "grad_condition": 89403715.48231289,
+ "lr": 0.00016543469682057076,
+ "time_sec": 32.607563495635986
+ },
+ {
+ "epoch": 111,
+ "train_loss": 0.19834216837882995,
+ "train_acc": 0.93586,
+ "test_loss": 2.9055423223495485,
+ "test_acc": 0.5353,
+ "lyapunov": null,
+ "grad_norm": 0.44710603724659786,
+ "grad_max_sv": 0.2183500427752733,
+ "grad_min_sv": 8.1763572969476e-09,
+ "grad_condition": 161545447.91228038,
+ "lr": 0.00015772644703565552,
+ "time_sec": 32.57204461097717
+ },
+ {
+ "epoch": 112,
+ "train_loss": 0.19908358410835267,
+ "train_acc": 0.93552,
+ "test_loss": 2.994161311531067,
+ "test_acc": 0.5244,
+ "lyapunov": null,
+ "grad_norm": 0.4546597416131923,
+ "grad_max_sv": 0.21809808388352395,
+ "grad_min_sv": 8.425444494170043e-09,
+ "grad_condition": 140538020.508261,
+ "lr": 0.00015016832974331713,
+ "time_sec": 32.601916790008545
+ },
+ {
+ "epoch": 113,
+ "train_loss": 0.191571541864872,
+ "train_acc": 0.93866,
+ "test_loss": 2.986764238739014,
+ "test_acc": 0.5296,
+ "lyapunov": null,
+ "grad_norm": 0.4450596671055528,
+ "grad_max_sv": 0.21210374720394612,
+ "grad_min_sv": 8.032377695355725e-09,
+ "grad_condition": 1444127435.9832203,
+ "lr": 0.00014276366018359834,
+ "time_sec": 32.559205770492554
+ },
+ {
+ "epoch": 114,
+ "train_loss": 0.1893005026912689,
+ "train_acc": 0.93862,
+ "test_loss": 3.0139925247192383,
+ "test_acc": 0.5255,
+ "lyapunov": null,
+ "grad_norm": 0.4424054116910155,
+ "grad_max_sv": 0.21594099812209605,
+ "grad_min_sv": 8.292241756094332e-09,
+ "grad_condition": 1221030181.2962646,
+ "lr": 0.00013551568628929425,
+ "time_sec": 32.54303812980652
+ },
+ {
+ "epoch": 115,
+ "train_loss": 0.1869383985710144,
+ "train_acc": 0.94032,
+ "test_loss": 2.9447794439315795,
+ "test_acc": 0.5338,
+ "lyapunov": null,
+ "grad_norm": 0.44046789562845245,
+ "grad_max_sv": 0.22429420053958893,
+ "grad_min_sv": 8.562988351723532e-09,
+ "grad_condition": 109188406.44486985,
+ "lr": 0.00012842758726130276,
+ "time_sec": 32.57725954055786
+ },
+ {
+ "epoch": 116,
+ "train_loss": 0.18216380766868592,
+ "train_acc": 0.94282,
+ "test_loss": 2.9761684719085695,
+ "test_acc": 0.533,
+ "lyapunov": null,
+ "grad_norm": 0.43380483120573066,
+ "grad_max_sv": 0.21227659583091735,
+ "grad_min_sv": 8.084414394003703e-09,
+ "grad_condition": 442388430.74640197,
+ "lr": 0.0001215024721741218,
+ "time_sec": 32.56703448295593
+ },
+ {
+ "epoch": 117,
+ "train_loss": 0.18284838955402374,
+ "train_acc": 0.94104,
+ "test_loss": 2.988401131248474,
+ "test_acc": 0.5304,
+ "lyapunov": null,
+ "grad_norm": 0.43518014689479523,
+ "grad_max_sv": 0.20529667772352694,
+ "grad_min_sv": 8.008318215188027e-09,
+ "grad_condition": 525224592.1224529,
+ "lr": 0.00011474337861210538,
+ "time_sec": 32.56633758544922
+ },
+ {
+ "epoch": 118,
+ "train_loss": 0.17929271565437316,
+ "train_acc": 0.94202,
+ "test_loss": 2.969692068481445,
+ "test_acc": 0.531,
+ "lyapunov": null,
+ "grad_norm": 0.43166468988319484,
+ "grad_max_sv": 0.20995365753769873,
+ "grad_min_sv": 7.949281083993037e-09,
+ "grad_condition": 206686551.43998715,
+ "lr": 0.00010815327133708009,
+ "time_sec": 32.58298921585083
+ },
+ {
+ "epoch": 119,
+ "train_loss": 0.1746947413468361,
+ "train_acc": 0.94538,
+ "test_loss": 2.9470513034820556,
+ "test_acc": 0.5265,
+ "lyapunov": null,
+ "grad_norm": 0.4240479391496432,
+ "grad_max_sv": 0.21465191170573233,
+ "grad_min_sv": 8.01244074109808e-09,
+ "grad_condition": 266673927.46960324,
+ "lr": 0.00010173504098790182,
+ "time_sec": 32.58079934120178
+ },
+ {
+ "epoch": 120,
+ "train_loss": 0.17056026011943817,
+ "train_acc": 0.94666,
+ "test_loss": 2.9715382446289063,
+ "test_acc": 0.5374,
+ "lyapunov": null,
+ "grad_norm": 0.4216192661535551,
+ "grad_max_sv": 0.21133692860603331,
+ "grad_min_sv": 8.155698732288316e-09,
+ "grad_condition": 310751065.89462894,
+ "lr": 9.549150281252629e-05,
+ "time_sec": 32.567041635513306
+ },
+ {
+ "epoch": 121,
+ "train_loss": 0.16829824639320373,
+ "train_acc": 0.94648,
+ "test_loss": 3.087546385574341,
+ "test_acc": 0.5255,
+ "lyapunov": null,
+ "grad_norm": 0.4183748049917772,
+ "grad_max_sv": 0.20680695101618768,
+ "grad_min_sv": 7.995454154665922e-09,
+ "grad_condition": 1023933342.3354034,
+ "lr": 8.942539543314794e-05,
+ "time_sec": 32.589598178863525
+ },
+ {
+ "epoch": 122,
+ "train_loss": 0.16800043944358825,
+ "train_acc": 0.94632,
+ "test_loss": 2.9318422325134277,
+ "test_acc": 0.5338,
+ "lyapunov": null,
+ "grad_norm": 0.42099752391898676,
+ "grad_max_sv": 0.21042499877512455,
+ "grad_min_sv": 7.547093950439551e-09,
+ "grad_condition": 900826897.3857119,
+ "lr": 8.353937964495024e-05,
+ "time_sec": 32.595381021499634
+ },
+ {
+ "epoch": 123,
+ "train_loss": 0.16323296820640565,
+ "train_acc": 0.94816,
+ "test_loss": 3.0529399940490722,
+ "test_acc": 0.5285,
+ "lyapunov": null,
+ "grad_norm": 0.41313116824251195,
+ "grad_max_sv": 0.19900580085814,
+ "grad_min_sv": 7.892230206862915e-09,
+ "grad_condition": 209614816.18259263,
+ "lr": 7.783603724899243e-05,
+ "time_sec": 32.5691282749176
+ },
+ {
+ "epoch": 124,
+ "train_loss": 0.16248614077568055,
+ "train_acc": 0.94808,
+ "test_loss": 2.968647869491577,
+ "test_acc": 0.5376,
+ "lyapunov": null,
+ "grad_norm": 0.4109739294498664,
+ "grad_max_sv": 0.2045503228902817,
+ "grad_min_sv": 7.709402672934767e-09,
+ "grad_condition": 204317712.1943869,
+ "lr": 7.231786991974666e-05,
+ "time_sec": 32.56873893737793
+ },
+ {
+ "epoch": 125,
+ "train_loss": 0.16562083917617798,
+ "train_acc": 0.94652,
+ "test_loss": 2.990608223724365,
+ "test_acc": 0.5324,
+ "lyapunov": null,
+ "grad_norm": 0.41726227575170305,
+ "grad_max_sv": 0.21484395451843738,
+ "grad_min_sv": 8.067420890524312e-09,
+ "grad_condition": 451509267.6606773,
+ "lr": 6.698729810778072e-05,
+ "time_sec": 32.563942432403564
+ },
+ {
+ "epoch": 126,
+ "train_loss": 0.16248787566184997,
+ "train_acc": 0.94908,
+ "test_loss": 3.0610411296844484,
+ "test_acc": 0.5248,
+ "lyapunov": null,
+ "grad_norm": 0.41265591679124974,
+ "grad_max_sv": 0.20524860061705114,
+ "grad_min_sv": 7.563831366450003e-09,
+ "grad_condition": 115790817.80184206,
+ "lr": 6.184665997806817e-05,
+ "time_sec": 32.568299770355225
+ },
+ {
+ "epoch": 127,
+ "train_loss": 0.15771708325862885,
+ "train_acc": 0.95078,
+ "test_loss": 2.962667014122009,
+ "test_acc": 0.5409,
+ "lyapunov": null,
+ "grad_norm": 0.4075071230249109,
+ "grad_max_sv": 0.20769537538290023,
+ "grad_min_sv": 8.188405986597757e-09,
+ "grad_condition": 380886928.1801485,
+ "lr": 5.6898210384392595e-05,
+ "time_sec": 32.57155394554138
+ },
+ {
+ "epoch": 128,
+ "train_loss": 0.15537331622004508,
+ "train_acc": 0.95126,
+ "test_loss": 2.9610030857086183,
+ "test_acc": 0.5357,
+ "lyapunov": null,
+ "grad_norm": 0.4021889013709537,
+ "grad_max_sv": 0.19925076719373463,
+ "grad_min_sv": 7.527878987789033e-09,
+ "grad_condition": 171791225.70681745,
+ "lr": 5.214411988029363e-05,
+ "time_sec": 32.58445978164673
+ },
+ {
+ "epoch": 129,
+ "train_loss": 0.15362726456165313,
+ "train_acc": 0.9504,
+ "test_loss": 3.0267199047088624,
+ "test_acc": 0.5318,
+ "lyapunov": null,
+ "grad_norm": 0.40304342978976343,
+ "grad_max_sv": 0.2073110181838274,
+ "grad_min_sv": 7.651128650391566e-09,
+ "grad_condition": 655223821.7012879,
+ "lr": 4.7586473766990294e-05,
+ "time_sec": 32.58788251876831
+ },
+ {
+ "epoch": 130,
+ "train_loss": 0.15159179414272309,
+ "train_acc": 0.95296,
+ "test_loss": 3.075101675415039,
+ "test_acc": 0.5263,
+ "lyapunov": null,
+ "grad_norm": 0.3974054527380892,
+ "grad_max_sv": 0.20575362853705884,
+ "grad_min_sv": 7.740591648555672e-09,
+ "grad_condition": 144759180.06870463,
+ "lr": 4.32272711786996e-05,
+ "time_sec": 32.578858613967896
+ },
+ {
+ "epoch": 131,
+ "train_loss": 0.1488430485343933,
+ "train_acc": 0.95292,
+ "test_loss": 2.9862019886016844,
+ "test_acc": 0.5315,
+ "lyapunov": null,
+ "grad_norm": 0.3954060106149679,
+ "grad_max_sv": 0.20766182690858842,
+ "grad_min_sv": 7.58607175857344e-09,
+ "grad_condition": 425579805.0794872,
+ "lr": 3.906842420574966e-05,
+ "time_sec": 32.586265325546265
+ },
+ {
+ "epoch": 132,
+ "train_loss": 0.14661406512260436,
+ "train_acc": 0.95324,
+ "test_loss": 3.057056298828125,
+ "test_acc": 0.5262,
+ "lyapunov": null,
+ "grad_norm": 0.39095745142548216,
+ "grad_max_sv": 0.19490535818040372,
+ "grad_min_sv": 7.49121251628342e-09,
+ "grad_condition": 3507301112.9708757,
+ "lr": 3.5111757055874305e-05,
+ "time_sec": 32.574090003967285
+ },
+ {
+ "epoch": 133,
+ "train_loss": 0.1463806065893173,
+ "train_acc": 0.95318,
+ "test_loss": 3.0613175567626953,
+ "test_acc": 0.527,
+ "lyapunov": null,
+ "grad_norm": 0.3949318760097119,
+ "grad_max_sv": 0.2000393845140934,
+ "grad_min_sv": 7.511325199847929e-09,
+ "grad_condition": 264016430.37942663,
+ "lr": 3.1359005254054254e-05,
+ "time_sec": 32.57793402671814
+ },
+ {
+ "epoch": 134,
+ "train_loss": 0.14586117388010025,
+ "train_acc": 0.95352,
+ "test_loss": 3.0277784969329833,
+ "test_acc": 0.5333,
+ "lyapunov": null,
+ "grad_norm": 0.3915443650869973,
+ "grad_max_sv": 0.20002376139163972,
+ "grad_min_sv": 7.407051562673041e-09,
+ "grad_condition": 1569872714.1138968,
+ "lr": 2.7811814881259484e-05,
+ "time_sec": 32.58327078819275
+ },
+ {
+ "epoch": 135,
+ "train_loss": 0.14679538232803344,
+ "train_acc": 0.9531,
+ "test_loss": 3.02330316696167,
+ "test_acc": 0.5325,
+ "lyapunov": null,
+ "grad_norm": 0.39654447314663155,
+ "grad_max_sv": 0.2064110331237316,
+ "grad_min_sv": 8.009200439971707e-09,
+ "grad_condition": 408075856.5604743,
+ "lr": 2.4471741852423218e-05,
+ "time_sec": 32.57164478302002
+ },
+ {
+ "epoch": 136,
+ "train_loss": 0.14213005175113677,
+ "train_acc": 0.95606,
+ "test_loss": 3.066131346511841,
+ "test_acc": 0.5326,
+ "lyapunov": null,
+ "grad_norm": 0.386859099144263,
+ "grad_max_sv": 0.20008183866739274,
+ "grad_min_sv": 7.493826075335216e-09,
+ "grad_condition": 1294487907.3292127,
+ "lr": 2.1340251233966362e-05,
+ "time_sec": 32.59002447128296
+ },
+ {
+ "epoch": 137,
+ "train_loss": 0.14528326896190644,
+ "train_acc": 0.95314,
+ "test_loss": 2.9820048439025877,
+ "test_acc": 0.5384,
+ "lyapunov": null,
+ "grad_norm": 0.3940518150499405,
+ "grad_max_sv": 0.20172332599759102,
+ "grad_min_sv": 7.518978299708582e-09,
+ "grad_condition": 2050951064.0374703,
+ "lr": 1.8418716601170932e-05,
+ "time_sec": 32.582863569259644
+ },
+ {
+ "epoch": 138,
+ "train_loss": 0.14290555841445923,
+ "train_acc": 0.954,
+ "test_loss": 2.9484275436401366,
+ "test_acc": 0.5392,
+ "lyapunov": null,
+ "grad_norm": 0.3885095445150157,
+ "grad_max_sv": 0.1956668719649315,
+ "grad_min_sv": 7.481351363262425e-09,
+ "grad_condition": 817168787.737042,
+ "lr": 1.570841943568445e-05,
+ "time_sec": 32.56788969039917
+ },
+ {
+ "epoch": 139,
+ "train_loss": 0.1455221847629547,
+ "train_acc": 0.95376,
+ "test_loss": 2.9918841510772705,
+ "test_acc": 0.539,
+ "lyapunov": null,
+ "grad_norm": 0.39394584988421966,
+ "grad_max_sv": 0.1982663732022047,
+ "grad_min_sv": 7.502347731524073e-09,
+ "grad_condition": 1796580822.5410652,
+ "lr": 1.3210548563419845e-05,
+ "time_sec": 32.57190442085266
+ },
+ {
+ "epoch": 140,
+ "train_loss": 0.1442144584083557,
+ "train_acc": 0.95352,
+ "test_loss": 2.970733211517334,
+ "test_acc": 0.5376,
+ "lyapunov": null,
+ "grad_norm": 0.39260771988813964,
+ "grad_max_sv": 0.19792755618691443,
+ "grad_min_sv": 7.351794456978561e-09,
+ "grad_condition": 208762115.79842368,
+ "lr": 1.0926199633097203e-05,
+ "time_sec": 32.58234429359436
+ },
+ {
+ "epoch": 141,
+ "train_loss": 0.1421483956861496,
+ "train_acc": 0.95486,
+ "test_loss": 2.9954518421173097,
+ "test_acc": 0.5376,
+ "lyapunov": null,
+ "grad_norm": 0.3895044607831209,
+ "grad_max_sv": 0.19535492211580277,
+ "grad_min_sv": 7.2159212467261255e-09,
+ "grad_condition": 226711442.0952455,
+ "lr": 8.856374635655688e-06,
+ "time_sec": 32.580827951431274
+ },
+ {
+ "epoch": 142,
+ "train_loss": 0.14344135119915008,
+ "train_acc": 0.95412,
+ "test_loss": 3.0175164573669435,
+ "test_acc": 0.5347,
+ "lyapunov": null,
+ "grad_norm": 0.3912699552240718,
+ "grad_max_sv": 0.20520108379423618,
+ "grad_min_sv": 7.762914990688819e-09,
+ "grad_condition": 387803307.69275963,
+ "lr": 7.001981464747503e-06,
+ "time_sec": 32.58955121040344
+ },
+ {
+ "epoch": 143,
+ "train_loss": 0.145557352809906,
+ "train_acc": 0.95334,
+ "test_loss": 2.9905672885894776,
+ "test_acc": 0.5351,
+ "lyapunov": null,
+ "grad_norm": 0.3937145534468507,
+ "grad_max_sv": 0.19824392758309842,
+ "grad_min_sv": 7.470967854170812e-09,
+ "grad_condition": 615993628.5132923,
+ "lr": 5.3638335185058295e-06,
+ "time_sec": 32.584557056427
+ },
+ {
+ "epoch": 144,
+ "train_loss": 0.13792892556190492,
+ "train_acc": 0.9568,
+ "test_loss": 3.0243384300231932,
+ "test_acc": 0.5351,
+ "lyapunov": null,
+ "grad_norm": 0.38137874618156004,
+ "grad_max_sv": 0.20396318212151526,
+ "grad_min_sv": 7.759564610645975e-09,
+ "grad_condition": 401781652.79968464,
+ "lr": 3.942649342761114e-06,
+ "time_sec": 32.58082866668701
+ },
+ {
+ "epoch": 145,
+ "train_loss": 0.14240989098906517,
+ "train_acc": 0.95506,
+ "test_loss": 3.008878281021118,
+ "test_acc": 0.5332,
+ "lyapunov": null,
+ "grad_norm": 0.38824198485970274,
+ "grad_max_sv": 0.1965224850922823,
+ "grad_min_sv": 7.475432478099615e-09,
+ "grad_condition": 547980005.9847585,
+ "lr": 2.7390523158633524e-06,
+ "time_sec": 32.580146074295044
+ },
+ {
+ "epoch": 146,
+ "train_loss": 0.14141309247016906,
+ "train_acc": 0.95526,
+ "test_loss": 2.9967607612609863,
+ "test_acc": 0.5355,
+ "lyapunov": null,
+ "grad_norm": 0.3897738666220961,
+ "grad_max_sv": 0.20576116181910037,
+ "grad_min_sv": 7.723471491180578e-09,
+ "grad_condition": 174968319.88759154,
+ "lr": 1.7535703752478133e-06,
+ "time_sec": 32.57999658584595
+ },
+ {
+ "epoch": 147,
+ "train_loss": 0.14116668840408325,
+ "train_acc": 0.95622,
+ "test_loss": 3.015700612258911,
+ "test_acc": 0.5356,
+ "lyapunov": null,
+ "grad_norm": 0.38647682331651556,
+ "grad_max_sv": 0.20005690585821867,
+ "grad_min_sv": 7.458373789469112e-09,
+ "grad_condition": 559134109.3457831,
+ "lr": 9.866357858642196e-07,
+ "time_sec": 32.57423949241638
+ },
+ {
+ "epoch": 148,
+ "train_loss": 0.13872075388908386,
+ "train_acc": 0.95694,
+ "test_loss": 3.02675003452301,
+ "test_acc": 0.5311,
+ "lyapunov": null,
+ "grad_norm": 0.3834516001697345,
+ "grad_max_sv": 0.20063496865332126,
+ "grad_min_sv": 7.280352303873708e-09,
+ "grad_condition": 342935155.3336584,
+ "lr": 4.38584950570808e-07,
+ "time_sec": 32.59147930145264
+ },
+ {
+ "epoch": 149,
+ "train_loss": 0.14044044229030608,
+ "train_acc": 0.9558,
+ "test_loss": 3.0015827127456665,
+ "test_acc": 0.537,
+ "lyapunov": null,
+ "grad_norm": 0.38662537604202735,
+ "grad_max_sv": 0.1903643485158682,
+ "grad_min_sv": 7.2725075060480446e-09,
+ "grad_condition": 1114748941.7660475,
+ "lr": 1.096582625772501e-07,
+ "time_sec": 32.56627154350281
+ },
+ {
+ "epoch": 150,
+ "train_loss": 0.14047483313083647,
+ "train_acc": 0.95586,
+ "test_loss": 3.1137742416381835,
+ "test_acc": 0.5222,
+ "lyapunov": null,
+ "grad_norm": 0.38553295960146916,
+ "grad_max_sv": 0.2001470748335123,
+ "grad_min_sv": 7.337464655082695e-09,
+ "grad_condition": 1377858482.3116786,
+ "lr": 0.0,
+ "time_sec": 32.586660385131836
+ }
+ ],
+ "12": [
+ {
+ "epoch": 1,
+ "train_loss": 4.87748296585083,
+ "train_acc": 0.0306,
+ "test_loss": 4.82872876663208,
+ "test_acc": 0.0165,
+ "lyapunov": null,
+ "grad_norm": 5.932964620640208,
+ "grad_max_sv": 5.34441111087799,
+ "grad_min_sv": 9.95076935739192e-08,
+ "grad_condition": 162613846.39082906,
+ "lr": 0.0009998903417374227,
+ "time_sec": 49.64781618118286
+ },
+ {
+ "epoch": 2,
+ "train_loss": 4.325910377655029,
+ "train_acc": 0.05894,
+ "test_loss": 4.736625276947022,
+ "test_acc": 0.0233,
+ "lyapunov": null,
+ "grad_norm": 4.434671975936239,
+ "grad_max_sv": 3.9236845791339876,
+ "grad_min_sv": 7.506598741907622e-08,
+ "grad_condition": 326618949.3555427,
+ "lr": 0.0009995614150494292,
+ "time_sec": 49.66104316711426
+ },
+ {
+ "epoch": 3,
+ "train_loss": 4.033521332244873,
+ "train_acc": 0.08816,
+ "test_loss": 4.546054625701904,
+ "test_acc": 0.0313,
+ "lyapunov": null,
+ "grad_norm": 3.5972867305140204,
+ "grad_max_sv": 3.0456687450408935,
+ "grad_min_sv": 6.285284603370356e-08,
+ "grad_condition": 641155242.0675491,
+ "lr": 0.0009990133642141358,
+ "time_sec": 49.67153525352478
+ },
+ {
+ "epoch": 4,
+ "train_loss": 3.8378815770721437,
+ "train_acc": 0.11312,
+ "test_loss": 4.485385893249512,
+ "test_acc": 0.0421,
+ "lyapunov": null,
+ "grad_norm": 3.005868245561951,
+ "grad_max_sv": 2.4899374902248383,
+ "grad_min_sv": 5.274935636068179e-08,
+ "grad_condition": 56291013.628438115,
+ "lr": 0.0009982464296247522,
+ "time_sec": 49.65495419502258
+ },
+ {
+ "epoch": 5,
+ "train_loss": 3.6790373979949953,
+ "train_acc": 0.1354,
+ "test_loss": 4.809463809204102,
+ "test_acc": 0.0483,
+ "lyapunov": null,
+ "grad_norm": 2.481791347519261,
+ "grad_max_sv": 1.911762249469757,
+ "grad_min_sv": 4.251578253344768e-08,
+ "grad_condition": 59447447.39549043,
+ "lr": 0.0009972609476841367,
+ "time_sec": 49.609050989151
+ },
+ {
+ "epoch": 6,
+ "train_loss": 3.5471466955566404,
+ "train_acc": 0.1563,
+ "test_loss": 4.763859475708008,
+ "test_acc": 0.0562,
+ "lyapunov": null,
+ "grad_norm": 2.0531107778434636,
+ "grad_max_sv": 1.4932055324316025,
+ "grad_min_sv": 3.614347272584695e-08,
+ "grad_condition": 45442606.51570525,
+ "lr": 0.000996057350657239,
+ "time_sec": 49.593199491500854
+ },
+ {
+ "epoch": 7,
+ "train_loss": 3.4418113514709474,
+ "train_acc": 0.17478,
+ "test_loss": 4.615470837402344,
+ "test_acc": 0.061,
+ "lyapunov": null,
+ "grad_norm": 1.7367000738812381,
+ "grad_max_sv": 1.1847797572612762,
+ "grad_min_sv": 3.088092909442341e-08,
+ "grad_condition": 65255140.867708586,
+ "lr": 0.000994636166481494,
+ "time_sec": 49.60785531997681
+ },
+ {
+ "epoch": 8,
+ "train_loss": 3.354895782546997,
+ "train_acc": 0.18784,
+ "test_loss": 5.2386075889587405,
+ "test_acc": 0.0585,
+ "lyapunov": null,
+ "grad_norm": 1.5335851977180728,
+ "grad_max_sv": 0.9428193107247352,
+ "grad_min_sv": 2.6885542893373415e-08,
+ "grad_condition": 75909476.50814043,
+ "lr": 0.0009929980185352525,
+ "time_sec": 49.60816526412964
+ },
+ {
+ "epoch": 9,
+ "train_loss": 3.2788688597869875,
+ "train_acc": 0.20466,
+ "test_loss": 5.2327860107421875,
+ "test_acc": 0.0714,
+ "lyapunov": null,
+ "grad_norm": 1.374914600034168,
+ "grad_max_sv": 0.7664340496063232,
+ "grad_min_sv": 2.4066519885290737e-08,
+ "grad_condition": 51969313.05697616,
+ "lr": 0.0009911436253643444,
+ "time_sec": 49.62115836143494
+ },
+ {
+ "epoch": 10,
+ "train_loss": 3.214320725250244,
+ "train_acc": 0.21478,
+ "test_loss": 5.367890010070801,
+ "test_acc": 0.0635,
+ "lyapunov": null,
+ "grad_norm": 1.2723756047607861,
+ "grad_max_sv": 0.6678376257419586,
+ "grad_min_sv": 2.3140357913176147e-08,
+ "grad_condition": 33781734.36143675,
+ "lr": 0.0009890738003669028,
+ "time_sec": 49.653478384017944
+ },
+ {
+ "epoch": 11,
+ "train_loss": 3.157560857696533,
+ "train_acc": 0.22716,
+ "test_loss": 4.9893413871765135,
+ "test_acc": 0.0793,
+ "lyapunov": null,
+ "grad_norm": 1.1804196554033854,
+ "grad_max_sv": 0.5599115259945393,
+ "grad_min_sv": 2.0999575375824088e-08,
+ "grad_condition": 40003653.553005375,
+ "lr": 0.00098678945143658,
+ "time_sec": 49.64659833908081
+ },
+ {
+ "epoch": 12,
+ "train_loss": 3.10919125541687,
+ "train_acc": 0.23374,
+ "test_loss": 5.922018681335449,
+ "test_acc": 0.0572,
+ "lyapunov": null,
+ "grad_norm": 1.1127516543729237,
+ "grad_max_sv": 0.5103657670319081,
+ "grad_min_sv": 2.0326233945988648e-08,
+ "grad_condition": 31959597.02886455,
+ "lr": 0.0009842915805643154,
+ "time_sec": 49.6422758102417
+ },
+ {
+ "epoch": 13,
+ "train_loss": 3.0661709033203124,
+ "train_acc": 0.24498,
+ "test_loss": 5.5857378784179685,
+ "test_acc": 0.0641,
+ "lyapunov": null,
+ "grad_norm": 1.0572945850355566,
+ "grad_max_sv": 0.468644580245018,
+ "grad_min_sv": 1.9489185115739716e-08,
+ "grad_condition": 28974309.240684826,
+ "lr": 0.000981581283398829,
+ "time_sec": 49.644200801849365
+ },
+ {
+ "epoch": 14,
+ "train_loss": 3.031631886138916,
+ "train_acc": 0.2494,
+ "test_loss": 6.1126462295532225,
+ "test_acc": 0.0622,
+ "lyapunov": null,
+ "grad_norm": 1.0078886975437553,
+ "grad_max_sv": 0.4199274107813835,
+ "grad_min_sv": 1.78886194669714e-08,
+ "grad_condition": 58726821.90857921,
+ "lr": 0.0009786597487660333,
+ "time_sec": 49.64050054550171
+ },
+ {
+ "epoch": 15,
+ "train_loss": 2.9854307820892334,
+ "train_acc": 0.25912,
+ "test_loss": 6.682256416320801,
+ "test_acc": 0.0577,
+ "lyapunov": null,
+ "grad_norm": 0.9661185163428607,
+ "grad_max_sv": 0.4044369950890541,
+ "grad_min_sv": 1.7625257230091673e-08,
+ "grad_condition": 47054066.77256496,
+ "lr": 0.0009755282581475766,
+ "time_sec": 49.64783048629761
+ },
+ {
+ "epoch": 16,
+ "train_loss": 2.950966311187744,
+ "train_acc": 0.26442,
+ "test_loss": 6.452827975463867,
+ "test_acc": 0.0549,
+ "lyapunov": null,
+ "grad_norm": 0.9327205202160699,
+ "grad_max_sv": 0.38560108840465546,
+ "grad_min_sv": 1.7282875616189337e-08,
+ "grad_condition": 314726395.9437877,
+ "lr": 0.0009721881851187403,
+ "time_sec": 49.64088153839111
+ },
+ {
+ "epoch": 17,
+ "train_loss": 2.916735321044922,
+ "train_acc": 0.27246,
+ "test_loss": 6.896680711364746,
+ "test_acc": 0.0438,
+ "lyapunov": null,
+ "grad_norm": 0.8945744514519771,
+ "grad_max_sv": 0.354119461029768,
+ "grad_min_sv": 1.643565590847551e-08,
+ "grad_condition": 26255983.39074681,
+ "lr": 0.0009686409947459456,
+ "time_sec": 49.627718448638916
+ },
+ {
+ "epoch": 18,
+ "train_loss": 2.8857511570739747,
+ "train_acc": 0.27974,
+ "test_loss": 5.6459962882995605,
+ "test_acc": 0.0503,
+ "lyapunov": null,
+ "grad_norm": 0.8793484279442325,
+ "grad_max_sv": 0.35779951736330984,
+ "grad_min_sv": 1.628617940785393e-08,
+ "grad_condition": 111551423.90357837,
+ "lr": 0.0009648882429441254,
+ "time_sec": 49.611419677734375
+ },
+ {
+ "epoch": 19,
+ "train_loss": 2.850851222381592,
+ "train_acc": 0.28394,
+ "test_loss": 6.184397215270996,
+ "test_acc": 0.0477,
+ "lyapunov": null,
+ "grad_norm": 0.8560875588234809,
+ "grad_max_sv": 0.3290360912680626,
+ "grad_min_sv": 1.5741092075638452e-08,
+ "grad_condition": 33852379.436212204,
+ "lr": 0.00096093157579425,
+ "time_sec": 49.60723423957825
+ },
+ {
+ "epoch": 20,
+ "train_loss": 2.8297593169403075,
+ "train_acc": 0.2865,
+ "test_loss": 6.550658810424805,
+ "test_acc": 0.052,
+ "lyapunov": null,
+ "grad_norm": 0.8484343768951315,
+ "grad_max_sv": 0.3310988314449787,
+ "grad_min_sv": 1.579570341747605e-08,
+ "grad_condition": 26630780.62742402,
+ "lr": 0.0009567727288213001,
+ "time_sec": 49.63738775253296
+ },
+ {
+ "epoch": 21,
+ "train_loss": 2.8062883308410647,
+ "train_acc": 0.29554,
+ "test_loss": 6.611366340637207,
+ "test_acc": 0.0425,
+ "lyapunov": null,
+ "grad_norm": 0.8271444897566678,
+ "grad_max_sv": 0.31499212570488455,
+ "grad_min_sv": 1.5104316366393312e-08,
+ "grad_condition": 56385885.9009584,
+ "lr": 0.0009524135262330095,
+ "time_sec": 49.624245405197144
+ },
+ {
+ "epoch": 22,
+ "train_loss": 2.7797841816711424,
+ "train_acc": 0.29848,
+ "test_loss": 5.2575527236938475,
+ "test_acc": 0.0689,
+ "lyapunov": null,
+ "grad_norm": 0.8192773127159139,
+ "grad_max_sv": 0.3165230479091406,
+ "grad_min_sv": 1.5343957029956278e-08,
+ "grad_condition": 28932546.565699626,
+ "lr": 0.0009478558801197061,
+ "time_sec": 49.6358916759491
+ },
+ {
+ "epoch": 23,
+ "train_loss": 2.758929995956421,
+ "train_acc": 0.30298,
+ "test_loss": 5.9057046417236325,
+ "test_acc": 0.0483,
+ "lyapunov": null,
+ "grad_norm": 0.7977853555521689,
+ "grad_max_sv": 0.2981082580983639,
+ "grad_min_sv": 1.4607530535171166e-08,
+ "grad_condition": 23062158.33463922,
+ "lr": 0.000943101789615607,
+ "time_sec": 49.64936828613281
+ },
+ {
+ "epoch": 24,
+ "train_loss": 2.7243907251739503,
+ "train_acc": 0.30978,
+ "test_loss": 6.879129153442383,
+ "test_acc": 0.0503,
+ "lyapunov": null,
+ "grad_norm": 0.785562618961601,
+ "grad_max_sv": 0.3072618875652552,
+ "grad_min_sv": 1.4546391063907649e-08,
+ "grad_condition": 26103951.701446574,
+ "lr": 0.0009381533400219313,
+ "time_sec": 49.654170513153076
+ },
+ {
+ "epoch": 25,
+ "train_loss": 2.7052862129211426,
+ "train_acc": 0.31438,
+ "test_loss": 7.123418940734863,
+ "test_acc": 0.0498,
+ "lyapunov": null,
+ "grad_norm": 0.7800832079587465,
+ "grad_max_sv": 0.28868941627442835,
+ "grad_min_sv": 1.4423146366127071e-08,
+ "grad_condition": 25468875.32253523,
+ "lr": 0.0009330127018922189,
+ "time_sec": 49.644099712371826
+ },
+ {
+ "epoch": 26,
+ "train_loss": 2.6786952052307127,
+ "train_acc": 0.31786,
+ "test_loss": 6.8779948043823245,
+ "test_acc": 0.04,
+ "lyapunov": null,
+ "grad_norm": 0.7660717213990589,
+ "grad_max_sv": 0.28445089757442477,
+ "grad_min_sv": 1.4051416873800404e-08,
+ "grad_condition": 157008558.44244316,
+ "lr": 0.000927682130080253,
+ "time_sec": 49.6546745300293
+ },
+ {
+ "epoch": 27,
+ "train_loss": 2.650107885437012,
+ "train_acc": 0.3233,
+ "test_loss": 6.409167988586426,
+ "test_acc": 0.0663,
+ "lyapunov": null,
+ "grad_norm": 0.7553219053413048,
+ "grad_max_sv": 0.2734900705516338,
+ "grad_min_sv": 1.3975185350623143e-08,
+ "grad_condition": 26675374.92153287,
+ "lr": 0.0009221639627510072,
+ "time_sec": 49.651949882507324
+ },
+ {
+ "epoch": 28,
+ "train_loss": 2.6323010539245604,
+ "train_acc": 0.32642,
+ "test_loss": 6.348737354278565,
+ "test_acc": 0.0767,
+ "lyapunov": null,
+ "grad_norm": 0.7542460840346141,
+ "grad_max_sv": 0.28178194239735604,
+ "grad_min_sv": 1.4111558673673974e-08,
+ "grad_condition": 153191030.94962814,
+ "lr": 0.0009164606203550494,
+ "time_sec": 49.657703161239624
+ },
+ {
+ "epoch": 29,
+ "train_loss": 2.622528738861084,
+ "train_acc": 0.33052,
+ "test_loss": 5.323012785339356,
+ "test_acc": 0.0615,
+ "lyapunov": null,
+ "grad_norm": 0.7434329600183185,
+ "grad_max_sv": 0.28229105696082113,
+ "grad_min_sv": 1.3741382927194567e-08,
+ "grad_condition": 99920561.24148658,
+ "lr": 0.0009105746045668516,
+ "time_sec": 49.640869140625
+ },
+ {
+ "epoch": 30,
+ "train_loss": 2.589859499359131,
+ "train_acc": 0.3361,
+ "test_loss": 5.348752153015137,
+ "test_acc": 0.0806,
+ "lyapunov": null,
+ "grad_norm": 0.7401188593705409,
+ "grad_max_sv": 0.2747684422880411,
+ "grad_min_sv": 1.3880728885751203e-08,
+ "grad_condition": 23324413.51449412,
+ "lr": 0.0009045084971874733,
+ "time_sec": 49.62320137023926
+ },
+ {
+ "epoch": 31,
+ "train_loss": 2.574071376495361,
+ "train_acc": 0.33836,
+ "test_loss": 4.929797785949707,
+ "test_acc": 0.0696,
+ "lyapunov": null,
+ "grad_norm": 0.7328550694976608,
+ "grad_max_sv": 0.27694769613444803,
+ "grad_min_sv": 1.3843863291840286e-08,
+ "grad_condition": 27250825.622907154,
+ "lr": 0.0008982649590120977,
+ "time_sec": 49.61762976646423
+ },
+ {
+ "epoch": 32,
+ "train_loss": 2.5636251927185056,
+ "train_acc": 0.33996,
+ "test_loss": 4.977822930908203,
+ "test_acc": 0.0603,
+ "lyapunov": null,
+ "grad_norm": 0.72578993407064,
+ "grad_max_sv": 0.26916658468544485,
+ "grad_min_sv": 1.3664173616201313e-08,
+ "grad_condition": 37586474.04914663,
+ "lr": 0.0008918467286629196,
+ "time_sec": 49.59874439239502
+ },
+ {
+ "epoch": 33,
+ "train_loss": 2.534274593658447,
+ "train_acc": 0.34576,
+ "test_loss": 5.612884985351562,
+ "test_acc": 0.0648,
+ "lyapunov": null,
+ "grad_norm": 0.7195677912828391,
+ "grad_max_sv": 0.2578020472079515,
+ "grad_min_sv": 1.3214893858359833e-08,
+ "grad_condition": 31599310.228798192,
+ "lr": 0.0008852566213878943,
+ "time_sec": 49.60587477684021
+ },
+ {
+ "epoch": 34,
+ "train_loss": 2.5204806367492676,
+ "train_acc": 0.34968,
+ "test_loss": 5.823319554901123,
+ "test_acc": 0.0571,
+ "lyapunov": null,
+ "grad_norm": 0.7058229239582122,
+ "grad_max_sv": 0.2517259892076254,
+ "grad_min_sv": 1.3128194935319027e-08,
+ "grad_condition": 38016748.40510639,
+ "lr": 0.000878497527825878,
+ "time_sec": 49.63596320152283
+ },
+ {
+ "epoch": 35,
+ "train_loss": 2.4967036684417723,
+ "train_acc": 0.35386,
+ "test_loss": 5.568839009094238,
+ "test_acc": 0.0655,
+ "lyapunov": null,
+ "grad_norm": 0.7071521329332581,
+ "grad_max_sv": 0.2598913241177797,
+ "grad_min_sv": 1.3420283057063997e-08,
+ "grad_condition": 21475756.171551444,
+ "lr": 0.000871572412738697,
+ "time_sec": 49.64343976974487
+ },
+ {
+ "epoch": 36,
+ "train_loss": 2.483395898208618,
+ "train_acc": 0.356,
+ "test_loss": 5.925778231811523,
+ "test_acc": 0.0775,
+ "lyapunov": null,
+ "grad_norm": 0.7019030587227678,
+ "grad_max_sv": 0.2620332419872284,
+ "grad_min_sv": 1.330909059973906e-08,
+ "grad_condition": 39143745.76315293,
+ "lr": 0.0008644843137107055,
+ "time_sec": 49.633464097976685
+ },
+ {
+ "epoch": 37,
+ "train_loss": 2.455888598480225,
+ "train_acc": 0.3619,
+ "test_loss": 5.800891122436523,
+ "test_acc": 0.0522,
+ "lyapunov": null,
+ "grad_norm": 0.7041203727881495,
+ "grad_max_sv": 0.25247339606285096,
+ "grad_min_sv": 1.317027563119133e-08,
+ "grad_condition": 25971636.862640023,
+ "lr": 0.0008572363398164014,
+ "time_sec": 49.641075134277344
+ },
+ {
+ "epoch": 38,
+ "train_loss": 2.444258794937134,
+ "train_acc": 0.3643,
+ "test_loss": 6.3827191253662106,
+ "test_acc": 0.0512,
+ "lyapunov": null,
+ "grad_norm": 0.6991868964165402,
+ "grad_max_sv": 0.2449926756322384,
+ "grad_min_sv": 1.2983126976284787e-08,
+ "grad_condition": 22727640.443126805,
+ "lr": 0.0008498316702566826,
+ "time_sec": 49.6653778553009
+ },
+ {
+ "epoch": 39,
+ "train_loss": 2.427623992614746,
+ "train_acc": 0.36718,
+ "test_loss": 5.836345671081543,
+ "test_acc": 0.0532,
+ "lyapunov": null,
+ "grad_norm": 0.6944654131754266,
+ "grad_max_sv": 0.24421218782663345,
+ "grad_min_sv": 1.2779784830385666e-08,
+ "grad_condition": 26159365.26096248,
+ "lr": 0.0008422735529643442,
+ "time_sec": 49.65552568435669
+ },
+ {
+ "epoch": 40,
+ "train_loss": 2.4149912483215332,
+ "train_acc": 0.36854,
+ "test_loss": 5.969065676879882,
+ "test_acc": 0.0689,
+ "lyapunov": null,
+ "grad_norm": 0.6869986110904911,
+ "grad_max_sv": 0.23399859815835952,
+ "grad_min_sv": 1.2716373970489415e-08,
+ "grad_condition": 21923336.447286993,
+ "lr": 0.0008345653031794289,
+ "time_sec": 49.66923117637634
+ },
+ {
+ "epoch": 41,
+ "train_loss": 2.386474126663208,
+ "train_acc": 0.37558,
+ "test_loss": 6.019966047668457,
+ "test_acc": 0.0579,
+ "lyapunov": null,
+ "grad_norm": 0.68492309888036,
+ "grad_max_sv": 0.2508115164935589,
+ "grad_min_sv": 1.3077304128472633e-08,
+ "grad_condition": 23198341.25841063,
+ "lr": 0.0008267103019950526,
+ "time_sec": 49.620418071746826
+ },
+ {
+ "epoch": 42,
+ "train_loss": 2.3729596766662597,
+ "train_acc": 0.38002,
+ "test_loss": 6.315153423309326,
+ "test_acc": 0.0611,
+ "lyapunov": null,
+ "grad_norm": 0.6839063548904902,
+ "grad_max_sv": 0.24613724276423454,
+ "grad_min_sv": 1.2924071682296479e-08,
+ "grad_condition": 24553794.967906404,
+ "lr": 0.0008187119948743447,
+ "time_sec": 49.66134309768677
+ },
+ {
+ "epoch": 43,
+ "train_loss": 2.3540061936950685,
+ "train_acc": 0.38038,
+ "test_loss": 6.8890972946166995,
+ "test_acc": 0.052,
+ "lyapunov": null,
+ "grad_norm": 0.6797404469786038,
+ "grad_max_sv": 0.23774098604917526,
+ "grad_min_sv": 1.269067942399893e-08,
+ "grad_condition": 36055931.35688925,
+ "lr": 0.000810573890139155,
+ "time_sec": 49.60659217834473
+ },
+ {
+ "epoch": 44,
+ "train_loss": 2.3270812229919433,
+ "train_acc": 0.38584,
+ "test_loss": 6.7161765426635744,
+ "test_acc": 0.0423,
+ "lyapunov": null,
+ "grad_norm": 0.6759173721688353,
+ "grad_max_sv": 0.24107158593833447,
+ "grad_min_sv": 1.2535652725575997e-08,
+ "grad_condition": 27534242.15084389,
+ "lr": 0.0008022995574311873,
+ "time_sec": 49.602726459503174
+ },
+ {
+ "epoch": 45,
+ "train_loss": 2.3246476860046386,
+ "train_acc": 0.39008,
+ "test_loss": 6.29091294631958,
+ "test_acc": 0.0518,
+ "lyapunov": null,
+ "grad_norm": 0.6715272373280456,
+ "grad_max_sv": 0.23545034006237983,
+ "grad_min_sv": 1.2545344027503624e-08,
+ "grad_condition": 21225788.36034053,
+ "lr": 0.0007938926261462363,
+ "time_sec": 49.6089346408844
+ },
+ {
+ "epoch": 46,
+ "train_loss": 2.302794339752197,
+ "train_acc": 0.3932,
+ "test_loss": 6.331070534515381,
+ "test_acc": 0.0457,
+ "lyapunov": null,
+ "grad_norm": 0.6695288339948315,
+ "grad_max_sv": 0.2387615241110325,
+ "grad_min_sv": 1.267214993216914e-08,
+ "grad_condition": 21439809.063333027,
+ "lr": 0.0007853567838422158,
+ "time_sec": 49.6616952419281
+ },
+ {
+ "epoch": 47,
+ "train_loss": 2.2937580155944826,
+ "train_acc": 0.39494,
+ "test_loss": 6.747457525634766,
+ "test_acc": 0.0403,
+ "lyapunov": null,
+ "grad_norm": 0.6703150590025013,
+ "grad_max_sv": 0.23008973710238934,
+ "grad_min_sv": 1.243687924035175e-08,
+ "grad_condition": 21332244.897804268,
+ "lr": 0.0007766957746216719,
+ "time_sec": 49.64005661010742
+ },
+ {
+ "epoch": 48,
+ "train_loss": 2.271936141662598,
+ "train_acc": 0.40028,
+ "test_loss": 8.364392227172852,
+ "test_acc": 0.045,
+ "lyapunov": null,
+ "grad_norm": 0.6688819126115724,
+ "grad_max_sv": 0.23257951848208905,
+ "grad_min_sv": 1.2320799760989764e-08,
+ "grad_condition": 43562236.54403031,
+ "lr": 0.0007679133974894982,
+ "time_sec": 49.66763877868652
+ },
+ {
+ "epoch": 49,
+ "train_loss": 2.2604706730651856,
+ "train_acc": 0.40228,
+ "test_loss": 6.142012088012695,
+ "test_acc": 0.0648,
+ "lyapunov": null,
+ "grad_norm": 0.6643101794178548,
+ "grad_max_sv": 0.2336978729814291,
+ "grad_min_sv": 1.2540253756243568e-08,
+ "grad_condition": 33614084.08040741,
+ "lr": 0.000759013504686565,
+ "time_sec": 49.65048050880432
+ },
+ {
+ "epoch": 50,
+ "train_loss": 2.238395141143799,
+ "train_acc": 0.40952,
+ "test_loss": 7.636728004455566,
+ "test_acc": 0.0642,
+ "lyapunov": null,
+ "grad_norm": 0.6646450225062208,
+ "grad_max_sv": 0.23055841773748398,
+ "grad_min_sv": 1.2360750140105737e-08,
+ "grad_condition": 29243478.728895236,
+ "lr": 0.0007499999999999998,
+ "time_sec": 49.64303922653198
+ },
+ {
+ "epoch": 51,
+ "train_loss": 2.22945908203125,
+ "train_acc": 0.40844,
+ "test_loss": 6.013677481079101,
+ "test_acc": 0.0746,
+ "lyapunov": null,
+ "grad_norm": 0.6654733307343168,
+ "grad_max_sv": 0.23596662729978563,
+ "grad_min_sv": 1.2487093845048314e-08,
+ "grad_condition": 24754111.81759522,
+ "lr": 0.0007408768370508575,
+ "time_sec": 49.64409947395325
+ },
+ {
+ "epoch": 52,
+ "train_loss": 2.2170784504699705,
+ "train_acc": 0.40908,
+ "test_loss": 6.157418632507325,
+ "test_acc": 0.0702,
+ "lyapunov": null,
+ "grad_norm": 0.6594175681266546,
+ "grad_max_sv": 0.2355981681495905,
+ "grad_min_sv": 1.236185071251672e-08,
+ "grad_condition": 25757058.499904532,
+ "lr": 0.0007316480175599307,
+ "time_sec": 49.636614084243774
+ },
+ {
+ "epoch": 53,
+ "train_loss": 2.1939515002059937,
+ "train_acc": 0.41558,
+ "test_loss": 6.859078231048584,
+ "test_acc": 0.0569,
+ "lyapunov": null,
+ "grad_norm": 0.662946169812431,
+ "grad_max_sv": 0.23508151918649672,
+ "grad_min_sv": 1.2330145124361813e-08,
+ "grad_condition": 32594540.125570327,
+ "lr": 0.0007223175895924635,
+ "time_sec": 49.70306444168091
+ },
+ {
+ "epoch": 54,
+ "train_loss": 2.1878874357604983,
+ "train_acc": 0.41686,
+ "test_loss": 6.514185330963135,
+ "test_acc": 0.0579,
+ "lyapunov": null,
+ "grad_norm": 0.6592013207620988,
+ "grad_max_sv": 0.23284565843641758,
+ "grad_min_sv": 1.246490098361086e-08,
+ "grad_condition": 21669360.08749289,
+ "lr": 0.0007128896457825361,
+ "time_sec": 49.62425947189331
+ },
+ {
+ "epoch": 55,
+ "train_loss": 2.1700433895111084,
+ "train_acc": 0.42082,
+ "test_loss": 7.349776064300537,
+ "test_acc": 0.0557,
+ "lyapunov": null,
+ "grad_norm": 0.6591415320918335,
+ "grad_max_sv": 0.23167332261800766,
+ "grad_min_sv": 1.2205207861396006e-08,
+ "grad_condition": 238494592.31476593,
+ "lr": 0.0007033683215378998,
+ "time_sec": 49.62825536727905
+ },
+ {
+ "epoch": 56,
+ "train_loss": 2.153282830657959,
+ "train_acc": 0.4221,
+ "test_loss": 6.606533212280273,
+ "test_acc": 0.0616,
+ "lyapunov": null,
+ "grad_norm": 0.6581126496222481,
+ "grad_max_sv": 0.22157299481332302,
+ "grad_min_sv": 1.218345958564626e-08,
+ "grad_condition": 21160581.40499527,
+ "lr": 0.0006937577932260512,
+ "time_sec": 49.614638328552246
+ },
+ {
+ "epoch": 57,
+ "train_loss": 2.1483337621307372,
+ "train_acc": 0.42194,
+ "test_loss": 8.756062689208985,
+ "test_acc": 0.0525,
+ "lyapunov": null,
+ "grad_norm": 0.655149621093074,
+ "grad_max_sv": 0.23063393794000148,
+ "grad_min_sv": 1.2325510248545334e-08,
+ "grad_condition": 32561576.294376243,
+ "lr": 0.0006840622763423388,
+ "time_sec": 49.604514598846436
+ },
+ {
+ "epoch": 58,
+ "train_loss": 2.13039572971344,
+ "train_acc": 0.428,
+ "test_loss": 6.102099295043946,
+ "test_acc": 0.077,
+ "lyapunov": null,
+ "grad_norm": 0.6579204722244499,
+ "grad_max_sv": 0.22870929054915906,
+ "grad_min_sv": 1.2437226873385221e-08,
+ "grad_condition": 29029893.441014826,
+ "lr": 0.0006742860236609073,
+ "time_sec": 49.63142991065979
+ },
+ {
+ "epoch": 59,
+ "train_loss": 2.1072697998809815,
+ "train_acc": 0.4333,
+ "test_loss": 6.253016600799561,
+ "test_acc": 0.0479,
+ "lyapunov": null,
+ "grad_norm": 0.6541760692934044,
+ "grad_max_sv": 0.22985584288835526,
+ "grad_min_sv": 1.2442094027981244e-08,
+ "grad_condition": 231036397.09788594,
+ "lr": 0.0006644333233692913,
+ "time_sec": 49.64534831047058
+ },
+ {
+ "epoch": 60,
+ "train_loss": 2.1020205306243898,
+ "train_acc": 0.43472,
+ "test_loss": 5.772405567932129,
+ "test_acc": 0.0592,
+ "lyapunov": null,
+ "grad_norm": 0.6527505369999154,
+ "grad_max_sv": 0.22004029378294945,
+ "grad_min_sv": 1.217291406285792e-08,
+ "grad_condition": 24874942.26037088,
+ "lr": 0.0006545084971874734,
+ "time_sec": 49.647597312927246
+ },
+ {
+ "epoch": 61,
+ "train_loss": 2.0730964871215822,
+ "train_acc": 0.4414,
+ "test_loss": 7.9832359893798825,
+ "test_acc": 0.0641,
+ "lyapunov": null,
+ "grad_norm": 0.6546297418175855,
+ "grad_max_sv": 0.223886064812541,
+ "grad_min_sv": 1.2451116643275028e-08,
+ "grad_condition": 22916995.636865757,
+ "lr": 0.0006445158984722354,
+ "time_sec": 49.65083956718445
+ },
+ {
+ "epoch": 62,
+ "train_loss": 2.062996348876953,
+ "train_acc": 0.4436,
+ "test_loss": 7.34946787109375,
+ "test_acc": 0.044,
+ "lyapunov": null,
+ "grad_norm": 0.6483177973397803,
+ "grad_max_sv": 0.22704768665134906,
+ "grad_min_sv": 1.20682398005445e-08,
+ "grad_condition": 38390561.96495845,
+ "lr": 0.0006344599103076324,
+ "time_sec": 49.65266275405884
+ },
+ {
+ "epoch": 63,
+ "train_loss": 2.0523825840759278,
+ "train_acc": 0.44564,
+ "test_loss": 8.959309451293946,
+ "test_acc": 0.0413,
+ "lyapunov": null,
+ "grad_norm": 0.6488732278425234,
+ "grad_max_sv": 0.22664117477834225,
+ "grad_min_sv": 1.2159747242446172e-08,
+ "grad_condition": 31006507.26126058,
+ "lr": 0.0006243449435824269,
+ "time_sec": 49.65293788909912
+ },
+ {
+ "epoch": 64,
+ "train_loss": 2.0479974696350096,
+ "train_acc": 0.44714,
+ "test_loss": 8.05115908203125,
+ "test_acc": 0.0537,
+ "lyapunov": null,
+ "grad_norm": 0.6455494446410326,
+ "grad_max_sv": 0.2193945564329624,
+ "grad_min_sv": 1.2038907266117942e-08,
+ "grad_condition": 901694346.4545784,
+ "lr": 0.0006141754350553275,
+ "time_sec": 49.64103627204895
+ },
+ {
+ "epoch": 65,
+ "train_loss": 2.027272645950317,
+ "train_acc": 0.45036,
+ "test_loss": 8.782285342407226,
+ "test_acc": 0.0554,
+ "lyapunov": null,
+ "grad_norm": 0.6482083158352888,
+ "grad_max_sv": 0.2296803079545498,
+ "grad_min_sv": 1.2045603877547384e-08,
+ "grad_condition": 44744302.33572485,
+ "lr": 0.0006039558454088793,
+ "time_sec": 49.62383842468262
+ },
+ {
+ "epoch": 66,
+ "train_loss": 2.012310220794678,
+ "train_acc": 0.4561,
+ "test_loss": 8.360753945922852,
+ "test_acc": 0.0486,
+ "lyapunov": null,
+ "grad_norm": 0.6486341651257033,
+ "grad_max_sv": 0.21999806091189383,
+ "grad_min_sv": 1.2103176813549332e-08,
+ "grad_condition": 25365047.453725625,
+ "lr": 0.000593690657292862,
+ "time_sec": 49.620052099227905
+ },
+ {
+ "epoch": 67,
+ "train_loss": 2.2251435960388184,
+ "train_acc": 0.43342,
+ "test_loss": 4.351189101409912,
+ "test_acc": 0.0583,
+ "lyapunov": null,
+ "grad_norm": 0.6822841692183329,
+ "grad_max_sv": 0.23429610803723336,
+ "grad_min_sv": 1.2533971320831828e-08,
+ "grad_condition": 620776564.7686789,
+ "lr": 0.0005833843733580507,
+ "time_sec": 49.6039252281189
+ },
+ {
+ "epoch": 68,
+ "train_loss": 3.644752220916748,
+ "train_acc": 0.14882,
+ "test_loss": 4.446993719482422,
+ "test_acc": 0.1036,
+ "lyapunov": null,
+ "grad_norm": 0.5322357731359522,
+ "grad_max_sv": 0.1740941284224391,
+ "grad_min_sv": 9.981525750379916e-09,
+ "grad_condition": 19772886.771588072,
+ "lr": 0.0005730415142812054,
+ "time_sec": 49.6299045085907
+ },
+ {
+ "epoch": 69,
+ "train_loss": 3.1906630830383302,
+ "train_acc": 0.22138,
+ "test_loss": 4.447753040695191,
+ "test_acc": 0.1086,
+ "lyapunov": null,
+ "grad_norm": 0.5849582495428348,
+ "grad_max_sv": 0.19428364057093858,
+ "grad_min_sv": 1.0978856412879878e-08,
+ "grad_condition": 20893419.13528825,
+ "lr": 0.0005626666167821517,
+ "time_sec": 49.62305164337158
+ },
+ {
+ "epoch": 70,
+ "train_loss": 2.9685875498962404,
+ "train_acc": 0.26182,
+ "test_loss": 5.079945266723633,
+ "test_acc": 0.1082,
+ "lyapunov": null,
+ "grad_norm": 0.5988082474018407,
+ "grad_max_sv": 0.20677474029362203,
+ "grad_min_sv": 1.1152884460408074e-08,
+ "grad_condition": 28125873.10543083,
+ "lr": 0.0005522642316338265,
+ "time_sec": 49.63573360443115
+ },
+ {
+ "epoch": 71,
+ "train_loss": 2.8187981507110598,
+ "train_acc": 0.29056,
+ "test_loss": 5.128676221466065,
+ "test_acc": 0.1097,
+ "lyapunov": null,
+ "grad_norm": 0.6073589396586558,
+ "grad_max_sv": 0.19603765942156315,
+ "grad_min_sv": 1.1142021388854673e-08,
+ "grad_condition": 23682104.838631887,
+ "lr": 0.0005418389216661573,
+ "time_sec": 49.65342855453491
+ },
+ {
+ "epoch": 72,
+ "train_loss": 2.7264524671173094,
+ "train_acc": 0.30584,
+ "test_loss": 4.905041383361817,
+ "test_acc": 0.1255,
+ "lyapunov": null,
+ "grad_norm": 0.6147190521685049,
+ "grad_max_sv": 0.20450513996183872,
+ "grad_min_sv": 1.1536205649087527e-08,
+ "grad_condition": 28562481.748963058,
+ "lr": 0.0005313952597646563,
+ "time_sec": 49.65431094169617
+ },
+ {
+ "epoch": 73,
+ "train_loss": 2.6403448142242434,
+ "train_acc": 0.32094,
+ "test_loss": 5.800853311538696,
+ "test_acc": 0.107,
+ "lyapunov": null,
+ "grad_norm": 0.6247716864218055,
+ "grad_max_sv": 0.21473125889897346,
+ "grad_min_sv": 1.1889953104027295e-08,
+ "grad_condition": 65722876.53475368,
+ "lr": 0.0005209378268645994,
+ "time_sec": 49.64467167854309
+ },
+ {
+ "epoch": 74,
+ "train_loss": 2.5647068825531005,
+ "train_acc": 0.33604,
+ "test_loss": 6.016946387481689,
+ "test_acc": 0.1108,
+ "lyapunov": null,
+ "grad_norm": 0.6262187013652493,
+ "grad_max_sv": 0.21014209054410457,
+ "grad_min_sv": 1.1593367979512159e-08,
+ "grad_condition": 23978185.39414488,
+ "lr": 0.0005104712099416781,
+ "time_sec": 49.635523080825806
+ },
+ {
+ "epoch": 75,
+ "train_loss": 2.5212148859405517,
+ "train_acc": 0.34632,
+ "test_loss": 6.316108853149414,
+ "test_acc": 0.1027,
+ "lyapunov": null,
+ "grad_norm": 0.6347754908556336,
+ "grad_max_sv": 0.21141788363456726,
+ "grad_min_sv": 1.179611141682857e-08,
+ "grad_condition": 33522616.12577144,
+ "lr": 0.0004999999999999996,
+ "time_sec": 49.63302993774414
+ },
+ {
+ "epoch": 76,
+ "train_loss": 2.470890021209717,
+ "train_acc": 0.35636,
+ "test_loss": 6.3965694896698,
+ "test_acc": 0.106,
+ "lyapunov": null,
+ "grad_norm": 0.6330916660078362,
+ "grad_max_sv": 0.21149154454469682,
+ "grad_min_sv": 1.186264902419687e-08,
+ "grad_condition": 78784632.22578731,
+ "lr": 0.0004895287900583212,
+ "time_sec": 49.637208223342896
+ },
+ {
+ "epoch": 77,
+ "train_loss": 2.421552244262695,
+ "train_acc": 0.36788,
+ "test_loss": 6.69319435043335,
+ "test_acc": 0.1017,
+ "lyapunov": null,
+ "grad_norm": 0.634293677395214,
+ "grad_max_sv": 0.2066604733467102,
+ "grad_min_sv": 1.1785100880942756e-08,
+ "grad_condition": 59189077.883828625,
+ "lr": 0.0004790621731353997,
+ "time_sec": 49.63215613365173
+ },
+ {
+ "epoch": 78,
+ "train_loss": 2.3847443492126463,
+ "train_acc": 0.37546,
+ "test_loss": 7.132302479934692,
+ "test_acc": 0.0943,
+ "lyapunov": null,
+ "grad_norm": 0.6382190364657672,
+ "grad_max_sv": 0.20905729271471502,
+ "grad_min_sv": 1.1757649508170598e-08,
+ "grad_condition": 26167748.83618117,
+ "lr": 0.000468604740235343,
+ "time_sec": 49.61492323875427
+ },
+ {
+ "epoch": 79,
+ "train_loss": 2.3435024488830565,
+ "train_acc": 0.38554,
+ "test_loss": 7.740195120239258,
+ "test_acc": 0.0916,
+ "lyapunov": null,
+ "grad_norm": 0.6365390593800095,
+ "grad_max_sv": 0.214980835467577,
+ "grad_min_sv": 1.20849943802126e-08,
+ "grad_condition": 26878255.479230188,
+ "lr": 0.00045816107833384175,
+ "time_sec": 49.625444412231445
+ },
+ {
+ "epoch": 80,
+ "train_loss": 2.3083001178741456,
+ "train_acc": 0.39014,
+ "test_loss": 6.61783053894043,
+ "test_acc": 0.1104,
+ "lyapunov": null,
+ "grad_norm": 0.6406625014101909,
+ "grad_max_sv": 0.21362034603953362,
+ "grad_min_sv": 1.2048267306052906e-08,
+ "grad_condition": 20392384.690080393,
+ "lr": 0.0004477357683661729,
+ "time_sec": 49.60279703140259
+ },
+ {
+ "epoch": 81,
+ "train_loss": 2.2839368876647947,
+ "train_acc": 0.39676,
+ "test_loss": 6.873206716918945,
+ "test_acc": 0.1118,
+ "lyapunov": null,
+ "grad_norm": 0.640888071388829,
+ "grad_max_sv": 0.21525344289839268,
+ "grad_min_sv": 1.1972712192151457e-08,
+ "grad_condition": 50063258.30804229,
+ "lr": 0.00043733338321784746,
+ "time_sec": 49.61454939842224
+ },
+ {
+ "epoch": 82,
+ "train_loss": 2.256084364776611,
+ "train_acc": 0.40168,
+ "test_loss": 8.169263735961914,
+ "test_acc": 0.0948,
+ "lyapunov": null,
+ "grad_norm": 0.6434003244484818,
+ "grad_max_sv": 0.21655187159776687,
+ "grad_min_sv": 1.23490741438248e-08,
+ "grad_condition": 21577781.507507768,
+ "lr": 0.0004269584857187939,
+ "time_sec": 49.62588882446289
+ },
+ {
+ "epoch": 83,
+ "train_loss": 2.2249307306671144,
+ "train_acc": 0.40856,
+ "test_loss": 7.893931579589844,
+ "test_acc": 0.1041,
+ "lyapunov": null,
+ "grad_norm": 0.6443153342631529,
+ "grad_max_sv": 0.2138610877096653,
+ "grad_min_sv": 1.1779399097799904e-08,
+ "grad_condition": 37321529.4476779,
+ "lr": 0.0004166156266419484,
+ "time_sec": 49.63660502433777
+ },
+ {
+ "epoch": 84,
+ "train_loss": 2.208123627166748,
+ "train_acc": 0.4104,
+ "test_loss": 7.499340794372559,
+ "test_acc": 0.104,
+ "lyapunov": null,
+ "grad_norm": 0.6478863121733859,
+ "grad_max_sv": 0.21281871050596238,
+ "grad_min_sv": 1.2020403913903798e-08,
+ "grad_condition": 28996288.04674848,
+ "lr": 0.0004063093427071373,
+ "time_sec": 49.6533477306366
+ },
+ {
+ "epoch": 85,
+ "train_loss": 2.187458460845947,
+ "train_acc": 0.41414,
+ "test_loss": 7.118385442352295,
+ "test_acc": 0.1033,
+ "lyapunov": null,
+ "grad_norm": 0.6504270947812989,
+ "grad_max_sv": 0.22195289880037308,
+ "grad_min_sv": 1.2075933084054746e-08,
+ "grad_condition": 35680632.041642115,
+ "lr": 0.0003960441545911199,
+ "time_sec": 49.64801740646362
+ },
+ {
+ "epoch": 86,
+ "train_loss": 2.16914088722229,
+ "train_acc": 0.41866,
+ "test_loss": 8.384735362243653,
+ "test_acc": 0.0929,
+ "lyapunov": null,
+ "grad_norm": 0.6545464063385937,
+ "grad_max_sv": 0.22763431407511234,
+ "grad_min_sv": 1.2551986523431924e-08,
+ "grad_condition": 55796762.73182211,
+ "lr": 0.0003858245649446718,
+ "time_sec": 49.66041612625122
+ },
+ {
+ "epoch": 87,
+ "train_loss": 2.1368742782592776,
+ "train_acc": 0.42592,
+ "test_loss": 6.581503366088867,
+ "test_acc": 0.1232,
+ "lyapunov": null,
+ "grad_norm": 0.6536380667194897,
+ "grad_max_sv": 0.2278426967561245,
+ "grad_min_sv": 1.2359256434946175e-08,
+ "grad_condition": 24353654.705191635,
+ "lr": 0.00037565505641757235,
+ "time_sec": 49.66181540489197
+ },
+ {
+ "epoch": 88,
+ "train_loss": 2.1224456649780272,
+ "train_acc": 0.4304,
+ "test_loss": 7.7792722061157225,
+ "test_acc": 0.1034,
+ "lyapunov": null,
+ "grad_norm": 0.6522543248368956,
+ "grad_max_sv": 0.21917447336018087,
+ "grad_min_sv": 1.2232303508996622e-08,
+ "grad_condition": 23923683.00683912,
+ "lr": 0.00036554008969236695,
+ "time_sec": 49.64878726005554
+ },
+ {
+ "epoch": 89,
+ "train_loss": 2.099866188964844,
+ "train_acc": 0.4329,
+ "test_loss": 7.891568328857422,
+ "test_acc": 0.0965,
+ "lyapunov": null,
+ "grad_norm": 0.6502507826061058,
+ "grad_max_sv": 0.2151956543326378,
+ "grad_min_sv": 1.197734313118648e-08,
+ "grad_condition": 22524026.625488658,
+ "lr": 0.0003554841015277638,
+ "time_sec": 49.636536598205566
+ },
+ {
+ "epoch": 90,
+ "train_loss": 2.0865442153167724,
+ "train_acc": 0.43664,
+ "test_loss": 7.531399671936035,
+ "test_acc": 0.106,
+ "lyapunov": null,
+ "grad_norm": 0.6569777082536814,
+ "grad_max_sv": 0.2229558028280735,
+ "grad_min_sv": 1.218858882712226e-08,
+ "grad_condition": 23258750.132011104,
+ "lr": 0.000345491502812526,
+ "time_sec": 49.61567449569702
+ },
+ {
+ "epoch": 91,
+ "train_loss": 2.06498106628418,
+ "train_acc": 0.44214,
+ "test_loss": 8.12637159576416,
+ "test_acc": 0.0982,
+ "lyapunov": null,
+ "grad_norm": 0.6551117087544674,
+ "grad_max_sv": 0.2304719265550375,
+ "grad_min_sv": 1.2402068626238271e-08,
+ "grad_condition": 26484691.211153176,
+ "lr": 0.0003355666766307081,
+ "time_sec": 49.61532545089722
+ },
+ {
+ "epoch": 92,
+ "train_loss": 2.05007131362915,
+ "train_acc": 0.44468,
+ "test_loss": 8.683588043212891,
+ "test_acc": 0.0875,
+ "lyapunov": null,
+ "grad_norm": 0.6572758654097208,
+ "grad_max_sv": 0.2220118623226881,
+ "grad_min_sv": 1.228345688220056e-08,
+ "grad_condition": 43719860.633667246,
+ "lr": 0.00032571397633909225,
+ "time_sec": 49.61735486984253
+ },
+ {
+ "epoch": 93,
+ "train_loss": 2.0329663645935057,
+ "train_acc": 0.44968,
+ "test_loss": 8.036752981567382,
+ "test_acc": 0.0946,
+ "lyapunov": null,
+ "grad_norm": 0.6594762151865757,
+ "grad_max_sv": 0.23468641191720963,
+ "grad_min_sv": 1.2702623283789016e-08,
+ "grad_condition": 22758035.70513925,
+ "lr": 0.00031593772365766094,
+ "time_sec": 49.594003438949585
+ },
+ {
+ "epoch": 94,
+ "train_loss": 2.015877328491211,
+ "train_acc": 0.45332,
+ "test_loss": 6.995108350372314,
+ "test_acc": 0.1074,
+ "lyapunov": null,
+ "grad_norm": 0.652167332688343,
+ "grad_max_sv": 0.21848529055714608,
+ "grad_min_sv": 1.2157653033612048e-08,
+ "grad_condition": 31954927.567971922,
+ "lr": 0.0003062422067739483,
+ "time_sec": 49.64247727394104
+ },
+ {
+ "epoch": 95,
+ "train_loss": 1.9991163059997559,
+ "train_acc": 0.45638,
+ "test_loss": 7.588622467803955,
+ "test_acc": 0.1142,
+ "lyapunov": null,
+ "grad_norm": 0.6621803475520015,
+ "grad_max_sv": 0.21934038177132606,
+ "grad_min_sv": 1.2358172536697243e-08,
+ "grad_condition": 24385893.04871109,
+ "lr": 0.00029663167846209965,
+ "time_sec": 49.63428497314453
+ },
+ {
+ "epoch": 96,
+ "train_loss": 1.9834483330917358,
+ "train_acc": 0.45752,
+ "test_loss": 7.558978903198242,
+ "test_acc": 0.1094,
+ "lyapunov": null,
+ "grad_norm": 0.6668846817868389,
+ "grad_max_sv": 0.21797076910734176,
+ "grad_min_sv": 1.225281484884544e-08,
+ "grad_condition": 22333814.982193254,
+ "lr": 0.00028711035421746345,
+ "time_sec": 49.63755655288696
+ },
+ {
+ "epoch": 97,
+ "train_loss": 1.969242282485962,
+ "train_acc": 0.46376,
+ "test_loss": 7.394112825012207,
+ "test_acc": 0.1099,
+ "lyapunov": null,
+ "grad_norm": 0.6554699630149605,
+ "grad_max_sv": 0.2301444172859192,
+ "grad_min_sv": 1.2433391152755214e-08,
+ "grad_condition": 24491819.03636659,
+ "lr": 0.00027768241040753615,
+ "time_sec": 49.655335903167725
+ },
+ {
+ "epoch": 98,
+ "train_loss": 1.9529696557617187,
+ "train_acc": 0.46774,
+ "test_loss": 7.055284997558593,
+ "test_acc": 0.1162,
+ "lyapunov": null,
+ "grad_norm": 0.6640537000345971,
+ "grad_max_sv": 0.22325844801962375,
+ "grad_min_sv": 1.2163324900060778e-08,
+ "grad_condition": 52648989.07312742,
+ "lr": 0.00026835198244006903,
+ "time_sec": 49.669140100479126
+ },
+ {
+ "epoch": 99,
+ "train_loss": 1.939459365234375,
+ "train_acc": 0.46992,
+ "test_loss": 7.755525547790527,
+ "test_acc": 0.1106,
+ "lyapunov": null,
+ "grad_norm": 0.6598990438805343,
+ "grad_max_sv": 0.23020310550928116,
+ "grad_min_sv": 1.2323512080247845e-08,
+ "grad_condition": 26539045.73575706,
+ "lr": 0.0002591231629491421,
+ "time_sec": 49.658100605010986
+ },
+ {
+ "epoch": 100,
+ "train_loss": 1.9241277764892577,
+ "train_acc": 0.47272,
+ "test_loss": 6.962932342529297,
+ "test_acc": 0.1245,
+ "lyapunov": null,
+ "grad_norm": 0.6566318375145326,
+ "grad_max_sv": 0.228052269667387,
+ "grad_min_sv": 1.2546390118495231e-08,
+ "grad_condition": 21651299.709478803,
+ "lr": 0.0002499999999999997,
+ "time_sec": 49.63715100288391
+ },
+ {
+ "epoch": 101,
+ "train_loss": 1.9074506490325929,
+ "train_acc": 0.47786,
+ "test_loss": 7.837496071624756,
+ "test_acc": 0.1147,
+ "lyapunov": null,
+ "grad_norm": 0.6602483696560503,
+ "grad_max_sv": 0.2316434532403946,
+ "grad_min_sv": 1.2379145530871938e-08,
+ "grad_condition": 26011010.493026,
+ "lr": 0.00024098649531343477,
+ "time_sec": 49.64603877067566
+ },
+ {
+ "epoch": 102,
+ "train_loss": 1.8926145942687989,
+ "train_acc": 0.48072,
+ "test_loss": 8.698235131835938,
+ "test_acc": 0.0935,
+ "lyapunov": null,
+ "grad_norm": 0.6633351574173826,
+ "grad_max_sv": 0.22496680207550526,
+ "grad_min_sv": 1.2393885331918319e-08,
+ "grad_condition": 62142872.25343563,
+ "lr": 0.0002320866025105016,
+ "time_sec": 49.613752126693726
+ },
+ {
+ "epoch": 103,
+ "train_loss": 1.8847379415130616,
+ "train_acc": 0.48146,
+ "test_loss": 8.400778024291991,
+ "test_acc": 0.1064,
+ "lyapunov": null,
+ "grad_norm": 0.6628163988108642,
+ "grad_max_sv": 0.2389563336968422,
+ "grad_min_sv": 1.2502011579674024e-08,
+ "grad_condition": 561960509.0407003,
+ "lr": 0.0002233042253783278,
+ "time_sec": 49.64220905303955
+ },
+ {
+ "epoch": 104,
+ "train_loss": 1.864337573890686,
+ "train_acc": 0.48388,
+ "test_loss": 7.582353992080688,
+ "test_acc": 0.1105,
+ "lyapunov": null,
+ "grad_norm": 0.6662860681196462,
+ "grad_max_sv": 0.2305597063153982,
+ "grad_min_sv": 1.2549438151154835e-08,
+ "grad_condition": 28749280.670694787,
+ "lr": 0.000214643216157784,
+ "time_sec": 49.59931921958923
+ },
+ {
+ "epoch": 105,
+ "train_loss": 1.8436736141586303,
+ "train_acc": 0.49176,
+ "test_loss": 7.296687260437012,
+ "test_acc": 0.1222,
+ "lyapunov": null,
+ "grad_norm": 0.6651015349952935,
+ "grad_max_sv": 0.22770841754972934,
+ "grad_min_sv": 1.2484767888520238e-08,
+ "grad_condition": 223685448.9202466,
+ "lr": 0.00020610737385376332,
+ "time_sec": 49.59563899040222
+ },
+ {
+ "epoch": 106,
+ "train_loss": 1.841442982711792,
+ "train_acc": 0.49332,
+ "test_loss": 8.086389836120606,
+ "test_acc": 0.1055,
+ "lyapunov": null,
+ "grad_norm": 0.6642212770974275,
+ "grad_max_sv": 0.23377629406750203,
+ "grad_min_sv": 1.239430658661611e-08,
+ "grad_condition": 25560457.467378292,
+ "lr": 0.00019770044256881242,
+ "time_sec": 49.633612394332886
+ },
+ {
+ "epoch": 107,
+ "train_loss": 1.8276642670440675,
+ "train_acc": 0.49872,
+ "test_loss": 8.12283078918457,
+ "test_acc": 0.1035,
+ "lyapunov": null,
+ "grad_norm": 0.6635032674607848,
+ "grad_max_sv": 0.22688985653221608,
+ "grad_min_sv": 1.237523354902237e-08,
+ "grad_condition": 25808230.55779849,
+ "lr": 0.0001894261098608447,
+ "time_sec": 49.63720369338989
+ },
+ {
+ "epoch": 108,
+ "train_loss": 1.8169137536621094,
+ "train_acc": 0.49852,
+ "test_loss": 8.409533373260498,
+ "test_acc": 0.0987,
+ "lyapunov": null,
+ "grad_norm": 0.6667541497565868,
+ "grad_max_sv": 0.22939535826444626,
+ "grad_min_sv": 1.2364147994672892e-08,
+ "grad_condition": 124450338.46619192,
+ "lr": 0.000181288005125655,
+ "time_sec": 49.650787591934204
+ },
+ {
+ "epoch": 109,
+ "train_loss": 1.7991494818115235,
+ "train_acc": 0.50362,
+ "test_loss": 7.646248370361328,
+ "test_acc": 0.1117,
+ "lyapunov": null,
+ "grad_norm": 0.6718663681176132,
+ "grad_max_sv": 0.22661731615662575,
+ "grad_min_sv": 1.2321765009010166e-08,
+ "grad_condition": 38880987.41150442,
+ "lr": 0.0001732896980049473,
+ "time_sec": 49.649791955947876
+ },
+ {
+ "epoch": 110,
+ "train_loss": 1.8055472195053102,
+ "train_acc": 0.5002,
+ "test_loss": 7.981080414581299,
+ "test_acc": 0.1032,
+ "lyapunov": null,
+ "grad_norm": 0.66872350270792,
+ "grad_max_sv": 0.22803995087742807,
+ "grad_min_sv": 1.2362955611371421e-08,
+ "grad_condition": 262033827.92100912,
+ "lr": 0.00016543469682057076,
+ "time_sec": 49.647390365600586
+ },
+ {
+ "epoch": 111,
+ "train_loss": 1.7805239984130858,
+ "train_acc": 0.50612,
+ "test_loss": 8.953764317321777,
+ "test_acc": 0.098,
+ "lyapunov": null,
+ "grad_norm": 0.673049303663611,
+ "grad_max_sv": 0.23256770558655263,
+ "grad_min_sv": 1.2522076875409738e-08,
+ "grad_condition": 79448628.08930221,
+ "lr": 0.00015772644703565552,
+ "time_sec": 49.64419651031494
+ },
+ {
+ "epoch": 112,
+ "train_loss": 1.7635594388580322,
+ "train_acc": 0.51178,
+ "test_loss": 9.006199928283692,
+ "test_acc": 0.0944,
+ "lyapunov": null,
+ "grad_norm": 0.6690577762179267,
+ "grad_max_sv": 0.231477802246809,
+ "grad_min_sv": 1.2611339457110904e-08,
+ "grad_condition": 74574181.95014855,
+ "lr": 0.00015016832974331713,
+ "time_sec": 49.6623969078064
+ },
+ {
+ "epoch": 113,
+ "train_loss": 1.7649991600799562,
+ "train_acc": 0.50992,
+ "test_loss": 8.706898388671876,
+ "test_acc": 0.0957,
+ "lyapunov": null,
+ "grad_norm": 0.6698910233260391,
+ "grad_max_sv": 0.24120958633720874,
+ "grad_min_sv": 1.2578526964457382e-08,
+ "grad_condition": 53483669.38925791,
+ "lr": 0.00014276366018359834,
+ "time_sec": 49.66872000694275
+ },
+ {
+ "epoch": 114,
+ "train_loss": 1.7550373428726196,
+ "train_acc": 0.51416,
+ "test_loss": 9.079370852661134,
+ "test_acc": 0.0946,
+ "lyapunov": null,
+ "grad_norm": 0.6663575459996698,
+ "grad_max_sv": 0.22731570713222027,
+ "grad_min_sv": 1.247297455250762e-08,
+ "grad_condition": 42511186.51551006,
+ "lr": 0.00013551568628929425,
+ "time_sec": 49.61651134490967
+ },
+ {
+ "epoch": 115,
+ "train_loss": 1.7389271509552002,
+ "train_acc": 0.51604,
+ "test_loss": 8.636061263275147,
+ "test_acc": 0.1024,
+ "lyapunov": null,
+ "grad_norm": 0.6736568214282298,
+ "grad_max_sv": 0.23145201802253723,
+ "grad_min_sv": 1.2523735046232608e-08,
+ "grad_condition": 34281489.67578278,
+ "lr": 0.00012842758726130276,
+ "time_sec": 49.587687492370605
+ },
+ {
+ "epoch": 116,
+ "train_loss": 1.73655320854187,
+ "train_acc": 0.51642,
+ "test_loss": 9.354261597442626,
+ "test_acc": 0.0971,
+ "lyapunov": null,
+ "grad_norm": 0.6692761494554511,
+ "grad_max_sv": 0.23360017724335194,
+ "grad_min_sv": 1.2428947707143757e-08,
+ "grad_condition": 42706933.20787396,
+ "lr": 0.0001215024721741218,
+ "time_sec": 49.61284112930298
+ },
+ {
+ "epoch": 117,
+ "train_loss": 1.722219416847229,
+ "train_acc": 0.52034,
+ "test_loss": 9.05172070465088,
+ "test_acc": 0.0864,
+ "lyapunov": null,
+ "grad_norm": 0.6709665811373348,
+ "grad_max_sv": 0.23329499438405038,
+ "grad_min_sv": 1.2499731633086597e-08,
+ "grad_condition": 23426718.363504913,
+ "lr": 0.00011474337861210538,
+ "time_sec": 49.612444162368774
+ },
+ {
+ "epoch": 118,
+ "train_loss": 1.720088274269104,
+ "train_acc": 0.5212,
+ "test_loss": 8.445899168395997,
+ "test_acc": 0.1071,
+ "lyapunov": null,
+ "grad_norm": 0.6772013084899083,
+ "grad_max_sv": 0.23568132370710373,
+ "grad_min_sv": 1.26266935157604e-08,
+ "grad_condition": 30951096.93160528,
+ "lr": 0.00010815327133708009,
+ "time_sec": 49.616597414016724
+ },
+ {
+ "epoch": 119,
+ "train_loss": 1.7100347495269776,
+ "train_acc": 0.52412,
+ "test_loss": 7.941069074249268,
+ "test_acc": 0.116,
+ "lyapunov": null,
+ "grad_norm": 0.6653971862031371,
+ "grad_max_sv": 0.23134685456752777,
+ "grad_min_sv": 1.2402505802922015e-08,
+ "grad_condition": 22810188.64319814,
+ "lr": 0.00010173504098790182,
+ "time_sec": 49.63788056373596
+ },
+ {
+ "epoch": 120,
+ "train_loss": 1.700667360534668,
+ "train_acc": 0.52674,
+ "test_loss": 9.192179844665528,
+ "test_acc": 0.0952,
+ "lyapunov": null,
+ "grad_norm": 0.67019495782139,
+ "grad_max_sv": 0.23498024754226207,
+ "grad_min_sv": 1.2522474526766025e-08,
+ "grad_condition": 25575812.55122325,
+ "lr": 9.549150281252629e-05,
+ "time_sec": 49.633721113204956
+ },
+ {
+ "epoch": 121,
+ "train_loss": 1.6934022713470458,
+ "train_acc": 0.52622,
+ "test_loss": 8.246514013671876,
+ "test_acc": 0.1052,
+ "lyapunov": null,
+ "grad_norm": 0.67264731502187,
+ "grad_max_sv": 0.23390924520790576,
+ "grad_min_sv": 1.2629734989083596e-08,
+ "grad_condition": 75127709.41882512,
+ "lr": 8.942539543314794e-05,
+ "time_sec": 49.658979177474976
+ },
+ {
+ "epoch": 122,
+ "train_loss": 1.6853880523681641,
+ "train_acc": 0.52858,
+ "test_loss": 8.835922454071046,
+ "test_acc": 0.1015,
+ "lyapunov": null,
+ "grad_norm": 0.6681915576498015,
+ "grad_max_sv": 0.22805486135184766,
+ "grad_min_sv": 1.2523601156111397e-08,
+ "grad_condition": 22825184.37456271,
+ "lr": 8.353937964495024e-05,
+ "time_sec": 49.645174980163574
+ },
+ {
+ "epoch": 123,
+ "train_loss": 1.6754656018447875,
+ "train_acc": 0.52996,
+ "test_loss": 8.766720679473877,
+ "test_acc": 0.0969,
+ "lyapunov": null,
+ "grad_norm": 0.6635381868278838,
+ "grad_max_sv": 0.23943961299955846,
+ "grad_min_sv": 1.2716584071870152e-08,
+ "grad_condition": 25094494.26316102,
+ "lr": 7.783603724899243e-05,
+ "time_sec": 49.64848589897156
+ },
+ {
+ "epoch": 124,
+ "train_loss": 1.6794914197158815,
+ "train_acc": 0.53018,
+ "test_loss": 8.580409744262695,
+ "test_acc": 0.1045,
+ "lyapunov": null,
+ "grad_norm": 0.671245577708117,
+ "grad_max_sv": 0.23060270808637143,
+ "grad_min_sv": 1.234503174199486e-08,
+ "grad_condition": 63345986.58758273,
+ "lr": 7.231786991974666e-05,
+ "time_sec": 49.87266302108765
+ },
+ {
+ "epoch": 125,
+ "train_loss": 1.6680570980834961,
+ "train_acc": 0.53182,
+ "test_loss": 8.834838022613525,
+ "test_acc": 0.1023,
+ "lyapunov": null,
+ "grad_norm": 0.6759384740097162,
+ "grad_max_sv": 0.23802748061716555,
+ "grad_min_sv": 1.276443843678532e-08,
+ "grad_condition": 24804650.245445848,
+ "lr": 6.698729810778072e-05,
+ "time_sec": 49.65100860595703
+ },
+ {
+ "epoch": 126,
+ "train_loss": 1.6599959258651733,
+ "train_acc": 0.53514,
+ "test_loss": 8.445849030303956,
+ "test_acc": 0.0993,
+ "lyapunov": null,
+ "grad_norm": 0.6683123713335807,
+ "grad_max_sv": 0.23196808211505413,
+ "grad_min_sv": 1.239824619359009e-08,
+ "grad_condition": 24122291.210029412,
+ "lr": 6.184665997806817e-05,
+ "time_sec": 49.60801029205322
+ },
+ {
+ "epoch": 127,
+ "train_loss": 1.6581390426254272,
+ "train_acc": 0.53286,
+ "test_loss": 8.180217957305908,
+ "test_acc": 0.1144,
+ "lyapunov": null,
+ "grad_norm": 0.671697720762431,
+ "grad_max_sv": 0.23852520175278186,
+ "grad_min_sv": 1.290384490787444e-08,
+ "grad_condition": 30505273.567765664,
+ "lr": 5.6898210384392595e-05,
+ "time_sec": 49.62530255317688
+ },
+ {
+ "epoch": 128,
+ "train_loss": 1.6536951416015624,
+ "train_acc": 0.53944,
+ "test_loss": 9.100402154541015,
+ "test_acc": 0.0967,
+ "lyapunov": null,
+ "grad_norm": 0.667185365414166,
+ "grad_max_sv": 0.2322216048836708,
+ "grad_min_sv": 1.2572321161918864e-08,
+ "grad_condition": 23830602.615603756,
+ "lr": 5.214411988029363e-05,
+ "time_sec": 49.59242367744446
+ },
+ {
+ "epoch": 129,
+ "train_loss": 1.6502027558135985,
+ "train_acc": 0.53564,
+ "test_loss": 8.243769989013671,
+ "test_acc": 0.1101,
+ "lyapunov": null,
+ "grad_norm": 0.6719880999378245,
+ "grad_max_sv": 0.23203521333634852,
+ "grad_min_sv": 1.2620684003428195e-08,
+ "grad_condition": 74978797.83799863,
+ "lr": 4.7586473766990294e-05,
+ "time_sec": 49.60294818878174
+ },
+ {
+ "epoch": 130,
+ "train_loss": 1.6536482720565795,
+ "train_acc": 0.53586,
+ "test_loss": 8.237010109710694,
+ "test_acc": 0.1067,
+ "lyapunov": null,
+ "grad_norm": 0.6804852067291551,
+ "grad_max_sv": 0.2377860952168703,
+ "grad_min_sv": 1.2762065921406718e-08,
+ "grad_condition": 39212371.63315557,
+ "lr": 4.32272711786996e-05,
+ "time_sec": 49.597888708114624
+ },
+ {
+ "epoch": 131,
+ "train_loss": 1.639038058242798,
+ "train_acc": 0.54146,
+ "test_loss": 8.44538454055786,
+ "test_acc": 0.1063,
+ "lyapunov": null,
+ "grad_norm": 0.6724835885199256,
+ "grad_max_sv": 0.2353504840284586,
+ "grad_min_sv": 1.2740010607581453e-08,
+ "grad_condition": 26983674.320896793,
+ "lr": 3.906842420574966e-05,
+ "time_sec": 49.665122509002686
+ },
+ {
+ "epoch": 132,
+ "train_loss": 1.6450230081176758,
+ "train_acc": 0.53788,
+ "test_loss": 8.850830727386475,
+ "test_acc": 0.1028,
+ "lyapunov": null,
+ "grad_norm": 0.6728968812754041,
+ "grad_max_sv": 0.2380696687847376,
+ "grad_min_sv": 1.2689633881700357e-08,
+ "grad_condition": 85473852.69328196,
+ "lr": 3.5111757055874305e-05,
+ "time_sec": 49.62814116477966
+ },
+ {
+ "epoch": 133,
+ "train_loss": 1.6397483406066895,
+ "train_acc": 0.53942,
+ "test_loss": 8.841438789367675,
+ "test_acc": 0.0951,
+ "lyapunov": null,
+ "grad_norm": 0.6743180544065257,
+ "grad_max_sv": 0.23258159644901752,
+ "grad_min_sv": 1.2391172625816904e-08,
+ "grad_condition": 50130338.96886261,
+ "lr": 3.1359005254054254e-05,
+ "time_sec": 49.650676250457764
+ },
+ {
+ "epoch": 134,
+ "train_loss": 1.6300106893539428,
+ "train_acc": 0.54306,
+ "test_loss": 8.161712069702148,
+ "test_acc": 0.0977,
+ "lyapunov": null,
+ "grad_norm": 0.6697898119311428,
+ "grad_max_sv": 0.23791733495891093,
+ "grad_min_sv": 1.2599619581693533e-08,
+ "grad_condition": 33905362.44570724,
+ "lr": 2.7811814881259484e-05,
+ "time_sec": 49.678349018096924
+ },
+ {
+ "epoch": 135,
+ "train_loss": 1.6280161280059815,
+ "train_acc": 0.54206,
+ "test_loss": 8.8084473777771,
+ "test_acc": 0.099,
+ "lyapunov": null,
+ "grad_norm": 0.6685419282298722,
+ "grad_max_sv": 0.2294952504336834,
+ "grad_min_sv": 1.2453856032546007e-08,
+ "grad_condition": 28183066.52638216,
+ "lr": 2.4471741852423218e-05,
+ "time_sec": 49.63830757141113
+ },
+ {
+ "epoch": 136,
+ "train_loss": 1.6250385632324218,
+ "train_acc": 0.5424,
+ "test_loss": 9.245115556335449,
+ "test_acc": 0.0982,
+ "lyapunov": null,
+ "grad_norm": 0.673719312762165,
+ "grad_max_sv": 0.2436251524835825,
+ "grad_min_sv": 1.2834923374116514e-08,
+ "grad_condition": 22720217.479475908,
+ "lr": 2.1340251233966362e-05,
+ "time_sec": 49.68732476234436
+ },
+ {
+ "epoch": 137,
+ "train_loss": 1.6283387484741212,
+ "train_acc": 0.5456,
+ "test_loss": 8.400495840454102,
+ "test_acc": 0.1051,
+ "lyapunov": null,
+ "grad_norm": 0.6729648252425294,
+ "grad_max_sv": 0.228320786729455,
+ "grad_min_sv": 1.2201329287198082e-08,
+ "grad_condition": 29654367.28966447,
+ "lr": 1.8418716601170932e-05,
+ "time_sec": 49.65324902534485
+ },
+ {
+ "epoch": 138,
+ "train_loss": 1.6186187603378297,
+ "train_acc": 0.54454,
+ "test_loss": 8.544135133361817,
+ "test_acc": 0.1026,
+ "lyapunov": null,
+ "grad_norm": 0.6767335790557945,
+ "grad_max_sv": 0.24417912773787975,
+ "grad_min_sv": 1.2745562341653915e-08,
+ "grad_condition": 22462589.905390937,
+ "lr": 1.570841943568445e-05,
+ "time_sec": 49.62770223617554
+ },
+ {
+ "epoch": 139,
+ "train_loss": 1.614481148033142,
+ "train_acc": 0.54796,
+ "test_loss": 8.814221725463867,
+ "test_acc": 0.0977,
+ "lyapunov": null,
+ "grad_norm": 0.6703542181357327,
+ "grad_max_sv": 0.2325075563043356,
+ "grad_min_sv": 1.2578777475180657e-08,
+ "grad_condition": 21363698.231181078,
+ "lr": 1.3210548563419845e-05,
+ "time_sec": 49.592610120773315
+ },
+ {
+ "epoch": 140,
+ "train_loss": 1.6180111114883422,
+ "train_acc": 0.54492,
+ "test_loss": 8.483137963104248,
+ "test_acc": 0.1107,
+ "lyapunov": null,
+ "grad_norm": 0.6809540897117702,
+ "grad_max_sv": 0.2395390760153532,
+ "grad_min_sv": 1.2634957796686664e-08,
+ "grad_condition": 54098275.066982284,
+ "lr": 1.0926199633097203e-05,
+ "time_sec": 49.62364315986633
+ },
+ {
+ "epoch": 141,
+ "train_loss": 1.613265188369751,
+ "train_acc": 0.548,
+ "test_loss": 9.025719612884522,
+ "test_acc": 0.0959,
+ "lyapunov": null,
+ "grad_norm": 0.6738933430180942,
+ "grad_max_sv": 0.2385118592530489,
+ "grad_min_sv": 1.2675423211039316e-08,
+ "grad_condition": 24268524.45347375,
+ "lr": 8.856374635655688e-06,
+ "time_sec": 49.6093544960022
+ },
+ {
+ "epoch": 142,
+ "train_loss": 1.6109765142822265,
+ "train_acc": 0.54672,
+ "test_loss": 8.501644051361083,
+ "test_acc": 0.1071,
+ "lyapunov": null,
+ "grad_norm": 0.6688401906779454,
+ "grad_max_sv": 0.2420313537120819,
+ "grad_min_sv": 1.2541520851006016e-08,
+ "grad_condition": 34051323.70080558,
+ "lr": 7.001981464747503e-06,
+ "time_sec": 49.626237869262695
+ },
+ {
+ "epoch": 143,
+ "train_loss": 1.6083808990859985,
+ "train_acc": 0.5495,
+ "test_loss": 8.410878736114501,
+ "test_acc": 0.1029,
+ "lyapunov": null,
+ "grad_norm": 0.6694620190305317,
+ "grad_max_sv": 0.2360597461462021,
+ "grad_min_sv": 1.2411240957882486e-08,
+ "grad_condition": 256359120.1912489,
+ "lr": 5.3638335185058295e-06,
+ "time_sec": 49.64081525802612
+ },
+ {
+ "epoch": 144,
+ "train_loss": 1.6100667620468139,
+ "train_acc": 0.54798,
+ "test_loss": 8.832001342010498,
+ "test_acc": 0.1019,
+ "lyapunov": null,
+ "grad_norm": 0.6707738006928022,
+ "grad_max_sv": 0.23732503540813923,
+ "grad_min_sv": 1.258596476483298e-08,
+ "grad_condition": 24176116.650407396,
+ "lr": 3.942649342761114e-06,
+ "time_sec": 49.650325536727905
+ },
+ {
+ "epoch": 145,
+ "train_loss": 1.6037773385238647,
+ "train_acc": 0.54702,
+ "test_loss": 8.7359261428833,
+ "test_acc": 0.0989,
+ "lyapunov": null,
+ "grad_norm": 0.6690176163372957,
+ "grad_max_sv": 0.23970598317682743,
+ "grad_min_sv": 1.2538464763678369e-08,
+ "grad_condition": 33292646.116570044,
+ "lr": 2.7390523158633524e-06,
+ "time_sec": 49.64434027671814
+ },
+ {
+ "epoch": 146,
+ "train_loss": 1.6090083113098144,
+ "train_acc": 0.54738,
+ "test_loss": 8.776909831237793,
+ "test_acc": 0.1015,
+ "lyapunov": null,
+ "grad_norm": 0.6706150402911953,
+ "grad_max_sv": 0.2313551239669323,
+ "grad_min_sv": 1.2493580149597339e-08,
+ "grad_condition": 36814707.572352916,
+ "lr": 1.7535703752478133e-06,
+ "time_sec": 49.653162479400635
+ },
+ {
+ "epoch": 147,
+ "train_loss": 1.6126505808258056,
+ "train_acc": 0.54692,
+ "test_loss": 9.092076904296874,
+ "test_acc": 0.0975,
+ "lyapunov": null,
+ "grad_norm": 0.6703962324024396,
+ "grad_max_sv": 0.233590966463089,
+ "grad_min_sv": 1.2700339725724153e-08,
+ "grad_condition": 46904603.438913696,
+ "lr": 9.866357858642196e-07,
+ "time_sec": 49.64583897590637
+ },
+ {
+ "epoch": 148,
+ "train_loss": 1.6134785464096069,
+ "train_acc": 0.54594,
+ "test_loss": 8.983751535797118,
+ "test_acc": 0.0995,
+ "lyapunov": null,
+ "grad_norm": 0.674578489012928,
+ "grad_max_sv": 0.23970573469996453,
+ "grad_min_sv": 1.272608372571149e-08,
+ "grad_condition": 21842271.84696827,
+ "lr": 4.38584950570808e-07,
+ "time_sec": 49.64808487892151
+ },
+ {
+ "epoch": 149,
+ "train_loss": 1.6119013549423218,
+ "train_acc": 0.54862,
+ "test_loss": 8.56843572845459,
+ "test_acc": 0.1054,
+ "lyapunov": null,
+ "grad_norm": 0.6747520334683573,
+ "grad_max_sv": 0.2384514592587948,
+ "grad_min_sv": 1.2600235418935846e-08,
+ "grad_condition": 25340562.620727975,
+ "lr": 1.096582625772501e-07,
+ "time_sec": 49.64168334007263
+ },
+ {
+ "epoch": 150,
+ "train_loss": 1.6072704146957397,
+ "train_acc": 0.54742,
+ "test_loss": 8.887614213562012,
+ "test_acc": 0.1015,
+ "lyapunov": null,
+ "grad_norm": 0.6742776904392008,
+ "grad_max_sv": 0.24012672565877438,
+ "grad_min_sv": 1.2860058681840591e-08,
+ "grad_condition": 24539045.015578836,
+ "lr": 0.0,
+ "time_sec": 49.61355018615723
+ }
+ ],
+ "16": [
+ {
+ "epoch": 1,
+ "train_loss": 5.088581143493652,
+ "train_acc": 0.01332,
+ "test_loss": 4.951591259765625,
+ "test_acc": 0.01,
+ "lyapunov": null,
+ "grad_norm": 5.595797699274781,
+ "grad_max_sv": 5.059777915477753,
+ "grad_min_sv": 8.380082079928463e-08,
+ "grad_condition": 144739678.32890567,
+ "lr": 0.0009998903417374227,
+ "time_sec": 66.76207876205444
+ },
+ {
+ "epoch": 2,
+ "train_loss": 4.727508141174316,
+ "train_acc": 0.0242,
+ "test_loss": 4.891763400268554,
+ "test_acc": 0.0104,
+ "lyapunov": null,
+ "grad_norm": 4.11050155163041,
+ "grad_max_sv": 3.698546850681305,
+ "grad_min_sv": 6.387429426490954e-08,
+ "grad_condition": 67471298.37535235,
+ "lr": 0.0009995614150494292,
+ "time_sec": 66.79832410812378
+ },
+ {
+ "epoch": 3,
+ "train_loss": 4.516627143707275,
+ "train_acc": 0.03364,
+ "test_loss": 5.023839845275879,
+ "test_acc": 0.0096,
+ "lyapunov": null,
+ "grad_norm": 3.230804659530269,
+ "grad_max_sv": 2.737754541635513,
+ "grad_min_sv": 4.854583614544161e-08,
+ "grad_condition": 87922174.2345469,
+ "lr": 0.0009990133642141358,
+ "time_sec": 66.76044511795044
+ },
+ {
+ "epoch": 4,
+ "train_loss": 4.37137044631958,
+ "train_acc": 0.04084,
+ "test_loss": 5.107725936889649,
+ "test_acc": 0.0103,
+ "lyapunov": null,
+ "grad_norm": 2.5815981982320455,
+ "grad_max_sv": 2.1624936670064927,
+ "grad_min_sv": 3.8690102244220983e-08,
+ "grad_condition": 66775302.44012289,
+ "lr": 0.0009982464296247522,
+ "time_sec": 66.69986486434937
+ },
+ {
+ "epoch": 5,
+ "train_loss": 4.2787111569213865,
+ "train_acc": 0.0499,
+ "test_loss": 5.093746864318848,
+ "test_acc": 0.0119,
+ "lyapunov": null,
+ "grad_norm": 2.0501754928637608,
+ "grad_max_sv": 1.6735655426979066,
+ "grad_min_sv": 3.02018420605954e-08,
+ "grad_condition": 83847616.58229446,
+ "lr": 0.0009972609476841367,
+ "time_sec": 66.70642113685608
+ },
+ {
+ "epoch": 6,
+ "train_loss": 4.173126724395752,
+ "train_acc": 0.06114,
+ "test_loss": 5.650288801574707,
+ "test_acc": 0.0115,
+ "lyapunov": null,
+ "grad_norm": 1.4461755519297805,
+ "grad_max_sv": 1.029741930961609,
+ "grad_min_sv": 2.1617413775709693e-08,
+ "grad_condition": 53690503.75103078,
+ "lr": 0.000996057350657239,
+ "time_sec": 66.68753027915955
+ },
+ {
+ "epoch": 7,
+ "train_loss": 4.093725746765137,
+ "train_acc": 0.07048,
+ "test_loss": 5.236350575256347,
+ "test_acc": 0.0131,
+ "lyapunov": null,
+ "grad_norm": 1.104296817764675,
+ "grad_max_sv": 0.6810471951961518,
+ "grad_min_sv": 1.7525281126307134e-08,
+ "grad_condition": 46908594.94631828,
+ "lr": 0.000994636166481494,
+ "time_sec": 66.73089575767517
+ },
+ {
+ "epoch": 8,
+ "train_loss": 4.031361261062622,
+ "train_acc": 0.08184,
+ "test_loss": 5.266020038604736,
+ "test_acc": 0.011,
+ "lyapunov": null,
+ "grad_norm": 0.9907154687339563,
+ "grad_max_sv": 0.5727237299084663,
+ "grad_min_sv": 1.568161453573136e-08,
+ "grad_condition": 205087186.79278168,
+ "lr": 0.0009929980185352525,
+ "time_sec": 66.74000144004822
+ },
+ {
+ "epoch": 9,
+ "train_loss": 3.9836690045166017,
+ "train_acc": 0.08876,
+ "test_loss": 5.373385707092285,
+ "test_acc": 0.0145,
+ "lyapunov": null,
+ "grad_norm": 0.9286442561107239,
+ "grad_max_sv": 0.49140588417649267,
+ "grad_min_sv": 1.4355377359054344e-08,
+ "grad_condition": 49567929.749295376,
+ "lr": 0.0009911436253643444,
+ "time_sec": 66.75752806663513
+ },
+ {
+ "epoch": 10,
+ "train_loss": 3.9524392292785646,
+ "train_acc": 0.09442,
+ "test_loss": 5.648289218139649,
+ "test_acc": 0.011,
+ "lyapunov": null,
+ "grad_norm": 0.8635186549937055,
+ "grad_max_sv": 0.44110502675175667,
+ "grad_min_sv": 1.380239241649539e-08,
+ "grad_condition": 160205558.71937332,
+ "lr": 0.0009890738003669028,
+ "time_sec": 66.74852681159973
+ },
+ {
+ "epoch": 11,
+ "train_loss": 3.9057430783081055,
+ "train_acc": 0.09904,
+ "test_loss": 5.593870043945312,
+ "test_acc": 0.0153,
+ "lyapunov": null,
+ "grad_norm": 0.8313455134497171,
+ "grad_max_sv": 0.4245350927114487,
+ "grad_min_sv": 1.3408236181761123e-08,
+ "grad_condition": 70475775.54279244,
+ "lr": 0.00098678945143658,
+ "time_sec": 66.72569394111633
+ },
+ {
+ "epoch": 12,
+ "train_loss": 3.879755588531494,
+ "train_acc": 0.1059,
+ "test_loss": 5.91184571685791,
+ "test_acc": 0.0122,
+ "lyapunov": null,
+ "grad_norm": 0.8098343665002108,
+ "grad_max_sv": 0.3995117902755737,
+ "grad_min_sv": 1.3223197731335352e-08,
+ "grad_condition": 2262455188.632939,
+ "lr": 0.0009842915805643154,
+ "time_sec": 66.74134874343872
+ },
+ {
+ "epoch": 13,
+ "train_loss": 3.8387034120178223,
+ "train_acc": 0.11128,
+ "test_loss": 5.55406644744873,
+ "test_acc": 0.0159,
+ "lyapunov": null,
+ "grad_norm": 0.7779364983364899,
+ "grad_max_sv": 0.36580874100327493,
+ "grad_min_sv": 1.2747200656137991e-08,
+ "grad_condition": 31403290.857171714,
+ "lr": 0.000981581283398829,
+ "time_sec": 66.71355533599854
+ },
+ {
+ "epoch": 14,
+ "train_loss": 3.8182811224365234,
+ "train_acc": 0.11366,
+ "test_loss": 5.846968073272705,
+ "test_acc": 0.0132,
+ "lyapunov": null,
+ "grad_norm": 0.7545251260271086,
+ "grad_max_sv": 0.34809157326817514,
+ "grad_min_sv": 1.2320788722597342e-08,
+ "grad_condition": 32144212.47563106,
+ "lr": 0.0009786597487660333,
+ "time_sec": 66.72689533233643
+ },
+ {
+ "epoch": 15,
+ "train_loss": 3.7967992616271973,
+ "train_acc": 0.11852,
+ "test_loss": 5.68047932510376,
+ "test_acc": 0.0155,
+ "lyapunov": null,
+ "grad_norm": 0.731162073111203,
+ "grad_max_sv": 0.3421657994389534,
+ "grad_min_sv": 1.1936111505433944e-08,
+ "grad_condition": 244312799.4199868,
+ "lr": 0.0009755282581475766,
+ "time_sec": 66.7026903629303
+ },
+ {
+ "epoch": 16,
+ "train_loss": 3.7741379774475097,
+ "train_acc": 0.12086,
+ "test_loss": 5.484867942047119,
+ "test_acc": 0.0182,
+ "lyapunov": null,
+ "grad_norm": 0.7090304412758509,
+ "grad_max_sv": 0.3223520040512085,
+ "grad_min_sv": 1.1672073835233832e-08,
+ "grad_condition": 31524319.78711735,
+ "lr": 0.0009721881851187403,
+ "time_sec": 66.739328622818
+ },
+ {
+ "epoch": 17,
+ "train_loss": 3.753197032470703,
+ "train_acc": 0.1256,
+ "test_loss": 6.568574522399902,
+ "test_acc": 0.0151,
+ "lyapunov": null,
+ "grad_norm": 0.6935882502734273,
+ "grad_max_sv": 0.3146128565073013,
+ "grad_min_sv": 1.1361096601426174e-08,
+ "grad_condition": 210125774.08050695,
+ "lr": 0.0009686409947459456,
+ "time_sec": 66.74520659446716
+ },
+ {
+ "epoch": 18,
+ "train_loss": 3.725816408157349,
+ "train_acc": 0.1287,
+ "test_loss": 6.34478737487793,
+ "test_acc": 0.0159,
+ "lyapunov": null,
+ "grad_norm": 0.6758795184950354,
+ "grad_max_sv": 0.30437840037047864,
+ "grad_min_sv": 1.1510641159673262e-08,
+ "grad_condition": 31558341.74036485,
+ "lr": 0.0009648882429441254,
+ "time_sec": 66.78180265426636
+ },
+ {
+ "epoch": 19,
+ "train_loss": 3.714654729003906,
+ "train_acc": 0.13168,
+ "test_loss": 6.368891102600098,
+ "test_acc": 0.016,
+ "lyapunov": null,
+ "grad_norm": 0.6618910868321934,
+ "grad_max_sv": 0.2960255391895771,
+ "grad_min_sv": 1.1117618592404455e-08,
+ "grad_condition": 30205848.660664685,
+ "lr": 0.00096093157579425,
+ "time_sec": 66.74912786483765
+ },
+ {
+ "epoch": 20,
+ "train_loss": 3.6946691497802733,
+ "train_acc": 0.13396,
+ "test_loss": 6.4278502319335935,
+ "test_acc": 0.0196,
+ "lyapunov": null,
+ "grad_norm": 0.6443454538226331,
+ "grad_max_sv": 0.28263592235744,
+ "grad_min_sv": 1.0974601266297567e-08,
+ "grad_condition": 85210724.40585044,
+ "lr": 0.0009567727288213001,
+ "time_sec": 66.75979924201965
+ },
+ {
+ "epoch": 21,
+ "train_loss": 3.678538037261963,
+ "train_acc": 0.1389,
+ "test_loss": 5.944661869812012,
+ "test_acc": 0.0147,
+ "lyapunov": null,
+ "grad_norm": 0.6338793846375858,
+ "grad_max_sv": 0.2817647561430931,
+ "grad_min_sv": 1.0979779263564637e-08,
+ "grad_condition": 31384399.636330932,
+ "lr": 0.0009524135262330095,
+ "time_sec": 66.75862097740173
+ },
+ {
+ "epoch": 22,
+ "train_loss": 3.6583445849609375,
+ "train_acc": 0.1389,
+ "test_loss": 6.617507224273681,
+ "test_acc": 0.0186,
+ "lyapunov": null,
+ "grad_norm": 0.6270968339485256,
+ "grad_max_sv": 0.2682405423372984,
+ "grad_min_sv": 1.0661627264374474e-08,
+ "grad_condition": 28199289.108431924,
+ "lr": 0.0009478558801197061,
+ "time_sec": 66.70150375366211
+ },
+ {
+ "epoch": 23,
+ "train_loss": 3.646308810348511,
+ "train_acc": 0.14268,
+ "test_loss": 6.335385469818116,
+ "test_acc": 0.0149,
+ "lyapunov": null,
+ "grad_norm": 0.6088892694217577,
+ "grad_max_sv": 0.25535150058567524,
+ "grad_min_sv": 1.0300061187296095e-08,
+ "grad_condition": 34795287.59915707,
+ "lr": 0.000943101789615607,
+ "time_sec": 66.70925712585449
+ },
+ {
+ "epoch": 24,
+ "train_loss": 3.6351177741241454,
+ "train_acc": 0.1426,
+ "test_loss": 6.3158514701843265,
+ "test_acc": 0.0177,
+ "lyapunov": null,
+ "grad_norm": 0.5964648659799031,
+ "grad_max_sv": 0.24951178021728992,
+ "grad_min_sv": 1.0093550447537458e-08,
+ "grad_condition": 51838350.11107895,
+ "lr": 0.0009381533400219313,
+ "time_sec": 66.70350575447083
+ },
+ {
+ "epoch": 25,
+ "train_loss": 3.6183255680847166,
+ "train_acc": 0.14644,
+ "test_loss": 6.721168376159668,
+ "test_acc": 0.0181,
+ "lyapunov": null,
+ "grad_norm": 0.5933387221507487,
+ "grad_max_sv": 0.25210563503205774,
+ "grad_min_sv": 1.0153997685290878e-08,
+ "grad_condition": 247394984.04080305,
+ "lr": 0.0009330127018922189,
+ "time_sec": 66.75347089767456
+ },
+ {
+ "epoch": 26,
+ "train_loss": 3.6071299158477785,
+ "train_acc": 0.14866,
+ "test_loss": 6.642034001922608,
+ "test_acc": 0.0181,
+ "lyapunov": null,
+ "grad_norm": 0.5954282647789416,
+ "grad_max_sv": 0.2547519262880087,
+ "grad_min_sv": 1.0135606323680157e-08,
+ "grad_condition": 28483815.51624248,
+ "lr": 0.000927682130080253,
+ "time_sec": 66.75868964195251
+ },
+ {
+ "epoch": 27,
+ "train_loss": 3.5931669886779787,
+ "train_acc": 0.1502,
+ "test_loss": 6.223846574401856,
+ "test_acc": 0.0213,
+ "lyapunov": null,
+ "grad_norm": 0.5877941221593797,
+ "grad_max_sv": 0.24717812985181808,
+ "grad_min_sv": 9.855245958201308e-09,
+ "grad_condition": 28193359.09622656,
+ "lr": 0.0009221639627510072,
+ "time_sec": 66.77666926383972
+ },
+ {
+ "epoch": 28,
+ "train_loss": 3.5780224719238283,
+ "train_acc": 0.15286,
+ "test_loss": 6.90847115020752,
+ "test_acc": 0.0196,
+ "lyapunov": null,
+ "grad_norm": 0.5733930952654505,
+ "grad_max_sv": 0.2419151894748211,
+ "grad_min_sv": 9.843924880792442e-09,
+ "grad_condition": 28364870.16247251,
+ "lr": 0.0009164606203550494,
+ "time_sec": 66.74913716316223
+ },
+ {
+ "epoch": 29,
+ "train_loss": 3.573341248779297,
+ "train_acc": 0.15312,
+ "test_loss": 6.439982345581055,
+ "test_acc": 0.021,
+ "lyapunov": null,
+ "grad_norm": 0.5679699095868811,
+ "grad_max_sv": 0.2286886375397444,
+ "grad_min_sv": 9.63519248414757e-09,
+ "grad_condition": 29833754.648618333,
+ "lr": 0.0009105746045668516,
+ "time_sec": 66.7665946483612
+ },
+ {
+ "epoch": 30,
+ "train_loss": 3.5598143620300293,
+ "train_acc": 0.1562,
+ "test_loss": 6.429332733154297,
+ "test_acc": 0.022,
+ "lyapunov": null,
+ "grad_norm": 0.5589691788337113,
+ "grad_max_sv": 0.227083408087492,
+ "grad_min_sv": 9.709436735172439e-09,
+ "grad_condition": 27930931.211393736,
+ "lr": 0.0009045084971874733,
+ "time_sec": 66.75674724578857
+ },
+ {
+ "epoch": 31,
+ "train_loss": 3.5470434929656984,
+ "train_acc": 0.16,
+ "test_loss": 6.6052438804626465,
+ "test_acc": 0.0237,
+ "lyapunov": null,
+ "grad_norm": 0.5612591002612681,
+ "grad_max_sv": 0.22930745929479598,
+ "grad_min_sv": 9.687322477525128e-09,
+ "grad_condition": 27425333.623921502,
+ "lr": 0.0008982649590120977,
+ "time_sec": 66.71509528160095
+ },
+ {
+ "epoch": 32,
+ "train_loss": 3.537414684448242,
+ "train_acc": 0.16062,
+ "test_loss": 6.011712426757812,
+ "test_acc": 0.0244,
+ "lyapunov": null,
+ "grad_norm": 0.5564909883403706,
+ "grad_max_sv": 0.22170890271663665,
+ "grad_min_sv": 9.485011626120255e-09,
+ "grad_condition": 25722607.460985243,
+ "lr": 0.0008918467286629196,
+ "time_sec": 66.73007607460022
+ },
+ {
+ "epoch": 33,
+ "train_loss": 3.5317853105163572,
+ "train_acc": 0.1603,
+ "test_loss": 6.360434799194336,
+ "test_acc": 0.0189,
+ "lyapunov": null,
+ "grad_norm": 0.550433878030662,
+ "grad_max_sv": 0.2289751097559929,
+ "grad_min_sv": 9.54062134832928e-09,
+ "grad_condition": 381531522.893629,
+ "lr": 0.0008852566213878943,
+ "time_sec": 66.71780228614807
+ },
+ {
+ "epoch": 34,
+ "train_loss": 3.5253816675567626,
+ "train_acc": 0.16216,
+ "test_loss": 6.247197938537598,
+ "test_acc": 0.0221,
+ "lyapunov": null,
+ "grad_norm": 0.5426800931973276,
+ "grad_max_sv": 0.21441863812506198,
+ "grad_min_sv": 9.316700774752996e-09,
+ "grad_condition": 26950152.667612456,
+ "lr": 0.000878497527825878,
+ "time_sec": 66.72579026222229
+ },
+ {
+ "epoch": 35,
+ "train_loss": 3.502744727020264,
+ "train_acc": 0.16578,
+ "test_loss": 6.571361762237549,
+ "test_acc": 0.0212,
+ "lyapunov": null,
+ "grad_norm": 0.5398257014810475,
+ "grad_max_sv": 0.20931940749287606,
+ "grad_min_sv": 9.403711298539009e-09,
+ "grad_condition": 25780458.398535747,
+ "lr": 0.000871572412738697,
+ "time_sec": 66.74532318115234
+ },
+ {
+ "epoch": 36,
+ "train_loss": 3.5064585032653808,
+ "train_acc": 0.1655,
+ "test_loss": 6.218161656951905,
+ "test_acc": 0.0264,
+ "lyapunov": null,
+ "grad_norm": 0.5305975593103218,
+ "grad_max_sv": 0.20301839672029018,
+ "grad_min_sv": 9.261498659651757e-09,
+ "grad_condition": 24222820.24324985,
+ "lr": 0.0008644843137107055,
+ "time_sec": 66.7688057422638
+ },
+ {
+ "epoch": 37,
+ "train_loss": 3.4891217603302,
+ "train_acc": 0.16706,
+ "test_loss": 6.142190956115723,
+ "test_acc": 0.0211,
+ "lyapunov": null,
+ "grad_norm": 0.5317318651110877,
+ "grad_max_sv": 0.20387103594839573,
+ "grad_min_sv": 9.19414472749791e-09,
+ "grad_condition": 41748735.80026223,
+ "lr": 0.0008572363398164014,
+ "time_sec": 66.75609850883484
+ },
+ {
+ "epoch": 38,
+ "train_loss": 3.4776386444854737,
+ "train_acc": 0.17062,
+ "test_loss": 6.417214579772949,
+ "test_acc": 0.0205,
+ "lyapunov": null,
+ "grad_norm": 0.5236386972874332,
+ "grad_max_sv": 0.20101286694407464,
+ "grad_min_sv": 9.154465988037152e-09,
+ "grad_condition": 37634567.23075999,
+ "lr": 0.0008498316702566826,
+ "time_sec": 66.79052495956421
+ },
+ {
+ "epoch": 39,
+ "train_loss": 3.46743884765625,
+ "train_acc": 0.16932,
+ "test_loss": 5.726113172912598,
+ "test_acc": 0.0248,
+ "lyapunov": null,
+ "grad_norm": 0.5210988175669885,
+ "grad_max_sv": 0.19942357540130615,
+ "grad_min_sv": 8.937806597608677e-09,
+ "grad_condition": 49428217.19173406,
+ "lr": 0.0008422735529643442,
+ "time_sec": 66.74242496490479
+ },
+ {
+ "epoch": 40,
+ "train_loss": 3.451697437210083,
+ "train_acc": 0.17372,
+ "test_loss": 6.044572091674804,
+ "test_acc": 0.0225,
+ "lyapunov": null,
+ "grad_norm": 0.5170646983548032,
+ "grad_max_sv": 0.19684507846832275,
+ "grad_min_sv": 9.003056534485909e-09,
+ "grad_condition": 138977031.8076538,
+ "lr": 0.0008345653031794289,
+ "time_sec": 66.70748567581177
+ },
+ {
+ "epoch": 41,
+ "train_loss": 3.4474837628173827,
+ "train_acc": 0.17626,
+ "test_loss": 5.9893402641296385,
+ "test_acc": 0.0219,
+ "lyapunov": null,
+ "grad_norm": 0.5155937638119307,
+ "grad_max_sv": 0.19306579753756523,
+ "grad_min_sv": 8.943595689384076e-09,
+ "grad_condition": 75805302.28035732,
+ "lr": 0.0008267103019950526,
+ "time_sec": 66.69197702407837
+ },
+ {
+ "epoch": 42,
+ "train_loss": 3.4423429164123536,
+ "train_acc": 0.17422,
+ "test_loss": 5.739228091430664,
+ "test_acc": 0.0203,
+ "lyapunov": null,
+ "grad_norm": 0.5099978166539899,
+ "grad_max_sv": 0.1884769570082426,
+ "grad_min_sv": 8.939715143152505e-09,
+ "grad_condition": 24445550.576415405,
+ "lr": 0.0008187119948743447,
+ "time_sec": 66.70687818527222
+ },
+ {
+ "epoch": 43,
+ "train_loss": 3.4337082667541505,
+ "train_acc": 0.1755,
+ "test_loss": 5.964181529998779,
+ "test_acc": 0.0177,
+ "lyapunov": null,
+ "grad_norm": 0.5104491505466159,
+ "grad_max_sv": 0.19002889432013034,
+ "grad_min_sv": 9.048546927015178e-09,
+ "grad_condition": 102521993.69997685,
+ "lr": 0.000810573890139155,
+ "time_sec": 66.7257513999939
+ },
+ {
+ "epoch": 44,
+ "train_loss": 3.420871334762573,
+ "train_acc": 0.17948,
+ "test_loss": 5.929026190948487,
+ "test_acc": 0.0244,
+ "lyapunov": null,
+ "grad_norm": 0.5050154925488476,
+ "grad_max_sv": 0.18516961708664895,
+ "grad_min_sv": 8.980576357564551e-09,
+ "grad_condition": 24771047.136464976,
+ "lr": 0.0008022995574311873,
+ "time_sec": 66.74575066566467
+ },
+ {
+ "epoch": 45,
+ "train_loss": 3.4096126289367676,
+ "train_acc": 0.18164,
+ "test_loss": 5.663789749145508,
+ "test_acc": 0.0195,
+ "lyapunov": null,
+ "grad_norm": 0.5049903163352594,
+ "grad_max_sv": 0.18273597210645676,
+ "grad_min_sv": 8.972159917797207e-09,
+ "grad_condition": 23794424.428349543,
+ "lr": 0.0007938926261462363,
+ "time_sec": 66.7593412399292
+ },
+ {
+ "epoch": 46,
+ "train_loss": 3.410715911254883,
+ "train_acc": 0.1807,
+ "test_loss": 5.895871440124512,
+ "test_acc": 0.018,
+ "lyapunov": null,
+ "grad_norm": 0.5025553542851052,
+ "grad_max_sv": 0.1833956018090248,
+ "grad_min_sv": 8.830828140959924e-09,
+ "grad_condition": 30936751.6432406,
+ "lr": 0.0007853567838422158,
+ "time_sec": 66.75630521774292
+ },
+ {
+ "epoch": 47,
+ "train_loss": 3.4009066193389894,
+ "train_acc": 0.18276,
+ "test_loss": 6.028702513122559,
+ "test_acc": 0.0196,
+ "lyapunov": null,
+ "grad_norm": 0.5031283438960251,
+ "grad_max_sv": 0.1799595769494772,
+ "grad_min_sv": 8.917869195879114e-09,
+ "grad_condition": 23059530.36595428,
+ "lr": 0.0007766957746216719,
+ "time_sec": 66.75422596931458
+ },
+ {
+ "epoch": 48,
+ "train_loss": 3.390701540603638,
+ "train_acc": 0.18414,
+ "test_loss": 6.1965219741821285,
+ "test_acc": 0.0191,
+ "lyapunov": null,
+ "grad_norm": 0.4978643158932146,
+ "grad_max_sv": 0.1835469003766775,
+ "grad_min_sv": 8.827262552163485e-09,
+ "grad_condition": 51184664.832447655,
+ "lr": 0.0007679133974894982,
+ "time_sec": 66.75912022590637
+ },
+ {
+ "epoch": 49,
+ "train_loss": 3.3818662035369873,
+ "train_acc": 0.185,
+ "test_loss": 5.9103582473754885,
+ "test_acc": 0.0216,
+ "lyapunov": null,
+ "grad_norm": 0.49852008894363287,
+ "grad_max_sv": 0.18433105908334255,
+ "grad_min_sv": 8.89238179827001e-09,
+ "grad_condition": 40247674.29131043,
+ "lr": 0.000759013504686565,
+ "time_sec": 66.705406665802
+ },
+ {
+ "epoch": 50,
+ "train_loss": 3.3789881330871583,
+ "train_acc": 0.18412,
+ "test_loss": 6.037129666137695,
+ "test_acc": 0.0221,
+ "lyapunov": null,
+ "grad_norm": 0.49658079337268785,
+ "grad_max_sv": 0.179146596416831,
+ "grad_min_sv": 8.88557344369545e-09,
+ "grad_condition": 24117261.20845995,
+ "lr": 0.0007499999999999998,
+ "time_sec": 66.72649240493774
+ },
+ {
+ "epoch": 51,
+ "train_loss": 3.368231953201294,
+ "train_acc": 0.18852,
+ "test_loss": 5.9292546646118165,
+ "test_acc": 0.022,
+ "lyapunov": null,
+ "grad_norm": 0.4961366760585921,
+ "grad_max_sv": 0.17853211835026742,
+ "grad_min_sv": 8.978999294084744e-09,
+ "grad_condition": 23793132.034851797,
+ "lr": 0.0007408768370508575,
+ "time_sec": 66.72111701965332
+ },
+ {
+ "epoch": 52,
+ "train_loss": 3.3652955891418457,
+ "train_acc": 0.18696,
+ "test_loss": 6.321981049346924,
+ "test_acc": 0.0194,
+ "lyapunov": null,
+ "grad_norm": 0.492099764209841,
+ "grad_max_sv": 0.16977054849267006,
+ "grad_min_sv": 8.831625028515866e-09,
+ "grad_condition": 22251962.97293579,
+ "lr": 0.0007316480175599307,
+ "time_sec": 66.76648426055908
+ },
+ {
+ "epoch": 53,
+ "train_loss": 3.348167460861206,
+ "train_acc": 0.19116,
+ "test_loss": 6.423485536193848,
+ "test_acc": 0.0194,
+ "lyapunov": null,
+ "grad_norm": 0.49189585228327304,
+ "grad_max_sv": 0.17462090440094472,
+ "grad_min_sv": 8.786478893248183e-09,
+ "grad_condition": 188050773.829039,
+ "lr": 0.0007223175895924635,
+ "time_sec": 66.76346206665039
+ },
+ {
+ "epoch": 54,
+ "train_loss": 3.348860473022461,
+ "train_acc": 0.1902,
+ "test_loss": 5.888034158325195,
+ "test_acc": 0.0208,
+ "lyapunov": null,
+ "grad_norm": 0.49279210316788963,
+ "grad_max_sv": 0.17498359829187393,
+ "grad_min_sv": 8.822100200367444e-09,
+ "grad_condition": 28219026.60736394,
+ "lr": 0.0007128896457825361,
+ "time_sec": 66.78646183013916
+ },
+ {
+ "epoch": 55,
+ "train_loss": 3.340097451171875,
+ "train_acc": 0.19068,
+ "test_loss": 6.104175454711914,
+ "test_acc": 0.0217,
+ "lyapunov": null,
+ "grad_norm": 0.48880812803196916,
+ "grad_max_sv": 0.16894785091280937,
+ "grad_min_sv": 8.688565139580718e-09,
+ "grad_condition": 29986515.161999334,
+ "lr": 0.0007033683215378998,
+ "time_sec": 66.76022791862488
+ },
+ {
+ "epoch": 56,
+ "train_loss": 3.3290103381347658,
+ "train_acc": 0.19526,
+ "test_loss": 6.31472435760498,
+ "test_acc": 0.021,
+ "lyapunov": null,
+ "grad_norm": 0.4920323275084941,
+ "grad_max_sv": 0.16673259809613228,
+ "grad_min_sv": 8.834232892440674e-09,
+ "grad_condition": 22477005.35692047,
+ "lr": 0.0006937577932260512,
+ "time_sec": 66.74644947052002
+ },
+ {
+ "epoch": 57,
+ "train_loss": 3.3146336823272704,
+ "train_acc": 0.19646,
+ "test_loss": 5.99189327545166,
+ "test_acc": 0.0226,
+ "lyapunov": null,
+ "grad_norm": 0.48946191063890415,
+ "grad_max_sv": 0.167069473862648,
+ "grad_min_sv": 8.78488659317167e-09,
+ "grad_condition": 21365105.05732888,
+ "lr": 0.0006840622763423388,
+ "time_sec": 66.73155951499939
+ },
+ {
+ "epoch": 58,
+ "train_loss": 3.304142900466919,
+ "train_acc": 0.19854,
+ "test_loss": 5.5838108703613285,
+ "test_acc": 0.0256,
+ "lyapunov": null,
+ "grad_norm": 0.4865732671541852,
+ "grad_max_sv": 0.16740650571882726,
+ "grad_min_sv": 8.786859095888389e-09,
+ "grad_condition": 22043022.83729876,
+ "lr": 0.0006742860236609073,
+ "time_sec": 66.7638807296753
+ },
+ {
+ "epoch": 59,
+ "train_loss": 3.306339856491089,
+ "train_acc": 0.19832,
+ "test_loss": 6.71665584564209,
+ "test_acc": 0.0226,
+ "lyapunov": null,
+ "grad_norm": 0.4874859882247268,
+ "grad_max_sv": 0.17165971212089062,
+ "grad_min_sv": 8.715364420430748e-09,
+ "grad_condition": 25734869.826652374,
+ "lr": 0.0006644333233692913,
+ "time_sec": 66.69665598869324
+ },
+ {
+ "epoch": 60,
+ "train_loss": 3.2998611443328856,
+ "train_acc": 0.19806,
+ "test_loss": 5.851872462463379,
+ "test_acc": 0.0215,
+ "lyapunov": null,
+ "grad_norm": 0.4884739100521322,
+ "grad_max_sv": 0.16974798031151295,
+ "grad_min_sv": 8.883696248074279e-09,
+ "grad_condition": 21737745.94010177,
+ "lr": 0.0006545084971874734,
+ "time_sec": 66.72846579551697
+ },
+ {
+ "epoch": 61,
+ "train_loss": 3.2928254180908203,
+ "train_acc": 0.19828,
+ "test_loss": 5.552249732971191,
+ "test_acc": 0.023,
+ "lyapunov": null,
+ "grad_norm": 0.49016744220935893,
+ "grad_max_sv": 0.16948793716728688,
+ "grad_min_sv": 8.760361631943159e-09,
+ "grad_condition": 27254819.27808509,
+ "lr": 0.0006445158984722354,
+ "time_sec": 66.78463363647461
+ },
+ {
+ "epoch": 62,
+ "train_loss": 3.275610556716919,
+ "train_acc": 0.20532,
+ "test_loss": 5.873171199035644,
+ "test_acc": 0.0219,
+ "lyapunov": null,
+ "grad_norm": 0.4866265828805679,
+ "grad_max_sv": 0.16542929150164126,
+ "grad_min_sv": 8.78843325786971e-09,
+ "grad_condition": 66183687.20952544,
+ "lr": 0.0006344599103076324,
+ "time_sec": 66.76870799064636
+ },
+ {
+ "epoch": 63,
+ "train_loss": 3.271966901855469,
+ "train_acc": 0.20438,
+ "test_loss": 5.9298525764465335,
+ "test_acc": 0.024,
+ "lyapunov": null,
+ "grad_norm": 0.4859022585476048,
+ "grad_max_sv": 0.16404966413974761,
+ "grad_min_sv": 8.811849419587681e-09,
+ "grad_condition": 22319350.467063613,
+ "lr": 0.0006243449435824269,
+ "time_sec": 66.73905062675476
+ },
+ {
+ "epoch": 64,
+ "train_loss": 3.266578521652222,
+ "train_acc": 0.2042,
+ "test_loss": 5.641555810546875,
+ "test_acc": 0.0272,
+ "lyapunov": null,
+ "grad_norm": 0.48486007197076664,
+ "grad_max_sv": 0.1655890803784132,
+ "grad_min_sv": 8.723941788413291e-09,
+ "grad_condition": 22305108.16299928,
+ "lr": 0.0006141754350553275,
+ "time_sec": 66.7476577758789
+ },
+ {
+ "epoch": 65,
+ "train_loss": 3.2511880633544923,
+ "train_acc": 0.2074,
+ "test_loss": 5.8412233901977535,
+ "test_acc": 0.024,
+ "lyapunov": null,
+ "grad_norm": 0.48754428036288966,
+ "grad_max_sv": 0.16739307381212712,
+ "grad_min_sv": 8.817329924526441e-09,
+ "grad_condition": 21968003.756148495,
+ "lr": 0.0006039558454088793,
+ "time_sec": 66.75903058052063
+ },
+ {
+ "epoch": 66,
+ "train_loss": 3.249825279388428,
+ "train_acc": 0.2102,
+ "test_loss": 5.375687086486816,
+ "test_acc": 0.0237,
+ "lyapunov": null,
+ "grad_norm": 0.4852656386861206,
+ "grad_max_sv": 0.16313621625304223,
+ "grad_min_sv": 8.705907367234644e-09,
+ "grad_condition": 22679705.957923576,
+ "lr": 0.000593690657292862,
+ "time_sec": 66.70783424377441
+ },
+ {
+ "epoch": 67,
+ "train_loss": 3.245251103134155,
+ "train_acc": 0.21036,
+ "test_loss": 6.777110389709472,
+ "test_acc": 0.0168,
+ "lyapunov": null,
+ "grad_norm": 0.4867378238882827,
+ "grad_max_sv": 0.1655280452221632,
+ "grad_min_sv": 8.915351975939679e-09,
+ "grad_condition": 110454092.86004348,
+ "lr": 0.0005833843733580507,
+ "time_sec": 66.69803929328918
+ },
+ {
+ "epoch": 68,
+ "train_loss": 3.2381321800231935,
+ "train_acc": 0.20952,
+ "test_loss": 6.102328826904297,
+ "test_acc": 0.0197,
+ "lyapunov": null,
+ "grad_norm": 0.48671688246611916,
+ "grad_max_sv": 0.1659169655293226,
+ "grad_min_sv": 8.76257463186536e-09,
+ "grad_condition": 44812459.07892763,
+ "lr": 0.0005730415142812054,
+ "time_sec": 66.69719409942627
+ },
+ {
+ "epoch": 69,
+ "train_loss": 3.2316595709991454,
+ "train_acc": 0.21144,
+ "test_loss": 5.602972175598144,
+ "test_acc": 0.0242,
+ "lyapunov": null,
+ "grad_norm": 0.4847784835340826,
+ "grad_max_sv": 0.1632793139666319,
+ "grad_min_sv": 8.814856525610204e-09,
+ "grad_condition": 107593372.59174109,
+ "lr": 0.0005626666167821517,
+ "time_sec": 66.68555569648743
+ },
+ {
+ "epoch": 70,
+ "train_loss": 3.21884576965332,
+ "train_acc": 0.21162,
+ "test_loss": 6.080870904541015,
+ "test_acc": 0.0219,
+ "lyapunov": null,
+ "grad_norm": 0.4868075160552665,
+ "grad_max_sv": 0.15996163412928582,
+ "grad_min_sv": 8.820852938351554e-09,
+ "grad_condition": 24906478.982524626,
+ "lr": 0.0005522642316338265,
+ "time_sec": 66.75078678131104
+ },
+ {
+ "epoch": 71,
+ "train_loss": 3.2169480547332765,
+ "train_acc": 0.2131,
+ "test_loss": 6.322179025268555,
+ "test_acc": 0.022,
+ "lyapunov": null,
+ "grad_norm": 0.48693869340308327,
+ "grad_max_sv": 0.16328724324703217,
+ "grad_min_sv": 8.897740871871563e-09,
+ "grad_condition": 21378151.74249644,
+ "lr": 0.0005418389216661573,
+ "time_sec": 66.82618498802185
+ },
+ {
+ "epoch": 72,
+ "train_loss": 3.209583250656128,
+ "train_acc": 0.21452,
+ "test_loss": 5.9164725677490235,
+ "test_acc": 0.0244,
+ "lyapunov": null,
+ "grad_norm": 0.48710676929190333,
+ "grad_max_sv": 0.1638231087476015,
+ "grad_min_sv": 8.895584530099753e-09,
+ "grad_condition": 26372411.903145302,
+ "lr": 0.0005313952597646563,
+ "time_sec": 66.76002073287964
+ },
+ {
+ "epoch": 73,
+ "train_loss": 3.206989998016357,
+ "train_acc": 0.2156,
+ "test_loss": 6.779888274383545,
+ "test_acc": 0.02,
+ "lyapunov": null,
+ "grad_norm": 0.4871385804296449,
+ "grad_max_sv": 0.16540717855095863,
+ "grad_min_sv": 8.919061500467506e-09,
+ "grad_condition": 24713788.997361727,
+ "lr": 0.0005209378268645994,
+ "time_sec": 66.79043841362
+ },
+ {
+ "epoch": 74,
+ "train_loss": 3.196985797729492,
+ "train_acc": 0.21718,
+ "test_loss": 6.031893154907227,
+ "test_acc": 0.0279,
+ "lyapunov": null,
+ "grad_norm": 0.4885299333145373,
+ "grad_max_sv": 0.1637456502765417,
+ "grad_min_sv": 8.884239661999249e-09,
+ "grad_condition": 31643344.54858377,
+ "lr": 0.0005104712099416781,
+ "time_sec": 66.7399845123291
+ },
+ {
+ "epoch": 75,
+ "train_loss": 3.1916642933654784,
+ "train_acc": 0.21804,
+ "test_loss": 6.505784149169922,
+ "test_acc": 0.0263,
+ "lyapunov": null,
+ "grad_norm": 0.48738903646108195,
+ "grad_max_sv": 0.16264366619288922,
+ "grad_min_sv": 8.976378307323785e-09,
+ "grad_condition": 23550016.098660976,
+ "lr": 0.0004999999999999996,
+ "time_sec": 66.73288559913635
+ },
+ {
+ "epoch": 76,
+ "train_loss": 3.1814585160827638,
+ "train_acc": 0.22052,
+ "test_loss": 6.48178818359375,
+ "test_acc": 0.0271,
+ "lyapunov": null,
+ "grad_norm": 0.4843426315380276,
+ "grad_max_sv": 0.16138911359012126,
+ "grad_min_sv": 8.912034432650984e-09,
+ "grad_condition": 23286891.30520594,
+ "lr": 0.0004895287900583212,
+ "time_sec": 66.69967555999756
+ },
+ {
+ "epoch": 77,
+ "train_loss": 3.1693101245117186,
+ "train_acc": 0.22188,
+ "test_loss": 6.60695295715332,
+ "test_acc": 0.0274,
+ "lyapunov": null,
+ "grad_norm": 0.48473864055458005,
+ "grad_max_sv": 0.16252022571861743,
+ "grad_min_sv": 8.865778075572983e-09,
+ "grad_condition": 20379861.793125592,
+ "lr": 0.0004790621731353997,
+ "time_sec": 66.73058843612671
+ },
+ {
+ "epoch": 78,
+ "train_loss": 3.172366504058838,
+ "train_acc": 0.22092,
+ "test_loss": 6.633734432983398,
+ "test_acc": 0.0249,
+ "lyapunov": null,
+ "grad_norm": 0.4834678400720691,
+ "grad_max_sv": 0.1624290570616722,
+ "grad_min_sv": 8.932120706961477e-09,
+ "grad_condition": 23408681.375307254,
+ "lr": 0.000468604740235343,
+ "time_sec": 66.69404172897339
+ },
+ {
+ "epoch": 79,
+ "train_loss": 3.1615784413146972,
+ "train_acc": 0.2258,
+ "test_loss": 6.273578634643554,
+ "test_acc": 0.0281,
+ "lyapunov": null,
+ "grad_norm": 0.48944403353102334,
+ "grad_max_sv": 0.16398866586387156,
+ "grad_min_sv": 8.946382384911189e-09,
+ "grad_condition": 22712578.898883633,
+ "lr": 0.00045816107833384175,
+ "time_sec": 66.7472972869873
+ },
+ {
+ "epoch": 80,
+ "train_loss": 3.1575608079528807,
+ "train_acc": 0.22382,
+ "test_loss": 6.2906877746582035,
+ "test_acc": 0.0273,
+ "lyapunov": null,
+ "grad_norm": 0.4897084401415468,
+ "grad_max_sv": 0.16338732056319713,
+ "grad_min_sv": 8.928839754715478e-09,
+ "grad_condition": 54043718.99023694,
+ "lr": 0.0004477357683661729,
+ "time_sec": 66.72847270965576
+ },
+ {
+ "epoch": 81,
+ "train_loss": 3.1497875170898437,
+ "train_acc": 0.22584,
+ "test_loss": 6.6115754776000975,
+ "test_acc": 0.0248,
+ "lyapunov": null,
+ "grad_norm": 0.48772100619317266,
+ "grad_max_sv": 0.15775733068585396,
+ "grad_min_sv": 9.009791279712686e-09,
+ "grad_condition": 20818306.202141248,
+ "lr": 0.00043733338321784746,
+ "time_sec": 66.74951100349426
+ },
+ {
+ "epoch": 82,
+ "train_loss": 3.150099751586914,
+ "train_acc": 0.22466,
+ "test_loss": 6.489882479858398,
+ "test_acc": 0.0283,
+ "lyapunov": null,
+ "grad_norm": 0.48649716303896257,
+ "grad_max_sv": 0.15712360739707948,
+ "grad_min_sv": 8.928376640099378e-09,
+ "grad_condition": 33122173.6130862,
+ "lr": 0.0004269584857187939,
+ "time_sec": 66.73039722442627
+ },
+ {
+ "epoch": 83,
+ "train_loss": 3.1423302052307127,
+ "train_acc": 0.22782,
+ "test_loss": 6.021305515289306,
+ "test_acc": 0.029,
+ "lyapunov": null,
+ "grad_norm": 0.48633742199561775,
+ "grad_max_sv": 0.1581266548484564,
+ "grad_min_sv": 8.888032958058456e-09,
+ "grad_condition": 115025831.2804152,
+ "lr": 0.0004166156266419484,
+ "time_sec": 66.74857115745544
+ },
+ {
+ "epoch": 84,
+ "train_loss": 3.128035169677734,
+ "train_acc": 0.22886,
+ "test_loss": 6.798161625671387,
+ "test_acc": 0.0261,
+ "lyapunov": null,
+ "grad_norm": 0.48802181363511177,
+ "grad_max_sv": 0.1612305197864771,
+ "grad_min_sv": 8.905917459056666e-09,
+ "grad_condition": 24037955.80487976,
+ "lr": 0.0004063093427071373,
+ "time_sec": 66.70986270904541
+ },
+ {
+ "epoch": 85,
+ "train_loss": 3.127580302810669,
+ "train_acc": 0.23112,
+ "test_loss": 6.7588252937316895,
+ "test_acc": 0.0261,
+ "lyapunov": null,
+ "grad_norm": 0.4875306431638057,
+ "grad_max_sv": 0.16091111600399016,
+ "grad_min_sv": 9.01161150146379e-09,
+ "grad_condition": 21073737.755382914,
+ "lr": 0.0003960441545911199,
+ "time_sec": 66.68802571296692
+ },
+ {
+ "epoch": 86,
+ "train_loss": 3.114855668182373,
+ "train_acc": 0.2308,
+ "test_loss": 6.564279100036621,
+ "test_acc": 0.0282,
+ "lyapunov": null,
+ "grad_norm": 0.48637730612121255,
+ "grad_max_sv": 0.15542719289660453,
+ "grad_min_sv": 8.93872263707518e-09,
+ "grad_condition": 21703985.404231258,
+ "lr": 0.0003858245649446718,
+ "time_sec": 66.6933023929596
+ },
+ {
+ "epoch": 87,
+ "train_loss": 3.1120968659210204,
+ "train_acc": 0.23044,
+ "test_loss": 6.98433928451538,
+ "test_acc": 0.0287,
+ "lyapunov": null,
+ "grad_norm": 0.4900107193499055,
+ "grad_max_sv": 0.16207418888807296,
+ "grad_min_sv": 8.972892097738883e-09,
+ "grad_condition": 47614869.04451983,
+ "lr": 0.00037565505641757235,
+ "time_sec": 66.71200680732727
+ },
+ {
+ "epoch": 88,
+ "train_loss": 3.105097593078613,
+ "train_acc": 0.23214,
+ "test_loss": 6.7922447959899905,
+ "test_acc": 0.0302,
+ "lyapunov": null,
+ "grad_norm": 0.4884472360111878,
+ "grad_max_sv": 0.15889082551002504,
+ "grad_min_sv": 8.899033936138335e-09,
+ "grad_condition": 25000729.654329486,
+ "lr": 0.00036554008969236695,
+ "time_sec": 66.7427408695221
+ },
+ {
+ "epoch": 89,
+ "train_loss": 3.0926671070098877,
+ "train_acc": 0.23664,
+ "test_loss": 6.916401704406738,
+ "test_acc": 0.0283,
+ "lyapunov": null,
+ "grad_norm": 0.49050493507655857,
+ "grad_max_sv": 0.16100925132632254,
+ "grad_min_sv": 9.010439719348006e-09,
+ "grad_condition": 21207674.720614858,
+ "lr": 0.0003554841015277638,
+ "time_sec": 66.76495027542114
+ },
+ {
+ "epoch": 90,
+ "train_loss": 3.090296846160889,
+ "train_acc": 0.23536,
+ "test_loss": 7.012615090179444,
+ "test_acc": 0.0308,
+ "lyapunov": null,
+ "grad_norm": 0.49019979842343425,
+ "grad_max_sv": 0.1572930809110403,
+ "grad_min_sv": 8.949024762796698e-09,
+ "grad_condition": 734920063.8359609,
+ "lr": 0.000345491502812526,
+ "time_sec": 66.73302173614502
+ },
+ {
+ "epoch": 91,
+ "train_loss": 3.085657378997803,
+ "train_acc": 0.23746,
+ "test_loss": 6.360618818664551,
+ "test_acc": 0.0363,
+ "lyapunov": null,
+ "grad_norm": 0.4915162849741807,
+ "grad_max_sv": 0.15855198130011558,
+ "grad_min_sv": 8.980356871329809e-09,
+ "grad_condition": 28731902.889844812,
+ "lr": 0.0003355666766307081,
+ "time_sec": 66.74396848678589
+ },
+ {
+ "epoch": 92,
+ "train_loss": 3.0831817041778566,
+ "train_acc": 0.2383,
+ "test_loss": 5.9396498611450195,
+ "test_acc": 0.0352,
+ "lyapunov": null,
+ "grad_norm": 0.49047678071806555,
+ "grad_max_sv": 0.15942419767379762,
+ "grad_min_sv": 9.062854348755588e-09,
+ "grad_condition": 57497218.341688454,
+ "lr": 0.00032571397633909225,
+ "time_sec": 66.77806997299194
+ },
+ {
+ "epoch": 93,
+ "train_loss": 3.071146830596924,
+ "train_acc": 0.23998,
+ "test_loss": 6.60078558807373,
+ "test_acc": 0.0328,
+ "lyapunov": null,
+ "grad_norm": 0.48952410405337216,
+ "grad_max_sv": 0.1553661532700062,
+ "grad_min_sv": 9.10862152092573e-09,
+ "grad_condition": 20074531.31734441,
+ "lr": 0.00031593772365766094,
+ "time_sec": 66.71407961845398
+ },
+ {
+ "epoch": 94,
+ "train_loss": 3.0655629290008544,
+ "train_acc": 0.23992,
+ "test_loss": 6.003435957336426,
+ "test_acc": 0.0378,
+ "lyapunov": null,
+ "grad_norm": 0.49221246193757373,
+ "grad_max_sv": 0.15908809714019298,
+ "grad_min_sv": 9.144222304358074e-09,
+ "grad_condition": 19907441.898985844,
+ "lr": 0.0003062422067739483,
+ "time_sec": 66.693532705307
+ },
+ {
+ "epoch": 95,
+ "train_loss": 3.060634704437256,
+ "train_acc": 0.23888,
+ "test_loss": 6.056681440734863,
+ "test_acc": 0.0373,
+ "lyapunov": null,
+ "grad_norm": 0.49339217556104,
+ "grad_max_sv": 0.15901063568890095,
+ "grad_min_sv": 9.065924972545547e-09,
+ "grad_condition": 29502219.759497046,
+ "lr": 0.00029663167846209965,
+ "time_sec": 66.70557427406311
+ },
+ {
+ "epoch": 96,
+ "train_loss": 3.061671485443115,
+ "train_acc": 0.24224,
+ "test_loss": 6.776474742126465,
+ "test_acc": 0.0353,
+ "lyapunov": null,
+ "grad_norm": 0.49062641992823525,
+ "grad_max_sv": 0.15993262231349945,
+ "grad_min_sv": 9.044680277306427e-09,
+ "grad_condition": 42484326.952753186,
+ "lr": 0.00028711035421746345,
+ "time_sec": 66.71291422843933
+ },
+ {
+ "epoch": 97,
+ "train_loss": 3.0552709561157227,
+ "train_acc": 0.24368,
+ "test_loss": 6.627662403869629,
+ "test_acc": 0.0312,
+ "lyapunov": null,
+ "grad_norm": 0.49312118223102674,
+ "grad_max_sv": 0.1586600374430418,
+ "grad_min_sv": 9.106857379315159e-09,
+ "grad_condition": 19815371.442228314,
+ "lr": 0.00027768241040753615,
+ "time_sec": 66.74342608451843
+ },
+ {
+ "epoch": 98,
+ "train_loss": 3.047260310974121,
+ "train_acc": 0.24534,
+ "test_loss": 6.661625199890136,
+ "test_acc": 0.0358,
+ "lyapunov": null,
+ "grad_norm": 0.4920094661808142,
+ "grad_max_sv": 0.1592965368181467,
+ "grad_min_sv": 9.102059620250124e-09,
+ "grad_condition": 78440147.91108674,
+ "lr": 0.00026835198244006903,
+ "time_sec": 66.75223684310913
+ },
+ {
+ "epoch": 99,
+ "train_loss": 3.046775559768677,
+ "train_acc": 0.24216,
+ "test_loss": 6.965150428771973,
+ "test_acc": 0.0306,
+ "lyapunov": null,
+ "grad_norm": 0.4926874565507386,
+ "grad_max_sv": 0.16148377656936647,
+ "grad_min_sv": 9.167028746162597e-09,
+ "grad_condition": 82327087.71133485,
+ "lr": 0.0002591231629491421,
+ "time_sec": 66.76156210899353
+ },
+ {
+ "epoch": 100,
+ "train_loss": 3.041998874053955,
+ "train_acc": 0.24108,
+ "test_loss": 6.647268369293213,
+ "test_acc": 0.0319,
+ "lyapunov": null,
+ "grad_norm": 0.49732363208650837,
+ "grad_max_sv": 0.15973055586218834,
+ "grad_min_sv": 9.144760823587283e-09,
+ "grad_condition": 19643395.96339509,
+ "lr": 0.0002499999999999997,
+ "time_sec": 66.74560022354126
+ },
+ {
+ "epoch": 101,
+ "train_loss": 3.0355277448272706,
+ "train_acc": 0.24656,
+ "test_loss": 6.661636563873291,
+ "test_acc": 0.0352,
+ "lyapunov": null,
+ "grad_norm": 0.4945949712556627,
+ "grad_max_sv": 0.16228868998587132,
+ "grad_min_sv": 9.097275698727314e-09,
+ "grad_condition": 29717156.96899251,
+ "lr": 0.00024098649531343477,
+ "time_sec": 66.74929976463318
+ },
+ {
+ "epoch": 102,
+ "train_loss": 3.028595997467041,
+ "train_acc": 0.24942,
+ "test_loss": 7.008212976837158,
+ "test_acc": 0.0297,
+ "lyapunov": null,
+ "grad_norm": 0.4951875945091829,
+ "grad_max_sv": 0.1601081270724535,
+ "grad_min_sv": 9.183049341776606e-09,
+ "grad_condition": 28833554.07107707,
+ "lr": 0.0002320866025105016,
+ "time_sec": 66.70356440544128
+ },
+ {
+ "epoch": 103,
+ "train_loss": 3.0245940507507325,
+ "train_acc": 0.24584,
+ "test_loss": 6.46308011932373,
+ "test_acc": 0.0341,
+ "lyapunov": null,
+ "grad_norm": 0.49371498929192353,
+ "grad_max_sv": 0.15619246214628218,
+ "grad_min_sv": 9.060142111202984e-09,
+ "grad_condition": 39182662.24958947,
+ "lr": 0.0002233042253783278,
+ "time_sec": 66.71340656280518
+ },
+ {
+ "epoch": 104,
+ "train_loss": 3.021408618774414,
+ "train_acc": 0.2456,
+ "test_loss": 6.825051796722412,
+ "test_acc": 0.0336,
+ "lyapunov": null,
+ "grad_norm": 0.4938389055758033,
+ "grad_max_sv": 0.1602877888828516,
+ "grad_min_sv": 9.021206631709689e-09,
+ "grad_condition": 22621712.521351572,
+ "lr": 0.000214643216157784,
+ "time_sec": 66.69873213768005
+ },
+ {
+ "epoch": 105,
+ "train_loss": 3.0085532719421386,
+ "train_acc": 0.25126,
+ "test_loss": 6.49373994140625,
+ "test_acc": 0.0345,
+ "lyapunov": null,
+ "grad_norm": 0.49734202210836465,
+ "grad_max_sv": 0.1637524042278528,
+ "grad_min_sv": 9.15554402847185e-09,
+ "grad_condition": 21636907.97691984,
+ "lr": 0.00020610737385376332,
+ "time_sec": 66.7116219997406
+ },
+ {
+ "epoch": 106,
+ "train_loss": 3.0132780470275877,
+ "train_acc": 0.24846,
+ "test_loss": 6.5495201698303225,
+ "test_acc": 0.0336,
+ "lyapunov": null,
+ "grad_norm": 0.4981310757648767,
+ "grad_max_sv": 0.15820327922701835,
+ "grad_min_sv": 9.158961136734866e-09,
+ "grad_condition": 20307530.065489154,
+ "lr": 0.00019770044256881242,
+ "time_sec": 66.74218201637268
+ },
+ {
+ "epoch": 107,
+ "train_loss": 3.0039769695281984,
+ "train_acc": 0.24998,
+ "test_loss": 6.218603918457031,
+ "test_acc": 0.0361,
+ "lyapunov": null,
+ "grad_norm": 0.4961392053949623,
+ "grad_max_sv": 0.1600139781832695,
+ "grad_min_sv": 9.131589118194228e-09,
+ "grad_condition": 36979479.48401734,
+ "lr": 0.0001894261098608447,
+ "time_sec": 66.80793809890747
+ },
+ {
+ "epoch": 108,
+ "train_loss": 3.001887908782959,
+ "train_acc": 0.2516,
+ "test_loss": 6.588950064086914,
+ "test_acc": 0.0328,
+ "lyapunov": null,
+ "grad_norm": 0.49597326074702125,
+ "grad_max_sv": 0.1588774763047695,
+ "grad_min_sv": 9.17765310692875e-09,
+ "grad_condition": 50896304.22255845,
+ "lr": 0.000181288005125655,
+ "time_sec": 66.76537990570068
+ },
+ {
+ "epoch": 109,
+ "train_loss": 2.9904132221221924,
+ "train_acc": 0.25664,
+ "test_loss": 6.382045315551758,
+ "test_acc": 0.0395,
+ "lyapunov": null,
+ "grad_norm": 0.4973619331899814,
+ "grad_max_sv": 0.1614119179546833,
+ "grad_min_sv": 9.145205881466722e-09,
+ "grad_condition": 19754492.90124496,
+ "lr": 0.0001732896980049473,
+ "time_sec": 66.78630447387695
+ },
+ {
+ "epoch": 110,
+ "train_loss": 2.989228514251709,
+ "train_acc": 0.25492,
+ "test_loss": 6.322301493072509,
+ "test_acc": 0.0369,
+ "lyapunov": null,
+ "grad_norm": 0.498337161336674,
+ "grad_max_sv": 0.15811876803636551,
+ "grad_min_sv": 9.229779307506902e-09,
+ "grad_condition": 19822899.140848357,
+ "lr": 0.00016543469682057076,
+ "time_sec": 66.75606536865234
+ },
+ {
+ "epoch": 111,
+ "train_loss": 2.984906556854248,
+ "train_acc": 0.25606,
+ "test_loss": 6.8701157440185545,
+ "test_acc": 0.0367,
+ "lyapunov": null,
+ "grad_norm": 0.49721550527739367,
+ "grad_max_sv": 0.16228222362697126,
+ "grad_min_sv": 9.23479824502943e-09,
+ "grad_condition": 293614052.48096585,
+ "lr": 0.00015772644703565552,
+ "time_sec": 66.73988127708435
+ },
+ {
+ "epoch": 112,
+ "train_loss": 2.9811305560302737,
+ "train_acc": 0.25646,
+ "test_loss": 7.038999290466308,
+ "test_acc": 0.0335,
+ "lyapunov": null,
+ "grad_norm": 0.4941490782513605,
+ "grad_max_sv": 0.15477370359003545,
+ "grad_min_sv": 9.218313174429171e-09,
+ "grad_condition": 164935506.24721447,
+ "lr": 0.00015016832974331713,
+ "time_sec": 66.71515774726868
+ },
+ {
+ "epoch": 113,
+ "train_loss": 2.9800968042755125,
+ "train_acc": 0.25398,
+ "test_loss": 6.309658117675781,
+ "test_acc": 0.0389,
+ "lyapunov": null,
+ "grad_norm": 0.49886850458670223,
+ "grad_max_sv": 0.16330830678343772,
+ "grad_min_sv": 9.236376152799153e-09,
+ "grad_condition": 21870251.37413417,
+ "lr": 0.00014276366018359834,
+ "time_sec": 66.71296858787537
+ },
+ {
+ "epoch": 114,
+ "train_loss": 2.9754512078094484,
+ "train_acc": 0.25594,
+ "test_loss": 6.60843113861084,
+ "test_acc": 0.0346,
+ "lyapunov": null,
+ "grad_norm": 0.4960627007320755,
+ "grad_max_sv": 0.1573273716494441,
+ "grad_min_sv": 9.209630175144312e-09,
+ "grad_condition": 21208142.4041068,
+ "lr": 0.00013551568628929425,
+ "time_sec": 66.73864150047302
+ },
+ {
+ "epoch": 115,
+ "train_loss": 2.973171382446289,
+ "train_acc": 0.25546,
+ "test_loss": 6.1580316360473635,
+ "test_acc": 0.0359,
+ "lyapunov": null,
+ "grad_norm": 0.4975170133978326,
+ "grad_max_sv": 0.16185041181743146,
+ "grad_min_sv": 9.172154036285463e-09,
+ "grad_condition": 23675277.644423716,
+ "lr": 0.00012842758726130276,
+ "time_sec": 66.7741425037384
+ },
+ {
+ "epoch": 116,
+ "train_loss": 2.9698315058135987,
+ "train_acc": 0.2585,
+ "test_loss": 6.728188695526123,
+ "test_acc": 0.0352,
+ "lyapunov": null,
+ "grad_norm": 0.49786156791485014,
+ "grad_max_sv": 0.1629601776599884,
+ "grad_min_sv": 9.141069147108882e-09,
+ "grad_condition": 42245446.81835711,
+ "lr": 0.0001215024721741218,
+ "time_sec": 66.85877132415771
+ },
+ {
+ "epoch": 117,
+ "train_loss": 2.96759364151001,
+ "train_acc": 0.25688,
+ "test_loss": 6.810253086853027,
+ "test_acc": 0.0317,
+ "lyapunov": null,
+ "grad_norm": 0.5004102922188621,
+ "grad_max_sv": 0.16316126510500908,
+ "grad_min_sv": 9.275286505516789e-09,
+ "grad_condition": 21737711.712548293,
+ "lr": 0.00011474337861210538,
+ "time_sec": 66.78435349464417
+ },
+ {
+ "epoch": 118,
+ "train_loss": 2.9639752848815917,
+ "train_acc": 0.25784,
+ "test_loss": 6.6183334121704105,
+ "test_acc": 0.037,
+ "lyapunov": null,
+ "grad_norm": 0.4993536159032588,
+ "grad_max_sv": 0.16331967823207377,
+ "grad_min_sv": 9.30454736036701e-09,
+ "grad_condition": 24980238.64283476,
+ "lr": 0.00010815327133708009,
+ "time_sec": 66.78651332855225
+ },
+ {
+ "epoch": 119,
+ "train_loss": 2.955244768218994,
+ "train_acc": 0.26012,
+ "test_loss": 7.170739624023438,
+ "test_acc": 0.03,
+ "lyapunov": null,
+ "grad_norm": 0.49772875386211013,
+ "grad_max_sv": 0.15745177641510963,
+ "grad_min_sv": 9.275912776773865e-09,
+ "grad_condition": 20252652.260798354,
+ "lr": 0.00010173504098790182,
+ "time_sec": 66.7590229511261
+ },
+ {
+ "epoch": 120,
+ "train_loss": 2.9573191987609864,
+ "train_acc": 0.25902,
+ "test_loss": 6.63704820098877,
+ "test_acc": 0.0341,
+ "lyapunov": null,
+ "grad_norm": 0.4996347696527594,
+ "grad_max_sv": 0.16082486175000668,
+ "grad_min_sv": 9.223728218710203e-09,
+ "grad_condition": 31826325.619799424,
+ "lr": 9.549150281252629e-05,
+ "time_sec": 66.7681827545166
+ },
+ {
+ "epoch": 121,
+ "train_loss": 2.9523595883178713,
+ "train_acc": 0.2618,
+ "test_loss": 6.729842405700683,
+ "test_acc": 0.036,
+ "lyapunov": null,
+ "grad_norm": 0.5013710314611776,
+ "grad_max_sv": 0.15908933244645596,
+ "grad_min_sv": 9.356316055253444e-09,
+ "grad_condition": 25691489.85231958,
+ "lr": 8.942539543314794e-05,
+ "time_sec": 66.74568009376526
+ },
+ {
+ "epoch": 122,
+ "train_loss": 2.9497915851593017,
+ "train_acc": 0.2617,
+ "test_loss": 6.87424278717041,
+ "test_acc": 0.033,
+ "lyapunov": null,
+ "grad_norm": 0.5005453549657005,
+ "grad_max_sv": 0.16275203377008438,
+ "grad_min_sv": 9.293272996112322e-09,
+ "grad_condition": 83221431.81677945,
+ "lr": 8.353937964495024e-05,
+ "time_sec": 66.74210405349731
+ },
+ {
+ "epoch": 123,
+ "train_loss": 2.9416942150115966,
+ "train_acc": 0.2643,
+ "test_loss": 6.686075965118408,
+ "test_acc": 0.0363,
+ "lyapunov": null,
+ "grad_norm": 0.5025049175782571,
+ "grad_max_sv": 0.15961344465613364,
+ "grad_min_sv": 9.371966801230425e-09,
+ "grad_condition": 35132803.96387108,
+ "lr": 7.783603724899243e-05,
+ "time_sec": 66.75957775115967
+ },
+ {
+ "epoch": 124,
+ "train_loss": 2.94895947555542,
+ "train_acc": 0.25956,
+ "test_loss": 6.959716784667969,
+ "test_acc": 0.0344,
+ "lyapunov": null,
+ "grad_norm": 0.5043618033931743,
+ "grad_max_sv": 0.16490019261837005,
+ "grad_min_sv": 9.45151938935851e-09,
+ "grad_condition": 20739176.963236075,
+ "lr": 7.231786991974666e-05,
+ "time_sec": 66.76986241340637
+ },
+ {
+ "epoch": 125,
+ "train_loss": 2.9465578133392336,
+ "train_acc": 0.2615,
+ "test_loss": 6.6146667854309085,
+ "test_acc": 0.0372,
+ "lyapunov": null,
+ "grad_norm": 0.50165695568463,
+ "grad_max_sv": 0.16004594042897224,
+ "grad_min_sv": 9.333669109823362e-09,
+ "grad_condition": 27696527.631483592,
+ "lr": 6.698729810778072e-05,
+ "time_sec": 66.79878735542297
+ },
+ {
+ "epoch": 126,
+ "train_loss": 2.944279951171875,
+ "train_acc": 0.25922,
+ "test_loss": 6.776188401794434,
+ "test_acc": 0.0359,
+ "lyapunov": null,
+ "grad_norm": 0.5004778327715103,
+ "grad_max_sv": 0.1615132074803114,
+ "grad_min_sv": 9.285796417901615e-09,
+ "grad_condition": 20380420.794493236,
+ "lr": 6.184665997806817e-05,
+ "time_sec": 66.81306886672974
+ },
+ {
+ "epoch": 127,
+ "train_loss": 2.9345046046447756,
+ "train_acc": 0.26554,
+ "test_loss": 6.409585705566406,
+ "test_acc": 0.0365,
+ "lyapunov": null,
+ "grad_norm": 0.5009056150070453,
+ "grad_max_sv": 0.16262583658099175,
+ "grad_min_sv": 9.41551325135681e-09,
+ "grad_condition": 92271454.95901966,
+ "lr": 5.6898210384392595e-05,
+ "time_sec": 66.77955317497253
+ },
+ {
+ "epoch": 128,
+ "train_loss": 2.9406036145782473,
+ "train_acc": 0.26226,
+ "test_loss": 6.883744766235352,
+ "test_acc": 0.0362,
+ "lyapunov": null,
+ "grad_norm": 0.5019103000513857,
+ "grad_max_sv": 0.15915893130004405,
+ "grad_min_sv": 9.27946301465532e-09,
+ "grad_condition": 26892136.241638493,
+ "lr": 5.214411988029363e-05,
+ "time_sec": 66.7971682548523
+ },
+ {
+ "epoch": 129,
+ "train_loss": 2.9357696857452393,
+ "train_acc": 0.26482,
+ "test_loss": 6.798914263916016,
+ "test_acc": 0.0371,
+ "lyapunov": null,
+ "grad_norm": 0.502875147430765,
+ "grad_max_sv": 0.16597487404942513,
+ "grad_min_sv": 9.331743605622833e-09,
+ "grad_condition": 21894734.234583445,
+ "lr": 4.7586473766990294e-05,
+ "time_sec": 66.76526641845703
+ },
+ {
+ "epoch": 130,
+ "train_loss": 2.931978320159912,
+ "train_acc": 0.2632,
+ "test_loss": 6.588931091308594,
+ "test_acc": 0.0383,
+ "lyapunov": null,
+ "grad_norm": 0.5024988425718886,
+ "grad_max_sv": 0.16058847755193711,
+ "grad_min_sv": 9.346998992854072e-09,
+ "grad_condition": 23689235.71364718,
+ "lr": 4.32272711786996e-05,
+ "time_sec": 66.73650169372559
+ },
+ {
+ "epoch": 131,
+ "train_loss": 2.9257036571502684,
+ "train_acc": 0.26346,
+ "test_loss": 6.79047756652832,
+ "test_acc": 0.037,
+ "lyapunov": null,
+ "grad_norm": 0.5025936155191698,
+ "grad_max_sv": 0.1606222338974476,
+ "grad_min_sv": 9.344622825535609e-09,
+ "grad_condition": 19448498.594337363,
+ "lr": 3.906842420574966e-05,
+ "time_sec": 66.72977805137634
+ },
+ {
+ "epoch": 132,
+ "train_loss": 2.9238443630981443,
+ "train_acc": 0.26652,
+ "test_loss": 6.582272483825683,
+ "test_acc": 0.0359,
+ "lyapunov": null,
+ "grad_norm": 0.5057115235264575,
+ "grad_max_sv": 0.1622081771492958,
+ "grad_min_sv": 9.322094066382264e-09,
+ "grad_condition": 110706873.75285177,
+ "lr": 3.5111757055874305e-05,
+ "time_sec": 66.74127459526062
+ },
+ {
+ "epoch": 133,
+ "train_loss": 2.9275563074493407,
+ "train_acc": 0.26798,
+ "test_loss": 6.701000856018067,
+ "test_acc": 0.0403,
+ "lyapunov": null,
+ "grad_norm": 0.5047358455148018,
+ "grad_max_sv": 0.1596795056015253,
+ "grad_min_sv": 9.385729068944748e-09,
+ "grad_condition": 24899256.961485635,
+ "lr": 3.1359005254054254e-05,
+ "time_sec": 66.78476786613464
+ },
+ {
+ "epoch": 134,
+ "train_loss": 2.922698397293091,
+ "train_acc": 0.2656,
+ "test_loss": 6.822336962890625,
+ "test_acc": 0.0348,
+ "lyapunov": null,
+ "grad_norm": 0.5011816329114258,
+ "grad_max_sv": 0.16208452992141248,
+ "grad_min_sv": 9.367489639533489e-09,
+ "grad_condition": 21334456.488015514,
+ "lr": 2.7811814881259484e-05,
+ "time_sec": 66.77467155456543
+ },
+ {
+ "epoch": 135,
+ "train_loss": 2.9318275360870363,
+ "train_acc": 0.26446,
+ "test_loss": 6.82299095916748,
+ "test_acc": 0.0375,
+ "lyapunov": null,
+ "grad_norm": 0.5036159796429942,
+ "grad_max_sv": 0.16086461171507835,
+ "grad_min_sv": 9.421430274825227e-09,
+ "grad_condition": 23697065.511433274,
+ "lr": 2.4471741852423218e-05,
+ "time_sec": 66.81163048744202
+ },
+ {
+ "epoch": 136,
+ "train_loss": 2.924918181915283,
+ "train_acc": 0.26562,
+ "test_loss": 6.8049731414794925,
+ "test_acc": 0.0379,
+ "lyapunov": null,
+ "grad_norm": 0.5025705246301901,
+ "grad_max_sv": 0.1608381040394306,
+ "grad_min_sv": 9.298360864606891e-09,
+ "grad_condition": 21070247.46761896,
+ "lr": 2.1340251233966362e-05,
+ "time_sec": 66.75751781463623
+ },
+ {
+ "epoch": 137,
+ "train_loss": 2.9179174461364745,
+ "train_acc": 0.267,
+ "test_loss": 7.41930817565918,
+ "test_acc": 0.0354,
+ "lyapunov": null,
+ "grad_norm": 0.5020038013732862,
+ "grad_max_sv": 0.16103104539215565,
+ "grad_min_sv": 9.377383154707264e-09,
+ "grad_condition": 25924694.766624488,
+ "lr": 1.8418716601170932e-05,
+ "time_sec": 66.75570106506348
+ },
+ {
+ "epoch": 138,
+ "train_loss": 2.923201954345703,
+ "train_acc": 0.26658,
+ "test_loss": 6.757112614440918,
+ "test_acc": 0.0368,
+ "lyapunov": null,
+ "grad_norm": 0.5024810225531171,
+ "grad_max_sv": 0.1589697927236557,
+ "grad_min_sv": 9.370084333437667e-09,
+ "grad_condition": 21088389.845349483,
+ "lr": 1.570841943568445e-05,
+ "time_sec": 66.72540855407715
+ },
+ {
+ "epoch": 139,
+ "train_loss": 2.91647822807312,
+ "train_acc": 0.26728,
+ "test_loss": 6.73676093826294,
+ "test_acc": 0.0367,
+ "lyapunov": null,
+ "grad_norm": 0.5029392119297419,
+ "grad_max_sv": 0.16374287530779838,
+ "grad_min_sv": 9.458621610947127e-09,
+ "grad_condition": 21151341.282133214,
+ "lr": 1.3210548563419845e-05,
+ "time_sec": 66.74242377281189
+ },
+ {
+ "epoch": 140,
+ "train_loss": 2.9202518330383302,
+ "train_acc": 0.2648,
+ "test_loss": 7.060108929443359,
+ "test_acc": 0.0321,
+ "lyapunov": null,
+ "grad_norm": 0.5033375321825745,
+ "grad_max_sv": 0.1628003478050232,
+ "grad_min_sv": 9.350477757699705e-09,
+ "grad_condition": 42538003.149772,
+ "lr": 1.0926199633097203e-05,
+ "time_sec": 66.72664403915405
+ },
+ {
+ "epoch": 141,
+ "train_loss": 2.9214018739318846,
+ "train_acc": 0.26676,
+ "test_loss": 7.03288666305542,
+ "test_acc": 0.0373,
+ "lyapunov": null,
+ "grad_norm": 0.5040934974077137,
+ "grad_max_sv": 0.1631232462823391,
+ "grad_min_sv": 9.429894434753727e-09,
+ "grad_condition": 22205151.285805613,
+ "lr": 8.856374635655688e-06,
+ "time_sec": 66.73880624771118
+ },
+ {
+ "epoch": 142,
+ "train_loss": 2.9171245983886718,
+ "train_acc": 0.26776,
+ "test_loss": 7.131447039031983,
+ "test_acc": 0.0347,
+ "lyapunov": null,
+ "grad_norm": 0.502296749693395,
+ "grad_max_sv": 0.16366422846913337,
+ "grad_min_sv": 9.319274187069571e-09,
+ "grad_condition": 23643079.173571,
+ "lr": 7.001981464747503e-06,
+ "time_sec": 66.7779552936554
+ },
+ {
+ "epoch": 143,
+ "train_loss": 2.922498332595825,
+ "train_acc": 0.26552,
+ "test_loss": 6.954830606079102,
+ "test_acc": 0.0348,
+ "lyapunov": null,
+ "grad_norm": 0.5043546674267846,
+ "grad_max_sv": 0.1646194864064455,
+ "grad_min_sv": 9.327249025914419e-09,
+ "grad_condition": 20109722.273851108,
+ "lr": 5.3638335185058295e-06,
+ "time_sec": 66.78727650642395
+ },
+ {
+ "epoch": 144,
+ "train_loss": 2.9214989219665526,
+ "train_acc": 0.26862,
+ "test_loss": 7.012627954101562,
+ "test_acc": 0.0377,
+ "lyapunov": null,
+ "grad_norm": 0.5036510560585029,
+ "grad_max_sv": 0.1648405112326145,
+ "grad_min_sv": 9.423214848702788e-09,
+ "grad_condition": 39000025.89670716,
+ "lr": 3.942649342761114e-06,
+ "time_sec": 66.78706383705139
+ },
+ {
+ "epoch": 145,
+ "train_loss": 2.922225288314819,
+ "train_acc": 0.2672,
+ "test_loss": 6.957889157104492,
+ "test_acc": 0.0364,
+ "lyapunov": null,
+ "grad_norm": 0.503867068026341,
+ "grad_max_sv": 0.16379656754434108,
+ "grad_min_sv": 9.359998385562173e-09,
+ "grad_condition": 77281010.69187385,
+ "lr": 2.7390523158633524e-06,
+ "time_sec": 66.7628915309906
+ },
+ {
+ "epoch": 146,
+ "train_loss": 2.9163033376312257,
+ "train_acc": 0.2685,
+ "test_loss": 6.855587731933594,
+ "test_acc": 0.0358,
+ "lyapunov": null,
+ "grad_norm": 0.5029204495133565,
+ "grad_max_sv": 0.16139821223914624,
+ "grad_min_sv": 9.274698062333719e-09,
+ "grad_condition": 20548752.94100132,
+ "lr": 1.7535703752478133e-06,
+ "time_sec": 66.76251316070557
+ },
+ {
+ "epoch": 147,
+ "train_loss": 2.9199572286987303,
+ "train_acc": 0.2662,
+ "test_loss": 7.004822827148438,
+ "test_acc": 0.0334,
+ "lyapunov": null,
+ "grad_norm": 0.5038995262415072,
+ "grad_max_sv": 0.15897907465696334,
+ "grad_min_sv": 9.380836815675586e-09,
+ "grad_condition": 19124324.302936584,
+ "lr": 9.866357858642196e-07,
+ "time_sec": 66.77228903770447
+ },
+ {
+ "epoch": 148,
+ "train_loss": 2.9100856079101565,
+ "train_acc": 0.26856,
+ "test_loss": 7.008816410064697,
+ "test_acc": 0.0333,
+ "lyapunov": null,
+ "grad_norm": 0.5033801740007838,
+ "grad_max_sv": 0.16318991631269456,
+ "grad_min_sv": 9.304624077298429e-09,
+ "grad_condition": 88163387.15126483,
+ "lr": 4.38584950570808e-07,
+ "time_sec": 66.73154377937317
+ },
+ {
+ "epoch": 149,
+ "train_loss": 2.918438820800781,
+ "train_acc": 0.26988,
+ "test_loss": 7.183802980041504,
+ "test_acc": 0.0335,
+ "lyapunov": null,
+ "grad_norm": 0.5034594519443074,
+ "grad_max_sv": 0.16287193521857263,
+ "grad_min_sv": 9.228533171673492e-09,
+ "grad_condition": 31684078.48425772,
+ "lr": 1.096582625772501e-07,
+ "time_sec": 66.71334385871887
+ },
+ {
+ "epoch": 150,
+ "train_loss": 2.9179681867980958,
+ "train_acc": 0.26896,
+ "test_loss": 7.132198828887939,
+ "test_acc": 0.0374,
+ "lyapunov": null,
+ "grad_norm": 0.5039379693049055,
+ "grad_max_sv": 0.16534604988992213,
+ "grad_min_sv": 9.358835868777949e-09,
+ "grad_condition": 24483022.85106538,
+ "lr": 0.0,
+ "time_sec": 66.76589560508728
+ }
+ ],
+ "20": [
+ {
+ "epoch": 1,
+ "train_loss": 5.21357828704834,
+ "train_acc": 0.00958,
+ "test_loss": 4.717830415344238,
+ "test_acc": 0.0098,
+ "lyapunov": null,
+ "grad_norm": 6.028281164907647,
+ "grad_max_sv": 5.586896324157715,
+ "grad_min_sv": 8.321505736708091e-08,
+ "grad_condition": 126391405.93672016,
+ "lr": 0.0009998903417374227,
+ "time_sec": 83.75971913337708
+ },
+ {
+ "epoch": 2,
+ "train_loss": 5.002406215209961,
+ "train_acc": 0.01054,
+ "test_loss": 4.706539186859131,
+ "test_acc": 0.01,
+ "lyapunov": null,
+ "grad_norm": 4.942916858382687,
+ "grad_max_sv": 4.443458986282349,
+ "grad_min_sv": 6.176679956948483e-08,
+ "grad_condition": 368514713.27491444,
+ "lr": 0.0009995614150494292,
+ "time_sec": 83.72638368606567
+ },
+ {
+ "epoch": 3,
+ "train_loss": 4.941021067657471,
+ "train_acc": 0.0102,
+ "test_loss": 4.685369007110595,
+ "test_acc": 0.01,
+ "lyapunov": null,
+ "grad_norm": 4.551335199238429,
+ "grad_max_sv": 4.130530917644501,
+ "grad_min_sv": 5.607447592093085e-08,
+ "grad_condition": 379082253.2858798,
+ "lr": 0.0009990133642141358,
+ "time_sec": 83.7252631187439
+ },
+ {
+ "epoch": 4,
+ "train_loss": 4.901978406677246,
+ "train_acc": 0.00948,
+ "test_loss": 4.704164950561523,
+ "test_acc": 0.01,
+ "lyapunov": null,
+ "grad_norm": 4.292365216371512,
+ "grad_max_sv": 3.9344047129154207,
+ "grad_min_sv": 5.476369089318922e-08,
+ "grad_condition": 96219244.721114,
+ "lr": 0.0009982464296247522,
+ "time_sec": 83.74504327774048
+ },
+ {
+ "epoch": 5,
+ "train_loss": 4.875739136657715,
+ "train_acc": 0.00976,
+ "test_loss": 4.67882677154541,
+ "test_acc": 0.01,
+ "lyapunov": null,
+ "grad_norm": 4.102770691913926,
+ "grad_max_sv": 3.7305591464042664,
+ "grad_min_sv": 5.105303844121778e-08,
+ "grad_condition": 114422829.17041938,
+ "lr": 0.0009972609476841367,
+ "time_sec": 83.7535228729248
+ },
+ {
+ "epoch": 6,
+ "train_loss": 4.854646638641357,
+ "train_acc": 0.01,
+ "test_loss": 4.6779319816589355,
+ "test_acc": 0.0094,
+ "lyapunov": null,
+ "grad_norm": 3.9533090018879022,
+ "grad_max_sv": 3.569680255651474,
+ "grad_min_sv": 4.9375477451096826e-08,
+ "grad_condition": 120982864.11796215,
+ "lr": 0.000996057350657239,
+ "time_sec": 83.76437997817993
+ },
+ {
+ "epoch": 7,
+ "train_loss": 4.843388534240723,
+ "train_acc": 0.0093,
+ "test_loss": 4.688051298522949,
+ "test_acc": 0.01,
+ "lyapunov": null,
+ "grad_norm": 3.808254303294448,
+ "grad_max_sv": 3.401720005273819,
+ "grad_min_sv": 4.769865569742571e-08,
+ "grad_condition": 124322938.54178014,
+ "lr": 0.000994636166481494,
+ "time_sec": 83.73754358291626
+ },
+ {
+ "epoch": 8,
+ "train_loss": 4.831099078216552,
+ "train_acc": 0.0098,
+ "test_loss": 4.686168608093261,
+ "test_acc": 0.0102,
+ "lyapunov": null,
+ "grad_norm": 3.638633817460268,
+ "grad_max_sv": 3.29349827170372,
+ "grad_min_sv": 4.562366222038428e-08,
+ "grad_condition": 130991249.85200353,
+ "lr": 0.0009929980185352525,
+ "time_sec": 83.75114607810974
+ },
+ {
+ "epoch": 9,
+ "train_loss": 4.8127050201416015,
+ "train_acc": 0.01066,
+ "test_loss": 4.702382767486572,
+ "test_acc": 0.01,
+ "lyapunov": null,
+ "grad_norm": 3.500656504897414,
+ "grad_max_sv": 3.2044365644454955,
+ "grad_min_sv": 4.392227098831691e-08,
+ "grad_condition": 228917141.42878217,
+ "lr": 0.0009911436253643444,
+ "time_sec": 83.75008654594421
+ },
+ {
+ "epoch": 10,
+ "train_loss": 4.809432870025635,
+ "train_acc": 0.00958,
+ "test_loss": 4.662561440277099,
+ "test_acc": 0.0105,
+ "lyapunov": null,
+ "grad_norm": 3.3981948131519792,
+ "grad_max_sv": 3.0618119478225707,
+ "grad_min_sv": 4.221159614070658e-08,
+ "grad_condition": 89285987.82360582,
+ "lr": 0.0009890738003669028,
+ "time_sec": 83.75357627868652
+ },
+ {
+ "epoch": 11,
+ "train_loss": 4.788434708251953,
+ "train_acc": 0.01052,
+ "test_loss": 4.672326850891113,
+ "test_acc": 0.01,
+ "lyapunov": null,
+ "grad_norm": 3.239567320080417,
+ "grad_max_sv": 2.9396412312984466,
+ "grad_min_sv": 3.992155273024878e-08,
+ "grad_condition": 91783422.62374839,
+ "lr": 0.00098678945143658,
+ "time_sec": 83.73260736465454
+ },
+ {
+ "epoch": 12,
+ "train_loss": 4.779874237365723,
+ "train_acc": 0.01008,
+ "test_loss": 4.67001594543457,
+ "test_acc": 0.0101,
+ "lyapunov": null,
+ "grad_norm": 3.103566946411183,
+ "grad_max_sv": 2.861602544784546,
+ "grad_min_sv": 3.936066093057633e-08,
+ "grad_condition": 119851949.4663836,
+ "lr": 0.0009842915805643154,
+ "time_sec": 83.817462682724
+ },
+ {
+ "epoch": 13,
+ "train_loss": 4.770841501159668,
+ "train_acc": 0.00992,
+ "test_loss": 4.656426369476319,
+ "test_acc": 0.01,
+ "lyapunov": null,
+ "grad_norm": 3.0009960370081323,
+ "grad_max_sv": 2.656493490934372,
+ "grad_min_sv": 3.707013069217946e-08,
+ "grad_condition": 498107586.22724324,
+ "lr": 0.000981581283398829,
+ "time_sec": 83.74097108840942
+ },
+ {
+ "epoch": 14,
+ "train_loss": 4.756785203857422,
+ "train_acc": 0.01042,
+ "test_loss": 4.675232955932617,
+ "test_acc": 0.0106,
+ "lyapunov": null,
+ "grad_norm": 2.8493309861575318,
+ "grad_max_sv": 2.5364737689495085,
+ "grad_min_sv": 3.586032745195311e-08,
+ "grad_condition": 113107959.8123773,
+ "lr": 0.0009786597487660333,
+ "time_sec": 83.73817372322083
+ },
+ {
+ "epoch": 15,
+ "train_loss": 4.754773846588135,
+ "train_acc": 0.00998,
+ "test_loss": 4.659816702270508,
+ "test_acc": 0.0099,
+ "lyapunov": null,
+ "grad_norm": 2.754495953066911,
+ "grad_max_sv": 2.477891582250595,
+ "grad_min_sv": 3.409575287799394e-08,
+ "grad_condition": 161602481.60469836,
+ "lr": 0.0009755282581475766,
+ "time_sec": 83.75961685180664
+ },
+ {
+ "epoch": 16,
+ "train_loss": 4.743301128997802,
+ "train_acc": 0.0101,
+ "test_loss": 4.649964485168457,
+ "test_acc": 0.0101,
+ "lyapunov": null,
+ "grad_norm": 2.6595920331694725,
+ "grad_max_sv": 2.3447550773620605,
+ "grad_min_sv": 3.222141393699474e-08,
+ "grad_condition": 183792258.0998055,
+ "lr": 0.0009721881851187403,
+ "time_sec": 83.78172135353088
+ },
+ {
+ "epoch": 17,
+ "train_loss": 4.733358394927978,
+ "train_acc": 0.01016,
+ "test_loss": 4.642168313598633,
+ "test_acc": 0.0103,
+ "lyapunov": null,
+ "grad_norm": 2.5896272478360634,
+ "grad_max_sv": 2.3136182010173796,
+ "grad_min_sv": 3.172710767995745e-08,
+ "grad_condition": 117247363.48613138,
+ "lr": 0.0009686409947459456,
+ "time_sec": 83.75683784484863
+ },
+ {
+ "epoch": 18,
+ "train_loss": 4.729640578918457,
+ "train_acc": 0.0106,
+ "test_loss": 4.654958557128906,
+ "test_acc": 0.01,
+ "lyapunov": null,
+ "grad_norm": 2.5388744373274417,
+ "grad_max_sv": 2.2171274721622467,
+ "grad_min_sv": 3.0159331015910953e-08,
+ "grad_condition": 101838677.71373975,
+ "lr": 0.0009648882429441254,
+ "time_sec": 83.75490856170654
+ },
+ {
+ "epoch": 19,
+ "train_loss": 4.723793775634766,
+ "train_acc": 0.0104,
+ "test_loss": 4.653732388305664,
+ "test_acc": 0.0098,
+ "lyapunov": null,
+ "grad_norm": 2.4692592532468662,
+ "grad_max_sv": 2.1681156396865844,
+ "grad_min_sv": 2.978641970435847e-08,
+ "grad_condition": 233798757.5515837,
+ "lr": 0.00096093157579425,
+ "time_sec": 83.76724123954773
+ },
+ {
+ "epoch": 20,
+ "train_loss": 4.718724663238525,
+ "train_acc": 0.0102,
+ "test_loss": 4.649697755432129,
+ "test_acc": 0.0097,
+ "lyapunov": null,
+ "grad_norm": 2.427591699320917,
+ "grad_max_sv": 2.1466651976108553,
+ "grad_min_sv": 2.9465831946628997e-08,
+ "grad_condition": 88939856.59831895,
+ "lr": 0.0009567727288213001,
+ "time_sec": 83.74052405357361
+ },
+ {
+ "epoch": 21,
+ "train_loss": 4.712672980194092,
+ "train_acc": 0.01012,
+ "test_loss": 4.647871576690674,
+ "test_acc": 0.0094,
+ "lyapunov": null,
+ "grad_norm": 2.357057284901842,
+ "grad_max_sv": 2.1047394454479216,
+ "grad_min_sv": 2.8490478837239763e-08,
+ "grad_condition": 91579762.44536874,
+ "lr": 0.0009524135262330095,
+ "time_sec": 83.75857543945312
+ },
+ {
+ "epoch": 22,
+ "train_loss": 4.706978241882324,
+ "train_acc": 0.01024,
+ "test_loss": 4.648735240936279,
+ "test_acc": 0.0085,
+ "lyapunov": null,
+ "grad_norm": 2.2900045512493366,
+ "grad_max_sv": 2.081936264038086,
+ "grad_min_sv": 2.8080869171609457e-08,
+ "grad_condition": 136805304.6805451,
+ "lr": 0.0009478558801197061,
+ "time_sec": 83.75628423690796
+ },
+ {
+ "epoch": 23,
+ "train_loss": 4.700225740966797,
+ "train_acc": 0.00964,
+ "test_loss": 4.647530085754394,
+ "test_acc": 0.01,
+ "lyapunov": null,
+ "grad_norm": 2.2107587083430276,
+ "grad_max_sv": 1.988323137164116,
+ "grad_min_sv": 2.6475746447984784e-08,
+ "grad_condition": 164008669.76777038,
+ "lr": 0.000943101789615607,
+ "time_sec": 83.77352237701416
+ },
+ {
+ "epoch": 24,
+ "train_loss": 4.692355620117188,
+ "train_acc": 0.0096,
+ "test_loss": 4.637314375305176,
+ "test_acc": 0.01,
+ "lyapunov": null,
+ "grad_norm": 2.058860964349953,
+ "grad_max_sv": 1.8445529341697693,
+ "grad_min_sv": 2.4344878213344857e-08,
+ "grad_condition": 86439388.46384792,
+ "lr": 0.0009381533400219313,
+ "time_sec": 83.79498553276062
+ },
+ {
+ "epoch": 25,
+ "train_loss": 4.681464791564942,
+ "train_acc": 0.00928,
+ "test_loss": 4.623963987731933,
+ "test_acc": 0.01,
+ "lyapunov": null,
+ "grad_norm": 1.887935665727307,
+ "grad_max_sv": 1.675812867283821,
+ "grad_min_sv": 2.197329014158589e-08,
+ "grad_condition": 136861974.56893334,
+ "lr": 0.0009330127018922189,
+ "time_sec": 83.75438261032104
+ },
+ {
+ "epoch": 26,
+ "train_loss": 4.666114781646728,
+ "train_acc": 0.00968,
+ "test_loss": 4.622957837677002,
+ "test_acc": 0.01,
+ "lyapunov": null,
+ "grad_norm": 1.6987317795206707,
+ "grad_max_sv": 1.5008918464183807,
+ "grad_min_sv": 1.8850404182035874e-08,
+ "grad_condition": 396848763.8507156,
+ "lr": 0.000927682130080253,
+ "time_sec": 83.80677318572998
+ },
+ {
+ "epoch": 27,
+ "train_loss": 4.656886034545899,
+ "train_acc": 0.0103,
+ "test_loss": 4.618579483032226,
+ "test_acc": 0.01,
+ "lyapunov": null,
+ "grad_norm": 1.49568981841554,
+ "grad_max_sv": 1.3568953216075896,
+ "grad_min_sv": 1.566217179560514e-08,
+ "grad_condition": 103503015.49660948,
+ "lr": 0.0009221639627510072,
+ "time_sec": 83.78064775466919
+ },
+ {
+ "epoch": 28,
+ "train_loss": 4.643399444732666,
+ "train_acc": 0.01056,
+ "test_loss": 4.614220301055909,
+ "test_acc": 0.0101,
+ "lyapunov": null,
+ "grad_norm": 1.3088039077662417,
+ "grad_max_sv": 1.1537246599793434,
+ "grad_min_sv": 1.2267503651797185e-08,
+ "grad_condition": 114843460.24858093,
+ "lr": 0.0009164606203550494,
+ "time_sec": 83.7792694568634
+ },
+ {
+ "epoch": 29,
+ "train_loss": 4.633547606048584,
+ "train_acc": 0.00896,
+ "test_loss": 4.611564260101319,
+ "test_acc": 0.01,
+ "lyapunov": null,
+ "grad_norm": 1.0933490764935123,
+ "grad_max_sv": 0.9679391533136368,
+ "grad_min_sv": 7.642074995560522e-09,
+ "grad_condition": 804214751.6294578,
+ "lr": 0.0009105746045668516,
+ "time_sec": 83.83227157592773
+ },
+ {
+ "epoch": 30,
+ "train_loss": 4.624774245300293,
+ "train_acc": 0.00964,
+ "test_loss": 4.608921669769287,
+ "test_acc": 0.01,
+ "lyapunov": null,
+ "grad_norm": 0.8837855695002744,
+ "grad_max_sv": 0.773915484547615,
+ "grad_min_sv": 2.366957635572509e-11,
+ "grad_condition": 237910863465.00665,
+ "lr": 0.0009045084971874733,
+ "time_sec": 83.80770468711853
+ },
+ {
+ "epoch": 31,
+ "train_loss": 4.618612337646485,
+ "train_acc": 0.01032,
+ "test_loss": 4.607751036071777,
+ "test_acc": 0.01,
+ "lyapunov": null,
+ "grad_norm": 0.7415257832044893,
+ "grad_max_sv": 0.644972386956215,
+ "grad_min_sv": 3.660935201474329e-12,
+ "grad_condition": 261782379031.45782,
+ "lr": 0.0008982649590120977,
+ "time_sec": 83.79283952713013
+ },
+ {
+ "epoch": 32,
+ "train_loss": 4.616099582977295,
+ "train_acc": 0.0089,
+ "test_loss": 4.606554626464844,
+ "test_acc": 0.0102,
+ "lyapunov": null,
+ "grad_norm": 0.6524091899037507,
+ "grad_max_sv": 0.5655980415642261,
+ "grad_min_sv": 1.3079153537243355e-13,
+ "grad_condition": 507838982675.7344,
+ "lr": 0.0008918467286629196,
+ "time_sec": 83.77927327156067
+ },
+ {
+ "epoch": 33,
+ "train_loss": 4.613166402130127,
+ "train_acc": 0.00916,
+ "test_loss": 4.606206927490234,
+ "test_acc": 0.0099,
+ "lyapunov": null,
+ "grad_norm": 0.5720100552333853,
+ "grad_max_sv": 0.4838749781250954,
+ "grad_min_sv": 7.656531138726084e-14,
+ "grad_condition": 452556546253.1081,
+ "lr": 0.0008852566213878943,
+ "time_sec": 83.7956645488739
+ },
+ {
+ "epoch": 34,
+ "train_loss": 4.610275639953613,
+ "train_acc": 0.0096,
+ "test_loss": 4.605738200378418,
+ "test_acc": 0.01,
+ "lyapunov": null,
+ "grad_norm": 0.4266452221992571,
+ "grad_max_sv": 0.36331126987934115,
+ "grad_min_sv": 5.44079975167954e-15,
+ "grad_condition": 361256197137.27747,
+ "lr": 0.000878497527825878,
+ "time_sec": 83.78154063224792
+ },
+ {
+ "epoch": 35,
+ "train_loss": 4.608961817626954,
+ "train_acc": 0.01014,
+ "test_loss": 4.605575282287598,
+ "test_acc": 0.0104,
+ "lyapunov": null,
+ "grad_norm": 0.32905926875005,
+ "grad_max_sv": 0.2839593421667814,
+ "grad_min_sv": 8.941027107756884e-17,
+ "grad_condition": 283933784815.36444,
+ "lr": 0.000871572412738697,
+ "time_sec": 83.76054668426514
+ },
+ {
+ "epoch": 36,
+ "train_loss": 4.608401114196777,
+ "train_acc": 0.00938,
+ "test_loss": 4.605348924255371,
+ "test_acc": 0.0098,
+ "lyapunov": null,
+ "grad_norm": 0.2743447711162471,
+ "grad_max_sv": 0.2315550185739994,
+ "grad_min_sv": 2.4262184593062427e-31,
+ "grad_condition": 231555018573.99936,
+ "lr": 0.0008644843137107055,
+ "time_sec": 83.76748013496399
+ },
+ {
+ "epoch": 37,
+ "train_loss": 4.6074152955627445,
+ "train_acc": 0.01014,
+ "test_loss": 4.605235860443115,
+ "test_acc": 0.0106,
+ "lyapunov": null,
+ "grad_norm": 0.22829204328314687,
+ "grad_max_sv": 0.19001176171004772,
+ "grad_min_sv": 0.0,
+ "grad_condition": 190011761710.0477,
+ "lr": 0.0008572363398164014,
+ "time_sec": 83.82857966423035
+ },
+ {
+ "epoch": 38,
+ "train_loss": 4.6074430204772945,
+ "train_acc": 0.00846,
+ "test_loss": 4.605340163421631,
+ "test_acc": 0.01,
+ "lyapunov": null,
+ "grad_norm": 0.2131689057955099,
+ "grad_max_sv": 0.17414189949631692,
+ "grad_min_sv": 0.0,
+ "grad_condition": 174141899496.3169,
+ "lr": 0.0008498316702566826,
+ "time_sec": 83.7941620349884
+ },
+ {
+ "epoch": 39,
+ "train_loss": 4.608160193786621,
+ "train_acc": 0.00878,
+ "test_loss": 4.605639952087403,
+ "test_acc": 0.009,
+ "lyapunov": null,
+ "grad_norm": 0.24317456921386985,
+ "grad_max_sv": 0.2019160557538271,
+ "grad_min_sv": 0.0,
+ "grad_condition": 201916055753.8271,
+ "lr": 0.0008422735529643442,
+ "time_sec": 83.80830645561218
+ },
+ {
+ "epoch": 40,
+ "train_loss": 4.606921190032959,
+ "train_acc": 0.00868,
+ "test_loss": 4.605219190216064,
+ "test_acc": 0.0097,
+ "lyapunov": null,
+ "grad_norm": 0.17887802551259574,
+ "grad_max_sv": 0.14444960467517376,
+ "grad_min_sv": 0.0,
+ "grad_condition": 144449604675.17377,
+ "lr": 0.0008345653031794289,
+ "time_sec": 83.76973342895508
+ },
+ {
+ "epoch": 41,
+ "train_loss": 4.606422245941162,
+ "train_acc": 0.00834,
+ "test_loss": 4.605222705078125,
+ "test_acc": 0.01,
+ "lyapunov": null,
+ "grad_norm": 0.17289778065418965,
+ "grad_max_sv": 0.13819168899208306,
+ "grad_min_sv": 0.0,
+ "grad_condition": 138191688992.08307,
+ "lr": 0.0008267103019950526,
+ "time_sec": 83.74321436882019
+ },
+ {
+ "epoch": 42,
+ "train_loss": 4.606239071655273,
+ "train_acc": 0.01008,
+ "test_loss": 4.605207167053223,
+ "test_acc": 0.01,
+ "lyapunov": null,
+ "grad_norm": 0.16994723888320276,
+ "grad_max_sv": 0.13730969540774823,
+ "grad_min_sv": 0.0,
+ "grad_condition": 137309695407.74821,
+ "lr": 0.0008187119948743447,
+ "time_sec": 83.7667281627655
+ },
+ {
+ "epoch": 43,
+ "train_loss": 4.606040752410888,
+ "train_acc": 0.00878,
+ "test_loss": 4.605204765319824,
+ "test_acc": 0.01,
+ "lyapunov": null,
+ "grad_norm": 0.14038728911483775,
+ "grad_max_sv": 0.10907853152602912,
+ "grad_min_sv": 0.0,
+ "grad_condition": 109078531526.0291,
+ "lr": 0.000810573890139155,
+ "time_sec": 83.71949076652527
+ },
+ {
+ "epoch": 44,
+ "train_loss": 4.605822370910644,
+ "train_acc": 0.00892,
+ "test_loss": 4.605195722198486,
+ "test_acc": 0.01,
+ "lyapunov": null,
+ "grad_norm": 0.11252097462442588,
+ "grad_max_sv": 0.05359459263272583,
+ "grad_min_sv": 0.0,
+ "grad_condition": 53594592632.72584,
+ "lr": 0.0008022995574311873,
+ "time_sec": 83.74685764312744
+ },
+ {
+ "epoch": 45,
+ "train_loss": 4.605744844055176,
+ "train_acc": 0.0091,
+ "test_loss": 4.605188182067871,
+ "test_acc": 0.01,
+ "lyapunov": null,
+ "grad_norm": 0.09696133635132191,
+ "grad_max_sv": 0.02572248433716595,
+ "grad_min_sv": 0.0,
+ "grad_condition": 25722484337.16595,
+ "lr": 0.0007938926261462363,
+ "time_sec": 83.688485622406
+ },
+ {
+ "epoch": 46,
+ "train_loss": 4.605597140960693,
+ "train_acc": 0.00844,
+ "test_loss": 4.605181010437012,
+ "test_acc": 0.01,
+ "lyapunov": null,
+ "grad_norm": 0.09018030151754076,
+ "grad_max_sv": 0.008408381370827556,
+ "grad_min_sv": 0.0,
+ "grad_condition": 8408381370.827555,
+ "lr": 0.0007853567838422158,
+ "time_sec": 83.6915934085846
+ },
+ {
+ "epoch": 47,
+ "train_loss": 4.605502964324951,
+ "train_acc": 0.00962,
+ "test_loss": 4.605176095581054,
+ "test_acc": 0.01,
+ "lyapunov": null,
+ "grad_norm": 0.08904470683636952,
+ "grad_max_sv": 0.006156692747026682,
+ "grad_min_sv": 0.0,
+ "grad_condition": 6156692747.026682,
+ "lr": 0.0007766957746216719,
+ "time_sec": 83.68823766708374
+ },
+ {
+ "epoch": 48,
+ "train_loss": 4.605539189758301,
+ "train_acc": 0.00832,
+ "test_loss": 4.605174793243409,
+ "test_acc": 0.01,
+ "lyapunov": null,
+ "grad_norm": 0.08881260926985375,
+ "grad_max_sv": 0.005750873032957316,
+ "grad_min_sv": 0.0,
+ "grad_condition": 5750873032.957315,
+ "lr": 0.0007679133974894982,
+ "time_sec": 83.71515822410583
+ },
+ {
+ "epoch": 49,
+ "train_loss": 4.605639272460937,
+ "train_acc": 0.00838,
+ "test_loss": 4.605174536132813,
+ "test_acc": 0.01,
+ "lyapunov": null,
+ "grad_norm": 0.09166121492862447,
+ "grad_max_sv": 0.012213990930467844,
+ "grad_min_sv": 0.0,
+ "grad_condition": 12213990930.467844,
+ "lr": 0.000759013504686565,
+ "time_sec": 83.6816132068634
+ },
+ {
+ "epoch": 50,
+ "train_loss": 4.605558903808594,
+ "train_acc": 0.00886,
+ "test_loss": 4.605173831939697,
+ "test_acc": 0.01,
+ "lyapunov": null,
+ "grad_norm": 0.09052173034897262,
+ "grad_max_sv": 0.015108420280739665,
+ "grad_min_sv": 0.0,
+ "grad_condition": 15108420280.739666,
+ "lr": 0.0007499999999999998,
+ "time_sec": 83.65550971031189
+ },
+ {
+ "epoch": 51,
+ "train_loss": 4.606378012390136,
+ "train_acc": 0.00982,
+ "test_loss": 4.605191948699951,
+ "test_acc": 0.01,
+ "lyapunov": null,
+ "grad_norm": 0.13316554004595244,
+ "grad_max_sv": 0.08486739061772823,
+ "grad_min_sv": 5.639984459982783e-14,
+ "grad_condition": 78828935747.45195,
+ "lr": 0.0007408768370508575,
+ "time_sec": 83.73471426963806
+ },
+ {
+ "epoch": 52,
+ "train_loss": 4.548985960083008,
+ "train_acc": 0.01534,
+ "test_loss": 6.090479849243164,
+ "test_acc": 0.01,
+ "lyapunov": null,
+ "grad_norm": 0.31291438549111006,
+ "grad_max_sv": 0.21921597719192504,
+ "grad_min_sv": 1.8728595782364096e-11,
+ "grad_condition": 72581711957.44724,
+ "lr": 0.0007316480175599307,
+ "time_sec": 83.83673882484436
+ },
+ {
+ "epoch": 53,
+ "train_loss": 4.517283289031982,
+ "train_acc": 0.01706,
+ "test_loss": 6.098530506896973,
+ "test_acc": 0.01,
+ "lyapunov": null,
+ "grad_norm": 0.298946556890386,
+ "grad_max_sv": 0.21190068013966085,
+ "grad_min_sv": 3.1303262042079113e-12,
+ "grad_condition": 83525509037.16917,
+ "lr": 0.0007223175895924635,
+ "time_sec": 83.79953289031982
+ },
+ {
+ "epoch": 54,
+ "train_loss": 4.506922316894531,
+ "train_acc": 0.01826,
+ "test_loss": 6.029461811828614,
+ "test_acc": 0.01,
+ "lyapunov": null,
+ "grad_norm": 0.2872016386861535,
+ "grad_max_sv": 0.2001660715788603,
+ "grad_min_sv": 2.1477832165699736e-12,
+ "grad_condition": 93342369625.0347,
+ "lr": 0.0007128896457825361,
+ "time_sec": 83.83765316009521
+ },
+ {
+ "epoch": 55,
+ "train_loss": 4.500352125549316,
+ "train_acc": 0.01822,
+ "test_loss": 6.254561413574219,
+ "test_acc": 0.01,
+ "lyapunov": null,
+ "grad_norm": 0.2840675312383032,
+ "grad_max_sv": 0.19858233965933322,
+ "grad_min_sv": 2.2369640777182348e-12,
+ "grad_condition": 84452645725.82004,
+ "lr": 0.0007033683215378998,
+ "time_sec": 83.87366318702698
+ },
+ {
+ "epoch": 56,
+ "train_loss": 4.494334082946778,
+ "train_acc": 0.01898,
+ "test_loss": 6.176936679077149,
+ "test_acc": 0.01,
+ "lyapunov": null,
+ "grad_norm": 0.28473204888904313,
+ "grad_max_sv": 0.20153928063809873,
+ "grad_min_sv": 2.5336075244057393e-12,
+ "grad_condition": 84473652713.76613,
+ "lr": 0.0006937577932260512,
+ "time_sec": 83.85195803642273
+ },
+ {
+ "epoch": 57,
+ "train_loss": 4.491042407073975,
+ "train_acc": 0.01962,
+ "test_loss": 6.597558038330078,
+ "test_acc": 0.009,
+ "lyapunov": null,
+ "grad_norm": 0.27666587557698485,
+ "grad_max_sv": 0.19496511965990065,
+ "grad_min_sv": 2.6691194986502985e-12,
+ "grad_condition": 76747509393.5625,
+ "lr": 0.0006840622763423388,
+ "time_sec": 83.8267707824707
+ },
+ {
+ "epoch": 58,
+ "train_loss": 4.48429320526123,
+ "train_acc": 0.0202,
+ "test_loss": 6.6381898071289065,
+ "test_acc": 0.01,
+ "lyapunov": null,
+ "grad_norm": 0.2720732789744726,
+ "grad_max_sv": 0.189533968269825,
+ "grad_min_sv": 2.6686336090421275e-12,
+ "grad_condition": 76958091069.54593,
+ "lr": 0.0006742860236609073,
+ "time_sec": 83.81882667541504
+ },
+ {
+ "epoch": 59,
+ "train_loss": 4.479027882080078,
+ "train_acc": 0.02112,
+ "test_loss": 6.593468840026856,
+ "test_acc": 0.01,
+ "lyapunov": null,
+ "grad_norm": 0.28013135845208736,
+ "grad_max_sv": 0.1970901783555746,
+ "grad_min_sv": 3.427181970598606e-12,
+ "grad_condition": 77152467146.4727,
+ "lr": 0.0006644333233692913,
+ "time_sec": 83.80582737922668
+ },
+ {
+ "epoch": 60,
+ "train_loss": 4.455229897613525,
+ "train_acc": 0.02522,
+ "test_loss": 7.094032968139649,
+ "test_acc": 0.01,
+ "lyapunov": null,
+ "grad_norm": 0.2984456215457652,
+ "grad_max_sv": 0.20514705888926982,
+ "grad_min_sv": 1.3113472435618547e-11,
+ "grad_condition": 46710044351.44385,
+ "lr": 0.0006545084971874734,
+ "time_sec": 83.83238410949707
+ },
+ {
+ "epoch": 61,
+ "train_loss": 4.434012725677491,
+ "train_acc": 0.02664,
+ "test_loss": 7.727159403991699,
+ "test_acc": 0.01,
+ "lyapunov": null,
+ "grad_norm": 0.31670091276798196,
+ "grad_max_sv": 0.22147773541510105,
+ "grad_min_sv": 2.0530699328249547e-10,
+ "grad_condition": 23070127911.0107,
+ "lr": 0.0006445158984722354,
+ "time_sec": 83.8679609298706
+ },
+ {
+ "epoch": 62,
+ "train_loss": 4.419747852783203,
+ "train_acc": 0.02636,
+ "test_loss": 7.459843544006348,
+ "test_acc": 0.0093,
+ "lyapunov": null,
+ "grad_norm": 0.3192666281191851,
+ "grad_max_sv": 0.22665422596037388,
+ "grad_min_sv": 2.7867287440722047e-10,
+ "grad_condition": 28668691596.510204,
+ "lr": 0.0006344599103076324,
+ "time_sec": 83.7790117263794
+ },
+ {
+ "epoch": 63,
+ "train_loss": 4.410167588043213,
+ "train_acc": 0.0297,
+ "test_loss": 6.561855883789063,
+ "test_acc": 0.01,
+ "lyapunov": null,
+ "grad_norm": 0.30978499796993897,
+ "grad_max_sv": 0.21358359269797803,
+ "grad_min_sv": 1.0904945902848835e-10,
+ "grad_condition": 28758391079.590137,
+ "lr": 0.0006243449435824269,
+ "time_sec": 83.8552029132843
+ },
+ {
+ "epoch": 64,
+ "train_loss": 4.398182756958008,
+ "train_acc": 0.02932,
+ "test_loss": 7.0834544662475585,
+ "test_acc": 0.0101,
+ "lyapunov": null,
+ "grad_norm": 0.2981823968653719,
+ "grad_max_sv": 0.2038045074790716,
+ "grad_min_sv": 4.896934048336616e-10,
+ "grad_condition": 6480139621.348356,
+ "lr": 0.0006141754350553275,
+ "time_sec": 83.81044340133667
+ },
+ {
+ "epoch": 65,
+ "train_loss": 4.39155801651001,
+ "train_acc": 0.0299,
+ "test_loss": 6.743014807128906,
+ "test_acc": 0.0102,
+ "lyapunov": null,
+ "grad_norm": 0.2915326524043412,
+ "grad_max_sv": 0.19417541958391665,
+ "grad_min_sv": 1.18620941511223e-09,
+ "grad_condition": 1528876877.7676086,
+ "lr": 0.0006039558454088793,
+ "time_sec": 83.8169424533844
+ },
+ {
+ "epoch": 66,
+ "train_loss": 4.383871633453369,
+ "train_acc": 0.03122,
+ "test_loss": 6.343855700683593,
+ "test_acc": 0.01,
+ "lyapunov": null,
+ "grad_norm": 0.2920918221308499,
+ "grad_max_sv": 0.19423219338059425,
+ "grad_min_sv": 1.1915352001942714e-09,
+ "grad_condition": 890331184.9718037,
+ "lr": 0.000593690657292862,
+ "time_sec": 83.8088231086731
+ },
+ {
+ "epoch": 67,
+ "train_loss": 4.380996891784668,
+ "train_acc": 0.03214,
+ "test_loss": 6.3810079963684085,
+ "test_acc": 0.01,
+ "lyapunov": null,
+ "grad_norm": 0.28877371474045604,
+ "grad_max_sv": 0.193271204829216,
+ "grad_min_sv": 1.6600884500828778e-09,
+ "grad_condition": 372383180.6138096,
+ "lr": 0.0005833843733580507,
+ "time_sec": 83.78432846069336
+ },
+ {
+ "epoch": 68,
+ "train_loss": 4.376522983703613,
+ "train_acc": 0.0316,
+ "test_loss": 6.291935075378418,
+ "test_acc": 0.0103,
+ "lyapunov": null,
+ "grad_norm": 0.2862661185936042,
+ "grad_max_sv": 0.18648179918527602,
+ "grad_min_sv": 1.468030542869361e-09,
+ "grad_condition": 2139805441.5710232,
+ "lr": 0.0005730415142812054,
+ "time_sec": 83.7891354560852
+ },
+ {
+ "epoch": 69,
+ "train_loss": 4.372224440612793,
+ "train_acc": 0.03352,
+ "test_loss": 6.681443427276611,
+ "test_acc": 0.01,
+ "lyapunov": null,
+ "grad_norm": 0.2796495478797956,
+ "grad_max_sv": 0.18046599105000496,
+ "grad_min_sv": 1.2168376441450828e-09,
+ "grad_condition": 721985908.0902131,
+ "lr": 0.0005626666167821517,
+ "time_sec": 83.80607604980469
+ },
+ {
+ "epoch": 70,
+ "train_loss": 4.369470675811767,
+ "train_acc": 0.03222,
+ "test_loss": 6.483533153533935,
+ "test_acc": 0.0103,
+ "lyapunov": null,
+ "grad_norm": 0.28218706578232045,
+ "grad_max_sv": 0.18038711175322533,
+ "grad_min_sv": 1.6886237430915884e-09,
+ "grad_condition": 284801174.2502399,
+ "lr": 0.0005522642316338265,
+ "time_sec": 83.80915093421936
+ },
+ {
+ "epoch": 71,
+ "train_loss": 4.36190840423584,
+ "train_acc": 0.03452,
+ "test_loss": 6.448402415466308,
+ "test_acc": 0.0101,
+ "lyapunov": null,
+ "grad_norm": 0.27607671132097,
+ "grad_max_sv": 0.17782694809138774,
+ "grad_min_sv": 1.594215062207787e-09,
+ "grad_condition": 2097996064.0572019,
+ "lr": 0.0005418389216661573,
+ "time_sec": 83.82332372665405
+ },
+ {
+ "epoch": 72,
+ "train_loss": 4.354908424377442,
+ "train_acc": 0.03596,
+ "test_loss": 6.558257571411133,
+ "test_acc": 0.0115,
+ "lyapunov": null,
+ "grad_norm": 0.2756995722839523,
+ "grad_max_sv": 0.16976643167436123,
+ "grad_min_sv": 1.6113121665065067e-09,
+ "grad_condition": 277986841.7750164,
+ "lr": 0.0005313952597646563,
+ "time_sec": 83.79193758964539
+ },
+ {
+ "epoch": 73,
+ "train_loss": 4.354222341156006,
+ "train_acc": 0.03476,
+ "test_loss": 6.309269012451172,
+ "test_acc": 0.01,
+ "lyapunov": null,
+ "grad_norm": 0.26842599931569244,
+ "grad_max_sv": 0.1654328290373087,
+ "grad_min_sv": 1.5355291571898453e-09,
+ "grad_condition": 494546718.69761646,
+ "lr": 0.0005209378268645994,
+ "time_sec": 83.83719944953918
+ },
+ {
+ "epoch": 74,
+ "train_loss": 4.348915999755859,
+ "train_acc": 0.03656,
+ "test_loss": 6.48945037689209,
+ "test_acc": 0.0102,
+ "lyapunov": null,
+ "grad_norm": 0.2721751559070442,
+ "grad_max_sv": 0.1733177002519369,
+ "grad_min_sv": 1.6353850840794179e-09,
+ "grad_condition": 4394906218.143788,
+ "lr": 0.0005104712099416781,
+ "time_sec": 83.87231683731079
+ },
+ {
+ "epoch": 75,
+ "train_loss": 4.344389753723145,
+ "train_acc": 0.0362,
+ "test_loss": 6.536355171203613,
+ "test_acc": 0.0099,
+ "lyapunov": null,
+ "grad_norm": 0.2762971427042467,
+ "grad_max_sv": 0.17327322103083134,
+ "grad_min_sv": 1.6745484680748961e-09,
+ "grad_condition": 296861622.65127766,
+ "lr": 0.0004999999999999996,
+ "time_sec": 83.7963707447052
+ },
+ {
+ "epoch": 76,
+ "train_loss": 4.336879919433594,
+ "train_acc": 0.0385,
+ "test_loss": 6.207801509094239,
+ "test_acc": 0.0099,
+ "lyapunov": null,
+ "grad_norm": 0.27617831363540746,
+ "grad_max_sv": 0.17525496631860732,
+ "grad_min_sv": 1.712406004191272e-09,
+ "grad_condition": 355194777.2860588,
+ "lr": 0.0004895287900583212,
+ "time_sec": 83.78706455230713
+ },
+ {
+ "epoch": 77,
+ "train_loss": 4.334291800689697,
+ "train_acc": 0.03816,
+ "test_loss": 5.998904524230957,
+ "test_acc": 0.0103,
+ "lyapunov": null,
+ "grad_norm": 0.27646822759404405,
+ "grad_max_sv": 0.17449169531464576,
+ "grad_min_sv": 1.7281031508770487e-09,
+ "grad_condition": 617370975.1793921,
+ "lr": 0.0004790621731353997,
+ "time_sec": 83.79909944534302
+ },
+ {
+ "epoch": 78,
+ "train_loss": 4.33249505783081,
+ "train_acc": 0.0375,
+ "test_loss": 6.079836444854736,
+ "test_acc": 0.0099,
+ "lyapunov": null,
+ "grad_norm": 0.28240731905667205,
+ "grad_max_sv": 0.17906831130385398,
+ "grad_min_sv": 1.832980646302232e-09,
+ "grad_condition": 570608704.9054655,
+ "lr": 0.000468604740235343,
+ "time_sec": 83.78829288482666
+ },
+ {
+ "epoch": 79,
+ "train_loss": 4.327211993713379,
+ "train_acc": 0.0372,
+ "test_loss": 6.010349069976806,
+ "test_acc": 0.01,
+ "lyapunov": null,
+ "grad_norm": 0.26579955843267283,
+ "grad_max_sv": 0.16206405386328698,
+ "grad_min_sv": 1.8076382385400804e-09,
+ "grad_condition": 680257720.1741323,
+ "lr": 0.00045816107833384175,
+ "time_sec": 83.79378890991211
+ },
+ {
+ "epoch": 80,
+ "train_loss": 4.325840251617431,
+ "train_acc": 0.0399,
+ "test_loss": 6.453493260192871,
+ "test_acc": 0.0104,
+ "lyapunov": null,
+ "grad_norm": 0.2678340843927439,
+ "grad_max_sv": 0.16088486537337304,
+ "grad_min_sv": 1.8230197001067525e-09,
+ "grad_condition": 491813566.00292075,
+ "lr": 0.0004477357683661729,
+ "time_sec": 83.77716493606567
+ },
+ {
+ "epoch": 81,
+ "train_loss": 4.324064207763672,
+ "train_acc": 0.03872,
+ "test_loss": 6.066691808319092,
+ "test_acc": 0.01,
+ "lyapunov": null,
+ "grad_norm": 0.27284601483817317,
+ "grad_max_sv": 0.1656409576535225,
+ "grad_min_sv": 1.966192943528289e-09,
+ "grad_condition": 120565010.54568236,
+ "lr": 0.00043733338321784746,
+ "time_sec": 83.78050255775452
+ },
+ {
+ "epoch": 82,
+ "train_loss": 4.3167226469421385,
+ "train_acc": 0.04004,
+ "test_loss": 6.479253450012207,
+ "test_acc": 0.01,
+ "lyapunov": null,
+ "grad_norm": 0.266468676835963,
+ "grad_max_sv": 0.16226925253868102,
+ "grad_min_sv": 1.8786357255094232e-09,
+ "grad_condition": 832620477.3818345,
+ "lr": 0.0004269584857187939,
+ "time_sec": 83.77594256401062
+ },
+ {
+ "epoch": 83,
+ "train_loss": 4.314026451263428,
+ "train_acc": 0.04066,
+ "test_loss": 6.491674769592285,
+ "test_acc": 0.01,
+ "lyapunov": null,
+ "grad_norm": 0.2618645063357135,
+ "grad_max_sv": 0.15328656397759916,
+ "grad_min_sv": 1.8954250842473375e-09,
+ "grad_condition": 324046081.6731597,
+ "lr": 0.0004166156266419484,
+ "time_sec": 83.79970407485962
+ },
+ {
+ "epoch": 84,
+ "train_loss": 4.307831993713379,
+ "train_acc": 0.04056,
+ "test_loss": 6.641959228515625,
+ "test_acc": 0.0098,
+ "lyapunov": null,
+ "grad_norm": 0.2686563253168225,
+ "grad_max_sv": 0.16125894524157047,
+ "grad_min_sv": 2.0374150564578254e-09,
+ "grad_condition": 160522665.97837877,
+ "lr": 0.0004063093427071373,
+ "time_sec": 83.82930493354797
+ },
+ {
+ "epoch": 85,
+ "train_loss": 4.308941020507812,
+ "train_acc": 0.0418,
+ "test_loss": 6.508579216003418,
+ "test_acc": 0.0098,
+ "lyapunov": null,
+ "grad_norm": 0.27160717763788633,
+ "grad_max_sv": 0.1655819222331047,
+ "grad_min_sv": 2.023065160186577e-09,
+ "grad_condition": 120462376.21506557,
+ "lr": 0.0003960441545911199,
+ "time_sec": 83.7900025844574
+ },
+ {
+ "epoch": 86,
+ "train_loss": 4.304050233764649,
+ "train_acc": 0.03994,
+ "test_loss": 6.396804527282715,
+ "test_acc": 0.0107,
+ "lyapunov": null,
+ "grad_norm": 0.2729810873547816,
+ "grad_max_sv": 0.16440293304622172,
+ "grad_min_sv": 2.151508744253905e-09,
+ "grad_condition": 132130608.9556226,
+ "lr": 0.0003858245649446718,
+ "time_sec": 83.80140709877014
+ },
+ {
+ "epoch": 87,
+ "train_loss": 4.299405968475342,
+ "train_acc": 0.04196,
+ "test_loss": 6.600989144897461,
+ "test_acc": 0.01,
+ "lyapunov": null,
+ "grad_norm": 0.2695479470251096,
+ "grad_max_sv": 0.1591991312801838,
+ "grad_min_sv": 1.9906060319194175e-09,
+ "grad_condition": 119698677.25192289,
+ "lr": 0.00037565505641757235,
+ "time_sec": 83.82861065864563
+ },
+ {
+ "epoch": 88,
+ "train_loss": 4.301599495544433,
+ "train_acc": 0.04232,
+ "test_loss": 6.554762725830078,
+ "test_acc": 0.01,
+ "lyapunov": null,
+ "grad_norm": 0.2647703969850391,
+ "grad_max_sv": 0.15560886412858962,
+ "grad_min_sv": 1.9747980002995937e-09,
+ "grad_condition": 122983202.1326602,
+ "lr": 0.00036554008969236695,
+ "time_sec": 83.82960343360901
+ },
+ {
+ "epoch": 89,
+ "train_loss": 4.297747989654541,
+ "train_acc": 0.04348,
+ "test_loss": 6.357062748718262,
+ "test_acc": 0.0101,
+ "lyapunov": null,
+ "grad_norm": 0.26734470016505596,
+ "grad_max_sv": 0.15722180251032114,
+ "grad_min_sv": 1.981925610086699e-09,
+ "grad_condition": 100233762.481437,
+ "lr": 0.0003554841015277638,
+ "time_sec": 83.85219097137451
+ },
+ {
+ "epoch": 90,
+ "train_loss": 4.294689517669678,
+ "train_acc": 0.04346,
+ "test_loss": 6.4904538467407225,
+ "test_acc": 0.01,
+ "lyapunov": null,
+ "grad_norm": 0.26448991829060364,
+ "grad_max_sv": 0.1514646142721176,
+ "grad_min_sv": 2.0380848893969404e-09,
+ "grad_condition": 115297831.8608543,
+ "lr": 0.000345491502812526,
+ "time_sec": 83.78560423851013
+ },
+ {
+ "epoch": 91,
+ "train_loss": 4.288459105834961,
+ "train_acc": 0.04228,
+ "test_loss": 6.363833187866211,
+ "test_acc": 0.01,
+ "lyapunov": null,
+ "grad_norm": 0.2716021382283501,
+ "grad_max_sv": 0.16101026125252246,
+ "grad_min_sv": 2.0529807125135857e-09,
+ "grad_condition": 111422037.25124231,
+ "lr": 0.0003355666766307081,
+ "time_sec": 83.80491185188293
+ },
+ {
+ "epoch": 92,
+ "train_loss": 4.2877139868164065,
+ "train_acc": 0.04416,
+ "test_loss": 6.387586988067627,
+ "test_acc": 0.01,
+ "lyapunov": null,
+ "grad_norm": 0.2675364217657968,
+ "grad_max_sv": 0.1556147363036871,
+ "grad_min_sv": 2.072003611047757e-09,
+ "grad_condition": 100163844.77093126,
+ "lr": 0.00032571397633909225,
+ "time_sec": 83.80176591873169
+ },
+ {
+ "epoch": 93,
+ "train_loss": 4.286743914489746,
+ "train_acc": 0.04442,
+ "test_loss": 6.614454327392578,
+ "test_acc": 0.0097,
+ "lyapunov": null,
+ "grad_norm": 0.2696169338715711,
+ "grad_max_sv": 0.1587842211127281,
+ "grad_min_sv": 2.1451849420948964e-09,
+ "grad_condition": 175440678.68888003,
+ "lr": 0.00031593772365766094,
+ "time_sec": 83.81897950172424
+ },
+ {
+ "epoch": 94,
+ "train_loss": 4.281456643066406,
+ "train_acc": 0.04426,
+ "test_loss": 6.365528283691407,
+ "test_acc": 0.01,
+ "lyapunov": null,
+ "grad_norm": 0.27294877944821766,
+ "grad_max_sv": 0.16244313083589076,
+ "grad_min_sv": 2.1448280498881368e-09,
+ "grad_condition": 93958550.86214396,
+ "lr": 0.0003062422067739483,
+ "time_sec": 83.78250980377197
+ },
+ {
+ "epoch": 95,
+ "train_loss": 4.280488971710205,
+ "train_acc": 0.04608,
+ "test_loss": 6.470796231842041,
+ "test_acc": 0.0098,
+ "lyapunov": null,
+ "grad_norm": 0.273056993639001,
+ "grad_max_sv": 0.16184688359498978,
+ "grad_min_sv": 2.2206805599250813e-09,
+ "grad_condition": 185414259.9896317,
+ "lr": 0.00029663167846209965,
+ "time_sec": 83.82439541816711
+ },
+ {
+ "epoch": 96,
+ "train_loss": 4.279716082458496,
+ "train_acc": 0.04314,
+ "test_loss": 6.52447133026123,
+ "test_acc": 0.0093,
+ "lyapunov": null,
+ "grad_norm": 0.27442923945512043,
+ "grad_max_sv": 0.1630928661674261,
+ "grad_min_sv": 2.3233001415073897e-09,
+ "grad_condition": 103462231.52886583,
+ "lr": 0.00028711035421746345,
+ "time_sec": 83.83807969093323
+ },
+ {
+ "epoch": 97,
+ "train_loss": 4.274856643218994,
+ "train_acc": 0.04572,
+ "test_loss": 6.772166311645508,
+ "test_acc": 0.0109,
+ "lyapunov": null,
+ "grad_norm": 0.2771278283509764,
+ "grad_max_sv": 0.17104111909866332,
+ "grad_min_sv": 2.4184343061159352e-09,
+ "grad_condition": 271014828.3038153,
+ "lr": 0.00027768241040753615,
+ "time_sec": 83.85514092445374
+ },
+ {
+ "epoch": 98,
+ "train_loss": 4.2779387315368655,
+ "train_acc": 0.04608,
+ "test_loss": 6.668636999511719,
+ "test_acc": 0.01,
+ "lyapunov": null,
+ "grad_norm": 0.27463112819076785,
+ "grad_max_sv": 0.16144732832908631,
+ "grad_min_sv": 2.2677979229649758e-09,
+ "grad_condition": 4419130655.463402,
+ "lr": 0.00026835198244006903,
+ "time_sec": 83.83084058761597
+ },
+ {
+ "epoch": 99,
+ "train_loss": 4.276140930480957,
+ "train_acc": 0.04544,
+ "test_loss": 6.88837735748291,
+ "test_acc": 0.0107,
+ "lyapunov": null,
+ "grad_norm": 0.26886350994697167,
+ "grad_max_sv": 0.15219354666769505,
+ "grad_min_sv": 2.2166218230715296e-09,
+ "grad_condition": 103754705.283932,
+ "lr": 0.0002591231629491421,
+ "time_sec": 83.79713916778564
+ },
+ {
+ "epoch": 100,
+ "train_loss": 4.273054361877441,
+ "train_acc": 0.04564,
+ "test_loss": 6.783898326873779,
+ "test_acc": 0.0106,
+ "lyapunov": null,
+ "grad_norm": 0.26691489320326656,
+ "grad_max_sv": 0.14936545640230178,
+ "grad_min_sv": 2.2781338981925358e-09,
+ "grad_condition": 87358992.35708968,
+ "lr": 0.0002499999999999997,
+ "time_sec": 83.80319023132324
+ },
+ {
+ "epoch": 101,
+ "train_loss": 4.26914766998291,
+ "train_acc": 0.04564,
+ "test_loss": 6.513159948730468,
+ "test_acc": 0.01,
+ "lyapunov": null,
+ "grad_norm": 0.26611169562468134,
+ "grad_max_sv": 0.15025373138487338,
+ "grad_min_sv": 2.2174503035848892e-09,
+ "grad_condition": 96439723.92469814,
+ "lr": 0.00024098649531343477,
+ "time_sec": 83.83437013626099
+ },
+ {
+ "epoch": 102,
+ "train_loss": 4.26979032119751,
+ "train_acc": 0.04642,
+ "test_loss": 6.493202007293701,
+ "test_acc": 0.0099,
+ "lyapunov": null,
+ "grad_norm": 0.26813810856759995,
+ "grad_max_sv": 0.1489817149937153,
+ "grad_min_sv": 2.380725915018811e-09,
+ "grad_condition": 76215277.93021134,
+ "lr": 0.0002320866025105016,
+ "time_sec": 83.80248379707336
+ },
+ {
+ "epoch": 103,
+ "train_loss": 4.260873723297119,
+ "train_acc": 0.04782,
+ "test_loss": 6.493594526672363,
+ "test_acc": 0.0111,
+ "lyapunov": null,
+ "grad_norm": 0.2688305350715821,
+ "grad_max_sv": 0.1512874387204647,
+ "grad_min_sv": 2.453062892919522e-09,
+ "grad_condition": 134347199.1051014,
+ "lr": 0.0002233042253783278,
+ "time_sec": 83.81874346733093
+ },
+ {
+ "epoch": 104,
+ "train_loss": 4.262198150939941,
+ "train_acc": 0.04738,
+ "test_loss": 6.605858857727051,
+ "test_acc": 0.0103,
+ "lyapunov": null,
+ "grad_norm": 0.27225916391154686,
+ "grad_max_sv": 0.15373125690966843,
+ "grad_min_sv": 2.44866176035783e-09,
+ "grad_condition": 419013949.5031613,
+ "lr": 0.000214643216157784,
+ "time_sec": 84.03694415092468
+ },
+ {
+ "epoch": 105,
+ "train_loss": 4.262576495056153,
+ "train_acc": 0.04672,
+ "test_loss": 6.746639459991455,
+ "test_acc": 0.0102,
+ "lyapunov": null,
+ "grad_norm": 0.2762952402363064,
+ "grad_max_sv": 0.15909811817109584,
+ "grad_min_sv": 2.4671919398103204e-09,
+ "grad_condition": 139499125.202051,
+ "lr": 0.00020610737385376332,
+ "time_sec": 83.83756351470947
+ },
+ {
+ "epoch": 106,
+ "train_loss": 4.256981732330322,
+ "train_acc": 0.04834,
+ "test_loss": 6.714322766113281,
+ "test_acc": 0.0106,
+ "lyapunov": null,
+ "grad_norm": 0.27463124817104645,
+ "grad_max_sv": 0.15689255371689798,
+ "grad_min_sv": 2.5142482939360944e-09,
+ "grad_condition": 118433721.44138017,
+ "lr": 0.00019770044256881242,
+ "time_sec": 83.83591985702515
+ },
+ {
+ "epoch": 107,
+ "train_loss": 4.2602463818359375,
+ "train_acc": 0.04698,
+ "test_loss": 6.657286577606201,
+ "test_acc": 0.0109,
+ "lyapunov": null,
+ "grad_norm": 0.2689041932222791,
+ "grad_max_sv": 0.15177576132118703,
+ "grad_min_sv": 2.4187723310364893e-09,
+ "grad_condition": 94992794.34351222,
+ "lr": 0.0001894261098608447,
+ "time_sec": 83.80453681945801
+ },
+ {
+ "epoch": 108,
+ "train_loss": 4.2544874598693845,
+ "train_acc": 0.04844,
+ "test_loss": 6.59372087097168,
+ "test_acc": 0.0102,
+ "lyapunov": null,
+ "grad_norm": 0.2710712522794079,
+ "grad_max_sv": 0.15038638189435005,
+ "grad_min_sv": 2.514627481589593e-09,
+ "grad_condition": 93107492.33691652,
+ "lr": 0.000181288005125655,
+ "time_sec": 83.77546954154968
+ },
+ {
+ "epoch": 109,
+ "train_loss": 4.253146978759766,
+ "train_acc": 0.04824,
+ "test_loss": 6.575524732208252,
+ "test_acc": 0.0098,
+ "lyapunov": null,
+ "grad_norm": 0.2727669683249611,
+ "grad_max_sv": 0.15002147294580936,
+ "grad_min_sv": 2.4739045799762604e-09,
+ "grad_condition": 125566166.74099617,
+ "lr": 0.0001732896980049473,
+ "time_sec": 83.82711911201477
+ },
+ {
+ "epoch": 110,
+ "train_loss": 4.250933767089844,
+ "train_acc": 0.04966,
+ "test_loss": 6.632392105102539,
+ "test_acc": 0.011,
+ "lyapunov": null,
+ "grad_norm": 0.27898350710296843,
+ "grad_max_sv": 0.15593392103910447,
+ "grad_min_sv": 2.5894539202545724e-09,
+ "grad_condition": 625752503.9437258,
+ "lr": 0.00016543469682057076,
+ "time_sec": 83.74293255805969
+ },
+ {
+ "epoch": 111,
+ "train_loss": 4.24997673614502,
+ "train_acc": 0.04972,
+ "test_loss": 6.568419965362549,
+ "test_acc": 0.0109,
+ "lyapunov": null,
+ "grad_norm": 0.27772763472261885,
+ "grad_max_sv": 0.15495621263980866,
+ "grad_min_sv": 2.661621495425592e-09,
+ "grad_condition": 70119073.46937823,
+ "lr": 0.00015772644703565552,
+ "time_sec": 83.79197788238525
+ },
+ {
+ "epoch": 112,
+ "train_loss": 4.249247148590088,
+ "train_acc": 0.0507,
+ "test_loss": 6.707973278045654,
+ "test_acc": 0.0093,
+ "lyapunov": null,
+ "grad_norm": 0.27686969610418316,
+ "grad_max_sv": 0.15229813233017922,
+ "grad_min_sv": 2.662702908856618e-09,
+ "grad_condition": 153958977.83635777,
+ "lr": 0.00015016832974331713,
+ "time_sec": 83.80273818969727
+ },
+ {
+ "epoch": 113,
+ "train_loss": 4.250667928771973,
+ "train_acc": 0.0492,
+ "test_loss": 6.8461118530273435,
+ "test_acc": 0.0096,
+ "lyapunov": null,
+ "grad_norm": 0.28055092675814575,
+ "grad_max_sv": 0.1576558079570532,
+ "grad_min_sv": 2.742332778221668e-09,
+ "grad_condition": 137456876.77179033,
+ "lr": 0.00014276366018359834,
+ "time_sec": 83.80364871025085
+ },
+ {
+ "epoch": 114,
+ "train_loss": 4.2449106436157225,
+ "train_acc": 0.05016,
+ "test_loss": 6.787322373962402,
+ "test_acc": 0.01,
+ "lyapunov": null,
+ "grad_norm": 0.27979119322019597,
+ "grad_max_sv": 0.15479157418012618,
+ "grad_min_sv": 2.6695785599467614e-09,
+ "grad_condition": 81382647.58523288,
+ "lr": 0.00013551568628929425,
+ "time_sec": 83.82229542732239
+ },
+ {
+ "epoch": 115,
+ "train_loss": 4.244952727355957,
+ "train_acc": 0.05002,
+ "test_loss": 6.741559551239014,
+ "test_acc": 0.0092,
+ "lyapunov": null,
+ "grad_norm": 0.2773863197316903,
+ "grad_max_sv": 0.15171751268208028,
+ "grad_min_sv": 2.682797061023465e-09,
+ "grad_condition": 212074169.4590431,
+ "lr": 0.00012842758726130276,
+ "time_sec": 83.82812428474426
+ },
+ {
+ "epoch": 116,
+ "train_loss": 4.242339648132324,
+ "train_acc": 0.04982,
+ "test_loss": 6.755374185180664,
+ "test_acc": 0.01,
+ "lyapunov": null,
+ "grad_norm": 0.2805527611657844,
+ "grad_max_sv": 0.1574402242898941,
+ "grad_min_sv": 2.8019030511548804e-09,
+ "grad_condition": 238625880.71394747,
+ "lr": 0.0001215024721741218,
+ "time_sec": 83.79120373725891
+ },
+ {
+ "epoch": 117,
+ "train_loss": 4.240206247253418,
+ "train_acc": 0.04966,
+ "test_loss": 6.836046894073486,
+ "test_acc": 0.0101,
+ "lyapunov": null,
+ "grad_norm": 0.2758039178422697,
+ "grad_max_sv": 0.1517912581562996,
+ "grad_min_sv": 2.68810798897956e-09,
+ "grad_condition": 72825643.14736441,
+ "lr": 0.00011474337861210538,
+ "time_sec": 83.7668628692627
+ },
+ {
+ "epoch": 118,
+ "train_loss": 4.2366791255187985,
+ "train_acc": 0.05162,
+ "test_loss": 6.8930122108459475,
+ "test_acc": 0.0102,
+ "lyapunov": null,
+ "grad_norm": 0.28097411795628907,
+ "grad_max_sv": 0.15138982199132442,
+ "grad_min_sv": 2.6724390362123373e-09,
+ "grad_condition": 105031519.49257562,
+ "lr": 0.00010815327133708009,
+ "time_sec": 83.7777681350708
+ },
+ {
+ "epoch": 119,
+ "train_loss": 4.239317052307129,
+ "train_acc": 0.05098,
+ "test_loss": 6.895288885498047,
+ "test_acc": 0.0107,
+ "lyapunov": null,
+ "grad_norm": 0.28557653268704064,
+ "grad_max_sv": 0.15877793319523334,
+ "grad_min_sv": 2.852896488665657e-09,
+ "grad_condition": 130124221.77470978,
+ "lr": 0.00010173504098790182,
+ "time_sec": 83.770183801651
+ },
+ {
+ "epoch": 120,
+ "train_loss": 4.238326491088867,
+ "train_acc": 0.04944,
+ "test_loss": 6.971952970123291,
+ "test_acc": 0.0116,
+ "lyapunov": null,
+ "grad_norm": 0.28330987147198217,
+ "grad_max_sv": 0.15257025621831416,
+ "grad_min_sv": 2.890761002100062e-09,
+ "grad_condition": 92481164.9877267,
+ "lr": 9.549150281252629e-05,
+ "time_sec": 83.78682947158813
+ },
+ {
+ "epoch": 121,
+ "train_loss": 4.238821759033203,
+ "train_acc": 0.05118,
+ "test_loss": 6.903655708312988,
+ "test_acc": 0.0107,
+ "lyapunov": null,
+ "grad_norm": 0.2844816880687477,
+ "grad_max_sv": 0.15047130659222602,
+ "grad_min_sv": 2.9364908977515257e-09,
+ "grad_condition": 155468550.15943855,
+ "lr": 8.942539543314794e-05,
+ "time_sec": 83.74171853065491
+ },
+ {
+ "epoch": 122,
+ "train_loss": 4.231929050292969,
+ "train_acc": 0.05106,
+ "test_loss": 6.9859304649353025,
+ "test_acc": 0.011,
+ "lyapunov": null,
+ "grad_norm": 0.28661742540946805,
+ "grad_max_sv": 0.15440320819616318,
+ "grad_min_sv": 3.0144829410438945e-09,
+ "grad_condition": 58782400.13901849,
+ "lr": 8.353937964495024e-05,
+ "time_sec": 83.77999758720398
+ },
+ {
+ "epoch": 123,
+ "train_loss": 4.234138116607666,
+ "train_acc": 0.05334,
+ "test_loss": 6.891355895996094,
+ "test_acc": 0.01,
+ "lyapunov": null,
+ "grad_norm": 0.28893265325047696,
+ "grad_max_sv": 0.15679317489266395,
+ "grad_min_sv": 3.0731328568706083e-09,
+ "grad_condition": 83816649.99544896,
+ "lr": 7.783603724899243e-05,
+ "time_sec": 83.76851487159729
+ },
+ {
+ "epoch": 124,
+ "train_loss": 4.229343013763428,
+ "train_acc": 0.05258,
+ "test_loss": 7.009951159667969,
+ "test_acc": 0.0101,
+ "lyapunov": null,
+ "grad_norm": 0.2863743887145036,
+ "grad_max_sv": 0.15191952474415302,
+ "grad_min_sv": 3.0230644397499785e-09,
+ "grad_condition": 211100331.6657278,
+ "lr": 7.231786991974666e-05,
+ "time_sec": 83.76139807701111
+ },
+ {
+ "epoch": 125,
+ "train_loss": 4.232501866760254,
+ "train_acc": 0.05186,
+ "test_loss": 6.96674277420044,
+ "test_acc": 0.0111,
+ "lyapunov": null,
+ "grad_norm": 0.2858550264764349,
+ "grad_max_sv": 0.15213587880134583,
+ "grad_min_sv": 3.046650505489357e-09,
+ "grad_condition": 63383717.426429704,
+ "lr": 6.698729810778072e-05,
+ "time_sec": 83.78086757659912
+ },
+ {
+ "epoch": 126,
+ "train_loss": 4.229700404968262,
+ "train_acc": 0.0524,
+ "test_loss": 7.008199283599853,
+ "test_acc": 0.0097,
+ "lyapunov": null,
+ "grad_norm": 0.2850115287876514,
+ "grad_max_sv": 0.14953349605202676,
+ "grad_min_sv": 2.9821331362644977e-09,
+ "grad_condition": 76613514.19037959,
+ "lr": 6.184665997806817e-05,
+ "time_sec": 83.765873670578
+ },
+ {
+ "epoch": 127,
+ "train_loss": 4.226065429992675,
+ "train_acc": 0.05148,
+ "test_loss": 6.9513890808105465,
+ "test_acc": 0.0101,
+ "lyapunov": null,
+ "grad_norm": 0.28929346428701186,
+ "grad_max_sv": 0.15673540011048318,
+ "grad_min_sv": 3.046475822998662e-09,
+ "grad_condition": 68840265.65077923,
+ "lr": 5.6898210384392595e-05,
+ "time_sec": 83.76980423927307
+ },
+ {
+ "epoch": 128,
+ "train_loss": 4.223751395874023,
+ "train_acc": 0.05446,
+ "test_loss": 6.981657604980469,
+ "test_acc": 0.01,
+ "lyapunov": null,
+ "grad_norm": 0.2886516286895676,
+ "grad_max_sv": 0.15273929238319398,
+ "grad_min_sv": 3.0959206469283186e-09,
+ "grad_condition": 61503758.19812535,
+ "lr": 5.214411988029363e-05,
+ "time_sec": 83.77617073059082
+ },
+ {
+ "epoch": 129,
+ "train_loss": 4.223811264648438,
+ "train_acc": 0.05404,
+ "test_loss": 6.9342261474609375,
+ "test_acc": 0.0099,
+ "lyapunov": null,
+ "grad_norm": 0.2869141420134922,
+ "grad_max_sv": 0.15136036798357963,
+ "grad_min_sv": 3.047223613023009e-09,
+ "grad_condition": 97351366.2154063,
+ "lr": 4.7586473766990294e-05,
+ "time_sec": 83.78148245811462
+ },
+ {
+ "epoch": 130,
+ "train_loss": 4.224827704467773,
+ "train_acc": 0.0532,
+ "test_loss": 7.028645568084717,
+ "test_acc": 0.0097,
+ "lyapunov": null,
+ "grad_norm": 0.2903989310802725,
+ "grad_max_sv": 0.15144419111311436,
+ "grad_min_sv": 3.1437888660390544e-09,
+ "grad_condition": 118830904.24527971,
+ "lr": 4.32272711786996e-05,
+ "time_sec": 83.79948663711548
+ },
+ {
+ "epoch": 131,
+ "train_loss": 4.221605782775879,
+ "train_acc": 0.05298,
+ "test_loss": 6.999451491546631,
+ "test_acc": 0.01,
+ "lyapunov": null,
+ "grad_norm": 0.29092754210208693,
+ "grad_max_sv": 0.15410602577030658,
+ "grad_min_sv": 3.2033975992662445e-09,
+ "grad_condition": 57038304.52076046,
+ "lr": 3.906842420574966e-05,
+ "time_sec": 83.77110433578491
+ },
+ {
+ "epoch": 132,
+ "train_loss": 4.218992453613281,
+ "train_acc": 0.05284,
+ "test_loss": 7.0255691505432125,
+ "test_acc": 0.0102,
+ "lyapunov": null,
+ "grad_norm": 0.2914825249386215,
+ "grad_max_sv": 0.15589108187705278,
+ "grad_min_sv": 3.206146753816086e-09,
+ "grad_condition": 122587816.51957992,
+ "lr": 3.5111757055874305e-05,
+ "time_sec": 83.75379085540771
+ },
+ {
+ "epoch": 133,
+ "train_loss": 4.220229903869629,
+ "train_acc": 0.05394,
+ "test_loss": 6.9970667213439945,
+ "test_acc": 0.0106,
+ "lyapunov": null,
+ "grad_norm": 0.293170941298062,
+ "grad_max_sv": 0.15195444263517857,
+ "grad_min_sv": 3.1603012576666978e-09,
+ "grad_condition": 99833022.93899234,
+ "lr": 3.1359005254054254e-05,
+ "time_sec": 83.83364748954773
+ },
+ {
+ "epoch": 134,
+ "train_loss": 4.221537724761963,
+ "train_acc": 0.05412,
+ "test_loss": 7.081800342559815,
+ "test_acc": 0.0101,
+ "lyapunov": null,
+ "grad_norm": 0.29192289713649316,
+ "grad_max_sv": 0.1527898743748665,
+ "grad_min_sv": 3.242900753486211e-09,
+ "grad_condition": 53839731.29661299,
+ "lr": 2.7811814881259484e-05,
+ "time_sec": 83.77570366859436
+ },
+ {
+ "epoch": 135,
+ "train_loss": 4.224225687103272,
+ "train_acc": 0.0536,
+ "test_loss": 7.031653879547119,
+ "test_acc": 0.0099,
+ "lyapunov": null,
+ "grad_norm": 0.2928013245487039,
+ "grad_max_sv": 0.15023601055145264,
+ "grad_min_sv": 3.1499084042485583e-09,
+ "grad_condition": 56443800.83675871,
+ "lr": 2.4471741852423218e-05,
+ "time_sec": 83.79031038284302
+ },
+ {
+ "epoch": 136,
+ "train_loss": 4.2209420147705075,
+ "train_acc": 0.05542,
+ "test_loss": 7.0730202087402345,
+ "test_acc": 0.0101,
+ "lyapunov": null,
+ "grad_norm": 0.29383612459846997,
+ "grad_max_sv": 0.1526225544512272,
+ "grad_min_sv": 3.216327003211297e-09,
+ "grad_condition": 488112741.3165139,
+ "lr": 2.1340251233966362e-05,
+ "time_sec": 83.78721952438354
+ },
+ {
+ "epoch": 137,
+ "train_loss": 4.217904202728271,
+ "train_acc": 0.0547,
+ "test_loss": 7.029183413696289,
+ "test_acc": 0.0097,
+ "lyapunov": null,
+ "grad_norm": 0.29146081115101274,
+ "grad_max_sv": 0.14856699295341969,
+ "grad_min_sv": 3.193107374344084e-09,
+ "grad_condition": 54362425.00069554,
+ "lr": 1.8418716601170932e-05,
+ "time_sec": 83.76650714874268
+ },
+ {
+ "epoch": 138,
+ "train_loss": 4.222578598480225,
+ "train_acc": 0.05248,
+ "test_loss": 7.08011364440918,
+ "test_acc": 0.01,
+ "lyapunov": null,
+ "grad_norm": 0.29305556036271213,
+ "grad_max_sv": 0.1505037024617195,
+ "grad_min_sv": 3.2047648587836542e-09,
+ "grad_condition": 326741808.1820611,
+ "lr": 1.570841943568445e-05,
+ "time_sec": 83.7816994190216
+ },
+ {
+ "epoch": 139,
+ "train_loss": 4.218749967193603,
+ "train_acc": 0.05366,
+ "test_loss": 7.0575081214904785,
+ "test_acc": 0.0102,
+ "lyapunov": null,
+ "grad_norm": 0.29397952766323676,
+ "grad_max_sv": 0.148932196572423,
+ "grad_min_sv": 3.2381111236823303e-09,
+ "grad_condition": 52412171.837261274,
+ "lr": 1.3210548563419845e-05,
+ "time_sec": 83.8086462020874
+ },
+ {
+ "epoch": 140,
+ "train_loss": 4.217845681304931,
+ "train_acc": 0.05502,
+ "test_loss": 7.102373625946045,
+ "test_acc": 0.0104,
+ "lyapunov": null,
+ "grad_norm": 0.2935367604869691,
+ "grad_max_sv": 0.14902403093874456,
+ "grad_min_sv": 3.2832004351335264e-09,
+ "grad_condition": 52749321.36829077,
+ "lr": 1.0926199633097203e-05,
+ "time_sec": 83.79147672653198
+ },
+ {
+ "epoch": 141,
+ "train_loss": 4.214903557434082,
+ "train_acc": 0.05414,
+ "test_loss": 7.033845091247558,
+ "test_acc": 0.0097,
+ "lyapunov": null,
+ "grad_norm": 0.29612387661640516,
+ "grad_max_sv": 0.15556762106716632,
+ "grad_min_sv": 3.2642252397602213e-09,
+ "grad_condition": 123272892.75406721,
+ "lr": 8.856374635655688e-06,
+ "time_sec": 83.81054306030273
+ },
+ {
+ "epoch": 142,
+ "train_loss": 4.215419233093262,
+ "train_acc": 0.05478,
+ "test_loss": 7.08431992111206,
+ "test_acc": 0.0097,
+ "lyapunov": null,
+ "grad_norm": 0.29494037543034185,
+ "grad_max_sv": 0.15155189596116542,
+ "grad_min_sv": 3.2587884789964106e-09,
+ "grad_condition": 76214087.81495127,
+ "lr": 7.001981464747503e-06,
+ "time_sec": 83.78057074546814
+ },
+ {
+ "epoch": 143,
+ "train_loss": 4.217841682281494,
+ "train_acc": 0.05398,
+ "test_loss": 7.037088000488281,
+ "test_acc": 0.0099,
+ "lyapunov": null,
+ "grad_norm": 0.2932160255751842,
+ "grad_max_sv": 0.14940347485244274,
+ "grad_min_sv": 3.258327102573233e-09,
+ "grad_condition": 73149202.84067681,
+ "lr": 5.3638335185058295e-06,
+ "time_sec": 83.79549980163574
+ },
+ {
+ "epoch": 144,
+ "train_loss": 4.215883382873535,
+ "train_acc": 0.0537,
+ "test_loss": 7.091348276519775,
+ "test_acc": 0.0098,
+ "lyapunov": null,
+ "grad_norm": 0.2950445450440956,
+ "grad_max_sv": 0.153789921104908,
+ "grad_min_sv": 3.312160905266648e-09,
+ "grad_condition": 52811849.90694652,
+ "lr": 3.942649342761114e-06,
+ "time_sec": 83.8086678981781
+ },
+ {
+ "epoch": 145,
+ "train_loss": 4.2175880349731445,
+ "train_acc": 0.05522,
+ "test_loss": 7.115469957733154,
+ "test_acc": 0.0098,
+ "lyapunov": null,
+ "grad_norm": 0.29403172002116806,
+ "grad_max_sv": 0.15080158710479735,
+ "grad_min_sv": 3.237252350907216e-09,
+ "grad_condition": 52283776.27412096,
+ "lr": 2.7390523158633524e-06,
+ "time_sec": 83.78764986991882
+ },
+ {
+ "epoch": 146,
+ "train_loss": 4.211100564270019,
+ "train_acc": 0.05546,
+ "test_loss": 7.0454746505737305,
+ "test_acc": 0.0102,
+ "lyapunov": null,
+ "grad_norm": 0.2953687426258213,
+ "grad_max_sv": 0.1488959614187479,
+ "grad_min_sv": 3.3052532932842382e-09,
+ "grad_condition": 57195017.16791941,
+ "lr": 1.7535703752478133e-06,
+ "time_sec": 83.81411933898926
+ },
+ {
+ "epoch": 147,
+ "train_loss": 4.215898538208008,
+ "train_acc": 0.0547,
+ "test_loss": 7.0791287528991695,
+ "test_acc": 0.0099,
+ "lyapunov": null,
+ "grad_norm": 0.29507184047055474,
+ "grad_max_sv": 0.1496420454233885,
+ "grad_min_sv": 3.2882809359756003e-09,
+ "grad_condition": 440797367.90569246,
+ "lr": 9.866357858642196e-07,
+ "time_sec": 83.83466935157776
+ },
+ {
+ "epoch": 148,
+ "train_loss": 4.21191631515503,
+ "train_acc": 0.05502,
+ "test_loss": 6.993793771362305,
+ "test_acc": 0.0102,
+ "lyapunov": null,
+ "grad_norm": 0.29572223257711466,
+ "grad_max_sv": 0.1509379804134369,
+ "grad_min_sv": 3.2624034737582796e-09,
+ "grad_condition": 53696330.15699832,
+ "lr": 4.38584950570808e-07,
+ "time_sec": 83.83085513114929
+ },
+ {
+ "epoch": 149,
+ "train_loss": 4.214856278686524,
+ "train_acc": 0.05504,
+ "test_loss": 7.080280429077148,
+ "test_acc": 0.0103,
+ "lyapunov": null,
+ "grad_norm": 0.29551682436364557,
+ "grad_max_sv": 0.1497094627469778,
+ "grad_min_sv": 3.273750590060409e-09,
+ "grad_condition": 73934031.32038581,
+ "lr": 1.096582625772501e-07,
+ "time_sec": 83.84602665901184
+ },
+ {
+ "epoch": 150,
+ "train_loss": 4.2193192990112305,
+ "train_acc": 0.0535,
+ "test_loss": 7.083986274719238,
+ "test_acc": 0.0101,
+ "lyapunov": null,
+ "grad_norm": 0.2957722763250381,
+ "grad_max_sv": 0.15103124249726535,
+ "grad_min_sv": 3.2879624276699325e-09,
+ "grad_condition": 65137818.05484857,
+ "lr": 0.0,
+ "time_sec": 83.81010937690735
+ }
+ ]
+ },
+ "lyapunov": {
+ "4": [
+ {
+ "epoch": 1,
+ "train_loss": 8.745512613220216,
+ "train_acc": 0.02574,
+ "test_loss": 4.55846024017334,
+ "test_acc": 0.0339,
+ "lyapunov": 3.2288631459941035,
+ "grad_norm": 7.160399518281865,
+ "grad_max_sv": 5.050605493783951,
+ "grad_min_sv": 1.0948114780862107e-07,
+ "grad_condition": 174574426.40620375,
+ "lr": 0.0009998903417374227,
+ "time_sec": 38.78080153465271
+ },
+ {
+ "epoch": 2,
+ "train_loss": 6.857188781433106,
+ "train_acc": 0.03116,
+ "test_loss": 4.409567827606201,
+ "test_acc": 0.0498,
+ "lyapunov": 2.566672464160968,
+ "grad_norm": 4.581532406245075,
+ "grad_max_sv": 3.4727421343326568,
+ "grad_min_sv": 6.695858347782747e-08,
+ "grad_condition": 100510712.5879864,
+ "lr": 0.0009995614150494292,
+ "time_sec": 38.758466482162476
+ },
+ {
+ "epoch": 3,
+ "train_loss": 6.406850777893067,
+ "train_acc": 0.03836,
+ "test_loss": 4.3329737182617185,
+ "test_acc": 0.0541,
+ "lyapunov": 2.4151331805207237,
+ "grad_norm": 2.8463282070399885,
+ "grad_max_sv": 2.2940395712852477,
+ "grad_min_sv": 3.7823234264044994e-08,
+ "grad_condition": 106198851.94331202,
+ "lr": 0.0009990133642141358,
+ "time_sec": 38.77664065361023
+ },
+ {
+ "epoch": 4,
+ "train_loss": 6.1679999932861325,
+ "train_acc": 0.04216,
+ "test_loss": 4.314407443237305,
+ "test_acc": 0.0539,
+ "lyapunov": 2.324155716030189,
+ "grad_norm": 1.4958218707983646,
+ "grad_max_sv": 1.126097397506237,
+ "grad_min_sv": 1.8212272229894964e-08,
+ "grad_condition": 178099339.46093446,
+ "lr": 0.0009982464296247522,
+ "time_sec": 38.772703409194946
+ },
+ {
+ "epoch": 5,
+ "train_loss": 6.023621784973145,
+ "train_acc": 0.04472,
+ "test_loss": 4.327248037719727,
+ "test_acc": 0.0523,
+ "lyapunov": 2.24559463046091,
+ "grad_norm": 0.8361636453752828,
+ "grad_max_sv": 0.5582518823444843,
+ "grad_min_sv": 9.160982232525595e-09,
+ "grad_condition": 218277432.54054898,
+ "lr": 0.0009972609476841367,
+ "time_sec": 38.792168855667114
+ },
+ {
+ "epoch": 6,
+ "train_loss": 5.923550573730469,
+ "train_acc": 0.03788,
+ "test_loss": 4.373689149475098,
+ "test_acc": 0.0448,
+ "lyapunov": 2.143530731615813,
+ "grad_norm": 0.6125747823801606,
+ "grad_max_sv": 0.3806876644492149,
+ "grad_min_sv": 4.764090941352089e-09,
+ "grad_condition": 2115444033.3075993,
+ "lr": 0.000996057350657239,
+ "time_sec": 38.80649399757385
+ },
+ {
+ "epoch": 7,
+ "train_loss": 5.819468310699463,
+ "train_acc": 0.03402,
+ "test_loss": 4.396667736816406,
+ "test_acc": 0.0409,
+ "lyapunov": 2.047879105028899,
+ "grad_norm": 0.5012166631957408,
+ "grad_max_sv": 0.29988972246646883,
+ "grad_min_sv": 2.6462318619344118e-09,
+ "grad_condition": 1674717584.2678788,
+ "lr": 0.000994636166481494,
+ "time_sec": 38.8136990070343
+ },
+ {
+ "epoch": 8,
+ "train_loss": 5.776593683929443,
+ "train_acc": 0.02754,
+ "test_loss": 4.459617399597168,
+ "test_acc": 0.0288,
+ "lyapunov": 1.982207260168422,
+ "grad_norm": 0.48582047366784137,
+ "grad_max_sv": 0.2761614330112934,
+ "grad_min_sv": 2.1785290433868222e-10,
+ "grad_condition": 40862120030.312584,
+ "lr": 0.0009929980185352525,
+ "time_sec": 38.845232248306274
+ },
+ {
+ "epoch": 9,
+ "train_loss": 5.781761088104248,
+ "train_acc": 0.0231,
+ "test_loss": 4.675199285888672,
+ "test_acc": 0.0029,
+ "lyapunov": 1.954250096360131,
+ "grad_norm": 0.46266769063149876,
+ "grad_max_sv": 0.2622381761670113,
+ "grad_min_sv": 5.480658221434448e-10,
+ "grad_condition": 100986477853.47366,
+ "lr": 0.0009911436253643444,
+ "time_sec": 38.80020809173584
+ },
+ {
+ "epoch": 10,
+ "train_loss": 5.8479565664672855,
+ "train_acc": 0.01186,
+ "test_loss": 4.6061001365661625,
+ "test_acc": 0.01,
+ "lyapunov": 1.9396185356637705,
+ "grad_norm": 0.261511927042467,
+ "grad_max_sv": 0.09869588532019406,
+ "grad_min_sv": 2.728127020095826e-13,
+ "grad_condition": 88878548722.67065,
+ "lr": 0.0009890738003669028,
+ "time_sec": 38.743908405303955
+ },
+ {
+ "epoch": 11,
+ "train_loss": 5.8408165109252925,
+ "train_acc": 0.01034,
+ "test_loss": 4.6082617340087895,
+ "test_acc": 0.01,
+ "lyapunov": 1.9296608300465148,
+ "grad_norm": 0.2344195135575755,
+ "grad_max_sv": 0.08715516603551805,
+ "grad_min_sv": 2.4710747756651273e-15,
+ "grad_condition": 86872648368.75877,
+ "lr": 0.00098678945143658,
+ "time_sec": 38.751142263412476
+ },
+ {
+ "epoch": 12,
+ "train_loss": 5.84793187210083,
+ "train_acc": 0.00954,
+ "test_loss": 4.6062534797668455,
+ "test_acc": 0.01,
+ "lyapunov": 1.932467032881344,
+ "grad_norm": 0.24986425241000795,
+ "grad_max_sv": 0.07697397316806018,
+ "grad_min_sv": 3.503246160812043e-47,
+ "grad_condition": 76973973168.06018,
+ "lr": 0.0009842915805643154,
+ "time_sec": 38.75897789001465
+ },
+ {
+ "epoch": 13,
+ "train_loss": 5.845315325927734,
+ "train_acc": 0.01,
+ "test_loss": 4.606490065002442,
+ "test_acc": 0.01,
+ "lyapunov": 1.9308954513896153,
+ "grad_norm": 0.2234501732158856,
+ "grad_max_sv": 0.07171829692088068,
+ "grad_min_sv": 3.503246160812043e-47,
+ "grad_condition": 71718296920.88069,
+ "lr": 0.000981581283398829,
+ "time_sec": 38.77409482002258
+ },
+ {
+ "epoch": 14,
+ "train_loss": 5.844472907714843,
+ "train_acc": 0.00932,
+ "test_loss": 4.611052139282227,
+ "test_acc": 0.01,
+ "lyapunov": 1.9302553133586484,
+ "grad_norm": 0.2546366793913816,
+ "grad_max_sv": 0.0627493538428098,
+ "grad_min_sv": 5.442503105591157e-42,
+ "grad_condition": 62749353842.80979,
+ "lr": 0.0009786597487660333,
+ "time_sec": 38.75410294532776
+ },
+ {
+ "epoch": 15,
+ "train_loss": 5.839373329620361,
+ "train_acc": 0.01012,
+ "test_loss": 4.605493424987793,
+ "test_acc": 0.01,
+ "lyapunov": 1.9264278128323957,
+ "grad_norm": 0.33195464165742516,
+ "grad_max_sv": 0.0596250070258975,
+ "grad_min_sv": 1.1532839803575087e-39,
+ "grad_condition": 59625007025.89751,
+ "lr": 0.0009755282581475766,
+ "time_sec": 38.737260818481445
+ },
+ {
+ "epoch": 16,
+ "train_loss": 5.840845001983642,
+ "train_acc": 0.01006,
+ "test_loss": 4.606367964935303,
+ "test_acc": 0.01,
+ "lyapunov": 1.9284262577895923,
+ "grad_norm": 0.41972925674223915,
+ "grad_max_sv": 0.04947211216203869,
+ "grad_min_sv": 0.0,
+ "grad_condition": 49472112162.03868,
+ "lr": 0.0009721881851187403,
+ "time_sec": 38.72240591049194
+ },
+ {
+ "epoch": 17,
+ "train_loss": 5.838009662322998,
+ "train_acc": 0.01014,
+ "test_loss": 4.607442309570312,
+ "test_acc": 0.01,
+ "lyapunov": 1.927741524203659,
+ "grad_norm": 0.41171422252176765,
+ "grad_max_sv": 0.06055757296271622,
+ "grad_min_sv": 6.063498673792123e-17,
+ "grad_condition": 60551208649.85646,
+ "lr": 0.0009686409947459456,
+ "time_sec": 38.7178897857666
+ },
+ {
+ "epoch": 18,
+ "train_loss": 5.8419268412780765,
+ "train_acc": 0.00974,
+ "test_loss": 4.605891960144043,
+ "test_acc": 0.01,
+ "lyapunov": 1.9291500267775163,
+ "grad_norm": 0.3483236145113203,
+ "grad_max_sv": 0.03731603529304266,
+ "grad_min_sv": 6.04933030713951e-30,
+ "grad_condition": 37316035293.042656,
+ "lr": 0.0009648882429441254,
+ "time_sec": 38.760350704193115
+ },
+ {
+ "epoch": 19,
+ "train_loss": 5.826735510559082,
+ "train_acc": 0.01202,
+ "test_loss": 4.605664205932618,
+ "test_acc": 0.01,
+ "lyapunov": 1.9298754738419868,
+ "grad_norm": 0.3207639814137615,
+ "grad_max_sv": 0.06981198373250663,
+ "grad_min_sv": 1.9222199366026642e-14,
+ "grad_condition": 67062140845.185585,
+ "lr": 0.00096093157579425,
+ "time_sec": 38.76730132102966
+ },
+ {
+ "epoch": 20,
+ "train_loss": 5.84202998046875,
+ "train_acc": 0.00976,
+ "test_loss": 4.606653337097168,
+ "test_acc": 0.01,
+ "lyapunov": 1.9302551270750783,
+ "grad_norm": 0.20194476347748866,
+ "grad_max_sv": 0.03701699019875378,
+ "grad_min_sv": 0.0,
+ "grad_condition": 37016990198.75377,
+ "lr": 0.0009567727288213001,
+ "time_sec": 38.725250244140625
+ },
+ {
+ "epoch": 21,
+ "train_loss": 5.84192676071167,
+ "train_acc": 0.00982,
+ "test_loss": 4.614536486816406,
+ "test_acc": 0.01,
+ "lyapunov": 1.9300702325523358,
+ "grad_norm": 0.2358565070101103,
+ "grad_max_sv": 0.033911947428714485,
+ "grad_min_sv": 0.0,
+ "grad_condition": 33911947428.714485,
+ "lr": 0.0009524135262330095,
+ "time_sec": 38.72857594490051
+ },
+ {
+ "epoch": 22,
+ "train_loss": 5.839627782592774,
+ "train_acc": 0.00992,
+ "test_loss": 4.606048239898682,
+ "test_acc": 0.01,
+ "lyapunov": 1.9269078469947172,
+ "grad_norm": 0.17845225075047805,
+ "grad_max_sv": 0.025568678742274642,
+ "grad_min_sv": 0.0,
+ "grad_condition": 25568678742.274643,
+ "lr": 0.0009478558801197061,
+ "time_sec": 38.68861746788025
+ },
+ {
+ "epoch": 23,
+ "train_loss": 5.838393308258056,
+ "train_acc": 0.00958,
+ "test_loss": 4.586302839660645,
+ "test_acc": 0.0188,
+ "lyapunov": 1.9266618383510032,
+ "grad_norm": 0.13466647962688946,
+ "grad_max_sv": 0.01349067515693605,
+ "grad_min_sv": 0.0,
+ "grad_condition": 13490675156.936049,
+ "lr": 0.000943101789615607,
+ "time_sec": 38.702245473861694
+ },
+ {
+ "epoch": 24,
+ "train_loss": 5.835893999938965,
+ "train_acc": 0.0103,
+ "test_loss": 4.605248524475098,
+ "test_acc": 0.01,
+ "lyapunov": 1.9250504610788486,
+ "grad_norm": 0.1306925374207253,
+ "grad_max_sv": 0.021706052590161562,
+ "grad_min_sv": 4.2115888976736585e-17,
+ "grad_condition": 21702749025.936443,
+ "lr": 0.0009381533400219313,
+ "time_sec": 38.70141124725342
+ },
+ {
+ "epoch": 25,
+ "train_loss": 5.839240811767578,
+ "train_acc": 0.00906,
+ "test_loss": 4.605221250915528,
+ "test_acc": 0.01,
+ "lyapunov": 1.9273294420803295,
+ "grad_norm": 0.12078726665544544,
+ "grad_max_sv": 0.010838619247078896,
+ "grad_min_sv": 0.0,
+ "grad_condition": 10838619247.078896,
+ "lr": 0.0009330127018922189,
+ "time_sec": 38.68912363052368
+ },
+ {
+ "epoch": 26,
+ "train_loss": 5.832334176635742,
+ "train_acc": 0.00902,
+ "test_loss": 4.605214032745361,
+ "test_acc": 0.01,
+ "lyapunov": 1.92168139923564,
+ "grad_norm": 0.11780855950452304,
+ "grad_max_sv": 0.012504769628867507,
+ "grad_min_sv": 3.503246160812043e-47,
+ "grad_condition": 12504769628.867508,
+ "lr": 0.000927682130080253,
+ "time_sec": 38.69681906700134
+ },
+ {
+ "epoch": 27,
+ "train_loss": 5.832823591003418,
+ "train_acc": 0.00856,
+ "test_loss": 4.605198753356934,
+ "test_acc": 0.01,
+ "lyapunov": 1.9220849495104817,
+ "grad_norm": 0.1307395775308225,
+ "grad_max_sv": 0.00955222793854773,
+ "grad_min_sv": 0.0,
+ "grad_condition": 9552227938.54773,
+ "lr": 0.0009221639627510072,
+ "time_sec": 38.67968559265137
+ },
+ {
+ "epoch": 28,
+ "train_loss": 5.8319349609375,
+ "train_acc": 0.00908,
+ "test_loss": 4.60519333190918,
+ "test_acc": 0.01,
+ "lyapunov": 1.9214767400565964,
+ "grad_norm": 0.11312977194763361,
+ "grad_max_sv": 0.007689819484949112,
+ "grad_min_sv": 0.0,
+ "grad_condition": 7689819484.949112,
+ "lr": 0.0009164606203550494,
+ "time_sec": 38.693461418151855
+ },
+ {
+ "epoch": 29,
+ "train_loss": 5.832658680419922,
+ "train_acc": 0.0089,
+ "test_loss": 4.605188513946533,
+ "test_acc": 0.01,
+ "lyapunov": 1.9219111963306241,
+ "grad_norm": 0.1139488031414971,
+ "grad_max_sv": 0.009555681003257632,
+ "grad_min_sv": 0.0,
+ "grad_condition": 9555681003.257633,
+ "lr": 0.0009105746045668516,
+ "time_sec": 38.88858246803284
+ },
+ {
+ "epoch": 30,
+ "train_loss": 5.8301619506835936,
+ "train_acc": 0.00936,
+ "test_loss": 4.605182504272461,
+ "test_acc": 0.01,
+ "lyapunov": 1.9200728305465424,
+ "grad_norm": 0.10113831163550316,
+ "grad_max_sv": 0.004735648166388273,
+ "grad_min_sv": 0.0,
+ "grad_condition": 4735648166.388273,
+ "lr": 0.0009045084971874733,
+ "time_sec": 38.682101011276245
+ },
+ {
+ "epoch": 31,
+ "train_loss": 5.832088593292236,
+ "train_acc": 0.00848,
+ "test_loss": 4.60520027999878,
+ "test_acc": 0.01,
+ "lyapunov": 1.921536988309582,
+ "grad_norm": 0.11928153797201548,
+ "grad_max_sv": 0.005120814079418778,
+ "grad_min_sv": 0.0,
+ "grad_condition": 5120814079.418779,
+ "lr": 0.0008982649590120977,
+ "time_sec": 38.66986131668091
+ },
+ {
+ "epoch": 32,
+ "train_loss": 5.830597168426514,
+ "train_acc": 0.009,
+ "test_loss": 4.605257048797608,
+ "test_acc": 0.01,
+ "lyapunov": 1.9206426658898668,
+ "grad_norm": 0.09874780482605999,
+ "grad_max_sv": 0.0029883835930377247,
+ "grad_min_sv": 0.0,
+ "grad_condition": 2988383593.0377245,
+ "lr": 0.0008918467286629196,
+ "time_sec": 38.69553232192993
+ },
+ {
+ "epoch": 33,
+ "train_loss": 5.829611896514892,
+ "train_acc": 0.00884,
+ "test_loss": 4.60517430267334,
+ "test_acc": 0.01,
+ "lyapunov": 1.9195137139781357,
+ "grad_norm": 0.09972362630787891,
+ "grad_max_sv": 0.00664278594776988,
+ "grad_min_sv": 0.0,
+ "grad_condition": 6642785947.76988,
+ "lr": 0.0008852566213878943,
+ "time_sec": 38.67990040779114
+ },
+ {
+ "epoch": 34,
+ "train_loss": 5.828044633636474,
+ "train_acc": 0.0083,
+ "test_loss": 4.605173886871338,
+ "test_acc": 0.01,
+ "lyapunov": 1.918492463848475,
+ "grad_norm": 0.0974792016961528,
+ "grad_max_sv": 0.001599628059193492,
+ "grad_min_sv": 0.0,
+ "grad_condition": 1599628059.193492,
+ "lr": 0.000878497527825878,
+ "time_sec": 38.68664336204529
+ },
+ {
+ "epoch": 35,
+ "train_loss": 5.830746371154786,
+ "train_acc": 0.00894,
+ "test_loss": 4.6051726875305175,
+ "test_acc": 0.01,
+ "lyapunov": 1.920728165475304,
+ "grad_norm": 0.0938240145066066,
+ "grad_max_sv": 0.0,
+ "grad_min_sv": 0.0,
+ "grad_condition": 0.0,
+ "lr": 0.000871572412738697,
+ "time_sec": 38.67132115364075
+ },
+ {
+ "epoch": 36,
+ "train_loss": 5.829937998809815,
+ "train_acc": 0.00866,
+ "test_loss": 4.605172854614258,
+ "test_acc": 0.01,
+ "lyapunov": 1.920135024868314,
+ "grad_norm": 0.09205400750487011,
+ "grad_max_sv": 0.0,
+ "grad_min_sv": 0.0,
+ "grad_condition": 0.0,
+ "lr": 0.0008644843137107055,
+ "time_sec": 38.64905834197998
+ },
+ {
+ "epoch": 37,
+ "train_loss": 5.829817896728516,
+ "train_acc": 0.00818,
+ "test_loss": 4.6051733100891115,
+ "test_acc": 0.01,
+ "lyapunov": 1.9200208934066851,
+ "grad_norm": 0.09228371311542864,
+ "grad_max_sv": 0.0,
+ "grad_min_sv": 0.0,
+ "grad_condition": 0.0,
+ "lr": 0.0008572363398164014,
+ "time_sec": 38.657002210617065
+ },
+ {
+ "epoch": 38,
+ "train_loss": 5.831039802246094,
+ "train_acc": 0.0088,
+ "test_loss": 4.6051726837158204,
+ "test_acc": 0.01,
+ "lyapunov": 1.9210114238207296,
+ "grad_norm": 0.09181178733619569,
+ "grad_max_sv": 0.0,
+ "grad_min_sv": 0.0,
+ "grad_condition": 0.0,
+ "lr": 0.0008498316702566826,
+ "time_sec": 38.66207027435303
+ },
+ {
+ "epoch": 39,
+ "train_loss": 5.829483923492432,
+ "train_acc": 0.00886,
+ "test_loss": 4.605172607421875,
+ "test_acc": 0.01,
+ "lyapunov": 1.919772486552558,
+ "grad_norm": 0.09053836987454536,
+ "grad_max_sv": 0.0,
+ "grad_min_sv": 0.0,
+ "grad_condition": 0.0,
+ "lr": 0.0008422735529643442,
+ "time_sec": 38.67074227333069
+ },
+ {
+ "epoch": 40,
+ "train_loss": 5.829308145904541,
+ "train_acc": 0.00862,
+ "test_loss": 4.605172937774658,
+ "test_acc": 0.01,
+ "lyapunov": 1.9195958787522962,
+ "grad_norm": 0.09302966072405643,
+ "grad_max_sv": 0.0028064717072993515,
+ "grad_min_sv": 0.0,
+ "grad_condition": 2806471707.2993517,
+ "lr": 0.0008345653031794289,
+ "time_sec": 38.66209268569946
+ },
+ {
+ "epoch": 41,
+ "train_loss": 5.828913317565918,
+ "train_acc": 0.00894,
+ "test_loss": 4.605173394775391,
+ "test_acc": 0.01,
+ "lyapunov": 1.9192491733204677,
+ "grad_norm": 0.09010018258992165,
+ "grad_max_sv": 0.0,
+ "grad_min_sv": 0.0,
+ "grad_condition": 0.0,
+ "lr": 0.0008267103019950526,
+ "time_sec": 38.68193006515503
+ },
+ {
+ "epoch": 42,
+ "train_loss": 5.83203209274292,
+ "train_acc": 0.0089,
+ "test_loss": 4.6051725547790525,
+ "test_acc": 0.01,
+ "lyapunov": 1.9218718840947846,
+ "grad_norm": 0.09554864716201418,
+ "grad_max_sv": 0.0,
+ "grad_min_sv": 0.0,
+ "grad_condition": 0.0,
+ "lr": 0.0008187119948743447,
+ "time_sec": 38.67262053489685
+ },
+ {
+ "epoch": 43,
+ "train_loss": 5.836768571929932,
+ "train_acc": 0.00868,
+ "test_loss": 4.605172836303711,
+ "test_acc": 0.01,
+ "lyapunov": 1.9252831368800014,
+ "grad_norm": 0.11288803301983473,
+ "grad_max_sv": 0.0,
+ "grad_min_sv": 0.0,
+ "grad_condition": 0.0,
+ "lr": 0.000810573890139155,
+ "time_sec": 38.673030853271484
+ },
+ {
+ "epoch": 44,
+ "train_loss": 5.830244238128662,
+ "train_acc": 0.00862,
+ "test_loss": 4.605172270202637,
+ "test_acc": 0.01,
+ "lyapunov": 1.9203159440204005,
+ "grad_norm": 0.09075156234022023,
+ "grad_max_sv": 0.0006292640697211027,
+ "grad_min_sv": 0.0,
+ "grad_condition": 629264069.7211027,
+ "lr": 0.0008022995574311873,
+ "time_sec": 38.67639136314392
+ },
+ {
+ "epoch": 45,
+ "train_loss": 5.831813296051026,
+ "train_acc": 0.00798,
+ "test_loss": 4.605172733306885,
+ "test_acc": 0.01,
+ "lyapunov": 1.9216700673408216,
+ "grad_norm": 0.09800318179113622,
+ "grad_max_sv": 0.0,
+ "grad_min_sv": 0.0,
+ "grad_condition": 0.0,
+ "lr": 0.0007938926261462363,
+ "time_sec": 38.66922402381897
+ },
+ {
+ "epoch": 46,
+ "train_loss": 5.829525221710205,
+ "train_acc": 0.0088,
+ "test_loss": 4.605172639465332,
+ "test_acc": 0.01,
+ "lyapunov": 1.9197535209948449,
+ "grad_norm": 0.09607771134569527,
+ "grad_max_sv": 0.0,
+ "grad_min_sv": 0.0,
+ "grad_condition": 0.0,
+ "lr": 0.0007853567838422158,
+ "time_sec": 38.6734299659729
+ },
+ {
+ "epoch": 47,
+ "train_loss": 5.831378362731933,
+ "train_acc": 0.00896,
+ "test_loss": 4.605172109985352,
+ "test_acc": 0.01,
+ "lyapunov": 1.9213088927671427,
+ "grad_norm": 0.09002095025572443,
+ "grad_max_sv": 0.0022390282712876795,
+ "grad_min_sv": 0.0,
+ "grad_condition": 2239028271.2876797,
+ "lr": 0.0007766957746216719,
+ "time_sec": 38.681992530822754
+ },
+ {
+ "epoch": 48,
+ "train_loss": 5.8296267512512205,
+ "train_acc": 0.00852,
+ "test_loss": 4.605172399902344,
+ "test_acc": 0.01,
+ "lyapunov": 1.9198472441919625,
+ "grad_norm": 0.08948131522401738,
+ "grad_max_sv": 0.0,
+ "grad_min_sv": 0.0,
+ "grad_condition": 0.0,
+ "lr": 0.0007679133974894982,
+ "time_sec": 38.69184613227844
+ },
+ {
+ "epoch": 49,
+ "train_loss": 5.82939344329834,
+ "train_acc": 0.009,
+ "test_loss": 4.6051721862792965,
+ "test_acc": 0.01,
+ "lyapunov": 1.919716474345273,
+ "grad_norm": 0.08962129117217822,
+ "grad_max_sv": 0.0,
+ "grad_min_sv": 0.0,
+ "grad_condition": 0.0,
+ "lr": 0.000759013504686565,
+ "time_sec": 38.66769075393677
+ },
+ {
+ "epoch": 50,
+ "train_loss": 5.829856867675781,
+ "train_acc": 0.00824,
+ "test_loss": 4.605171932983398,
+ "test_acc": 0.01,
+ "lyapunov": 1.9200777041027919,
+ "grad_norm": 0.08949650095695762,
+ "grad_max_sv": 0.0,
+ "grad_min_sv": 0.0,
+ "grad_condition": 0.0,
+ "lr": 0.0007499999999999998,
+ "time_sec": 38.6767897605896
+ },
+ {
+ "epoch": 51,
+ "train_loss": 5.831189596557617,
+ "train_acc": 0.00886,
+ "test_loss": 4.605172845458984,
+ "test_acc": 0.01,
+ "lyapunov": 1.9211604323838374,
+ "grad_norm": 0.08928877604280225,
+ "grad_max_sv": 0.0,
+ "grad_min_sv": 0.0,
+ "grad_condition": 0.0,
+ "lr": 0.0007408768370508575,
+ "time_sec": 38.669432640075684
+ },
+ {
+ "epoch": 52,
+ "train_loss": 5.827941221618652,
+ "train_acc": 0.00906,
+ "test_loss": 4.605172493743897,
+ "test_acc": 0.01,
+ "lyapunov": 1.9184872210787995,
+ "grad_norm": 0.08912832082902897,
+ "grad_max_sv": 0.0,
+ "grad_min_sv": 0.0,
+ "grad_condition": 0.0,
+ "lr": 0.0007316480175599307,
+ "time_sec": 38.65984392166138
+ },
+ {
+ "epoch": 53,
+ "train_loss": 5.829616719360351,
+ "train_acc": 0.00856,
+ "test_loss": 4.6051721878051755,
+ "test_acc": 0.01,
+ "lyapunov": 1.9199278674772025,
+ "grad_norm": 0.08891740863163855,
+ "grad_max_sv": 0.0,
+ "grad_min_sv": 0.0,
+ "grad_condition": 0.0,
+ "lr": 0.0007223175895924635,
+ "time_sec": 38.684584856033325
+ },
+ {
+ "epoch": 54,
+ "train_loss": 5.828832433013916,
+ "train_acc": 0.00888,
+ "test_loss": 4.605171940612793,
+ "test_acc": 0.01,
+ "lyapunov": 1.9193241215118058,
+ "grad_norm": 0.08862714787237397,
+ "grad_max_sv": 0.0,
+ "grad_min_sv": 0.0,
+ "grad_condition": 0.0,
+ "lr": 0.0007128896457825361,
+ "time_sec": 38.6649751663208
+ },
+ {
+ "epoch": 55,
+ "train_loss": 5.829295374145508,
+ "train_acc": 0.00864,
+ "test_loss": 4.6051718048095704,
+ "test_acc": 0.01,
+ "lyapunov": 1.9196355620308605,
+ "grad_norm": 0.08936964720805882,
+ "grad_max_sv": 0.0,
+ "grad_min_sv": 0.0,
+ "grad_condition": 0.0,
+ "lr": 0.0007033683215378998,
+ "time_sec": 38.66834211349487
+ },
+ {
+ "epoch": 56,
+ "train_loss": 5.831980644836426,
+ "train_acc": 0.00872,
+ "test_loss": 4.605172239685059,
+ "test_acc": 0.01,
+ "lyapunov": 1.9218218890602325,
+ "grad_norm": 0.08828331902779529,
+ "grad_max_sv": 0.0,
+ "grad_min_sv": 0.0,
+ "grad_condition": 0.0,
+ "lr": 0.0006937577932260512,
+ "time_sec": 38.67644000053406
+ },
+ {
+ "epoch": 57,
+ "train_loss": 5.8291939093017575,
+ "train_acc": 0.00898,
+ "test_loss": 4.605171894836426,
+ "test_acc": 0.01,
+ "lyapunov": 1.9195057918958347,
+ "grad_norm": 0.08970762017367405,
+ "grad_max_sv": 0.0,
+ "grad_min_sv": 0.0,
+ "grad_condition": 0.0,
+ "lr": 0.0006840622763423388,
+ "time_sec": 38.66079378128052
+ },
+ {
+ "epoch": 58,
+ "train_loss": 5.826841032867431,
+ "train_acc": 0.0085,
+ "test_loss": 4.605172017669678,
+ "test_acc": 0.01,
+ "lyapunov": 1.9176025924170415,
+ "grad_norm": 0.09048223717877525,
+ "grad_max_sv": 0.0014875998720526695,
+ "grad_min_sv": 0.0,
+ "grad_condition": 1487599872.0526695,
+ "lr": 0.0006742860236609073,
+ "time_sec": 38.66658973693848
+ },
+ {
+ "epoch": 59,
+ "train_loss": 5.835019799499512,
+ "train_acc": 0.00882,
+ "test_loss": 4.60517190322876,
+ "test_acc": 0.01,
+ "lyapunov": 1.9238726757371518,
+ "grad_norm": 0.09441160205385561,
+ "grad_max_sv": 0.0,
+ "grad_min_sv": 0.0,
+ "grad_condition": 0.0,
+ "lr": 0.0006644333233692913,
+ "time_sec": 38.67969727516174
+ },
+ {
+ "epoch": 60,
+ "train_loss": 5.830721065979004,
+ "train_acc": 0.00836,
+ "test_loss": 4.605171463012695,
+ "test_acc": 0.01,
+ "lyapunov": 1.9208579142685132,
+ "grad_norm": 0.08921306700093072,
+ "grad_max_sv": 0.0,
+ "grad_min_sv": 0.0,
+ "grad_condition": 0.0,
+ "lr": 0.0006545084971874734,
+ "time_sec": 38.663196325302124
+ },
+ {
+ "epoch": 61,
+ "train_loss": 5.829596945648193,
+ "train_acc": 0.00828,
+ "test_loss": 4.605171449279785,
+ "test_acc": 0.01,
+ "lyapunov": 1.9199584844472157,
+ "grad_norm": 0.08848056161918356,
+ "grad_max_sv": 0.0,
+ "grad_min_sv": 0.0,
+ "grad_condition": 0.0,
+ "lr": 0.0006445158984722354,
+ "time_sec": 38.68021297454834
+ },
+ {
+ "epoch": 62,
+ "train_loss": 5.830569870300293,
+ "train_acc": 0.00824,
+ "test_loss": 4.605171228790283,
+ "test_acc": 0.01,
+ "lyapunov": 1.9206647436941982,
+ "grad_norm": 0.08839721397975912,
+ "grad_max_sv": 0.0,
+ "grad_min_sv": 0.0,
+ "grad_condition": 0.0,
+ "lr": 0.0006344599103076324,
+ "time_sec": 38.675719022750854
+ },
+ {
+ "epoch": 63,
+ "train_loss": 5.8305546853637695,
+ "train_acc": 0.00854,
+ "test_loss": 4.605172233581543,
+ "test_acc": 0.01,
+ "lyapunov": 1.9206541834584892,
+ "grad_norm": 0.08903578043587344,
+ "grad_max_sv": 0.0,
+ "grad_min_sv": 0.0,
+ "grad_condition": 0.0,
+ "lr": 0.0006243449435824269,
+ "time_sec": 38.658900022506714
+ },
+ {
+ "epoch": 64,
+ "train_loss": 5.836477585449218,
+ "train_acc": 0.00876,
+ "test_loss": 4.605171844482422,
+ "test_acc": 0.01,
+ "lyapunov": 1.9251100108446673,
+ "grad_norm": 0.09951449127834824,
+ "grad_max_sv": 0.0,
+ "grad_min_sv": 0.0,
+ "grad_condition": 0.0,
+ "lr": 0.0006141754350553275,
+ "time_sec": 38.67370843887329
+ },
+ {
+ "epoch": 65,
+ "train_loss": 5.830157748260498,
+ "train_acc": 0.00854,
+ "test_loss": 4.605171319580078,
+ "test_acc": 0.01,
+ "lyapunov": 1.920334783661396,
+ "grad_norm": 0.09108085096662916,
+ "grad_max_sv": 0.0,
+ "grad_min_sv": 0.0,
+ "grad_condition": 0.0,
+ "lr": 0.0006039558454088793,
+ "time_sec": 38.67955160140991
+ },
+ {
+ "epoch": 66,
+ "train_loss": 5.828997611694336,
+ "train_acc": 0.00866,
+ "test_loss": 4.605171671295166,
+ "test_acc": 0.01,
+ "lyapunov": 1.919463188751884,
+ "grad_norm": 0.08904439645709107,
+ "grad_max_sv": 0.0,
+ "grad_min_sv": 0.0,
+ "grad_condition": 0.0,
+ "lr": 0.000593690657292862,
+ "time_sec": 38.67839956283569
+ },
+ {
+ "epoch": 67,
+ "train_loss": 5.830838754272461,
+ "train_acc": 0.00868,
+ "test_loss": 4.605171606445312,
+ "test_acc": 0.01,
+ "lyapunov": 1.9207777364174727,
+ "grad_norm": 0.09755498438636814,
+ "grad_max_sv": 0.0,
+ "grad_min_sv": 0.0,
+ "grad_condition": 0.0,
+ "lr": 0.0005833843733580507,
+ "time_sec": 38.67587614059448
+ },
+ {
+ "epoch": 68,
+ "train_loss": 5.827152337646484,
+ "train_acc": 0.00928,
+ "test_loss": 4.605171282958985,
+ "test_acc": 0.01,
+ "lyapunov": 1.9178936585136082,
+ "grad_norm": 0.08799438562008605,
+ "grad_max_sv": 0.0,
+ "grad_min_sv": 0.0,
+ "grad_condition": 0.0,
+ "lr": 0.0005730415142812054,
+ "time_sec": 38.67634415626526
+ },
+ {
+ "epoch": 69,
+ "train_loss": 5.830286772155762,
+ "train_acc": 0.0096,
+ "test_loss": 4.605171063232422,
+ "test_acc": 0.01,
+ "lyapunov": 1.9204461242231872,
+ "grad_norm": 0.09070089337302271,
+ "grad_max_sv": 0.0,
+ "grad_min_sv": 0.0,
+ "grad_condition": 0.0,
+ "lr": 0.0005626666167821517,
+ "time_sec": 38.678497076034546
+ },
+ {
+ "epoch": 70,
+ "train_loss": 5.832680291290283,
+ "train_acc": 0.0098,
+ "test_loss": 4.605171459197998,
+ "test_acc": 0.01,
+ "lyapunov": 1.9224533403621,
+ "grad_norm": 0.08827257843406246,
+ "grad_max_sv": 0.0,
+ "grad_min_sv": 0.0,
+ "grad_condition": 0.0,
+ "lr": 0.0005522642316338265,
+ "time_sec": 38.66450572013855
+ },
+ {
+ "epoch": 71,
+ "train_loss": 5.830269169921875,
+ "train_acc": 0.00836,
+ "test_loss": 4.605171234130859,
+ "test_acc": 0.01,
+ "lyapunov": 1.9205291399260616,
+ "grad_norm": 0.08807564726395264,
+ "grad_max_sv": 0.0,
+ "grad_min_sv": 0.0,
+ "grad_condition": 0.0,
+ "lr": 0.0005418389216661573,
+ "time_sec": 38.656336545944214
+ },
+ {
+ "epoch": 72,
+ "train_loss": 5.830037397460938,
+ "train_acc": 0.00858,
+ "test_loss": 4.605171022033692,
+ "test_acc": 0.01,
+ "lyapunov": 1.9203362114289229,
+ "grad_norm": 0.08760409668351568,
+ "grad_max_sv": 0.0,
+ "grad_min_sv": 0.0,
+ "grad_condition": 0.0,
+ "lr": 0.0005313952597646563,
+ "time_sec": 38.68950128555298
+ },
+ {
+ "epoch": 73,
+ "train_loss": 5.83207408782959,
+ "train_acc": 0.00862,
+ "test_loss": 4.605171083068847,
+ "test_acc": 0.01,
+ "lyapunov": 1.922044792138707,
+ "grad_norm": 0.08837012490740455,
+ "grad_max_sv": 0.0,
+ "grad_min_sv": 0.0,
+ "grad_condition": 0.0,
+ "lr": 0.0005209378268645994,
+ "time_sec": 38.678892612457275
+ },
+ {
+ "epoch": 74,
+ "train_loss": 5.830842367553711,
+ "train_acc": 0.00886,
+ "test_loss": 4.6051713088989255,
+ "test_acc": 0.01,
+ "lyapunov": 1.9209648620746935,
+ "grad_norm": 0.0881334492267735,
+ "grad_max_sv": 0.0016617819666862488,
+ "grad_min_sv": 0.0,
+ "grad_condition": 1661781966.6862488,
+ "lr": 0.0005104712099416781,
+ "time_sec": 38.66536831855774
+ },
+ {
+ "epoch": 75,
+ "train_loss": 5.831041750488281,
+ "train_acc": 0.00846,
+ "test_loss": 4.605171099853516,
+ "test_acc": 0.01,
+ "lyapunov": 1.9211621680832884,
+ "grad_norm": 0.08829717661983798,
+ "grad_max_sv": 0.0,
+ "grad_min_sv": 0.0,
+ "grad_condition": 0.0,
+ "lr": 0.0004999999999999996,
+ "time_sec": 38.674325704574585
+ },
+ {
+ "epoch": 76,
+ "train_loss": 5.836333667144776,
+ "train_acc": 0.00864,
+ "test_loss": 4.605171186065673,
+ "test_acc": 0.01,
+ "lyapunov": 1.9246098906792644,
+ "grad_norm": 0.11366095758738136,
+ "grad_max_sv": 0.0,
+ "grad_min_sv": 0.0,
+ "grad_condition": 0.0,
+ "lr": 0.0004895287900583212,
+ "time_sec": 38.687448501586914
+ },
+ {
+ "epoch": 77,
+ "train_loss": 5.835334293212891,
+ "train_acc": 0.0089,
+ "test_loss": 4.6051709121704105,
+ "test_acc": 0.01,
+ "lyapunov": 1.9234618140608453,
+ "grad_norm": 0.10831693857812812,
+ "grad_max_sv": 0.0,
+ "grad_min_sv": 0.0,
+ "grad_condition": 0.0,
+ "lr": 0.0004790621731353997,
+ "time_sec": 38.65811228752136
+ },
+ {
+ "epoch": 78,
+ "train_loss": 5.827478051452637,
+ "train_acc": 0.00882,
+ "test_loss": 4.605171005249024,
+ "test_acc": 0.01,
+ "lyapunov": 1.9182067341206934,
+ "grad_norm": 0.08781347391325668,
+ "grad_max_sv": 0.0,
+ "grad_min_sv": 0.0,
+ "grad_condition": 0.0,
+ "lr": 0.000468604740235343,
+ "time_sec": 38.676063537597656
+ },
+ {
+ "epoch": 79,
+ "train_loss": 5.8290468742370605,
+ "train_acc": 0.00886,
+ "test_loss": 4.605171278381348,
+ "test_acc": 0.01,
+ "lyapunov": 1.919505515671752,
+ "grad_norm": 0.08854207911135165,
+ "grad_max_sv": 0.0,
+ "grad_min_sv": 0.0,
+ "grad_condition": 0.0,
+ "lr": 0.00045816107833384175,
+ "time_sec": 38.673518896102905
+ },
+ {
+ "epoch": 80,
+ "train_loss": 5.833914941253662,
+ "train_acc": 0.0089,
+ "test_loss": 4.605170984649658,
+ "test_acc": 0.01,
+ "lyapunov": 1.9234306675088986,
+ "grad_norm": 0.09381991898821151,
+ "grad_max_sv": 0.0,
+ "grad_min_sv": 0.0,
+ "grad_condition": 0.0,
+ "lr": 0.0004477357683661729,
+ "time_sec": 38.672255754470825
+ },
+ {
+ "epoch": 81,
+ "train_loss": 5.829356372680664,
+ "train_acc": 0.00902,
+ "test_loss": 4.605171099853516,
+ "test_acc": 0.01,
+ "lyapunov": 1.919769955413116,
+ "grad_norm": 0.08816368922697575,
+ "grad_max_sv": 0.0,
+ "grad_min_sv": 0.0,
+ "grad_condition": 0.0,
+ "lr": 0.00043733338321784746,
+ "time_sec": 38.67954111099243
+ },
+ {
+ "epoch": 82,
+ "train_loss": 5.831741758117675,
+ "train_acc": 0.00918,
+ "test_loss": 4.605171073913574,
+ "test_acc": 0.01,
+ "lyapunov": 1.921732059525102,
+ "grad_norm": 0.09264254493603952,
+ "grad_max_sv": 0.0,
+ "grad_min_sv": 0.0,
+ "grad_condition": 0.0,
+ "lr": 0.0004269584857187939,
+ "time_sec": 38.673032999038696
+ },
+ {
+ "epoch": 83,
+ "train_loss": 5.834408538513183,
+ "train_acc": 0.0092,
+ "test_loss": 4.605170977020264,
+ "test_acc": 0.01,
+ "lyapunov": 1.9238771880069352,
+ "grad_norm": 0.08953937527623661,
+ "grad_max_sv": 0.0,
+ "grad_min_sv": 0.0,
+ "grad_condition": 0.0,
+ "lr": 0.0004166156266419484,
+ "time_sec": 38.68673372268677
+ },
+ {
+ "epoch": 84,
+ "train_loss": 5.830432665252686,
+ "train_acc": 0.009,
+ "test_loss": 4.605170909118653,
+ "test_acc": 0.01,
+ "lyapunov": 1.920691382854491,
+ "grad_norm": 0.08848473612958971,
+ "grad_max_sv": 0.0,
+ "grad_min_sv": 0.0,
+ "grad_condition": 0.0,
+ "lr": 0.0004063093427071373,
+ "time_sec": 38.663509130477905
+ },
+ {
+ "epoch": 85,
+ "train_loss": 5.83150433013916,
+ "train_acc": 0.00862,
+ "test_loss": 4.605170706176758,
+ "test_acc": 0.01,
+ "lyapunov": 1.921521064875376,
+ "grad_norm": 0.0878123084846611,
+ "grad_max_sv": 0.0,
+ "grad_min_sv": 0.0,
+ "grad_condition": 0.0,
+ "lr": 0.0003960441545911199,
+ "time_sec": 38.6465003490448
+ },
+ {
+ "epoch": 86,
+ "train_loss": 5.831791127319336,
+ "train_acc": 0.00896,
+ "test_loss": 4.605170570373535,
+ "test_acc": 0.01,
+ "lyapunov": 1.9217873232443925,
+ "grad_norm": 0.0877757716455608,
+ "grad_max_sv": 0.0,
+ "grad_min_sv": 0.0,
+ "grad_condition": 0.0,
+ "lr": 0.0003858245649446718,
+ "time_sec": 38.6744065284729
+ },
+ {
+ "epoch": 87,
+ "train_loss": 5.832627346191407,
+ "train_acc": 0.00878,
+ "test_loss": 4.605170877075195,
+ "test_acc": 0.01,
+ "lyapunov": 1.9224827862761515,
+ "grad_norm": 0.08827499584565024,
+ "grad_max_sv": 0.0,
+ "grad_min_sv": 0.0,
+ "grad_condition": 0.0,
+ "lr": 0.00037565505641757235,
+ "time_sec": 38.66921091079712
+ },
+ {
+ "epoch": 88,
+ "train_loss": 5.8317487963867185,
+ "train_acc": 0.00824,
+ "test_loss": 4.605170699310302,
+ "test_acc": 0.01,
+ "lyapunov": 1.921761295984468,
+ "grad_norm": 0.08846045903994489,
+ "grad_max_sv": 0.0,
+ "grad_min_sv": 0.0,
+ "grad_condition": 0.0,
+ "lr": 0.00036554008969236695,
+ "time_sec": 38.67842221260071
+ },
+ {
+ "epoch": 89,
+ "train_loss": 5.8302451986694335,
+ "train_acc": 0.00862,
+ "test_loss": 4.605170578765869,
+ "test_acc": 0.01,
+ "lyapunov": 1.9205519287177668,
+ "grad_norm": 0.0880969562704879,
+ "grad_max_sv": 0.0,
+ "grad_min_sv": 0.0,
+ "grad_condition": 0.0,
+ "lr": 0.0003554841015277638,
+ "time_sec": 38.66373419761658
+ },
+ {
+ "epoch": 90,
+ "train_loss": 5.828649435424805,
+ "train_acc": 0.00928,
+ "test_loss": 4.605170637512207,
+ "test_acc": 0.01,
+ "lyapunov": 1.919257033816384,
+ "grad_norm": 0.08878565745159492,
+ "grad_max_sv": 0.0,
+ "grad_min_sv": 0.0,
+ "grad_condition": 0.0,
+ "lr": 0.000345491502812526,
+ "time_sec": 38.68431329727173
+ },
+ {
+ "epoch": 91,
+ "train_loss": 5.830266084594727,
+ "train_acc": 0.0087,
+ "test_loss": 4.60517045211792,
+ "test_acc": 0.01,
+ "lyapunov": 1.920564612464222,
+ "grad_norm": 0.0883222592119473,
+ "grad_max_sv": 0.0,
+ "grad_min_sv": 0.0,
+ "grad_condition": 0.0,
+ "lr": 0.0003355666766307081,
+ "time_sec": 38.67736315727234
+ },
+ {
+ "epoch": 92,
+ "train_loss": 5.831894824829101,
+ "train_acc": 0.00856,
+ "test_loss": 4.605170608520508,
+ "test_acc": 0.01,
+ "lyapunov": 1.9219116762166133,
+ "grad_norm": 0.08764554261224523,
+ "grad_max_sv": 0.0,
+ "grad_min_sv": 0.0,
+ "grad_condition": 0.0,
+ "lr": 0.00032571397633909225,
+ "time_sec": 38.67611908912659
+ },
+ {
+ "epoch": 93,
+ "train_loss": 5.82894446182251,
+ "train_acc": 0.00844,
+ "test_loss": 4.6051702972412105,
+ "test_acc": 0.01,
+ "lyapunov": 1.9194979228631919,
+ "grad_norm": 0.08833998566442527,
+ "grad_max_sv": 0.0,
+ "grad_min_sv": 0.0,
+ "grad_condition": 0.0,
+ "lr": 0.00031593772365766094,
+ "time_sec": 38.69344687461853
+ },
+ {
+ "epoch": 94,
+ "train_loss": 5.837506525115967,
+ "train_acc": 0.00874,
+ "test_loss": 4.60517064819336,
+ "test_acc": 0.01,
+ "lyapunov": 1.9243434188920823,
+ "grad_norm": 0.11393882739366498,
+ "grad_max_sv": 0.0,
+ "grad_min_sv": 0.0,
+ "grad_condition": 0.0,
+ "lr": 0.0003062422067739483,
+ "time_sec": 38.68289828300476
+ },
+ {
+ "epoch": 95,
+ "train_loss": 5.831888694152832,
+ "train_acc": 0.00764,
+ "test_loss": 4.605170504760742,
+ "test_acc": 0.01,
+ "lyapunov": 1.9216798833568993,
+ "grad_norm": 0.10076789355226513,
+ "grad_max_sv": 0.0,
+ "grad_min_sv": 0.0,
+ "grad_condition": 0.0,
+ "lr": 0.00029663167846209965,
+ "time_sec": 38.68230414390564
+ },
+ {
+ "epoch": 96,
+ "train_loss": 5.839447547912598,
+ "train_acc": 0.00876,
+ "test_loss": 4.605170679473877,
+ "test_acc": 0.01,
+ "lyapunov": 1.9261463017719787,
+ "grad_norm": 0.11376740734099834,
+ "grad_max_sv": 0.0,
+ "grad_min_sv": 0.0,
+ "grad_condition": 0.0,
+ "lr": 0.00028711035421746345,
+ "time_sec": 38.6755793094635
+ },
+ {
+ "epoch": 97,
+ "train_loss": 5.828961611328125,
+ "train_acc": 0.00828,
+ "test_loss": 4.605170320129394,
+ "test_acc": 0.01,
+ "lyapunov": 1.9195098590363018,
+ "grad_norm": 0.08840788709710101,
+ "grad_max_sv": 0.0,
+ "grad_min_sv": 0.0,
+ "grad_condition": 0.0,
+ "lr": 0.00027768241040753615,
+ "time_sec": 38.676655769348145
+ },
+ {
+ "epoch": 98,
+ "train_loss": 5.829206983032226,
+ "train_acc": 0.00852,
+ "test_loss": 4.605170263671875,
+ "test_acc": 0.01,
+ "lyapunov": 1.9197069199188896,
+ "grad_norm": 0.08784611697907319,
+ "grad_max_sv": 0.0,
+ "grad_min_sv": 0.0,
+ "grad_condition": 0.0,
+ "lr": 0.00026835198244006903,
+ "time_sec": 38.679508209228516
+ },
+ {
+ "epoch": 99,
+ "train_loss": 5.830749737243653,
+ "train_acc": 0.0086,
+ "test_loss": 4.605170584106445,
+ "test_acc": 0.01,
+ "lyapunov": 1.9209906048786916,
+ "grad_norm": 0.08837860643236768,
+ "grad_max_sv": 0.0,
+ "grad_min_sv": 0.0,
+ "grad_condition": 0.0,
+ "lr": 0.0002591231629491421,
+ "time_sec": 38.6536865234375
+ },
+ {
+ "epoch": 100,
+ "train_loss": 5.833174273071289,
+ "train_acc": 0.00912,
+ "test_loss": 4.605170581054687,
+ "test_acc": 0.01,
+ "lyapunov": 1.923052377713001,
+ "grad_norm": 0.0880219202195275,
+ "grad_max_sv": 0.0,
+ "grad_min_sv": 0.0,
+ "grad_condition": 0.0,
+ "lr": 0.0002499999999999997,
+ "time_sec": 38.669525146484375
+ },
+ {
+ "epoch": 101,
+ "train_loss": 5.832474216003418,
+ "train_acc": 0.00924,
+ "test_loss": 4.605170333862305,
+ "test_acc": 0.01,
+ "lyapunov": 1.9223707411295312,
+ "grad_norm": 0.088109218729273,
+ "grad_max_sv": 0.0,
+ "grad_min_sv": 0.0,
+ "grad_condition": 0.0,
+ "lr": 0.00024098649531343477,
+ "time_sec": 38.68469524383545
+ },
+ {
+ "epoch": 102,
+ "train_loss": 5.832093044128418,
+ "train_acc": 0.0085,
+ "test_loss": 4.6051706710815425,
+ "test_acc": 0.01,
+ "lyapunov": 1.9221026568156678,
+ "grad_norm": 0.08806360302850152,
+ "grad_max_sv": 0.0,
+ "grad_min_sv": 0.0,
+ "grad_condition": 0.0,
+ "lr": 0.0002320866025105016,
+ "time_sec": 38.667779207229614
+ },
+ {
+ "epoch": 103,
+ "train_loss": 5.829613971557618,
+ "train_acc": 0.00884,
+ "test_loss": 4.605170641326905,
+ "test_acc": 0.01,
+ "lyapunov": 1.9200275365044088,
+ "grad_norm": 0.08827372352248057,
+ "grad_max_sv": 0.0,
+ "grad_min_sv": 0.0,
+ "grad_condition": 0.0,
+ "lr": 0.0002233042253783278,
+ "time_sec": 38.67877268791199
+ },
+ {
+ "epoch": 104,
+ "train_loss": 5.829403175201416,
+ "train_acc": 0.0085,
+ "test_loss": 4.605170069885254,
+ "test_acc": 0.01,
+ "lyapunov": 1.9198780102498085,
+ "grad_norm": 0.08759321728417062,
+ "grad_max_sv": 0.0,
+ "grad_min_sv": 0.0,
+ "grad_condition": 0.0,
+ "lr": 0.000214643216157784,
+ "time_sec": 38.67757058143616
+ },
+ {
+ "epoch": 105,
+ "train_loss": 5.83223681137085,
+ "train_acc": 0.00838,
+ "test_loss": 4.605170602416992,
+ "test_acc": 0.01,
+ "lyapunov": 1.922215115993529,
+ "grad_norm": 0.08796326905677253,
+ "grad_max_sv": 0.0,
+ "grad_min_sv": 0.0,
+ "grad_condition": 0.0,
+ "lr": 0.00020610737385376332,
+ "time_sec": 38.667465925216675
+ },
+ {
+ "epoch": 106,
+ "train_loss": 5.833028655090332,
+ "train_acc": 0.00824,
+ "test_loss": 4.605170317840576,
+ "test_acc": 0.01,
+ "lyapunov": 1.92289487815574,
+ "grad_norm": 0.08795960069436239,
+ "grad_max_sv": 0.0,
+ "grad_min_sv": 0.0,
+ "grad_condition": 0.0,
+ "lr": 0.00019770044256881242,
+ "time_sec": 38.68554091453552
+ },
+ {
+ "epoch": 107,
+ "train_loss": 5.827796527557373,
+ "train_acc": 0.00876,
+ "test_loss": 4.605170085144043,
+ "test_acc": 0.01,
+ "lyapunov": 1.918589440453083,
+ "grad_norm": 0.08772654367791473,
+ "grad_max_sv": 0.0,
+ "grad_min_sv": 0.0,
+ "grad_condition": 0.0,
+ "lr": 0.0001894261098608447,
+ "time_sec": 38.68501615524292
+ },
+ {
+ "epoch": 108,
+ "train_loss": 5.82904862991333,
+ "train_acc": 0.00916,
+ "test_loss": 4.605170137023926,
+ "test_acc": 0.01,
+ "lyapunov": 1.9196739556539395,
+ "grad_norm": 0.08791956109774068,
+ "grad_max_sv": 0.0,
+ "grad_min_sv": 0.0,
+ "grad_condition": 0.0,
+ "lr": 0.000181288005125655,
+ "time_sec": 38.68057060241699
+ },
+ {
+ "epoch": 109,
+ "train_loss": 5.830072443237305,
+ "train_acc": 0.00772,
+ "test_loss": 4.605170295715332,
+ "test_acc": 0.01,
+ "lyapunov": 1.9204182008953046,
+ "grad_norm": 0.08807291337304174,
+ "grad_max_sv": 0.0,
+ "grad_min_sv": 0.0,
+ "grad_condition": 0.0,
+ "lr": 0.0001732896980049473,
+ "time_sec": 38.66407561302185
+ },
+ {
+ "epoch": 110,
+ "train_loss": 5.830760421295166,
+ "train_acc": 0.00882,
+ "test_loss": 4.605170086669922,
+ "test_acc": 0.01,
+ "lyapunov": 1.9210344882267516,
+ "grad_norm": 0.08829325644128909,
+ "grad_max_sv": 0.0,
+ "grad_min_sv": 0.0,
+ "grad_condition": 0.0,
+ "lr": 0.00016543469682057076,
+ "time_sec": 38.66635870933533
+ },
+ {
+ "epoch": 111,
+ "train_loss": 5.844144050140381,
+ "train_acc": 0.00756,
+ "test_loss": 4.605170138549805,
+ "test_acc": 0.01,
+ "lyapunov": 1.9289683185879836,
+ "grad_norm": 0.08860258635222626,
+ "grad_max_sv": 0.0,
+ "grad_min_sv": 0.0,
+ "grad_condition": 0.0,
+ "lr": 0.00015772644703565552,
+ "time_sec": 38.67165184020996
+ },
+ {
+ "epoch": 112,
+ "train_loss": 5.830768748779297,
+ "train_acc": 0.0085,
+ "test_loss": 4.605170237731934,
+ "test_acc": 0.01,
+ "lyapunov": 1.9210170031813405,
+ "grad_norm": 0.0882870971276682,
+ "grad_max_sv": 0.0,
+ "grad_min_sv": 0.0,
+ "grad_condition": 0.0,
+ "lr": 0.00015016832974331713,
+ "time_sec": 38.67701458930969
+ },
+ {
+ "epoch": 113,
+ "train_loss": 5.8316661862182615,
+ "train_acc": 0.00856,
+ "test_loss": 4.605170329284668,
+ "test_acc": 0.01,
+ "lyapunov": 1.921789816883214,
+ "grad_norm": 0.08856537933077034,
+ "grad_max_sv": 0.0,
+ "grad_min_sv": 0.0,
+ "grad_condition": 0.0,
+ "lr": 0.00014276366018359834,
+ "time_sec": 38.66913890838623
+ },
+ {
+ "epoch": 114,
+ "train_loss": 5.83167002532959,
+ "train_acc": 0.00886,
+ "test_loss": 4.60517038269043,
+ "test_acc": 0.01,
+ "lyapunov": 1.9217432996501094,
+ "grad_norm": 0.08829399946029161,
+ "grad_max_sv": 0.0,
+ "grad_min_sv": 0.0,
+ "grad_condition": 0.0,
+ "lr": 0.00013551568628929425,
+ "time_sec": 38.68831920623779
+ },
+ {
+ "epoch": 115,
+ "train_loss": 5.829227747192383,
+ "train_acc": 0.00872,
+ "test_loss": 4.605170357513428,
+ "test_acc": 0.01,
+ "lyapunov": 1.9198200571567505,
+ "grad_norm": 0.08820685400799948,
+ "grad_max_sv": 0.0,
+ "grad_min_sv": 0.0,
+ "grad_condition": 0.0,
+ "lr": 0.00012842758726130276,
+ "time_sec": 38.898104667663574
+ },
+ {
+ "epoch": 116,
+ "train_loss": 5.826888065795899,
+ "train_acc": 0.0084,
+ "test_loss": 4.605169971466064,
+ "test_acc": 0.01,
+ "lyapunov": 1.9179128426724992,
+ "grad_norm": 0.08799764957632915,
+ "grad_max_sv": 0.0,
+ "grad_min_sv": 0.0,
+ "grad_condition": 0.0,
+ "lr": 0.0001215024721741218,
+ "time_sec": 38.664024114608765
+ },
+ {
+ "epoch": 117,
+ "train_loss": 5.833059454956055,
+ "train_acc": 0.00838,
+ "test_loss": 4.605170207214355,
+ "test_acc": 0.01,
+ "lyapunov": 1.9228876301699587,
+ "grad_norm": 0.09229149137870292,
+ "grad_max_sv": 0.0,
+ "grad_min_sv": 0.0,
+ "grad_condition": 0.0,
+ "lr": 0.00011474337861210538,
+ "time_sec": 38.66628289222717
+ },
+ {
+ "epoch": 118,
+ "train_loss": 5.834235620422363,
+ "train_acc": 0.00838,
+ "test_loss": 4.605170387268067,
+ "test_acc": 0.01,
+ "lyapunov": 1.9234702946889737,
+ "grad_norm": 0.11393843809281681,
+ "grad_max_sv": 0.0,
+ "grad_min_sv": 0.0,
+ "grad_condition": 0.0,
+ "lr": 0.00010815327133708009,
+ "time_sec": 38.67253303527832
+ },
+ {
+ "epoch": 119,
+ "train_loss": 5.836164589385986,
+ "train_acc": 0.00878,
+ "test_loss": 4.605170240783691,
+ "test_acc": 0.01,
+ "lyapunov": 1.9253446165558017,
+ "grad_norm": 0.13051062587564605,
+ "grad_max_sv": 0.0,
+ "grad_min_sv": 0.0,
+ "grad_condition": 0.0,
+ "lr": 0.00010173504098790182,
+ "time_sec": 38.675392627716064
+ },
+ {
+ "epoch": 120,
+ "train_loss": 5.833294369506836,
+ "train_acc": 0.00902,
+ "test_loss": 4.605170152282715,
+ "test_acc": 0.01,
+ "lyapunov": 1.9231391212214595,
+ "grad_norm": 0.09107209306940374,
+ "grad_max_sv": 0.0,
+ "grad_min_sv": 0.0,
+ "grad_condition": 0.0,
+ "lr": 9.549150281252629e-05,
+ "time_sec": 38.68769383430481
+ },
+ {
+ "epoch": 121,
+ "train_loss": 5.830208008880615,
+ "train_acc": 0.00872,
+ "test_loss": 4.605169981384277,
+ "test_acc": 0.01,
+ "lyapunov": 1.920601219777256,
+ "grad_norm": 0.08818902289292577,
+ "grad_max_sv": 0.0,
+ "grad_min_sv": 0.0,
+ "grad_condition": 0.0,
+ "lr": 8.942539543314794e-05,
+ "time_sec": 38.663066148757935
+ },
+ {
+ "epoch": 122,
+ "train_loss": 5.828988634338379,
+ "train_acc": 0.00866,
+ "test_loss": 4.6051700424194335,
+ "test_acc": 0.01,
+ "lyapunov": 1.9195775912545832,
+ "grad_norm": 0.08827912521059493,
+ "grad_max_sv": 0.0,
+ "grad_min_sv": 0.0,
+ "grad_condition": 0.0,
+ "lr": 8.353937964495024e-05,
+ "time_sec": 38.66604161262512
+ },
+ {
+ "epoch": 123,
+ "train_loss": 5.8335463383483885,
+ "train_acc": 0.0083,
+ "test_loss": 4.605170326995849,
+ "test_acc": 0.01,
+ "lyapunov": 1.9230621321426937,
+ "grad_norm": 0.09180967837607329,
+ "grad_max_sv": 0.0,
+ "grad_min_sv": 0.0,
+ "grad_condition": 0.0,
+ "lr": 7.783603724899243e-05,
+ "time_sec": 38.66097450256348
+ },
+ {
+ "epoch": 124,
+ "train_loss": 5.8313025344848635,
+ "train_acc": 0.009,
+ "test_loss": 4.605170251464844,
+ "test_acc": 0.01,
+ "lyapunov": 1.9215273033932347,
+ "grad_norm": 0.0880278926594288,
+ "grad_max_sv": 0.0,
+ "grad_min_sv": 0.0,
+ "grad_condition": 0.0,
+ "lr": 7.231786991974666e-05,
+ "time_sec": 38.678382396698
+ },
+ {
+ "epoch": 125,
+ "train_loss": 5.829151732025147,
+ "train_acc": 0.00856,
+ "test_loss": 4.605170100402832,
+ "test_acc": 0.01,
+ "lyapunov": 1.9196982078844933,
+ "grad_norm": 0.08802943628622184,
+ "grad_max_sv": 0.0,
+ "grad_min_sv": 0.0,
+ "grad_condition": 0.0,
+ "lr": 6.698729810778072e-05,
+ "time_sec": 38.651947021484375
+ },
+ {
+ "epoch": 126,
+ "train_loss": 5.828555057067871,
+ "train_acc": 0.00854,
+ "test_loss": 4.605170222473144,
+ "test_acc": 0.01,
+ "lyapunov": 1.9192795976043662,
+ "grad_norm": 0.088302392455243,
+ "grad_max_sv": 0.0,
+ "grad_min_sv": 0.0,
+ "grad_condition": 0.0,
+ "lr": 6.184665997806817e-05,
+ "time_sec": 38.67385935783386
+ },
+ {
+ "epoch": 127,
+ "train_loss": 5.829820846405029,
+ "train_acc": 0.00872,
+ "test_loss": 4.605170227050781,
+ "test_acc": 0.01,
+ "lyapunov": 1.9203001791254029,
+ "grad_norm": 0.0881103504591081,
+ "grad_max_sv": 0.0,
+ "grad_min_sv": 0.0,
+ "grad_condition": 0.0,
+ "lr": 5.6898210384392595e-05,
+ "time_sec": 38.67335605621338
+ },
+ {
+ "epoch": 128,
+ "train_loss": 5.846653115692138,
+ "train_acc": 0.00814,
+ "test_loss": 4.605170144653321,
+ "test_acc": 0.01,
+ "lyapunov": 1.9271661183413338,
+ "grad_norm": 0.12434413440967498,
+ "grad_max_sv": 0.0,
+ "grad_min_sv": 0.0,
+ "grad_condition": 0.0,
+ "lr": 5.214411988029363e-05,
+ "time_sec": 38.651455879211426
+ },
+ {
+ "epoch": 129,
+ "train_loss": 5.8315210632324215,
+ "train_acc": 0.00858,
+ "test_loss": 4.6051701629638675,
+ "test_acc": 0.01,
+ "lyapunov": 1.9216848407559992,
+ "grad_norm": 0.09353770310247324,
+ "grad_max_sv": 0.0,
+ "grad_min_sv": 0.0,
+ "grad_condition": 0.0,
+ "lr": 4.7586473766990294e-05,
+ "time_sec": 38.65707588195801
+ },
+ {
+ "epoch": 130,
+ "train_loss": 5.833166874389648,
+ "train_acc": 0.00868,
+ "test_loss": 4.605170000457764,
+ "test_acc": 0.01,
+ "lyapunov": 1.9230641779082511,
+ "grad_norm": 0.08835242150848918,
+ "grad_max_sv": 0.0,
+ "grad_min_sv": 0.0,
+ "grad_condition": 0.0,
+ "lr": 4.32272711786996e-05,
+ "time_sec": 38.65906548500061
+ },
+ {
+ "epoch": 131,
+ "train_loss": 5.82969641418457,
+ "train_acc": 0.00892,
+ "test_loss": 4.60517036895752,
+ "test_acc": 0.01,
+ "lyapunov": 1.9201975795619017,
+ "grad_norm": 0.08800100320314078,
+ "grad_max_sv": 0.0,
+ "grad_min_sv": 0.0,
+ "grad_condition": 0.0,
+ "lr": 3.906842420574966e-05,
+ "time_sec": 38.66576051712036
+ },
+ {
+ "epoch": 132,
+ "train_loss": 5.830922511901855,
+ "train_acc": 0.00898,
+ "test_loss": 4.605170082092285,
+ "test_acc": 0.01,
+ "lyapunov": 1.921166550472874,
+ "grad_norm": 0.08780352004054458,
+ "grad_max_sv": 0.0,
+ "grad_min_sv": 0.0,
+ "grad_condition": 0.0,
+ "lr": 3.5111757055874305e-05,
+ "time_sec": 38.67506122589111
+ },
+ {
+ "epoch": 133,
+ "train_loss": 5.830705413360596,
+ "train_acc": 0.0089,
+ "test_loss": 4.605170077514648,
+ "test_acc": 0.01,
+ "lyapunov": 1.9210232758461057,
+ "grad_norm": 0.08765525433917719,
+ "grad_max_sv": 0.0,
+ "grad_min_sv": 0.0,
+ "grad_condition": 0.0,
+ "lr": 3.1359005254054254e-05,
+ "time_sec": 38.66982293128967
+ },
+ {
+ "epoch": 134,
+ "train_loss": 5.828949987030029,
+ "train_acc": 0.0092,
+ "test_loss": 4.60517048034668,
+ "test_acc": 0.01,
+ "lyapunov": 1.9195570479268613,
+ "grad_norm": 0.0878219052630613,
+ "grad_max_sv": 0.0,
+ "grad_min_sv": 0.0,
+ "grad_condition": 0.0,
+ "lr": 2.7811814881259484e-05,
+ "time_sec": 38.658127784729004
+ },
+ {
+ "epoch": 135,
+ "train_loss": 5.832552122955322,
+ "train_acc": 0.00898,
+ "test_loss": 4.605170314025879,
+ "test_acc": 0.01,
+ "lyapunov": 1.922510105935509,
+ "grad_norm": 0.08848585809638171,
+ "grad_max_sv": 0.0,
+ "grad_min_sv": 0.0,
+ "grad_condition": 0.0,
+ "lr": 2.4471741852423218e-05,
+ "time_sec": 38.671475887298584
+ },
+ {
+ "epoch": 136,
+ "train_loss": 5.828762425842285,
+ "train_acc": 0.00862,
+ "test_loss": 4.605170394897461,
+ "test_acc": 0.01,
+ "lyapunov": 1.9194351151166364,
+ "grad_norm": 0.08813677537771221,
+ "grad_max_sv": 0.0,
+ "grad_min_sv": 0.0,
+ "grad_condition": 0.0,
+ "lr": 2.1340251233966362e-05,
+ "time_sec": 38.67206072807312
+ },
+ {
+ "epoch": 137,
+ "train_loss": 5.830585724487305,
+ "train_acc": 0.0092,
+ "test_loss": 4.605170066833496,
+ "test_acc": 0.01,
+ "lyapunov": 1.920962211725962,
+ "grad_norm": 0.08822452447484254,
+ "grad_max_sv": 0.0,
+ "grad_min_sv": 0.0,
+ "grad_condition": 0.0,
+ "lr": 1.8418716601170932e-05,
+ "time_sec": 38.67813777923584
+ },
+ {
+ "epoch": 138,
+ "train_loss": 5.8304260397338865,
+ "train_acc": 0.0081,
+ "test_loss": 4.605170138549805,
+ "test_acc": 0.01,
+ "lyapunov": 1.9208168641990409,
+ "grad_norm": 0.08849509125868348,
+ "grad_max_sv": 0.0,
+ "grad_min_sv": 0.0,
+ "grad_condition": 0.0,
+ "lr": 1.570841943568445e-05,
+ "time_sec": 38.67507195472717
+ },
+ {
+ "epoch": 139,
+ "train_loss": 5.829665904846191,
+ "train_acc": 0.00956,
+ "test_loss": 4.60517013092041,
+ "test_acc": 0.01,
+ "lyapunov": 1.9201480406324576,
+ "grad_norm": 0.08790362350901093,
+ "grad_max_sv": 0.0,
+ "grad_min_sv": 0.0,
+ "grad_condition": 0.0,
+ "lr": 1.3210548563419845e-05,
+ "time_sec": 38.673912048339844
+ },
+ {
+ "epoch": 140,
+ "train_loss": 5.832476518859863,
+ "train_acc": 0.00906,
+ "test_loss": 4.6051704071044925,
+ "test_acc": 0.01,
+ "lyapunov": 1.9224549364250945,
+ "grad_norm": 0.08802773683248163,
+ "grad_max_sv": 0.0,
+ "grad_min_sv": 0.0,
+ "grad_condition": 0.0,
+ "lr": 1.0926199633097203e-05,
+ "time_sec": 38.67948055267334
+ },
+ {
+ "epoch": 141,
+ "train_loss": 5.830304007110596,
+ "train_acc": 0.00992,
+ "test_loss": 4.605170399475098,
+ "test_acc": 0.01,
+ "lyapunov": 1.920735996702443,
+ "grad_norm": 0.0882868275030572,
+ "grad_max_sv": 0.0,
+ "grad_min_sv": 0.0,
+ "grad_condition": 0.0,
+ "lr": 8.856374635655688e-06,
+ "time_sec": 38.675227880477905
+ },
+ {
+ "epoch": 142,
+ "train_loss": 5.831250300292969,
+ "train_acc": 0.00984,
+ "test_loss": 4.605170373535156,
+ "test_acc": 0.01,
+ "lyapunov": 1.921463219710933,
+ "grad_norm": 0.08794004853752245,
+ "grad_max_sv": 0.0,
+ "grad_min_sv": 0.0,
+ "grad_condition": 0.0,
+ "lr": 7.001981464747503e-06,
+ "time_sec": 38.70003008842468
+ },
+ {
+ "epoch": 143,
+ "train_loss": 5.832011743011474,
+ "train_acc": 0.00878,
+ "test_loss": 4.605170379638672,
+ "test_acc": 0.01,
+ "lyapunov": 1.9220852223808502,
+ "grad_norm": 0.08842628454422183,
+ "grad_max_sv": 0.0,
+ "grad_min_sv": 0.0,
+ "grad_condition": 0.0,
+ "lr": 5.3638335185058295e-06,
+ "time_sec": 38.69024062156677
+ },
+ {
+ "epoch": 144,
+ "train_loss": 5.829982127532959,
+ "train_acc": 0.0097,
+ "test_loss": 4.605170482635498,
+ "test_acc": 0.01,
+ "lyapunov": 1.9204687541708008,
+ "grad_norm": 0.08841994345313893,
+ "grad_max_sv": 0.0,
+ "grad_min_sv": 0.0,
+ "grad_condition": 0.0,
+ "lr": 3.942649342761114e-06,
+ "time_sec": 38.6822247505188
+ },
+ {
+ "epoch": 145,
+ "train_loss": 5.831171199645996,
+ "train_acc": 0.00958,
+ "test_loss": 4.605170204162597,
+ "test_acc": 0.01,
+ "lyapunov": 1.9213833555845958,
+ "grad_norm": 0.11341783409581589,
+ "grad_max_sv": 0.0,
+ "grad_min_sv": 0.0,
+ "grad_condition": 0.0,
+ "lr": 2.7390523158633524e-06,
+ "time_sec": 38.68064069747925
+ },
+ {
+ "epoch": 146,
+ "train_loss": 5.832137032470703,
+ "train_acc": 0.00976,
+ "test_loss": 4.605170028686524,
+ "test_acc": 0.01,
+ "lyapunov": 1.9221693624925735,
+ "grad_norm": 0.08798089094104568,
+ "grad_max_sv": 0.0,
+ "grad_min_sv": 0.0,
+ "grad_condition": 0.0,
+ "lr": 1.7535703752478133e-06,
+ "time_sec": 38.68038535118103
+ },
+ {
+ "epoch": 147,
+ "train_loss": 5.83251281906128,
+ "train_acc": 0.00974,
+ "test_loss": 4.605170251464844,
+ "test_acc": 0.01,
+ "lyapunov": 1.9224824981616282,
+ "grad_norm": 0.08796659107314206,
+ "grad_max_sv": 0.0,
+ "grad_min_sv": 0.0,
+ "grad_condition": 0.0,
+ "lr": 9.866357858642196e-07,
+ "time_sec": 38.673001766204834
+ },
+ {
+ "epoch": 148,
+ "train_loss": 5.829547540588379,
+ "train_acc": 0.01,
+ "test_loss": 4.60517032623291,
+ "test_acc": 0.01,
+ "lyapunov": 1.920109924757877,
+ "grad_norm": 0.08826415625381624,
+ "grad_max_sv": 0.0,
+ "grad_min_sv": 0.0,
+ "grad_condition": 0.0,
+ "lr": 4.38584950570808e-07,
+ "time_sec": 38.669779539108276
+ },
+ {
+ "epoch": 149,
+ "train_loss": 5.830913259735107,
+ "train_acc": 0.01,
+ "test_loss": 4.605170252227783,
+ "test_acc": 0.01,
+ "lyapunov": 1.9211858764024037,
+ "grad_norm": 0.08849620940008496,
+ "grad_max_sv": 0.0,
+ "grad_min_sv": 0.0,
+ "grad_condition": 0.0,
+ "lr": 1.096582625772501e-07,
+ "time_sec": 38.67606210708618
+ },
+ {
+ "epoch": 150,
+ "train_loss": 5.830235260314941,
+ "train_acc": 0.01,
+ "test_loss": 4.605170276641846,
+ "test_acc": 0.01,
+ "lyapunov": 1.9206774539654823,
+ "grad_norm": 0.08822638497198837,
+ "grad_max_sv": 0.0,
+ "grad_min_sv": 0.0,
+ "grad_condition": 0.0,
+ "lr": 0.0,
+ "time_sec": 38.67439675331116
+ }
+ ],
+ "8": [
+ {
+ "epoch": 1,
+ "train_loss": 11.062658223266602,
+ "train_acc": 0.0191,
+ "test_loss": 4.636551777648926,
+ "test_acc": 0.0192,
+ "lyapunov": 4.093391669070934,
+ "grad_norm": 6.553327303351535,
+ "grad_max_sv": 5.005066078901291,
+ "grad_min_sv": 9.498946289543397e-08,
+ "grad_condition": 96914448.49987349,
+ "lr": 0.0009998903417374227,
+ "time_sec": 81.60158228874207
+ },
+ {
+ "epoch": 2,
+ "train_loss": 7.894516683044434,
+ "train_acc": 0.02232,
+ "test_loss": 4.509155606079101,
+ "test_acc": 0.0281,
+ "lyapunov": 3.109319945430512,
+ "grad_norm": 4.711594955608515,
+ "grad_max_sv": 3.8599576711654664,
+ "grad_min_sv": 5.844970047842041e-08,
+ "grad_condition": 1689973621.6123517,
+ "lr": 0.0009995614150494292,
+ "time_sec": 81.60659170150757
+ },
+ {
+ "epoch": 3,
+ "train_loss": 7.597164999084472,
+ "train_acc": 0.02292,
+ "test_loss": 4.547392833709717,
+ "test_acc": 0.0138,
+ "lyapunov": 3.040807009353052,
+ "grad_norm": 3.4020100363883277,
+ "grad_max_sv": 2.92706837952137,
+ "grad_min_sv": 3.304632755468228e-08,
+ "grad_condition": 5977960877.86062,
+ "lr": 0.0009990133642141358,
+ "time_sec": 81.63819622993469
+ },
+ {
+ "epoch": 4,
+ "train_loss": 7.466654327392578,
+ "train_acc": 0.02596,
+ "test_loss": 4.54970652999878,
+ "test_acc": 0.0152,
+ "lyapunov": 3.026890999825714,
+ "grad_norm": 2.184726348696494,
+ "grad_max_sv": 1.823475405573845,
+ "grad_min_sv": 1.0126577207033096e-08,
+ "grad_condition": 8307876314.683462,
+ "lr": 0.0009982464296247522,
+ "time_sec": 81.63975858688354
+ },
+ {
+ "epoch": 5,
+ "train_loss": 7.35825664352417,
+ "train_acc": 0.0249,
+ "test_loss": 4.575929130554199,
+ "test_acc": 0.013,
+ "lyapunov": 2.9873962725519827,
+ "grad_norm": 1.2137091228137746,
+ "grad_max_sv": 0.961378724873066,
+ "grad_min_sv": 6.631390698336963e-11,
+ "grad_condition": 115707330637.43631,
+ "lr": 0.0009972609476841367,
+ "time_sec": 81.71280694007874
+ },
+ {
+ "epoch": 6,
+ "train_loss": 7.152584227600098,
+ "train_acc": 0.02408,
+ "test_loss": 4.546905226135254,
+ "test_acc": 0.0165,
+ "lyapunov": 2.8627321110357102,
+ "grad_norm": 0.7830228200215259,
+ "grad_max_sv": 0.4966236546635628,
+ "grad_min_sv": 8.468786915770583e-12,
+ "grad_condition": 112190115201.81938,
+ "lr": 0.000996057350657239,
+ "time_sec": 81.67318558692932
+ },
+ {
+ "epoch": 7,
+ "train_loss": 6.736108720703125,
+ "train_acc": 0.02286,
+ "test_loss": 4.6234777084350585,
+ "test_acc": 0.01,
+ "lyapunov": 2.6260088990106607,
+ "grad_norm": 0.503721920030939,
+ "grad_max_sv": 0.28278580904006956,
+ "grad_min_sv": 1.9822557287658092e-12,
+ "grad_condition": 125105415477.25314,
+ "lr": 0.000994636166481494,
+ "time_sec": 81.64523100852966
+ },
+ {
+ "epoch": 8,
+ "train_loss": 6.564093143463134,
+ "train_acc": 0.02234,
+ "test_loss": 4.611732032775879,
+ "test_acc": 0.01,
+ "lyapunov": 2.514471580915134,
+ "grad_norm": 0.6828735354454265,
+ "grad_max_sv": 0.2100991995772347,
+ "grad_min_sv": 6.476987908912428e-13,
+ "grad_condition": 143664013250.37378,
+ "lr": 0.0009929980185352525,
+ "time_sec": 81.63371157646179
+ },
+ {
+ "epoch": 9,
+ "train_loss": 6.828797580261231,
+ "train_acc": 0.01912,
+ "test_loss": 4.606410037231445,
+ "test_acc": 0.01,
+ "lyapunov": 2.654179959041078,
+ "grad_norm": 1.0698865873419308,
+ "grad_max_sv": 0.16152255814522504,
+ "grad_min_sv": 1.6541991394265796e-13,
+ "grad_condition": 140818730869.57614,
+ "lr": 0.0009911436253643444,
+ "time_sec": 81.60695457458496
+ },
+ {
+ "epoch": 10,
+ "train_loss": 6.993563550720215,
+ "train_acc": 0.01038,
+ "test_loss": 4.6257774490356445,
+ "test_acc": 0.01,
+ "lyapunov": 2.7042983194141437,
+ "grad_norm": 0.6205939496010421,
+ "grad_max_sv": 0.10736188860610127,
+ "grad_min_sv": 7.417080745085988e-16,
+ "grad_condition": 107239971660.70801,
+ "lr": 0.0009890738003669028,
+ "time_sec": 81.59540891647339
+ },
+ {
+ "epoch": 11,
+ "train_loss": 6.5890699209594725,
+ "train_acc": 0.01018,
+ "test_loss": 4.605637271881103,
+ "test_acc": 0.01,
+ "lyapunov": 2.468636756053056,
+ "grad_norm": 0.39837773763043477,
+ "grad_max_sv": 0.06119964215904474,
+ "grad_min_sv": 3.8185383152851266e-45,
+ "grad_condition": 61199642159.044754,
+ "lr": 0.00098678945143658,
+ "time_sec": 81.5604145526886
+ },
+ {
+ "epoch": 12,
+ "train_loss": 6.5774819650268554,
+ "train_acc": 0.01,
+ "test_loss": 4.605390992736816,
+ "test_acc": 0.01,
+ "lyapunov": 2.4586855413968607,
+ "grad_norm": 0.7705617527781408,
+ "grad_max_sv": 0.00864509902894497,
+ "grad_min_sv": 0.0,
+ "grad_condition": 8645099028.94497,
+ "lr": 0.0009842915805643154,
+ "time_sec": 81.49474096298218
+ },
+ {
+ "epoch": 13,
+ "train_loss": 6.546455008239746,
+ "train_acc": 0.01002,
+ "test_loss": 4.605277996826172,
+ "test_acc": 0.01,
+ "lyapunov": 2.435590844020209,
+ "grad_norm": 0.5128829478227843,
+ "grad_max_sv": 0.004509441927075386,
+ "grad_min_sv": 0.0,
+ "grad_condition": 4509441927.075386,
+ "lr": 0.000981581283398829,
+ "time_sec": 81.4997489452362
+ },
+ {
+ "epoch": 14,
+ "train_loss": 6.575126316833496,
+ "train_acc": 0.00944,
+ "test_loss": 4.605232641601562,
+ "test_acc": 0.01,
+ "lyapunov": 2.451746358895851,
+ "grad_norm": 0.5181440557950673,
+ "grad_max_sv": 0.013719148561358451,
+ "grad_min_sv": 0.0,
+ "grad_condition": 13719148561.358452,
+ "lr": 0.0009786597487660333,
+ "time_sec": 81.5125732421875
+ },
+ {
+ "epoch": 15,
+ "train_loss": 6.587129125061035,
+ "train_acc": 0.0092,
+ "test_loss": 4.605205821228028,
+ "test_acc": 0.01,
+ "lyapunov": 2.453917900314721,
+ "grad_norm": 0.6398426435720163,
+ "grad_max_sv": 0.0049395252019166945,
+ "grad_min_sv": 0.0,
+ "grad_condition": 4939525201.916695,
+ "lr": 0.0009755282581475766,
+ "time_sec": 81.50915098190308
+ },
+ {
+ "epoch": 16,
+ "train_loss": 6.420363327789307,
+ "train_acc": 0.00962,
+ "test_loss": 4.605900651550293,
+ "test_acc": 0.01,
+ "lyapunov": 2.3524727979889306,
+ "grad_norm": 0.5507826914381541,
+ "grad_max_sv": 0.06663376707583665,
+ "grad_min_sv": 0.0,
+ "grad_condition": 66633767075.836655,
+ "lr": 0.0009721881851187403,
+ "time_sec": 81.59744453430176
+ },
+ {
+ "epoch": 17,
+ "train_loss": 6.291905773010254,
+ "train_acc": 0.00924,
+ "test_loss": 4.605198278045655,
+ "test_acc": 0.01,
+ "lyapunov": 2.2705817686017515,
+ "grad_norm": 0.20954429598020885,
+ "grad_max_sv": 0.007087096758186817,
+ "grad_min_sv": 0.0,
+ "grad_condition": 7087096758.186816,
+ "lr": 0.0009686409947459456,
+ "time_sec": 81.51701307296753
+ },
+ {
+ "epoch": 18,
+ "train_loss": 6.280198426513672,
+ "train_acc": 0.00956,
+ "test_loss": 4.605187928009033,
+ "test_acc": 0.01,
+ "lyapunov": 2.262371898612098,
+ "grad_norm": 0.15673318486817656,
+ "grad_max_sv": 0.0,
+ "grad_min_sv": 0.0,
+ "grad_condition": 0.0,
+ "lr": 0.0009648882429441254,
+ "time_sec": 81.49850106239319
+ },
+ {
+ "epoch": 19,
+ "train_loss": 6.319409269714355,
+ "train_acc": 0.00894,
+ "test_loss": 4.605180485534668,
+ "test_acc": 0.01,
+ "lyapunov": 2.2773679802789712,
+ "grad_norm": 0.18004037135900994,
+ "grad_max_sv": 0.0,
+ "grad_min_sv": 0.0,
+ "grad_condition": 0.0,
+ "lr": 0.00096093157579425,
+ "time_sec": 81.52363634109497
+ },
+ {
+ "epoch": 20,
+ "train_loss": 6.279429423370361,
+ "train_acc": 0.0089,
+ "test_loss": 4.605177160644531,
+ "test_acc": 0.01,
+ "lyapunov": 2.261986050764313,
+ "grad_norm": 0.10793581510968044,
+ "grad_max_sv": 0.0,
+ "grad_min_sv": 0.0,
+ "grad_condition": 0.0,
+ "lr": 0.0009567727288213001,
+ "time_sec": 81.49810361862183
+ },
+ {
+ "epoch": 21,
+ "train_loss": 6.277427138519287,
+ "train_acc": 0.00862,
+ "test_loss": 4.605176016998291,
+ "test_acc": 0.01,
+ "lyapunov": 2.2604778922732223,
+ "grad_norm": 0.1164667413797286,
+ "grad_max_sv": 0.005474003031849861,
+ "grad_min_sv": 0.0,
+ "grad_condition": 5474003031.849861,
+ "lr": 0.0009524135262330095,
+ "time_sec": 81.49689865112305
+ },
+ {
+ "epoch": 22,
+ "train_loss": 6.275057526855469,
+ "train_acc": 0.0092,
+ "test_loss": 4.605175686645508,
+ "test_acc": 0.01,
+ "lyapunov": 2.258924939748271,
+ "grad_norm": 0.11032559480193316,
+ "grad_max_sv": 0.0,
+ "grad_min_sv": 0.0,
+ "grad_condition": 0.0,
+ "lr": 0.0009478558801197061,
+ "time_sec": 81.49366521835327
+ },
+ {
+ "epoch": 23,
+ "train_loss": 6.280477966156006,
+ "train_acc": 0.00834,
+ "test_loss": 4.60517352142334,
+ "test_acc": 0.01,
+ "lyapunov": 2.262287087452686,
+ "grad_norm": 0.11733428454185782,
+ "grad_max_sv": 0.0,
+ "grad_min_sv": 0.0,
+ "grad_condition": 0.0,
+ "lr": 0.000943101789615607,
+ "time_sec": 81.4926176071167
+ },
+ {
+ "epoch": 24,
+ "train_loss": 6.27477842300415,
+ "train_acc": 0.00888,
+ "test_loss": 4.6051733123779295,
+ "test_acc": 0.01,
+ "lyapunov": 2.2587200552606217,
+ "grad_norm": 0.09563398461056706,
+ "grad_max_sv": 0.0,
+ "grad_min_sv": 0.0,
+ "grad_condition": 0.0,
+ "lr": 0.0009381533400219313,
+ "time_sec": 81.48560309410095
+ },
+ {
+ "epoch": 25,
+ "train_loss": 6.275597013549804,
+ "train_acc": 0.00864,
+ "test_loss": 4.605174243927002,
+ "test_acc": 0.01,
+ "lyapunov": 2.259342540560476,
+ "grad_norm": 0.10626239815682126,
+ "grad_max_sv": 0.0,
+ "grad_min_sv": 0.0,
+ "grad_condition": 0.0,
+ "lr": 0.0009330127018922189,
+ "time_sec": 81.50195908546448
+ },
+ {
+ "epoch": 26,
+ "train_loss": 6.307570930175781,
+ "train_acc": 0.00846,
+ "test_loss": 4.6051738105773925,
+ "test_acc": 0.01,
+ "lyapunov": 2.2765520228754226,
+ "grad_norm": 0.15671024580485657,
+ "grad_max_sv": 0.0,
+ "grad_min_sv": 0.0,
+ "grad_condition": 0.0,
+ "lr": 0.000927682130080253,
+ "time_sec": 81.48380661010742
+ },
+ {
+ "epoch": 27,
+ "train_loss": 6.3007610939025875,
+ "train_acc": 0.00916,
+ "test_loss": 4.605174212646484,
+ "test_acc": 0.01,
+ "lyapunov": 2.2724761200682893,
+ "grad_norm": 0.15438417468612603,
+ "grad_max_sv": 0.0,
+ "grad_min_sv": 0.0,
+ "grad_condition": 0.0,
+ "lr": 0.0009221639627510072,
+ "time_sec": 81.49885392189026
+ },
+ {
+ "epoch": 28,
+ "train_loss": 6.279321163024902,
+ "train_acc": 0.0084,
+ "test_loss": 4.605173818206787,
+ "test_acc": 0.01,
+ "lyapunov": 2.261768304478482,
+ "grad_norm": 0.12913751626297293,
+ "grad_max_sv": 0.0,
+ "grad_min_sv": 0.0,
+ "grad_condition": 0.0,
+ "lr": 0.0009164606203550494,
+ "time_sec": 81.51960349082947
+ },
+ {
+ "epoch": 29,
+ "train_loss": 6.296547222290039,
+ "train_acc": 0.00844,
+ "test_loss": 4.605173532104492,
+ "test_acc": 0.01,
+ "lyapunov": 2.269540443444801,
+ "grad_norm": 0.1257561792074065,
+ "grad_max_sv": 0.0,
+ "grad_min_sv": 0.0,
+ "grad_condition": 0.0,
+ "lr": 0.0009105746045668516,
+ "time_sec": 81.48529624938965
+ },
+ {
+ "epoch": 30,
+ "train_loss": 6.301725520019532,
+ "train_acc": 0.00894,
+ "test_loss": 4.605173407745362,
+ "test_acc": 0.01,
+ "lyapunov": 2.2715838626217657,
+ "grad_norm": 0.14077235565425347,
+ "grad_max_sv": 0.0,
+ "grad_min_sv": 0.0,
+ "grad_condition": 0.0,
+ "lr": 0.0009045084971874733,
+ "time_sec": 81.47704434394836
+ },
+ {
+ "epoch": 31,
+ "train_loss": 6.279767997894287,
+ "train_acc": 0.0086,
+ "test_loss": 4.6051743087768555,
+ "test_acc": 0.01,
+ "lyapunov": 2.261623111222406,
+ "grad_norm": 0.11414807727359211,
+ "grad_max_sv": 0.0,
+ "grad_min_sv": 0.0,
+ "grad_condition": 0.0,
+ "lr": 0.0008982649590120977,
+ "time_sec": 81.51038384437561
+ },
+ {
+ "epoch": 32,
+ "train_loss": 6.314449734039306,
+ "train_acc": 0.0091,
+ "test_loss": 4.605173248291016,
+ "test_acc": 0.01,
+ "lyapunov": 2.27814206686776,
+ "grad_norm": 0.15985043411867914,
+ "grad_max_sv": 0.0,
+ "grad_min_sv": 0.0,
+ "grad_condition": 0.0,
+ "lr": 0.0008918467286629196,
+ "time_sec": 81.49317169189453
+ },
+ {
+ "epoch": 33,
+ "train_loss": 6.281702154998779,
+ "train_acc": 0.0086,
+ "test_loss": 4.605174011993408,
+ "test_acc": 0.01,
+ "lyapunov": 2.262753884810621,
+ "grad_norm": 0.12070866490334974,
+ "grad_max_sv": 0.0,
+ "grad_min_sv": 0.0,
+ "grad_condition": 0.0,
+ "lr": 0.0008852566213878943,
+ "time_sec": 81.49454641342163
+ },
+ {
+ "epoch": 34,
+ "train_loss": 6.2773644987487796,
+ "train_acc": 0.00906,
+ "test_loss": 4.605173474121094,
+ "test_acc": 0.01,
+ "lyapunov": 2.260565836411303,
+ "grad_norm": 0.11129476697402911,
+ "grad_max_sv": 0.0,
+ "grad_min_sv": 0.0,
+ "grad_condition": 0.0,
+ "lr": 0.000878497527825878,
+ "time_sec": 81.58190107345581
+ },
+ {
+ "epoch": 35,
+ "train_loss": 6.309268474578857,
+ "train_acc": 0.00864,
+ "test_loss": 4.605172872161865,
+ "test_acc": 0.01,
+ "lyapunov": 2.277102802110755,
+ "grad_norm": 0.17254724942107424,
+ "grad_max_sv": 0.0,
+ "grad_min_sv": 0.0,
+ "grad_condition": 0.0,
+ "lr": 0.000871572412738697,
+ "time_sec": 81.51573705673218
+ },
+ {
+ "epoch": 36,
+ "train_loss": 6.2885913528442385,
+ "train_acc": 0.00894,
+ "test_loss": 4.605173197937011,
+ "test_acc": 0.01,
+ "lyapunov": 2.2663694641474263,
+ "grad_norm": 0.12446302100514797,
+ "grad_max_sv": 0.0,
+ "grad_min_sv": 0.0,
+ "grad_condition": 0.0,
+ "lr": 0.0008644843137107055,
+ "time_sec": 81.4983901977539
+ },
+ {
+ "epoch": 37,
+ "train_loss": 6.314083187561035,
+ "train_acc": 0.00826,
+ "test_loss": 4.605172673034668,
+ "test_acc": 0.01,
+ "lyapunov": 2.2792197420164144,
+ "grad_norm": 0.19167369428125208,
+ "grad_max_sv": 0.0,
+ "grad_min_sv": 0.0,
+ "grad_condition": 0.0,
+ "lr": 0.0008572363398164014,
+ "time_sec": 81.4910204410553
+ },
+ {
+ "epoch": 38,
+ "train_loss": 6.276701861419678,
+ "train_acc": 0.00804,
+ "test_loss": 4.605172772979737,
+ "test_acc": 0.01,
+ "lyapunov": 2.260084454055942,
+ "grad_norm": 0.10142640032392508,
+ "grad_max_sv": 0.0,
+ "grad_min_sv": 0.0,
+ "grad_condition": 0.0,
+ "lr": 0.0008498316702566826,
+ "time_sec": 81.49372029304504
+ },
+ {
+ "epoch": 39,
+ "train_loss": 6.2982295426940915,
+ "train_acc": 0.00834,
+ "test_loss": 4.605172825622558,
+ "test_acc": 0.01,
+ "lyapunov": 2.271109230378095,
+ "grad_norm": 0.13881594105822967,
+ "grad_max_sv": 0.0,
+ "grad_min_sv": 0.0,
+ "grad_condition": 0.0,
+ "lr": 0.0008422735529643442,
+ "time_sec": 81.50897860527039
+ },
+ {
+ "epoch": 40,
+ "train_loss": 6.282011164550782,
+ "train_acc": 0.00864,
+ "test_loss": 4.607664538574219,
+ "test_acc": 0.01,
+ "lyapunov": 2.263592470637368,
+ "grad_norm": 0.1022934137238382,
+ "grad_max_sv": 0.006253971112892031,
+ "grad_min_sv": 0.0,
+ "grad_condition": 6253971112.892032,
+ "lr": 0.0008345653031794289,
+ "time_sec": 81.51133847236633
+ },
+ {
+ "epoch": 41,
+ "train_loss": 6.283648276977539,
+ "train_acc": 0.00898,
+ "test_loss": 4.615698904418945,
+ "test_acc": 0.01,
+ "lyapunov": 2.2645610153217755,
+ "grad_norm": 0.12524739066407903,
+ "grad_max_sv": 0.0,
+ "grad_min_sv": 0.0,
+ "grad_condition": 0.0,
+ "lr": 0.0008267103019950526,
+ "time_sec": 81.50317192077637
+ },
+ {
+ "epoch": 42,
+ "train_loss": 6.291501354827881,
+ "train_acc": 0.00914,
+ "test_loss": 4.605554750061035,
+ "test_acc": 0.01,
+ "lyapunov": 2.267925240499589,
+ "grad_norm": 0.1307307918214705,
+ "grad_max_sv": 0.0,
+ "grad_min_sv": 0.0,
+ "grad_condition": 0.0,
+ "lr": 0.0008187119948743447,
+ "time_sec": 81.48968553543091
+ },
+ {
+ "epoch": 43,
+ "train_loss": 6.276330156860352,
+ "train_acc": 0.00896,
+ "test_loss": 4.605246144104004,
+ "test_acc": 0.01,
+ "lyapunov": 2.2598801464071054,
+ "grad_norm": 0.0933943349122675,
+ "grad_max_sv": 0.0,
+ "grad_min_sv": 0.0,
+ "grad_condition": 0.0,
+ "lr": 0.000810573890139155,
+ "time_sec": 81.50180649757385
+ },
+ {
+ "epoch": 44,
+ "train_loss": 6.2769957354736325,
+ "train_acc": 0.00898,
+ "test_loss": 4.60537618560791,
+ "test_acc": 0.01,
+ "lyapunov": 2.26023776756833,
+ "grad_norm": 0.10724706931673801,
+ "grad_max_sv": 0.0,
+ "grad_min_sv": 0.0,
+ "grad_condition": 0.0,
+ "lr": 0.0008022995574311873,
+ "time_sec": 81.48934960365295
+ },
+ {
+ "epoch": 45,
+ "train_loss": 6.27975429473877,
+ "train_acc": 0.0095,
+ "test_loss": 4.605248934936523,
+ "test_acc": 0.01,
+ "lyapunov": 2.2623073298607945,
+ "grad_norm": 0.095192742319822,
+ "grad_max_sv": 0.0,
+ "grad_min_sv": 0.0,
+ "grad_condition": 0.0,
+ "lr": 0.0007938926261462363,
+ "time_sec": 81.50000143051147
+ },
+ {
+ "epoch": 46,
+ "train_loss": 6.297380412445069,
+ "train_acc": 0.00876,
+ "test_loss": 4.6052475326538085,
+ "test_acc": 0.01,
+ "lyapunov": 2.271654522327511,
+ "grad_norm": 0.1534535578732401,
+ "grad_max_sv": 0.0,
+ "grad_min_sv": 0.0,
+ "grad_condition": 0.0,
+ "lr": 0.0007853567838422158,
+ "time_sec": 81.47789859771729
+ },
+ {
+ "epoch": 47,
+ "train_loss": 6.282922696990966,
+ "train_acc": 0.0092,
+ "test_loss": 4.605248429107666,
+ "test_acc": 0.01,
+ "lyapunov": 2.264536363084603,
+ "grad_norm": 0.10842785613108402,
+ "grad_max_sv": 0.0,
+ "grad_min_sv": 0.0,
+ "grad_condition": 0.0,
+ "lr": 0.0007766957746216719,
+ "time_sec": 81.48331236839294
+ },
+ {
+ "epoch": 48,
+ "train_loss": 6.280480013275146,
+ "train_acc": 0.00806,
+ "test_loss": 4.605249649047852,
+ "test_acc": 0.01,
+ "lyapunov": 2.2628020630468186,
+ "grad_norm": 0.09295297080650741,
+ "grad_max_sv": 0.0,
+ "grad_min_sv": 0.0,
+ "grad_condition": 0.0,
+ "lr": 0.0007679133974894982,
+ "time_sec": 81.48791313171387
+ },
+ {
+ "epoch": 49,
+ "train_loss": 6.295236266479492,
+ "train_acc": 0.0081,
+ "test_loss": 4.605244645690918,
+ "test_acc": 0.01,
+ "lyapunov": 2.270114410868691,
+ "grad_norm": 0.14920321268372522,
+ "grad_max_sv": 0.0,
+ "grad_min_sv": 0.0,
+ "grad_condition": 0.0,
+ "lr": 0.000759013504686565,
+ "time_sec": 81.49582886695862
+ },
+ {
+ "epoch": 50,
+ "train_loss": 6.315434308013916,
+ "train_acc": 0.00828,
+ "test_loss": 4.605247691345215,
+ "test_acc": 0.01,
+ "lyapunov": 2.2807927832883945,
+ "grad_norm": 0.17847170404488147,
+ "grad_max_sv": 0.0,
+ "grad_min_sv": 0.0,
+ "grad_condition": 0.0,
+ "lr": 0.0007499999999999998,
+ "time_sec": 81.49979019165039
+ },
+ {
+ "epoch": 51,
+ "train_loss": 6.302057292938232,
+ "train_acc": 0.009,
+ "test_loss": 4.605251131439209,
+ "test_acc": 0.01,
+ "lyapunov": 2.2735387291139957,
+ "grad_norm": 0.1418090218860237,
+ "grad_max_sv": 0.0,
+ "grad_min_sv": 0.0,
+ "grad_condition": 0.0,
+ "lr": 0.0007408768370508575,
+ "time_sec": 81.49881410598755
+ },
+ {
+ "epoch": 52,
+ "train_loss": 6.278756464233399,
+ "train_acc": 0.00866,
+ "test_loss": 4.605250935363769,
+ "test_acc": 0.01,
+ "lyapunov": 2.2616379620778897,
+ "grad_norm": 0.09283264461248593,
+ "grad_max_sv": 0.0,
+ "grad_min_sv": 0.0,
+ "grad_condition": 0.0,
+ "lr": 0.0007316480175599307,
+ "time_sec": 81.49807143211365
+ },
+ {
+ "epoch": 53,
+ "train_loss": 6.276537058105469,
+ "train_acc": 0.00894,
+ "test_loss": 4.605252996826172,
+ "test_acc": 0.01,
+ "lyapunov": 2.2600054393339035,
+ "grad_norm": 0.09889008649312356,
+ "grad_max_sv": 0.0,
+ "grad_min_sv": 0.0,
+ "grad_condition": 0.0,
+ "lr": 0.0007223175895924635,
+ "time_sec": 81.50720810890198
+ },
+ {
+ "epoch": 54,
+ "train_loss": 6.2842115702819825,
+ "train_acc": 0.0088,
+ "test_loss": 4.60517135925293,
+ "test_acc": 0.01,
+ "lyapunov": 2.2653747550057024,
+ "grad_norm": 0.1176830015085984,
+ "grad_max_sv": 0.0,
+ "grad_min_sv": 0.0,
+ "grad_condition": 0.0,
+ "lr": 0.0007128896457825361,
+ "time_sec": 81.49119186401367
+ },
+ {
+ "epoch": 55,
+ "train_loss": 6.280401730041504,
+ "train_acc": 0.00886,
+ "test_loss": 4.605172096252441,
+ "test_acc": 0.01,
+ "lyapunov": 2.262633579771232,
+ "grad_norm": 0.10354075360180534,
+ "grad_max_sv": 0.0,
+ "grad_min_sv": 0.0,
+ "grad_condition": 0.0,
+ "lr": 0.0007033683215378998,
+ "time_sec": 81.49315738677979
+ },
+ {
+ "epoch": 56,
+ "train_loss": 6.316937896728516,
+ "train_acc": 0.00866,
+ "test_loss": 4.605172169494629,
+ "test_acc": 0.01,
+ "lyapunov": 2.2807149234635142,
+ "grad_norm": 0.15351000119410838,
+ "grad_max_sv": 0.0,
+ "grad_min_sv": 0.0,
+ "grad_condition": 0.0,
+ "lr": 0.0006937577932260512,
+ "time_sec": 81.5045874118805
+ },
+ {
+ "epoch": 57,
+ "train_loss": 6.296867928161621,
+ "train_acc": 0.00924,
+ "test_loss": 4.605172319030761,
+ "test_acc": 0.01,
+ "lyapunov": 2.272276422861592,
+ "grad_norm": 0.14439465021569048,
+ "grad_max_sv": 0.0,
+ "grad_min_sv": 0.0,
+ "grad_condition": 0.0,
+ "lr": 0.0006840622763423388,
+ "time_sec": 81.49606895446777
+ },
+ {
+ "epoch": 58,
+ "train_loss": 6.277121980133057,
+ "train_acc": 0.00822,
+ "test_loss": 4.605172018432617,
+ "test_acc": 0.01,
+ "lyapunov": 2.26043635926893,
+ "grad_norm": 0.09147768117276701,
+ "grad_max_sv": 0.0,
+ "grad_min_sv": 0.0,
+ "grad_condition": 0.0,
+ "lr": 0.0006742860236609073,
+ "time_sec": 81.49943733215332
+ },
+ {
+ "epoch": 59,
+ "train_loss": 6.2761470947265625,
+ "train_acc": 0.00864,
+ "test_loss": 4.605172242736816,
+ "test_acc": 0.01,
+ "lyapunov": 2.2597581962185442,
+ "grad_norm": 0.0885807415167131,
+ "grad_max_sv": 0.0,
+ "grad_min_sv": 0.0,
+ "grad_condition": 0.0,
+ "lr": 0.0006644333233692913,
+ "time_sec": 81.49118137359619
+ },
+ {
+ "epoch": 60,
+ "train_loss": 6.297447052307129,
+ "train_acc": 0.00916,
+ "test_loss": 4.605172019195557,
+ "test_acc": 0.01,
+ "lyapunov": 2.2733187815722298,
+ "grad_norm": 0.15437497590627458,
+ "grad_max_sv": 0.0,
+ "grad_min_sv": 0.0,
+ "grad_condition": 0.0,
+ "lr": 0.0006545084971874734,
+ "time_sec": 81.49486422538757
+ },
+ {
+ "epoch": 61,
+ "train_loss": 6.3111451325988766,
+ "train_acc": 0.00872,
+ "test_loss": 4.605171881103516,
+ "test_acc": 0.01,
+ "lyapunov": 2.279795357638308,
+ "grad_norm": 0.1590526758324701,
+ "grad_max_sv": 0.0,
+ "grad_min_sv": 0.0,
+ "grad_condition": 0.0,
+ "lr": 0.0006445158984722354,
+ "time_sec": 81.56430292129517
+ },
+ {
+ "epoch": 62,
+ "train_loss": 6.295817751617432,
+ "train_acc": 0.00874,
+ "test_loss": 4.605171612548828,
+ "test_acc": 0.01,
+ "lyapunov": 2.271848827981583,
+ "grad_norm": 0.1613023358766049,
+ "grad_max_sv": 0.0,
+ "grad_min_sv": 0.0,
+ "grad_condition": 0.0,
+ "lr": 0.0006344599103076324,
+ "time_sec": 81.48160147666931
+ },
+ {
+ "epoch": 63,
+ "train_loss": 6.307024629974365,
+ "train_acc": 0.0085,
+ "test_loss": 4.605171653747559,
+ "test_acc": 0.01,
+ "lyapunov": 2.2748339487158735,
+ "grad_norm": 0.13676348001909264,
+ "grad_max_sv": 0.0,
+ "grad_min_sv": 0.0,
+ "grad_condition": 0.0,
+ "lr": 0.0006243449435824269,
+ "time_sec": 81.48560905456543
+ },
+ {
+ "epoch": 64,
+ "train_loss": 6.277896643218994,
+ "train_acc": 0.00846,
+ "test_loss": 4.605171467590332,
+ "test_acc": 0.01,
+ "lyapunov": 2.261008509589583,
+ "grad_norm": 0.09063727687835958,
+ "grad_max_sv": 0.0,
+ "grad_min_sv": 0.0,
+ "grad_condition": 0.0,
+ "lr": 0.0006141754350553275,
+ "time_sec": 81.4799861907959
+ },
+ {
+ "epoch": 65,
+ "train_loss": 6.285225621643066,
+ "train_acc": 0.00848,
+ "test_loss": 4.605171078491211,
+ "test_acc": 0.01,
+ "lyapunov": 2.2658682217073562,
+ "grad_norm": 0.10317682067163818,
+ "grad_max_sv": 0.0,
+ "grad_min_sv": 0.0,
+ "grad_condition": 0.0,
+ "lr": 0.0006039558454088793,
+ "time_sec": 81.51162958145142
+ },
+ {
+ "epoch": 66,
+ "train_loss": 6.280715701446534,
+ "train_acc": 0.00842,
+ "test_loss": 4.605171147918701,
+ "test_acc": 0.01,
+ "lyapunov": 2.2628414155272267,
+ "grad_norm": 0.09673219941672938,
+ "grad_max_sv": 0.0,
+ "grad_min_sv": 0.0,
+ "grad_condition": 0.0,
+ "lr": 0.000593690657292862,
+ "time_sec": 81.47932028770447
+ },
+ {
+ "epoch": 67,
+ "train_loss": 6.277698368530274,
+ "train_acc": 0.00856,
+ "test_loss": 4.6051715675354,
+ "test_acc": 0.01,
+ "lyapunov": 2.26088782466586,
+ "grad_norm": 0.09056972140208994,
+ "grad_max_sv": 0.0,
+ "grad_min_sv": 0.0,
+ "grad_condition": 0.0,
+ "lr": 0.0005833843733580507,
+ "time_sec": 81.48698115348816
+ },
+ {
+ "epoch": 68,
+ "train_loss": 6.30627403137207,
+ "train_acc": 0.00826,
+ "test_loss": 4.605171142578125,
+ "test_acc": 0.01,
+ "lyapunov": 2.2745680943169555,
+ "grad_norm": 0.13148861913625765,
+ "grad_max_sv": 0.0,
+ "grad_min_sv": 0.0,
+ "grad_condition": 0.0,
+ "lr": 0.0005730415142812054,
+ "time_sec": 81.49131727218628
+ },
+ {
+ "epoch": 69,
+ "train_loss": 6.280330782623291,
+ "train_acc": 0.00892,
+ "test_loss": 4.605170972442627,
+ "test_acc": 0.01,
+ "lyapunov": 2.2627177104315797,
+ "grad_norm": 0.1124362788188755,
+ "grad_max_sv": 0.0,
+ "grad_min_sv": 0.0,
+ "grad_condition": 0.0,
+ "lr": 0.0005626666167821517,
+ "time_sec": 83.16999244689941
+ },
+ {
+ "epoch": 70,
+ "train_loss": 6.28732081451416,
+ "train_acc": 0.00818,
+ "test_loss": 4.605170994567871,
+ "test_acc": 0.01,
+ "lyapunov": 2.2672290460532887,
+ "grad_norm": 0.10634119980305662,
+ "grad_max_sv": 0.0,
+ "grad_min_sv": 0.0,
+ "grad_condition": 0.0,
+ "lr": 0.0005522642316338265,
+ "time_sec": 81.48939347267151
+ },
+ {
+ "epoch": 71,
+ "train_loss": 6.279782330627442,
+ "train_acc": 0.00912,
+ "test_loss": 4.605171276855469,
+ "test_acc": 0.01,
+ "lyapunov": 2.262383164652168,
+ "grad_norm": 0.10626668013646236,
+ "grad_max_sv": 0.0,
+ "grad_min_sv": 0.0,
+ "grad_condition": 0.0,
+ "lr": 0.0005418389216661573,
+ "time_sec": 81.48840260505676
+ },
+ {
+ "epoch": 72,
+ "train_loss": 6.295553107910156,
+ "train_acc": 0.00816,
+ "test_loss": 4.605171234130859,
+ "test_acc": 0.01,
+ "lyapunov": 2.2699396323669903,
+ "grad_norm": 0.10087516213292237,
+ "grad_max_sv": 0.0,
+ "grad_min_sv": 0.0,
+ "grad_condition": 0.0,
+ "lr": 0.0005313952597646563,
+ "time_sec": 81.66768407821655
+ },
+ {
+ "epoch": 73,
+ "train_loss": 6.279174601287842,
+ "train_acc": 0.00854,
+ "test_loss": 4.605171266174317,
+ "test_acc": 0.01,
+ "lyapunov": 2.261961253402788,
+ "grad_norm": 0.09224354382614662,
+ "grad_max_sv": 0.0,
+ "grad_min_sv": 0.0,
+ "grad_condition": 0.0,
+ "lr": 0.0005209378268645994,
+ "time_sec": 81.47679734230042
+ },
+ {
+ "epoch": 74,
+ "train_loss": 6.282529046783448,
+ "train_acc": 0.00878,
+ "test_loss": 4.605171199035644,
+ "test_acc": 0.01,
+ "lyapunov": 2.263870295966068,
+ "grad_norm": 0.09731782277810722,
+ "grad_max_sv": 0.0,
+ "grad_min_sv": 0.0,
+ "grad_condition": 0.0,
+ "lr": 0.0005104712099416781,
+ "time_sec": 81.49993348121643
+ },
+ {
+ "epoch": 75,
+ "train_loss": 6.277901949768067,
+ "train_acc": 0.0089,
+ "test_loss": 4.605170727539062,
+ "test_acc": 0.01,
+ "lyapunov": 2.261039003996593,
+ "grad_norm": 0.09211112509965803,
+ "grad_max_sv": 0.0,
+ "grad_min_sv": 0.0,
+ "grad_condition": 0.0,
+ "lr": 0.0004999999999999996,
+ "time_sec": 81.50083065032959
+ },
+ {
+ "epoch": 76,
+ "train_loss": 6.340216960601807,
+ "train_acc": 0.00838,
+ "test_loss": 4.605170699310302,
+ "test_acc": 0.01,
+ "lyapunov": 2.2909446268740212,
+ "grad_norm": 0.23685392065021807,
+ "grad_max_sv": 0.0,
+ "grad_min_sv": 0.0,
+ "grad_condition": 0.0,
+ "lr": 0.0004895287900583212,
+ "time_sec": 81.50020790100098
+ },
+ {
+ "epoch": 77,
+ "train_loss": 6.312104174957275,
+ "train_acc": 0.00864,
+ "test_loss": 4.605171252441406,
+ "test_acc": 0.01,
+ "lyapunov": 2.2805933543788197,
+ "grad_norm": 0.18831482170422406,
+ "grad_max_sv": 0.0,
+ "grad_min_sv": 0.0,
+ "grad_condition": 0.0,
+ "lr": 0.0004790621731353997,
+ "time_sec": 81.49737644195557
+ },
+ {
+ "epoch": 78,
+ "train_loss": 6.2789193016052245,
+ "train_acc": 0.00852,
+ "test_loss": 4.605171314239502,
+ "test_acc": 0.01,
+ "lyapunov": 2.261766994090946,
+ "grad_norm": 0.0924358449039435,
+ "grad_max_sv": 0.0,
+ "grad_min_sv": 0.0,
+ "grad_condition": 0.0,
+ "lr": 0.000468604740235343,
+ "time_sec": 81.48207116127014
+ },
+ {
+ "epoch": 79,
+ "train_loss": 6.278578204803467,
+ "train_acc": 0.00926,
+ "test_loss": 4.6051709121704105,
+ "test_acc": 0.01,
+ "lyapunov": 2.2615611260504367,
+ "grad_norm": 0.106081439799758,
+ "grad_max_sv": 0.0,
+ "grad_min_sv": 0.0,
+ "grad_condition": 0.0,
+ "lr": 0.00045816107833384175,
+ "time_sec": 81.5153739452362
+ },
+ {
+ "epoch": 80,
+ "train_loss": 6.280757647094727,
+ "train_acc": 0.00926,
+ "test_loss": 4.605170848083496,
+ "test_acc": 0.01,
+ "lyapunov": 2.2630625789427694,
+ "grad_norm": 0.09000806752766331,
+ "grad_max_sv": 0.0,
+ "grad_min_sv": 0.0,
+ "grad_condition": 0.0,
+ "lr": 0.0004477357683661729,
+ "time_sec": 81.48912286758423
+ },
+ {
+ "epoch": 81,
+ "train_loss": 6.281069091949463,
+ "train_acc": 0.00898,
+ "test_loss": 4.605170893859864,
+ "test_acc": 0.01,
+ "lyapunov": 2.263333380984528,
+ "grad_norm": 0.09221512328536063,
+ "grad_max_sv": 0.0,
+ "grad_min_sv": 0.0,
+ "grad_condition": 0.0,
+ "lr": 0.00043733338321784746,
+ "time_sec": 81.5581386089325
+ },
+ {
+ "epoch": 82,
+ "train_loss": 6.27887787902832,
+ "train_acc": 0.0087,
+ "test_loss": 4.605170852661133,
+ "test_acc": 0.01,
+ "lyapunov": 2.261768191671737,
+ "grad_norm": 0.09223604647823178,
+ "grad_max_sv": 0.0,
+ "grad_min_sv": 0.0,
+ "grad_condition": 0.0,
+ "lr": 0.0004269584857187939,
+ "time_sec": 81.48868751525879
+ },
+ {
+ "epoch": 83,
+ "train_loss": 6.283419313049317,
+ "train_acc": 0.00842,
+ "test_loss": 4.605170945739746,
+ "test_acc": 0.01,
+ "lyapunov": 2.2647099933965738,
+ "grad_norm": 0.11489596444213686,
+ "grad_max_sv": 0.0,
+ "grad_min_sv": 0.0,
+ "grad_condition": 0.0,
+ "lr": 0.0004166156266419484,
+ "time_sec": 81.48753881454468
+ },
+ {
+ "epoch": 84,
+ "train_loss": 6.331098417663574,
+ "train_acc": 0.00886,
+ "test_loss": 4.605170746612549,
+ "test_acc": 0.01,
+ "lyapunov": 2.288768025005565,
+ "grad_norm": 0.21523480615204088,
+ "grad_max_sv": 0.0,
+ "grad_min_sv": 0.0,
+ "grad_condition": 0.0,
+ "lr": 0.0004063093427071373,
+ "time_sec": 81.49917888641357
+ },
+ {
+ "epoch": 85,
+ "train_loss": 6.279946563415527,
+ "train_acc": 0.00858,
+ "test_loss": 4.605170806884765,
+ "test_acc": 0.01,
+ "lyapunov": 2.262576125162032,
+ "grad_norm": 0.09063877969543369,
+ "grad_max_sv": 0.0,
+ "grad_min_sv": 0.0,
+ "grad_condition": 0.0,
+ "lr": 0.0003960441545911199,
+ "time_sec": 81.49754786491394
+ },
+ {
+ "epoch": 86,
+ "train_loss": 6.294878379211426,
+ "train_acc": 0.0082,
+ "test_loss": 4.605170738983154,
+ "test_acc": 0.01,
+ "lyapunov": 2.270076130967006,
+ "grad_norm": 0.11269347737073286,
+ "grad_max_sv": 0.0,
+ "grad_min_sv": 0.0,
+ "grad_condition": 0.0,
+ "lr": 0.0003858245649446718,
+ "time_sec": 81.49726057052612
+ },
+ {
+ "epoch": 87,
+ "train_loss": 6.2920974577331545,
+ "train_acc": 0.009,
+ "test_loss": 4.6051703125,
+ "test_acc": 0.01,
+ "lyapunov": 2.2685716097312207,
+ "grad_norm": 0.14345779012680526,
+ "grad_max_sv": 0.0,
+ "grad_min_sv": 0.0,
+ "grad_condition": 0.0,
+ "lr": 0.00037565505641757235,
+ "time_sec": 81.51811003684998
+ },
+ {
+ "epoch": 88,
+ "train_loss": 6.280257380981445,
+ "train_acc": 0.00862,
+ "test_loss": 4.605170468139648,
+ "test_acc": 0.01,
+ "lyapunov": 2.262734867422782,
+ "grad_norm": 0.089208601870095,
+ "grad_max_sv": 0.0,
+ "grad_min_sv": 0.0,
+ "grad_condition": 0.0,
+ "lr": 0.00036554008969236695,
+ "time_sec": 81.54773998260498
+ },
+ {
+ "epoch": 89,
+ "train_loss": 6.281720874176026,
+ "train_acc": 0.00798,
+ "test_loss": 4.605170385742188,
+ "test_acc": 0.01,
+ "lyapunov": 2.2637228892587333,
+ "grad_norm": 0.13294770236555567,
+ "grad_max_sv": 0.0,
+ "grad_min_sv": 0.0,
+ "grad_condition": 0.0,
+ "lr": 0.0003554841015277638,
+ "time_sec": 81.49507021903992
+ },
+ {
+ "epoch": 90,
+ "train_loss": 6.282031690979004,
+ "train_acc": 0.00864,
+ "test_loss": 4.6051704216003415,
+ "test_acc": 0.01,
+ "lyapunov": 2.263972556804452,
+ "grad_norm": 0.09670924579322722,
+ "grad_max_sv": 0.0,
+ "grad_min_sv": 0.0,
+ "grad_condition": 0.0,
+ "lr": 0.000345491502812526,
+ "time_sec": 81.50043749809265
+ },
+ {
+ "epoch": 91,
+ "train_loss": 6.281220606231689,
+ "train_acc": 0.00882,
+ "test_loss": 4.605170685577392,
+ "test_acc": 0.01,
+ "lyapunov": 2.2634493798551047,
+ "grad_norm": 0.08948481670861189,
+ "grad_max_sv": 0.0,
+ "grad_min_sv": 0.0,
+ "grad_condition": 0.0,
+ "lr": 0.0003355666766307081,
+ "time_sec": 81.50585508346558
+ },
+ {
+ "epoch": 92,
+ "train_loss": 6.279705551147461,
+ "train_acc": 0.00862,
+ "test_loss": 4.60517056274414,
+ "test_acc": 0.01,
+ "lyapunov": 2.2624147529797174,
+ "grad_norm": 0.09256700006903949,
+ "grad_max_sv": 0.0,
+ "grad_min_sv": 0.0,
+ "grad_condition": 0.0,
+ "lr": 0.00032571397633909225,
+ "time_sec": 81.51557660102844
+ },
+ {
+ "epoch": 93,
+ "train_loss": 6.281244622955322,
+ "train_acc": 0.0087,
+ "test_loss": 4.60517061920166,
+ "test_acc": 0.01,
+ "lyapunov": 2.2632562803185503,
+ "grad_norm": 0.11132757286060115,
+ "grad_max_sv": 0.0,
+ "grad_min_sv": 0.0,
+ "grad_condition": 0.0,
+ "lr": 0.00031593772365766094,
+ "time_sec": 81.49661374092102
+ },
+ {
+ "epoch": 94,
+ "train_loss": 6.306097177734375,
+ "train_acc": 0.00858,
+ "test_loss": 4.605170388793946,
+ "test_acc": 0.01,
+ "lyapunov": 2.274985415856247,
+ "grad_norm": 0.14003151421649307,
+ "grad_max_sv": 0.0,
+ "grad_min_sv": 0.0,
+ "grad_condition": 0.0,
+ "lr": 0.0003062422067739483,
+ "time_sec": 81.48347187042236
+ },
+ {
+ "epoch": 95,
+ "train_loss": 6.283950561676026,
+ "train_acc": 0.00878,
+ "test_loss": 4.605170606994629,
+ "test_acc": 0.01,
+ "lyapunov": 2.264391293001297,
+ "grad_norm": 0.11506545388832123,
+ "grad_max_sv": 0.0,
+ "grad_min_sv": 0.0,
+ "grad_condition": 0.0,
+ "lr": 0.00029663167846209965,
+ "time_sec": 81.5063374042511
+ },
+ {
+ "epoch": 96,
+ "train_loss": 6.302323147125244,
+ "train_acc": 0.00874,
+ "test_loss": 4.60517081451416,
+ "test_acc": 0.01,
+ "lyapunov": 2.274367270872111,
+ "grad_norm": 0.12307854636703328,
+ "grad_max_sv": 0.0,
+ "grad_min_sv": 0.0,
+ "grad_condition": 0.0,
+ "lr": 0.00028711035421746345,
+ "time_sec": 81.4797682762146
+ },
+ {
+ "epoch": 97,
+ "train_loss": 6.281584391479492,
+ "train_acc": 0.00864,
+ "test_loss": 4.605170351409912,
+ "test_acc": 0.01,
+ "lyapunov": 2.2636835014118866,
+ "grad_norm": 0.10251001946667801,
+ "grad_max_sv": 0.0,
+ "grad_min_sv": 0.0,
+ "grad_condition": 0.0,
+ "lr": 0.00027768241040753615,
+ "time_sec": 81.49354839324951
+ },
+ {
+ "epoch": 98,
+ "train_loss": 6.2782898904418944,
+ "train_acc": 0.00868,
+ "test_loss": 4.60517045135498,
+ "test_acc": 0.01,
+ "lyapunov": 2.261435853245923,
+ "grad_norm": 0.08854436555507054,
+ "grad_max_sv": 0.0,
+ "grad_min_sv": 0.0,
+ "grad_condition": 0.0,
+ "lr": 0.00026835198244006903,
+ "time_sec": 81.4875979423523
+ },
+ {
+ "epoch": 99,
+ "train_loss": 6.295129021606446,
+ "train_acc": 0.0082,
+ "test_loss": 4.605170526123047,
+ "test_acc": 0.01,
+ "lyapunov": 2.2712618536351585,
+ "grad_norm": 0.11715866448048785,
+ "grad_max_sv": 0.0,
+ "grad_min_sv": 0.0,
+ "grad_condition": 0.0,
+ "lr": 0.0002591231629491421,
+ "time_sec": 81.48900055885315
+ },
+ {
+ "epoch": 100,
+ "train_loss": 6.278292948303223,
+ "train_acc": 0.00866,
+ "test_loss": 4.605170332336426,
+ "test_acc": 0.01,
+ "lyapunov": 2.2613569385255388,
+ "grad_norm": 0.09963153634244509,
+ "grad_max_sv": 0.0,
+ "grad_min_sv": 0.0,
+ "grad_condition": 0.0,
+ "lr": 0.0002499999999999997,
+ "time_sec": 81.49986267089844
+ },
+ {
+ "epoch": 101,
+ "train_loss": 6.278483645935059,
+ "train_acc": 0.00804,
+ "test_loss": 4.60517053604126,
+ "test_acc": 0.01,
+ "lyapunov": 2.261537701272599,
+ "grad_norm": 0.08871006809333543,
+ "grad_max_sv": 0.0,
+ "grad_min_sv": 0.0,
+ "grad_condition": 0.0,
+ "lr": 0.00024098649531343477,
+ "time_sec": 81.51374125480652
+ },
+ {
+ "epoch": 102,
+ "train_loss": 6.280324393310547,
+ "train_acc": 0.00806,
+ "test_loss": 4.605170599365234,
+ "test_acc": 0.01,
+ "lyapunov": 2.262814277883076,
+ "grad_norm": 0.08821870247597413,
+ "grad_max_sv": 0.0,
+ "grad_min_sv": 0.0,
+ "grad_condition": 0.0,
+ "lr": 0.0002320866025105016,
+ "time_sec": 81.50025415420532
+ },
+ {
+ "epoch": 103,
+ "train_loss": 6.2799532815551755,
+ "train_acc": 0.00876,
+ "test_loss": 4.605170227050781,
+ "test_acc": 0.01,
+ "lyapunov": 2.2625574236330777,
+ "grad_norm": 0.08935081241113577,
+ "grad_max_sv": 0.0,
+ "grad_min_sv": 0.0,
+ "grad_condition": 0.0,
+ "lr": 0.0002233042253783278,
+ "time_sec": 81.50659584999084
+ },
+ {
+ "epoch": 104,
+ "train_loss": 6.298912643432617,
+ "train_acc": 0.00842,
+ "test_loss": 4.60517052154541,
+ "test_acc": 0.01,
+ "lyapunov": 2.2703244808079948,
+ "grad_norm": 0.11414965346863236,
+ "grad_max_sv": 0.0,
+ "grad_min_sv": 0.0,
+ "grad_condition": 0.0,
+ "lr": 0.000214643216157784,
+ "time_sec": 81.5045850276947
+ },
+ {
+ "epoch": 105,
+ "train_loss": 6.290122275390625,
+ "train_acc": 0.0086,
+ "test_loss": 4.605170248413086,
+ "test_acc": 0.01,
+ "lyapunov": 2.268586759981902,
+ "grad_norm": 0.09478727747372748,
+ "grad_max_sv": 0.0,
+ "grad_min_sv": 0.0,
+ "grad_condition": 0.0,
+ "lr": 0.00020610737385376332,
+ "time_sec": 81.49806952476501
+ },
+ {
+ "epoch": 106,
+ "train_loss": 6.29548063659668,
+ "train_acc": 0.00866,
+ "test_loss": 4.605170534515381,
+ "test_acc": 0.01,
+ "lyapunov": 2.2701295159966746,
+ "grad_norm": 0.11489602174527157,
+ "grad_max_sv": 0.0,
+ "grad_min_sv": 0.0,
+ "grad_condition": 0.0,
+ "lr": 0.00019770044256881242,
+ "time_sec": 81.48596048355103
+ },
+ {
+ "epoch": 107,
+ "train_loss": 6.282184426269532,
+ "train_acc": 0.0082,
+ "test_loss": 4.605170352172852,
+ "test_acc": 0.01,
+ "lyapunov": 2.2641438352482397,
+ "grad_norm": 0.08961045804319463,
+ "grad_max_sv": 0.0,
+ "grad_min_sv": 0.0,
+ "grad_condition": 0.0,
+ "lr": 0.0001894261098608447,
+ "time_sec": 81.49523115158081
+ },
+ {
+ "epoch": 108,
+ "train_loss": 6.2777880932617185,
+ "train_acc": 0.00864,
+ "test_loss": 4.605170249938965,
+ "test_acc": 0.01,
+ "lyapunov": 2.2611292018305007,
+ "grad_norm": 0.08837496982685777,
+ "grad_max_sv": 0.0,
+ "grad_min_sv": 0.0,
+ "grad_condition": 0.0,
+ "lr": 0.000181288005125655,
+ "time_sec": 81.5235505104065
+ },
+ {
+ "epoch": 109,
+ "train_loss": 6.279533188171387,
+ "train_acc": 0.00846,
+ "test_loss": 4.6051705436706545,
+ "test_acc": 0.01,
+ "lyapunov": 2.2622785964585326,
+ "grad_norm": 0.09025198956904176,
+ "grad_max_sv": 0.0,
+ "grad_min_sv": 0.0,
+ "grad_condition": 0.0,
+ "lr": 0.0001732896980049473,
+ "time_sec": 81.49149775505066
+ },
+ {
+ "epoch": 110,
+ "train_loss": 6.281950114135742,
+ "train_acc": 0.00808,
+ "test_loss": 4.605170324707031,
+ "test_acc": 0.01,
+ "lyapunov": 2.2638927835332767,
+ "grad_norm": 0.09569022356709349,
+ "grad_max_sv": 0.0,
+ "grad_min_sv": 0.0,
+ "grad_condition": 0.0,
+ "lr": 0.00016543469682057076,
+ "time_sec": 81.48516082763672
+ },
+ {
+ "epoch": 111,
+ "train_loss": 6.28185485534668,
+ "train_acc": 0.00926,
+ "test_loss": 4.6051703125,
+ "test_acc": 0.01,
+ "lyapunov": 2.2638340045119185,
+ "grad_norm": 0.08892162931996153,
+ "grad_max_sv": 0.0,
+ "grad_min_sv": 0.0,
+ "grad_condition": 0.0,
+ "lr": 0.00015772644703565552,
+ "time_sec": 81.49398422241211
+ },
+ {
+ "epoch": 112,
+ "train_loss": 6.310760371704101,
+ "train_acc": 0.0083,
+ "test_loss": 4.605170272064209,
+ "test_acc": 0.01,
+ "lyapunov": 2.2783618381870983,
+ "grad_norm": 0.14829000342501422,
+ "grad_max_sv": 0.0,
+ "grad_min_sv": 0.0,
+ "grad_condition": 0.0,
+ "lr": 0.00015016832974331713,
+ "time_sec": 81.47959303855896
+ },
+ {
+ "epoch": 113,
+ "train_loss": 6.280448321685791,
+ "train_acc": 0.00868,
+ "test_loss": 4.605170561218261,
+ "test_acc": 0.01,
+ "lyapunov": 2.262940209235072,
+ "grad_norm": 0.08905882191321668,
+ "grad_max_sv": 0.0,
+ "grad_min_sv": 0.0,
+ "grad_condition": 0.0,
+ "lr": 0.00014276366018359834,
+ "time_sec": 81.49572110176086
+ },
+ {
+ "epoch": 114,
+ "train_loss": 6.29521280166626,
+ "train_acc": 0.00898,
+ "test_loss": 4.6051701675415035,
+ "test_acc": 0.01,
+ "lyapunov": 2.2707663734855554,
+ "grad_norm": 0.10226349996651533,
+ "grad_max_sv": 0.0,
+ "grad_min_sv": 0.0,
+ "grad_condition": 0.0,
+ "lr": 0.00013551568628929425,
+ "time_sec": 81.48670983314514
+ },
+ {
+ "epoch": 115,
+ "train_loss": 6.2799824197387695,
+ "train_acc": 0.00898,
+ "test_loss": 4.605170332336426,
+ "test_acc": 0.01,
+ "lyapunov": 2.2626387176611233,
+ "grad_norm": 0.08828544817683198,
+ "grad_max_sv": 0.0,
+ "grad_min_sv": 0.0,
+ "grad_condition": 0.0,
+ "lr": 0.00012842758726130276,
+ "time_sec": 81.48745203018188
+ },
+ {
+ "epoch": 116,
+ "train_loss": 6.2778549322509765,
+ "train_acc": 0.00826,
+ "test_loss": 4.6051702964782715,
+ "test_acc": 0.01,
+ "lyapunov": 2.26113668122255,
+ "grad_norm": 0.08806272896088922,
+ "grad_max_sv": 0.0,
+ "grad_min_sv": 0.0,
+ "grad_condition": 0.0,
+ "lr": 0.0001215024721741218,
+ "time_sec": 81.54066944122314
+ },
+ {
+ "epoch": 117,
+ "train_loss": 6.279518751220703,
+ "train_acc": 0.00934,
+ "test_loss": 4.605170413208008,
+ "test_acc": 0.01,
+ "lyapunov": 2.2623144555884553,
+ "grad_norm": 0.0877771191158831,
+ "grad_max_sv": 0.0,
+ "grad_min_sv": 0.0,
+ "grad_condition": 0.0,
+ "lr": 0.00011474337861210538,
+ "time_sec": 81.48839020729065
+ },
+ {
+ "epoch": 118,
+ "train_loss": 6.281088227996826,
+ "train_acc": 0.00902,
+ "test_loss": 4.605170362854004,
+ "test_acc": 0.01,
+ "lyapunov": 2.2633964198324685,
+ "grad_norm": 0.0880896864668632,
+ "grad_max_sv": 0.0,
+ "grad_min_sv": 0.0,
+ "grad_condition": 0.0,
+ "lr": 0.00010815327133708009,
+ "time_sec": 81.50261282920837
+ },
+ {
+ "epoch": 119,
+ "train_loss": 6.282254580841064,
+ "train_acc": 0.00884,
+ "test_loss": 4.605170101165771,
+ "test_acc": 0.01,
+ "lyapunov": 2.264233167214162,
+ "grad_norm": 0.08831557648722567,
+ "grad_max_sv": 0.0,
+ "grad_min_sv": 0.0,
+ "grad_condition": 0.0,
+ "lr": 0.00010173504098790182,
+ "time_sec": 81.52568435668945
+ },
+ {
+ "epoch": 120,
+ "train_loss": 6.277676391906739,
+ "train_acc": 0.0087,
+ "test_loss": 4.6051705383300785,
+ "test_acc": 0.01,
+ "lyapunov": 2.2610504279661057,
+ "grad_norm": 0.08852764058763012,
+ "grad_max_sv": 0.0,
+ "grad_min_sv": 0.0,
+ "grad_condition": 0.0,
+ "lr": 9.549150281252629e-05,
+ "time_sec": 81.50404500961304
+ },
+ {
+ "epoch": 121,
+ "train_loss": 6.282078470611572,
+ "train_acc": 0.00904,
+ "test_loss": 4.605170125579834,
+ "test_acc": 0.01,
+ "lyapunov": 2.264081825685623,
+ "grad_norm": 0.08733889209956962,
+ "grad_max_sv": 0.0,
+ "grad_min_sv": 0.0,
+ "grad_condition": 0.0,
+ "lr": 8.942539543314794e-05,
+ "time_sec": 81.49174380302429
+ },
+ {
+ "epoch": 122,
+ "train_loss": 6.280417911529541,
+ "train_acc": 0.00854,
+ "test_loss": 4.605170150756836,
+ "test_acc": 0.01,
+ "lyapunov": 2.2629349579286697,
+ "grad_norm": 0.08896774607886365,
+ "grad_max_sv": 0.0,
+ "grad_min_sv": 0.0,
+ "grad_condition": 0.0,
+ "lr": 8.353937964495024e-05,
+ "time_sec": 81.48855018615723
+ },
+ {
+ "epoch": 123,
+ "train_loss": 6.279605996398926,
+ "train_acc": 0.00798,
+ "test_loss": 4.605170092773437,
+ "test_acc": 0.01,
+ "lyapunov": 2.262386467755603,
+ "grad_norm": 0.08795933479592377,
+ "grad_max_sv": 0.0,
+ "grad_min_sv": 0.0,
+ "grad_condition": 0.0,
+ "lr": 7.783603724899243e-05,
+ "time_sec": 81.50146007537842
+ },
+ {
+ "epoch": 124,
+ "train_loss": 6.291684345397949,
+ "train_acc": 0.00856,
+ "test_loss": 4.6051700492858885,
+ "test_acc": 0.01,
+ "lyapunov": 2.2678240815087047,
+ "grad_norm": 0.11392589044407447,
+ "grad_max_sv": 0.0,
+ "grad_min_sv": 0.0,
+ "grad_condition": 0.0,
+ "lr": 7.231786991974666e-05,
+ "time_sec": 81.48491311073303
+ },
+ {
+ "epoch": 125,
+ "train_loss": 6.285427192077637,
+ "train_acc": 0.00888,
+ "test_loss": 4.605170321655273,
+ "test_acc": 0.01,
+ "lyapunov": 2.2660442904743086,
+ "grad_norm": 0.1133754054706649,
+ "grad_max_sv": 0.0,
+ "grad_min_sv": 0.0,
+ "grad_condition": 0.0,
+ "lr": 6.698729810778072e-05,
+ "time_sec": 81.49100470542908
+ },
+ {
+ "epoch": 126,
+ "train_loss": 6.280400201568604,
+ "train_acc": 0.00878,
+ "test_loss": 4.6051705368041995,
+ "test_acc": 0.01,
+ "lyapunov": 2.2629254120390128,
+ "grad_norm": 0.08821452866992016,
+ "grad_max_sv": 0.0,
+ "grad_min_sv": 0.0,
+ "grad_condition": 0.0,
+ "lr": 6.184665997806817e-05,
+ "time_sec": 81.49153852462769
+ },
+ {
+ "epoch": 127,
+ "train_loss": 6.279529089202881,
+ "train_acc": 0.0088,
+ "test_loss": 4.605170316314697,
+ "test_acc": 0.01,
+ "lyapunov": 2.2623902915993614,
+ "grad_norm": 0.08745608733781365,
+ "grad_max_sv": 0.0,
+ "grad_min_sv": 0.0,
+ "grad_condition": 0.0,
+ "lr": 5.6898210384392595e-05,
+ "time_sec": 81.50230026245117
+ },
+ {
+ "epoch": 128,
+ "train_loss": 6.278408692016601,
+ "train_acc": 0.00888,
+ "test_loss": 4.605170304870605,
+ "test_acc": 0.01,
+ "lyapunov": 2.261508503228502,
+ "grad_norm": 0.08825893270809801,
+ "grad_max_sv": 0.0,
+ "grad_min_sv": 0.0,
+ "grad_condition": 0.0,
+ "lr": 5.214411988029363e-05,
+ "time_sec": 81.49138951301575
+ },
+ {
+ "epoch": 129,
+ "train_loss": 6.279044237976074,
+ "train_acc": 0.00934,
+ "test_loss": 4.605170484924316,
+ "test_acc": 0.01,
+ "lyapunov": 2.261979506753595,
+ "grad_norm": 0.08762519682827673,
+ "grad_max_sv": 0.0,
+ "grad_min_sv": 0.0,
+ "grad_condition": 0.0,
+ "lr": 4.7586473766990294e-05,
+ "time_sec": 81.50332951545715
+ },
+ {
+ "epoch": 130,
+ "train_loss": 6.2814196604919434,
+ "train_acc": 0.00892,
+ "test_loss": 4.605170237731934,
+ "test_acc": 0.01,
+ "lyapunov": 2.263650309399266,
+ "grad_norm": 0.0879745908721408,
+ "grad_max_sv": 0.0,
+ "grad_min_sv": 0.0,
+ "grad_condition": 0.0,
+ "lr": 4.32272711786996e-05,
+ "time_sec": 81.48634791374207
+ },
+ {
+ "epoch": 131,
+ "train_loss": 6.279289369659423,
+ "train_acc": 0.00816,
+ "test_loss": 4.605170503234863,
+ "test_acc": 0.01,
+ "lyapunov": 2.2619674528956106,
+ "grad_norm": 0.08830358541425926,
+ "grad_max_sv": 0.0,
+ "grad_min_sv": 0.0,
+ "grad_condition": 0.0,
+ "lr": 3.906842420574966e-05,
+ "time_sec": 81.49762201309204
+ },
+ {
+ "epoch": 132,
+ "train_loss": 6.284051736145019,
+ "train_acc": 0.00918,
+ "test_loss": 4.605169993591309,
+ "test_acc": 0.01,
+ "lyapunov": 2.265367220734696,
+ "grad_norm": 0.09065551426084856,
+ "grad_max_sv": 0.0,
+ "grad_min_sv": 0.0,
+ "grad_condition": 0.0,
+ "lr": 3.5111757055874305e-05,
+ "time_sec": 81.5026957988739
+ },
+ {
+ "epoch": 133,
+ "train_loss": 6.28203574508667,
+ "train_acc": 0.00886,
+ "test_loss": 4.60517046508789,
+ "test_acc": 0.01,
+ "lyapunov": 2.264016958148888,
+ "grad_norm": 0.08811709248877145,
+ "grad_max_sv": 0.0,
+ "grad_min_sv": 0.0,
+ "grad_condition": 0.0,
+ "lr": 3.1359005254054254e-05,
+ "time_sec": 81.4884991645813
+ },
+ {
+ "epoch": 134,
+ "train_loss": 6.295380000305176,
+ "train_acc": 0.00924,
+ "test_loss": 4.6051701171875,
+ "test_acc": 0.01,
+ "lyapunov": 2.270651138652011,
+ "grad_norm": 0.09385452218544989,
+ "grad_max_sv": 0.0,
+ "grad_min_sv": 0.0,
+ "grad_condition": 0.0,
+ "lr": 2.7811814881259484e-05,
+ "time_sec": 81.49120998382568
+ },
+ {
+ "epoch": 135,
+ "train_loss": 6.279313954925537,
+ "train_acc": 0.0096,
+ "test_loss": 4.605170198059082,
+ "test_acc": 0.01,
+ "lyapunov": 2.2621799277527557,
+ "grad_norm": 0.08809804121534516,
+ "grad_max_sv": 0.0,
+ "grad_min_sv": 0.0,
+ "grad_condition": 0.0,
+ "lr": 2.4471741852423218e-05,
+ "time_sec": 81.503009557724
+ },
+ {
+ "epoch": 136,
+ "train_loss": 6.281174714050293,
+ "train_acc": 0.009,
+ "test_loss": 4.605170434570312,
+ "test_acc": 0.01,
+ "lyapunov": 2.263484787758049,
+ "grad_norm": 0.08787496788421857,
+ "grad_max_sv": 0.0,
+ "grad_min_sv": 0.0,
+ "grad_condition": 0.0,
+ "lr": 2.1340251233966362e-05,
+ "time_sec": 81.49492454528809
+ },
+ {
+ "epoch": 137,
+ "train_loss": 6.2790307751464844,
+ "train_acc": 0.00906,
+ "test_loss": 4.605170115661621,
+ "test_acc": 0.01,
+ "lyapunov": 2.2619833738907524,
+ "grad_norm": 0.08850586212515105,
+ "grad_max_sv": 0.0,
+ "grad_min_sv": 0.0,
+ "grad_condition": 0.0,
+ "lr": 1.8418716601170932e-05,
+ "time_sec": 81.51062154769897
+ },
+ {
+ "epoch": 138,
+ "train_loss": 6.278728715362549,
+ "train_acc": 0.0095,
+ "test_loss": 4.605170520019532,
+ "test_acc": 0.01,
+ "lyapunov": 2.2618095082090335,
+ "grad_norm": 0.08731291361885624,
+ "grad_max_sv": 0.0,
+ "grad_min_sv": 0.0,
+ "grad_condition": 0.0,
+ "lr": 1.570841943568445e-05,
+ "time_sec": 81.48903918266296
+ },
+ {
+ "epoch": 139,
+ "train_loss": 6.279946011657715,
+ "train_acc": 0.00924,
+ "test_loss": 4.605169985198975,
+ "test_acc": 0.01,
+ "lyapunov": 2.262684661104246,
+ "grad_norm": 0.08830501755378455,
+ "grad_max_sv": 0.0,
+ "grad_min_sv": 0.0,
+ "grad_condition": 0.0,
+ "lr": 1.3210548563419845e-05,
+ "time_sec": 81.50976133346558
+ },
+ {
+ "epoch": 140,
+ "train_loss": 6.2800713043212895,
+ "train_acc": 0.0093,
+ "test_loss": 4.605170336914062,
+ "test_acc": 0.01,
+ "lyapunov": 2.2627302271020993,
+ "grad_norm": 0.08760865122091131,
+ "grad_max_sv": 0.0,
+ "grad_min_sv": 0.0,
+ "grad_condition": 0.0,
+ "lr": 1.0926199633097203e-05,
+ "time_sec": 81.47953510284424
+ },
+ {
+ "epoch": 141,
+ "train_loss": 6.280382924652099,
+ "train_acc": 0.00976,
+ "test_loss": 4.605170390319824,
+ "test_acc": 0.01,
+ "lyapunov": 2.262962554116993,
+ "grad_norm": 0.08731546735423716,
+ "grad_max_sv": 0.0,
+ "grad_min_sv": 0.0,
+ "grad_condition": 0.0,
+ "lr": 8.856374635655688e-06,
+ "time_sec": 81.50757503509521
+ },
+ {
+ "epoch": 142,
+ "train_loss": 6.280370573883057,
+ "train_acc": 0.00936,
+ "test_loss": 4.605170272064209,
+ "test_acc": 0.01,
+ "lyapunov": 2.262975048226164,
+ "grad_norm": 0.08839664162758272,
+ "grad_max_sv": 0.0,
+ "grad_min_sv": 0.0,
+ "grad_condition": 0.0,
+ "lr": 7.001981464747503e-06,
+ "time_sec": 81.70762014389038
+ },
+ {
+ "epoch": 143,
+ "train_loss": 6.278507639923096,
+ "train_acc": 0.0095,
+ "test_loss": 4.6051704162597655,
+ "test_acc": 0.01,
+ "lyapunov": 2.261611500054674,
+ "grad_norm": 0.08694971985774991,
+ "grad_max_sv": 0.0,
+ "grad_min_sv": 0.0,
+ "grad_condition": 0.0,
+ "lr": 5.3638335185058295e-06,
+ "time_sec": 81.48127150535583
+ },
+ {
+ "epoch": 144,
+ "train_loss": 6.281042174987793,
+ "train_acc": 0.00942,
+ "test_loss": 4.605170404815674,
+ "test_acc": 0.01,
+ "lyapunov": 2.263450643290644,
+ "grad_norm": 0.0881830241474449,
+ "grad_max_sv": 0.0,
+ "grad_min_sv": 0.0,
+ "grad_condition": 0.0,
+ "lr": 3.942649342761114e-06,
+ "time_sec": 81.58690285682678
+ },
+ {
+ "epoch": 145,
+ "train_loss": 6.278796115875244,
+ "train_acc": 0.01,
+ "test_loss": 4.605169946289062,
+ "test_acc": 0.01,
+ "lyapunov": 2.2618483887304124,
+ "grad_norm": 0.08774085138052039,
+ "grad_max_sv": 0.0,
+ "grad_min_sv": 0.0,
+ "grad_condition": 0.0,
+ "lr": 2.7390523158633524e-06,
+ "time_sec": 81.47702813148499
+ },
+ {
+ "epoch": 146,
+ "train_loss": 6.28765030166626,
+ "train_acc": 0.01,
+ "test_loss": 4.605170179748535,
+ "test_acc": 0.01,
+ "lyapunov": 2.266257317169853,
+ "grad_norm": 0.0926994360583192,
+ "grad_max_sv": 0.0,
+ "grad_min_sv": 0.0,
+ "grad_condition": 0.0,
+ "lr": 1.7535703752478133e-06,
+ "time_sec": 81.53279685974121
+ },
+ {
+ "epoch": 147,
+ "train_loss": 6.28031106124878,
+ "train_acc": 0.01,
+ "test_loss": 4.605170380401612,
+ "test_acc": 0.01,
+ "lyapunov": 2.2628798844564297,
+ "grad_norm": 0.08793782485118157,
+ "grad_max_sv": 0.0,
+ "grad_min_sv": 0.0,
+ "grad_condition": 0.0,
+ "lr": 9.866357858642196e-07,
+ "time_sec": 81.48903107643127
+ },
+ {
+ "epoch": 148,
+ "train_loss": 6.280096773681641,
+ "train_acc": 0.01,
+ "test_loss": 4.605170349884033,
+ "test_acc": 0.01,
+ "lyapunov": 2.2627320112779623,
+ "grad_norm": 0.08818349122842602,
+ "grad_max_sv": 0.0,
+ "grad_min_sv": 0.0,
+ "grad_condition": 0.0,
+ "lr": 4.38584950570808e-07,
+ "time_sec": 81.4692907333374
+ },
+ {
+ "epoch": 149,
+ "train_loss": 6.281090885467529,
+ "train_acc": 0.01,
+ "test_loss": 4.605170343017578,
+ "test_acc": 0.01,
+ "lyapunov": 2.263427186195198,
+ "grad_norm": 0.0872012744277379,
+ "grad_max_sv": 0.0,
+ "grad_min_sv": 0.0,
+ "grad_condition": 0.0,
+ "lr": 1.096582625772501e-07,
+ "time_sec": 81.53167700767517
+ },
+ {
+ "epoch": 150,
+ "train_loss": 6.279137640380859,
+ "train_acc": 0.01,
+ "test_loss": 4.605170111083984,
+ "test_acc": 0.01,
+ "lyapunov": 2.262077055318886,
+ "grad_norm": 0.08725575780836431,
+ "grad_max_sv": 0.0,
+ "grad_min_sv": 0.0,
+ "grad_condition": 0.0,
+ "lr": 0.0,
+ "time_sec": 81.56354284286499
+ }
+ ],
+ "12": [
+ {
+ "epoch": 1,
+ "train_loss": 12.888672213134766,
+ "train_acc": 0.0157,
+ "test_loss": 4.668669903564453,
+ "test_acc": 0.0113,
+ "lyapunov": 4.721897013656928,
+ "grad_norm": 6.113449849588324,
+ "grad_max_sv": 4.916350275278091,
+ "grad_min_sv": 9.121745356832633e-08,
+ "grad_condition": 85604761.14095068,
+ "lr": 0.0009998903417374227,
+ "time_sec": 124.4171769618988
+ },
+ {
+ "epoch": 2,
+ "train_loss": 8.873665056762695,
+ "train_acc": 0.0172,
+ "test_loss": 4.618728218078613,
+ "test_acc": 0.0106,
+ "lyapunov": 3.5643789152355145,
+ "grad_norm": 4.270033727895912,
+ "grad_max_sv": 3.703069430589676,
+ "grad_min_sv": 4.972798216271515e-08,
+ "grad_condition": 4407702901.858317,
+ "lr": 0.0009995614150494292,
+ "time_sec": 124.48686790466309
+ },
+ {
+ "epoch": 3,
+ "train_loss": 8.600334560241699,
+ "train_acc": 0.01782,
+ "test_loss": 4.650051962280274,
+ "test_acc": 0.01,
+ "lyapunov": 3.4914282776815506,
+ "grad_norm": 3.3926839865294114,
+ "grad_max_sv": 2.9882367312908173,
+ "grad_min_sv": 1.3234509199243523e-08,
+ "grad_condition": 54857460231.037346,
+ "lr": 0.0009990133642141358,
+ "time_sec": 124.54058074951172
+ },
+ {
+ "epoch": 4,
+ "train_loss": 8.263027096862793,
+ "train_acc": 0.01714,
+ "test_loss": 4.599512353515625,
+ "test_acc": 0.0105,
+ "lyapunov": 3.3760591937452937,
+ "grad_norm": 2.278902599299841,
+ "grad_max_sv": 1.9339918196201324,
+ "grad_min_sv": 2.3884921456027857e-10,
+ "grad_condition": 107255985296.78781,
+ "lr": 0.0009982464296247522,
+ "time_sec": 124.56976628303528
+ },
+ {
+ "epoch": 5,
+ "train_loss": 8.014010938720704,
+ "train_acc": 0.01496,
+ "test_loss": 4.616816136169434,
+ "test_acc": 0.01,
+ "lyapunov": 3.2668096848461023,
+ "grad_norm": 1.8273408452911775,
+ "grad_max_sv": 1.1145809442189922,
+ "grad_min_sv": 1.2368932906215386e-11,
+ "grad_condition": 320257530150.4256,
+ "lr": 0.0009972609476841367,
+ "time_sec": 124.43335103988647
+ },
+ {
+ "epoch": 6,
+ "train_loss": 7.492105539398193,
+ "train_acc": 0.01378,
+ "test_loss": 4.617157006835938,
+ "test_acc": 0.01,
+ "lyapunov": 2.993205757702098,
+ "grad_norm": 1.155205925820389,
+ "grad_max_sv": 0.8030500062418355,
+ "grad_min_sv": 1.9935007673619705e-12,
+ "grad_condition": 394942710887.2484,
+ "lr": 0.000996057350657239,
+ "time_sec": 124.40957427024841
+ },
+ {
+ "epoch": 7,
+ "train_loss": 7.546499238586426,
+ "train_acc": 0.01474,
+ "test_loss": 4.614982270812988,
+ "test_acc": 0.01,
+ "lyapunov": 3.0089273160071017,
+ "grad_norm": 2.2107120727107343,
+ "grad_max_sv": 0.5263522088527679,
+ "grad_min_sv": 2.339208170494913e-12,
+ "grad_condition": 228093595550.92413,
+ "lr": 0.000994636166481494,
+ "time_sec": 124.44238233566284
+ },
+ {
+ "epoch": 8,
+ "train_loss": 7.431590474243164,
+ "train_acc": 0.01458,
+ "test_loss": 4.613349987792969,
+ "test_acc": 0.01,
+ "lyapunov": 2.9677638501462424,
+ "grad_norm": 1.4698803730862553,
+ "grad_max_sv": 0.3683710671344215,
+ "grad_min_sv": 1.0445961128587334e-12,
+ "grad_condition": 222600534264.8287,
+ "lr": 0.0009929980185352525,
+ "time_sec": 124.46612310409546
+ },
+ {
+ "epoch": 9,
+ "train_loss": 7.177635037078858,
+ "train_acc": 0.01324,
+ "test_loss": 4.612429743957519,
+ "test_acc": 0.01,
+ "lyapunov": 2.8310226979463,
+ "grad_norm": 1.4861384451742359,
+ "grad_max_sv": 0.32697355831472236,
+ "grad_min_sv": 7.011187907653872e-13,
+ "grad_condition": 236887025983.79956,
+ "lr": 0.0009911436253643444,
+ "time_sec": 124.47700262069702
+ },
+ {
+ "epoch": 10,
+ "train_loss": 7.269148045806885,
+ "train_acc": 0.01266,
+ "test_loss": 4.60582406539917,
+ "test_acc": 0.01,
+ "lyapunov": 2.8725382824383123,
+ "grad_norm": 2.342581709783361,
+ "grad_max_sv": 0.25737013639882206,
+ "grad_min_sv": 2.152763686233954e-13,
+ "grad_condition": 237339662745.88754,
+ "lr": 0.0009890738003669028,
+ "time_sec": 124.34593343734741
+ },
+ {
+ "epoch": 11,
+ "train_loss": 7.854859015350342,
+ "train_acc": 0.0135,
+ "test_loss": 4.610336604309082,
+ "test_acc": 0.01,
+ "lyapunov": 3.174172605699895,
+ "grad_norm": 2.7187327990789893,
+ "grad_max_sv": 0.20388649497181177,
+ "grad_min_sv": 8.088439153332857e-14,
+ "grad_condition": 191904183934.97748,
+ "lr": 0.00098678945143658,
+ "time_sec": 124.38984727859497
+ },
+ {
+ "epoch": 12,
+ "train_loss": 7.352457761230469,
+ "train_acc": 0.01424,
+ "test_loss": 4.6108569480896,
+ "test_acc": 0.01,
+ "lyapunov": 2.9249625279165596,
+ "grad_norm": 1.4927365138413504,
+ "grad_max_sv": 0.19409580584615468,
+ "grad_min_sv": 6.321730296975161e-14,
+ "grad_condition": 185278377907.65347,
+ "lr": 0.0009842915805643154,
+ "time_sec": 124.45291423797607
+ },
+ {
+ "epoch": 13,
+ "train_loss": 7.126369653930664,
+ "train_acc": 0.0127,
+ "test_loss": 4.606200820922852,
+ "test_acc": 0.01,
+ "lyapunov": 2.7892982831696416,
+ "grad_norm": 1.5745132805186597,
+ "grad_max_sv": 0.16401691318606026,
+ "grad_min_sv": 1.1404081781040362e-15,
+ "grad_condition": 163820543107.00018,
+ "lr": 0.000981581283398829,
+ "time_sec": 124.47300815582275
+ },
+ {
+ "epoch": 14,
+ "train_loss": 6.9970923039245605,
+ "train_acc": 0.0119,
+ "test_loss": 4.606117165374756,
+ "test_acc": 0.01,
+ "lyapunov": 2.7211814384021418,
+ "grad_norm": 0.8580084847133529,
+ "grad_max_sv": 0.13348757792264224,
+ "grad_min_sv": 3.507279862736168e-28,
+ "grad_condition": 133487577922.64218,
+ "lr": 0.0009786597487660333,
+ "time_sec": 124.41379904747009
+ },
+ {
+ "epoch": 15,
+ "train_loss": 7.052154786376953,
+ "train_acc": 0.0117,
+ "test_loss": 4.606044427490234,
+ "test_acc": 0.01,
+ "lyapunov": 2.753269191288277,
+ "grad_norm": 1.006394199833171,
+ "grad_max_sv": 0.12816582168452442,
+ "grad_min_sv": 4.518028483603919e-34,
+ "grad_condition": 128165821684.52441,
+ "lr": 0.0009755282581475766,
+ "time_sec": 124.34007215499878
+ },
+ {
+ "epoch": 16,
+ "train_loss": 7.258110624084472,
+ "train_acc": 0.0109,
+ "test_loss": 4.605929005432129,
+ "test_acc": 0.01,
+ "lyapunov": 2.862082756998594,
+ "grad_norm": 1.1482559574218805,
+ "grad_max_sv": 0.10950499838218093,
+ "grad_min_sv": 3.564320494794489e-35,
+ "grad_condition": 109504998382.18094,
+ "lr": 0.0009721881851187403,
+ "time_sec": 124.38707971572876
+ },
+ {
+ "epoch": 17,
+ "train_loss": 6.873683618774414,
+ "train_acc": 0.00996,
+ "test_loss": 4.61062957611084,
+ "test_acc": 0.01,
+ "lyapunov": 2.641120981377409,
+ "grad_norm": 2.0808485430057084,
+ "grad_max_sv": 0.05978809341322631,
+ "grad_min_sv": 2.4522723125684297e-46,
+ "grad_condition": 59788093413.2263,
+ "lr": 0.0009686409947459456,
+ "time_sec": 124.47280597686768
+ },
+ {
+ "epoch": 18,
+ "train_loss": 7.016553334655762,
+ "train_acc": 0.01398,
+ "test_loss": 4.622579546356201,
+ "test_acc": 0.01,
+ "lyapunov": 2.728775659180663,
+ "grad_norm": 1.2800257190104987,
+ "grad_max_sv": 0.1043331983499229,
+ "grad_min_sv": 3.1060564013215523e-18,
+ "grad_condition": 104332858891.6054,
+ "lr": 0.0009648882429441254,
+ "time_sec": 124.54543328285217
+ },
+ {
+ "epoch": 19,
+ "train_loss": 6.869653914642334,
+ "train_acc": 0.01194,
+ "test_loss": 4.643599758911133,
+ "test_acc": 0.01,
+ "lyapunov": 2.638523844501856,
+ "grad_norm": 0.5641956497166879,
+ "grad_max_sv": 0.06742433752388025,
+ "grad_min_sv": 9.779701625669289e-16,
+ "grad_condition": 67360221904.04246,
+ "lr": 0.00096093157579425,
+ "time_sec": 124.44028401374817
+ },
+ {
+ "epoch": 20,
+ "train_loss": 6.866667858276367,
+ "train_acc": 0.0096,
+ "test_loss": 4.634420860290527,
+ "test_acc": 0.01,
+ "lyapunov": 2.628649781731998,
+ "grad_norm": 0.5455051217507713,
+ "grad_max_sv": 0.028104651859030126,
+ "grad_min_sv": 0.0,
+ "grad_condition": 28104651859.03013,
+ "lr": 0.0009567727288213001,
+ "time_sec": 124.34887290000916
+ },
+ {
+ "epoch": 21,
+ "train_loss": 6.825957579650879,
+ "train_acc": 0.00936,
+ "test_loss": 4.642799243164062,
+ "test_acc": 0.01,
+ "lyapunov": 2.607143042337559,
+ "grad_norm": 0.5228902482624009,
+ "grad_max_sv": 0.029772339016199113,
+ "grad_min_sv": 0.0,
+ "grad_condition": 29772339016.19911,
+ "lr": 0.0009524135262330095,
+ "time_sec": 124.38223886489868
+ },
+ {
+ "epoch": 22,
+ "train_loss": 6.60694779296875,
+ "train_acc": 0.00934,
+ "test_loss": 4.642452531433105,
+ "test_acc": 0.01,
+ "lyapunov": 2.4819612728665246,
+ "grad_norm": 0.5929983668433683,
+ "grad_max_sv": 0.028571362840011716,
+ "grad_min_sv": 0.0,
+ "grad_condition": 28571362840.01172,
+ "lr": 0.0009478558801197061,
+ "time_sec": 124.46409487724304
+ },
+ {
+ "epoch": 23,
+ "train_loss": 6.587394898986816,
+ "train_acc": 0.00922,
+ "test_loss": 4.642014373779297,
+ "test_acc": 0.01,
+ "lyapunov": 2.46996273287117,
+ "grad_norm": 0.5937371167405978,
+ "grad_max_sv": 0.027252211095765234,
+ "grad_min_sv": 0.0,
+ "grad_condition": 27252211095.765236,
+ "lr": 0.000943101789615607,
+ "time_sec": 124.41273093223572
+ },
+ {
+ "epoch": 24,
+ "train_loss": 6.5855675335693356,
+ "train_acc": 0.00944,
+ "test_loss": 4.629414208984375,
+ "test_acc": 0.01,
+ "lyapunov": 2.468693129546807,
+ "grad_norm": 0.5173238649422355,
+ "grad_max_sv": 0.026766624441370367,
+ "grad_min_sv": 0.0,
+ "grad_condition": 26766624441.37037,
+ "lr": 0.0009381533400219313,
+ "time_sec": 124.34699821472168
+ },
+ {
+ "epoch": 25,
+ "train_loss": 6.599731462860108,
+ "train_acc": 0.00936,
+ "test_loss": 4.6412096755981445,
+ "test_acc": 0.01,
+ "lyapunov": 2.476690198454406,
+ "grad_norm": 0.5699426578758121,
+ "grad_max_sv": 0.025352103635668755,
+ "grad_min_sv": 0.0,
+ "grad_condition": 25352103635.668755,
+ "lr": 0.0009330127018922189,
+ "time_sec": 124.3536787033081
+ },
+ {
+ "epoch": 26,
+ "train_loss": 6.5942790597534175,
+ "train_acc": 0.00964,
+ "test_loss": 4.640745770263672,
+ "test_acc": 0.01,
+ "lyapunov": 2.4741494673902116,
+ "grad_norm": 0.546145353806512,
+ "grad_max_sv": 0.021123076300136746,
+ "grad_min_sv": 0.0,
+ "grad_condition": 21123076300.136745,
+ "lr": 0.000927682130080253,
+ "time_sec": 124.4051742553711
+ },
+ {
+ "epoch": 27,
+ "train_loss": 6.6229908557128905,
+ "train_acc": 0.00888,
+ "test_loss": 4.605336713409423,
+ "test_acc": 0.01,
+ "lyapunov": 2.4850437781390022,
+ "grad_norm": 0.6663677646075784,
+ "grad_max_sv": 0.011104274867102503,
+ "grad_min_sv": 0.0,
+ "grad_condition": 11104274867.102505,
+ "lr": 0.0009221639627510072,
+ "time_sec": 124.44045972824097
+ },
+ {
+ "epoch": 28,
+ "train_loss": 6.597202638854981,
+ "train_acc": 0.00916,
+ "test_loss": 4.605269973754883,
+ "test_acc": 0.01,
+ "lyapunov": 2.4748127710483874,
+ "grad_norm": 0.6602347286377247,
+ "grad_max_sv": 0.005200258875265718,
+ "grad_min_sv": 0.0,
+ "grad_condition": 5200258875.2657175,
+ "lr": 0.0009164606203550494,
+ "time_sec": 124.41216611862183
+ },
+ {
+ "epoch": 29,
+ "train_loss": 6.5781180551147465,
+ "train_acc": 0.00896,
+ "test_loss": 4.605207743072509,
+ "test_acc": 0.01,
+ "lyapunov": 2.463899161809546,
+ "grad_norm": 0.16963115020621336,
+ "grad_max_sv": 0.0064356182236224415,
+ "grad_min_sv": 0.0,
+ "grad_condition": 6435618223.622441,
+ "lr": 0.0009105746045668516,
+ "time_sec": 124.52706933021545
+ },
+ {
+ "epoch": 30,
+ "train_loss": 6.580226347045898,
+ "train_acc": 0.00922,
+ "test_loss": 4.605211033630371,
+ "test_acc": 0.01,
+ "lyapunov": 2.4648621435970295,
+ "grad_norm": 0.14897426222581245,
+ "grad_max_sv": 0.006681703682988882,
+ "grad_min_sv": 0.0,
+ "grad_condition": 6681703682.988882,
+ "lr": 0.0009045084971874733,
+ "time_sec": 124.31314778327942
+ },
+ {
+ "epoch": 31,
+ "train_loss": 6.580346279144287,
+ "train_acc": 0.00906,
+ "test_loss": 4.605202531433106,
+ "test_acc": 0.01,
+ "lyapunov": 2.4647859356287496,
+ "grad_norm": 0.13651802704858546,
+ "grad_max_sv": 0.0033354544546455147,
+ "grad_min_sv": 0.0,
+ "grad_condition": 3335454454.6455145,
+ "lr": 0.0008982649590120977,
+ "time_sec": 124.37081241607666
+ },
+ {
+ "epoch": 32,
+ "train_loss": 6.5977811730957034,
+ "train_acc": 0.00854,
+ "test_loss": 4.605187432861328,
+ "test_acc": 0.01,
+ "lyapunov": 2.4727761562523023,
+ "grad_norm": 0.12974748253445384,
+ "grad_max_sv": 0.002326939906924963,
+ "grad_min_sv": 0.0,
+ "grad_condition": 2326939906.924963,
+ "lr": 0.0008918467286629196,
+ "time_sec": 124.42768621444702
+ },
+ {
+ "epoch": 33,
+ "train_loss": 6.574522008514404,
+ "train_acc": 0.00888,
+ "test_loss": 4.60518201751709,
+ "test_acc": 0.01,
+ "lyapunov": 2.461720284903446,
+ "grad_norm": 0.10990146900045704,
+ "grad_max_sv": 0.0026134482119232415,
+ "grad_min_sv": 0.0,
+ "grad_condition": 2613448211.9232416,
+ "lr": 0.0008852566213878943,
+ "time_sec": 124.36949467658997
+ },
+ {
+ "epoch": 34,
+ "train_loss": 6.577264302215577,
+ "train_acc": 0.0092,
+ "test_loss": 4.605177014923096,
+ "test_acc": 0.01,
+ "lyapunov": 2.463475263941928,
+ "grad_norm": 0.12976444128871847,
+ "grad_max_sv": 0.0009734443388879299,
+ "grad_min_sv": 0.0,
+ "grad_condition": 973444338.8879299,
+ "lr": 0.000878497527825878,
+ "time_sec": 124.3325207233429
+ },
+ {
+ "epoch": 35,
+ "train_loss": 6.587216622314453,
+ "train_acc": 0.00888,
+ "test_loss": 4.636661901855469,
+ "test_acc": 0.01,
+ "lyapunov": 2.4681083863348605,
+ "grad_norm": 0.13220591916165889,
+ "grad_max_sv": 0.00457856860011816,
+ "grad_min_sv": 0.0,
+ "grad_condition": 4578568600.118161,
+ "lr": 0.000871572412738697,
+ "time_sec": 124.3110682964325
+ },
+ {
+ "epoch": 36,
+ "train_loss": 6.592979219360352,
+ "train_acc": 0.0092,
+ "test_loss": 4.6051753067016605,
+ "test_acc": 0.01,
+ "lyapunov": 2.4714617686503377,
+ "grad_norm": 0.1239857838330967,
+ "grad_max_sv": 0.0005948701407760381,
+ "grad_min_sv": 0.0,
+ "grad_condition": 594870140.7760382,
+ "lr": 0.0008644843137107055,
+ "time_sec": 124.4406750202179
+ },
+ {
+ "epoch": 37,
+ "train_loss": 6.613644898376465,
+ "train_acc": 0.00858,
+ "test_loss": 4.605174197387695,
+ "test_acc": 0.01,
+ "lyapunov": 2.48187786294981,
+ "grad_norm": 0.18028613006863556,
+ "grad_max_sv": 0.0,
+ "grad_min_sv": 0.0,
+ "grad_condition": 0.0,
+ "lr": 0.0008572363398164014,
+ "time_sec": 124.42482614517212
+ },
+ {
+ "epoch": 38,
+ "train_loss": 6.598032460021972,
+ "train_acc": 0.00866,
+ "test_loss": 4.605173423004151,
+ "test_acc": 0.01,
+ "lyapunov": 2.4748510588770327,
+ "grad_norm": 0.17702039657703328,
+ "grad_max_sv": 0.0,
+ "grad_min_sv": 0.0,
+ "grad_condition": 0.0,
+ "lr": 0.0008498316702566826,
+ "time_sec": 124.38127946853638
+ },
+ {
+ "epoch": 39,
+ "train_loss": 6.595033478546142,
+ "train_acc": 0.00904,
+ "test_loss": 4.605172880554199,
+ "test_acc": 0.01,
+ "lyapunov": 2.4724140514803055,
+ "grad_norm": 0.1406852681746766,
+ "grad_max_sv": 0.0,
+ "grad_min_sv": 0.0,
+ "grad_condition": 0.0,
+ "lr": 0.0008422735529643442,
+ "time_sec": 124.27310037612915
+ },
+ {
+ "epoch": 40,
+ "train_loss": 6.607061416625976,
+ "train_acc": 0.00882,
+ "test_loss": 4.605173010253906,
+ "test_acc": 0.01,
+ "lyapunov": 2.4797774525859473,
+ "grad_norm": 0.1602364870035822,
+ "grad_max_sv": 0.0,
+ "grad_min_sv": 0.0,
+ "grad_condition": 0.0,
+ "lr": 0.0008345653031794289,
+ "time_sec": 124.35175013542175
+ },
+ {
+ "epoch": 41,
+ "train_loss": 6.652051022644043,
+ "train_acc": 0.00868,
+ "test_loss": 4.60517377319336,
+ "test_acc": 0.01,
+ "lyapunov": 2.494590156218585,
+ "grad_norm": 0.1877202250366353,
+ "grad_max_sv": 0.0,
+ "grad_min_sv": 0.0,
+ "grad_condition": 0.0,
+ "lr": 0.0008267103019950526,
+ "time_sec": 124.42674827575684
+ },
+ {
+ "epoch": 42,
+ "train_loss": 6.609013889770508,
+ "train_acc": 0.00818,
+ "test_loss": 4.60517264328003,
+ "test_acc": 0.01,
+ "lyapunov": 2.4807275219646563,
+ "grad_norm": 0.19291631462520265,
+ "grad_max_sv": 0.0,
+ "grad_min_sv": 0.0,
+ "grad_condition": 0.0,
+ "lr": 0.0008187119948743447,
+ "time_sec": 124.38730263710022
+ },
+ {
+ "epoch": 43,
+ "train_loss": 6.573144034423828,
+ "train_acc": 0.0082,
+ "test_loss": 4.6051730613708495,
+ "test_acc": 0.01,
+ "lyapunov": 2.4609296730412242,
+ "grad_norm": 0.09628320238477034,
+ "grad_max_sv": 0.0,
+ "grad_min_sv": 0.0,
+ "grad_condition": 0.0,
+ "lr": 0.000810573890139155,
+ "time_sec": 124.36512160301208
+ },
+ {
+ "epoch": 44,
+ "train_loss": 6.575241811828613,
+ "train_acc": 0.00884,
+ "test_loss": 4.605172496032715,
+ "test_acc": 0.01,
+ "lyapunov": 2.462244158205779,
+ "grad_norm": 0.10484293099591814,
+ "grad_max_sv": 0.0,
+ "grad_min_sv": 0.0,
+ "grad_condition": 0.0,
+ "lr": 0.0008022995574311873,
+ "time_sec": 124.30067491531372
+ },
+ {
+ "epoch": 45,
+ "train_loss": 6.594184577026367,
+ "train_acc": 0.00936,
+ "test_loss": 4.605172833251953,
+ "test_acc": 0.01,
+ "lyapunov": 2.4732542019670882,
+ "grad_norm": 0.16310890352013555,
+ "grad_max_sv": 0.0,
+ "grad_min_sv": 0.0,
+ "grad_condition": 0.0,
+ "lr": 0.0007938926261462363,
+ "time_sec": 124.42177891731262
+ },
+ {
+ "epoch": 46,
+ "train_loss": 6.577082351989746,
+ "train_acc": 0.00882,
+ "test_loss": 4.605172598266601,
+ "test_acc": 0.01,
+ "lyapunov": 2.463544076665893,
+ "grad_norm": 0.10037821136236143,
+ "grad_max_sv": 0.0,
+ "grad_min_sv": 0.0,
+ "grad_condition": 0.0,
+ "lr": 0.0007853567838422158,
+ "time_sec": 124.40465664863586
+ },
+ {
+ "epoch": 47,
+ "train_loss": 6.5774040518188475,
+ "train_acc": 0.00862,
+ "test_loss": 4.605172250366211,
+ "test_acc": 0.01,
+ "lyapunov": 2.4635354655478006,
+ "grad_norm": 0.1162215297313361,
+ "grad_max_sv": 0.0,
+ "grad_min_sv": 0.0,
+ "grad_condition": 0.0,
+ "lr": 0.0007766957746216719,
+ "time_sec": 124.41038012504578
+ },
+ {
+ "epoch": 48,
+ "train_loss": 6.6083132769775395,
+ "train_acc": 0.0086,
+ "test_loss": 4.605171835327148,
+ "test_acc": 0.01,
+ "lyapunov": 2.4782137511026523,
+ "grad_norm": 0.17135162198913576,
+ "grad_max_sv": 0.0,
+ "grad_min_sv": 0.0,
+ "grad_condition": 0.0,
+ "lr": 0.0007679133974894982,
+ "time_sec": 124.31084632873535
+ },
+ {
+ "epoch": 49,
+ "train_loss": 6.604438779449463,
+ "train_acc": 0.0088,
+ "test_loss": 4.60517212600708,
+ "test_acc": 0.01,
+ "lyapunov": 2.478019986311188,
+ "grad_norm": 0.16895443836343932,
+ "grad_max_sv": 0.0,
+ "grad_min_sv": 0.0,
+ "grad_condition": 0.0,
+ "lr": 0.000759013504686565,
+ "time_sec": 124.28308844566345
+ },
+ {
+ "epoch": 50,
+ "train_loss": 6.588782655029297,
+ "train_acc": 0.00888,
+ "test_loss": 4.605172025299073,
+ "test_acc": 0.01,
+ "lyapunov": 2.470017822197331,
+ "grad_norm": 0.12889442183383476,
+ "grad_max_sv": 0.0,
+ "grad_min_sv": 0.0,
+ "grad_condition": 0.0,
+ "lr": 0.0007499999999999998,
+ "time_sec": 124.42897295951843
+ },
+ {
+ "epoch": 51,
+ "train_loss": 6.601284326782227,
+ "train_acc": 0.00796,
+ "test_loss": 4.6051717948913575,
+ "test_acc": 0.01,
+ "lyapunov": 2.4773334834886636,
+ "grad_norm": 0.17649093442856895,
+ "grad_max_sv": 0.0,
+ "grad_min_sv": 0.0,
+ "grad_condition": 0.0,
+ "lr": 0.0007408768370508575,
+ "time_sec": 124.39905118942261
+ },
+ {
+ "epoch": 52,
+ "train_loss": 6.575957306518554,
+ "train_acc": 0.00918,
+ "test_loss": 4.6051720420837405,
+ "test_acc": 0.01,
+ "lyapunov": 2.46280481565334,
+ "grad_norm": 0.0968044467412458,
+ "grad_max_sv": 0.0,
+ "grad_min_sv": 0.0,
+ "grad_condition": 0.0,
+ "lr": 0.0007316480175599307,
+ "time_sec": 124.42980766296387
+ },
+ {
+ "epoch": 53,
+ "train_loss": 6.587701625518799,
+ "train_acc": 0.00872,
+ "test_loss": 4.6051725509643555,
+ "test_acc": 0.01,
+ "lyapunov": 2.4698515999347657,
+ "grad_norm": 0.13994770283254052,
+ "grad_max_sv": 0.0,
+ "grad_min_sv": 0.0,
+ "grad_condition": 0.0,
+ "lr": 0.0007223175895924635,
+ "time_sec": 124.28514337539673
+ },
+ {
+ "epoch": 54,
+ "train_loss": 6.578931684265137,
+ "train_acc": 0.00938,
+ "test_loss": 4.605171647644043,
+ "test_acc": 0.01,
+ "lyapunov": 2.464453091097,
+ "grad_norm": 0.104587329873943,
+ "grad_max_sv": 0.0,
+ "grad_min_sv": 0.0,
+ "grad_condition": 0.0,
+ "lr": 0.0007128896457825361,
+ "time_sec": 124.3464949131012
+ },
+ {
+ "epoch": 55,
+ "train_loss": 6.610985378723145,
+ "train_acc": 0.00822,
+ "test_loss": 4.605172131347656,
+ "test_acc": 0.01,
+ "lyapunov": 2.4811968675354863,
+ "grad_norm": 0.23664084539084446,
+ "grad_max_sv": 0.0,
+ "grad_min_sv": 0.0,
+ "grad_condition": 0.0,
+ "lr": 0.0007033683215378998,
+ "time_sec": 124.3919792175293
+ },
+ {
+ "epoch": 56,
+ "train_loss": 6.577887360839844,
+ "train_acc": 0.0089,
+ "test_loss": 4.605171892547608,
+ "test_acc": 0.01,
+ "lyapunov": 2.4638065877168076,
+ "grad_norm": 0.12418210732155195,
+ "grad_max_sv": 0.0,
+ "grad_min_sv": 0.0,
+ "grad_condition": 0.0,
+ "lr": 0.0006937577932260512,
+ "time_sec": 124.42023730278015
+ },
+ {
+ "epoch": 57,
+ "train_loss": 6.575769240722656,
+ "train_acc": 0.00934,
+ "test_loss": 4.605171751403809,
+ "test_acc": 0.01,
+ "lyapunov": 2.4626593559294405,
+ "grad_norm": 0.08871385738467265,
+ "grad_max_sv": 0.0,
+ "grad_min_sv": 0.0,
+ "grad_condition": 0.0,
+ "lr": 0.0006840622763423388,
+ "time_sec": 124.39303755760193
+ },
+ {
+ "epoch": 58,
+ "train_loss": 6.649054284973144,
+ "train_acc": 0.00788,
+ "test_loss": 4.6051721786499025,
+ "test_acc": 0.01,
+ "lyapunov": 2.4995590183131227,
+ "grad_norm": 0.26439944389263503,
+ "grad_max_sv": 0.0,
+ "grad_min_sv": 0.0,
+ "grad_condition": 0.0,
+ "lr": 0.0006742860236609073,
+ "time_sec": 124.30309414863586
+ },
+ {
+ "epoch": 59,
+ "train_loss": 6.620378266906738,
+ "train_acc": 0.0087,
+ "test_loss": 4.605171722412109,
+ "test_acc": 0.01,
+ "lyapunov": 2.4861825994213524,
+ "grad_norm": 0.2011814553286534,
+ "grad_max_sv": 0.0,
+ "grad_min_sv": 0.0,
+ "grad_condition": 0.0,
+ "lr": 0.0006644333233692913,
+ "time_sec": 124.40799474716187
+ },
+ {
+ "epoch": 60,
+ "train_loss": 6.615863608703613,
+ "train_acc": 0.00898,
+ "test_loss": 4.605171568298339,
+ "test_acc": 0.01,
+ "lyapunov": 2.4820322356260647,
+ "grad_norm": 0.16244295400836278,
+ "grad_max_sv": 0.0,
+ "grad_min_sv": 0.0,
+ "grad_condition": 0.0,
+ "lr": 0.0006545084971874734,
+ "time_sec": 124.44055390357971
+ },
+ {
+ "epoch": 61,
+ "train_loss": 6.62539726638794,
+ "train_acc": 0.00854,
+ "test_loss": 4.605171578979492,
+ "test_acc": 0.01,
+ "lyapunov": 2.4873651598420596,
+ "grad_norm": 0.18579251012972714,
+ "grad_max_sv": 0.0,
+ "grad_min_sv": 0.0,
+ "grad_condition": 0.0,
+ "lr": 0.0006445158984722354,
+ "time_sec": 124.47138166427612
+ },
+ {
+ "epoch": 62,
+ "train_loss": 6.591934550476074,
+ "train_acc": 0.00868,
+ "test_loss": 4.605171854400635,
+ "test_acc": 0.01,
+ "lyapunov": 2.471130254018642,
+ "grad_norm": 0.14241384092347348,
+ "grad_max_sv": 0.0,
+ "grad_min_sv": 0.0,
+ "grad_condition": 0.0,
+ "lr": 0.0006344599103076324,
+ "time_sec": 124.35206151008606
+ },
+ {
+ "epoch": 63,
+ "train_loss": 6.607412483825684,
+ "train_acc": 0.00866,
+ "test_loss": 4.605171817779541,
+ "test_acc": 0.01,
+ "lyapunov": 2.4772931200159176,
+ "grad_norm": 0.12000050103102612,
+ "grad_max_sv": 0.0,
+ "grad_min_sv": 0.0,
+ "grad_condition": 0.0,
+ "lr": 0.0006243449435824269,
+ "time_sec": 124.31255435943604
+ },
+ {
+ "epoch": 64,
+ "train_loss": 6.574604081420898,
+ "train_acc": 0.0084,
+ "test_loss": 4.60517174911499,
+ "test_acc": 0.01,
+ "lyapunov": 2.461947503297225,
+ "grad_norm": 0.11837720061951122,
+ "grad_max_sv": 0.0,
+ "grad_min_sv": 0.0,
+ "grad_condition": 0.0,
+ "lr": 0.0006141754350553275,
+ "time_sec": 124.42598223686218
+ },
+ {
+ "epoch": 65,
+ "train_loss": 6.669198082733154,
+ "train_acc": 0.00846,
+ "test_loss": 4.605171404266358,
+ "test_acc": 0.01,
+ "lyapunov": 2.50827671865673,
+ "grad_norm": 0.3654068480597362,
+ "grad_max_sv": 0.0,
+ "grad_min_sv": 0.0,
+ "grad_condition": 0.0,
+ "lr": 0.0006039558454088793,
+ "time_sec": 124.41292977333069
+ },
+ {
+ "epoch": 66,
+ "train_loss": 6.576071541442871,
+ "train_acc": 0.00868,
+ "test_loss": 4.60517176437378,
+ "test_acc": 0.01,
+ "lyapunov": 2.462862340995418,
+ "grad_norm": 0.0924056370989614,
+ "grad_max_sv": 0.0,
+ "grad_min_sv": 0.0,
+ "grad_condition": 0.0,
+ "lr": 0.000593690657292862,
+ "time_sec": 124.44835186004639
+ },
+ {
+ "epoch": 67,
+ "train_loss": 6.623493032073974,
+ "train_acc": 0.00798,
+ "test_loss": 4.605171159362793,
+ "test_acc": 0.01,
+ "lyapunov": 2.4856161059016157,
+ "grad_norm": 0.23515698863564433,
+ "grad_max_sv": 0.0,
+ "grad_min_sv": 0.0,
+ "grad_condition": 0.0,
+ "lr": 0.0005833843733580507,
+ "time_sec": 124.32646751403809
+ },
+ {
+ "epoch": 68,
+ "train_loss": 6.58642106048584,
+ "train_acc": 0.00814,
+ "test_loss": 4.605171382141113,
+ "test_acc": 0.01,
+ "lyapunov": 2.4687487658332374,
+ "grad_norm": 0.10028160631921758,
+ "grad_max_sv": 0.0,
+ "grad_min_sv": 0.0,
+ "grad_condition": 0.0,
+ "lr": 0.0005730415142812054,
+ "time_sec": 124.34812188148499
+ },
+ {
+ "epoch": 69,
+ "train_loss": 6.612601704254151,
+ "train_acc": 0.00846,
+ "test_loss": 4.605171432495117,
+ "test_acc": 0.01,
+ "lyapunov": 2.478518716514568,
+ "grad_norm": 0.16428393693339724,
+ "grad_max_sv": 0.0,
+ "grad_min_sv": 0.0,
+ "grad_condition": 0.0,
+ "lr": 0.0005626666167821517,
+ "time_sec": 124.40169882774353
+ },
+ {
+ "epoch": 70,
+ "train_loss": 6.594199375915528,
+ "train_acc": 0.0078,
+ "test_loss": 4.605171556854248,
+ "test_acc": 0.01,
+ "lyapunov": 2.4733456675048986,
+ "grad_norm": 0.13222269600542105,
+ "grad_max_sv": 0.0,
+ "grad_min_sv": 0.0,
+ "grad_condition": 0.0,
+ "lr": 0.0005522642316338265,
+ "time_sec": 124.43159890174866
+ },
+ {
+ "epoch": 71,
+ "train_loss": 6.584797274169921,
+ "train_acc": 0.00884,
+ "test_loss": 4.605171443176269,
+ "test_acc": 0.01,
+ "lyapunov": 2.468046905439528,
+ "grad_norm": 0.09698860702372256,
+ "grad_max_sv": 0.0,
+ "grad_min_sv": 0.0,
+ "grad_condition": 0.0,
+ "lr": 0.0005418389216661573,
+ "time_sec": 124.38395667076111
+ },
+ {
+ "epoch": 72,
+ "train_loss": 6.62336443145752,
+ "train_acc": 0.00826,
+ "test_loss": 4.60517096862793,
+ "test_acc": 0.01,
+ "lyapunov": 2.486185181171388,
+ "grad_norm": 0.20758922397897858,
+ "grad_max_sv": 0.0,
+ "grad_min_sv": 0.0,
+ "grad_condition": 0.0,
+ "lr": 0.0005313952597646563,
+ "time_sec": 124.28166174888611
+ },
+ {
+ "epoch": 73,
+ "train_loss": 6.624484212188721,
+ "train_acc": 0.00906,
+ "test_loss": 4.6051707977294924,
+ "test_acc": 0.01,
+ "lyapunov": 2.487110945879651,
+ "grad_norm": 0.19977656643109526,
+ "grad_max_sv": 0.0,
+ "grad_min_sv": 0.0,
+ "grad_condition": 0.0,
+ "lr": 0.0005209378268645994,
+ "time_sec": 124.35272693634033
+ },
+ {
+ "epoch": 74,
+ "train_loss": 6.603300393676758,
+ "train_acc": 0.0091,
+ "test_loss": 4.605170932006836,
+ "test_acc": 0.01,
+ "lyapunov": 2.477061335083164,
+ "grad_norm": 0.16600248799904951,
+ "grad_max_sv": 0.0,
+ "grad_min_sv": 0.0,
+ "grad_condition": 0.0,
+ "lr": 0.0005104712099416781,
+ "time_sec": 124.40994596481323
+ },
+ {
+ "epoch": 75,
+ "train_loss": 6.5982538143920895,
+ "train_acc": 0.00856,
+ "test_loss": 4.605171234130859,
+ "test_acc": 0.01,
+ "lyapunov": 2.473140881799371,
+ "grad_norm": 0.16128953646649988,
+ "grad_max_sv": 0.0,
+ "grad_min_sv": 0.0,
+ "grad_condition": 0.0,
+ "lr": 0.0004999999999999996,
+ "time_sec": 124.43308448791504
+ },
+ {
+ "epoch": 76,
+ "train_loss": 6.592834194946289,
+ "train_acc": 0.00854,
+ "test_loss": 4.605171026611328,
+ "test_acc": 0.01,
+ "lyapunov": 2.47263060750254,
+ "grad_norm": 0.1340374980962284,
+ "grad_max_sv": 0.0,
+ "grad_min_sv": 0.0,
+ "grad_condition": 0.0,
+ "lr": 0.0004895287900583212,
+ "time_sec": 124.34016180038452
+ },
+ {
+ "epoch": 77,
+ "train_loss": 6.584505953979492,
+ "train_acc": 0.00864,
+ "test_loss": 4.605171239471436,
+ "test_acc": 0.01,
+ "lyapunov": 2.4676697760286843,
+ "grad_norm": 0.11435356827937113,
+ "grad_max_sv": 0.0,
+ "grad_min_sv": 0.0,
+ "grad_condition": 0.0,
+ "lr": 0.0004790621731353997,
+ "time_sec": 124.3169755935669
+ },
+ {
+ "epoch": 78,
+ "train_loss": 6.5763300253295895,
+ "train_acc": 0.00884,
+ "test_loss": 4.6051710525512695,
+ "test_acc": 0.01,
+ "lyapunov": 2.4630901801311755,
+ "grad_norm": 0.08961847488711042,
+ "grad_max_sv": 0.0,
+ "grad_min_sv": 0.0,
+ "grad_condition": 0.0,
+ "lr": 0.000468604740235343,
+ "time_sec": 124.3459620475769
+ },
+ {
+ "epoch": 79,
+ "train_loss": 6.575958716125489,
+ "train_acc": 0.00932,
+ "test_loss": 4.605170614624023,
+ "test_acc": 0.01,
+ "lyapunov": 2.462890618902338,
+ "grad_norm": 0.0894392700212742,
+ "grad_max_sv": 0.0,
+ "grad_min_sv": 0.0,
+ "grad_condition": 0.0,
+ "lr": 0.00045816107833384175,
+ "time_sec": 124.39721941947937
+ },
+ {
+ "epoch": 80,
+ "train_loss": 6.57727864440918,
+ "train_acc": 0.00828,
+ "test_loss": 4.6051712982177735,
+ "test_acc": 0.01,
+ "lyapunov": 2.4634996923949104,
+ "grad_norm": 0.09357159928827649,
+ "grad_max_sv": 0.0,
+ "grad_min_sv": 0.0,
+ "grad_condition": 0.0,
+ "lr": 0.0004477357683661729,
+ "time_sec": 124.43293237686157
+ },
+ {
+ "epoch": 81,
+ "train_loss": 6.576623619689942,
+ "train_acc": 0.00858,
+ "test_loss": 4.60517075958252,
+ "test_acc": 0.01,
+ "lyapunov": 2.4632719782612207,
+ "grad_norm": 0.08778044836554635,
+ "grad_max_sv": 0.0,
+ "grad_min_sv": 0.0,
+ "grad_condition": 0.0,
+ "lr": 0.00043733338321784746,
+ "time_sec": 124.33877468109131
+ },
+ {
+ "epoch": 82,
+ "train_loss": 6.706115616912842,
+ "train_acc": 0.00852,
+ "test_loss": 4.60517084274292,
+ "test_acc": 0.01,
+ "lyapunov": 2.5237014750995295,
+ "grad_norm": 0.35892654821663944,
+ "grad_max_sv": 0.0,
+ "grad_min_sv": 0.0,
+ "grad_condition": 0.0,
+ "lr": 0.0004269584857187939,
+ "time_sec": 124.33198618888855
+ },
+ {
+ "epoch": 83,
+ "train_loss": 6.693132893981933,
+ "train_acc": 0.00928,
+ "test_loss": 4.605170736694336,
+ "test_acc": 0.01,
+ "lyapunov": 2.5217734712468998,
+ "grad_norm": 0.37154817796859707,
+ "grad_max_sv": 0.0,
+ "grad_min_sv": 0.0,
+ "grad_condition": 0.0,
+ "lr": 0.0004166156266419484,
+ "time_sec": 124.33878684043884
+ },
+ {
+ "epoch": 84,
+ "train_loss": 6.673238817443847,
+ "train_acc": 0.00904,
+ "test_loss": 4.605171113586426,
+ "test_acc": 0.01,
+ "lyapunov": 2.5138309251926745,
+ "grad_norm": 0.48242670306903057,
+ "grad_max_sv": 0.0,
+ "grad_min_sv": 0.0,
+ "grad_condition": 0.0,
+ "lr": 0.0004063093427071373,
+ "time_sec": 124.42056584358215
+ },
+ {
+ "epoch": 85,
+ "train_loss": 6.597096472473145,
+ "train_acc": 0.0083,
+ "test_loss": 4.605170780181885,
+ "test_acc": 0.01,
+ "lyapunov": 2.4718706601720943,
+ "grad_norm": 0.13232535416814104,
+ "grad_max_sv": 0.0,
+ "grad_min_sv": 0.0,
+ "grad_condition": 0.0,
+ "lr": 0.0003960441545911199,
+ "time_sec": 124.43193411827087
+ },
+ {
+ "epoch": 86,
+ "train_loss": 6.575025537414551,
+ "train_acc": 0.00834,
+ "test_loss": 4.6051709815979,
+ "test_acc": 0.01,
+ "lyapunov": 2.4622172730048293,
+ "grad_norm": 0.11156499374939659,
+ "grad_max_sv": 0.0,
+ "grad_min_sv": 0.0,
+ "grad_condition": 0.0,
+ "lr": 0.0003858245649446718,
+ "time_sec": 124.34226822853088
+ },
+ {
+ "epoch": 87,
+ "train_loss": 6.573478553161621,
+ "train_acc": 0.00842,
+ "test_loss": 4.605170571899414,
+ "test_acc": 0.01,
+ "lyapunov": 2.4612386501048835,
+ "grad_norm": 0.09079297617092336,
+ "grad_max_sv": 0.0,
+ "grad_min_sv": 0.0,
+ "grad_condition": 0.0,
+ "lr": 0.00037565505641757235,
+ "time_sec": 124.27930355072021
+ },
+ {
+ "epoch": 88,
+ "train_loss": 6.5734689576721195,
+ "train_acc": 0.00854,
+ "test_loss": 4.605170808410644,
+ "test_acc": 0.01,
+ "lyapunov": 2.461263867595312,
+ "grad_norm": 0.09120456341783888,
+ "grad_max_sv": 0.0,
+ "grad_min_sv": 0.0,
+ "grad_condition": 0.0,
+ "lr": 0.00036554008969236695,
+ "time_sec": 124.38532066345215
+ },
+ {
+ "epoch": 89,
+ "train_loss": 6.578163130187988,
+ "train_acc": 0.00852,
+ "test_loss": 4.605170602416992,
+ "test_acc": 0.01,
+ "lyapunov": 2.4642753814492386,
+ "grad_norm": 0.09559837141233972,
+ "grad_max_sv": 0.0,
+ "grad_min_sv": 0.0,
+ "grad_condition": 0.0,
+ "lr": 0.0003554841015277638,
+ "time_sec": 124.44146919250488
+ },
+ {
+ "epoch": 90,
+ "train_loss": 6.5798112936401365,
+ "train_acc": 0.0083,
+ "test_loss": 4.605170631408692,
+ "test_acc": 0.01,
+ "lyapunov": 2.4649541908517825,
+ "grad_norm": 0.09735485237927284,
+ "grad_max_sv": 0.0,
+ "grad_min_sv": 0.0,
+ "grad_condition": 0.0,
+ "lr": 0.000345491502812526,
+ "time_sec": 124.39319109916687
+ },
+ {
+ "epoch": 91,
+ "train_loss": 6.574903171081543,
+ "train_acc": 0.0083,
+ "test_loss": 4.605170557403564,
+ "test_acc": 0.01,
+ "lyapunov": 2.4621782180903207,
+ "grad_norm": 0.08981548140002098,
+ "grad_max_sv": 0.0,
+ "grad_min_sv": 0.0,
+ "grad_condition": 0.0,
+ "lr": 0.0003355666766307081,
+ "time_sec": 124.35036778450012
+ },
+ {
+ "epoch": 92,
+ "train_loss": 6.5757408012390135,
+ "train_acc": 0.00836,
+ "test_loss": 4.605170684814453,
+ "test_acc": 0.01,
+ "lyapunov": 2.4627471470162083,
+ "grad_norm": 0.08817445544280453,
+ "grad_max_sv": 0.0,
+ "grad_min_sv": 0.0,
+ "grad_condition": 0.0,
+ "lr": 0.00032571397633909225,
+ "time_sec": 124.33928322792053
+ },
+ {
+ "epoch": 93,
+ "train_loss": 6.612554905395508,
+ "train_acc": 0.00834,
+ "test_loss": 4.605170486450195,
+ "test_acc": 0.01,
+ "lyapunov": 2.4806297959574044,
+ "grad_norm": 0.1882025016044833,
+ "grad_max_sv": 0.0,
+ "grad_min_sv": 0.0,
+ "grad_condition": 0.0,
+ "lr": 0.00031593772365766094,
+ "time_sec": 124.40910911560059
+ },
+ {
+ "epoch": 94,
+ "train_loss": 6.595741138000489,
+ "train_acc": 0.00806,
+ "test_loss": 4.60517061920166,
+ "test_acc": 0.01,
+ "lyapunov": 2.472626593411731,
+ "grad_norm": 0.16104566409905433,
+ "grad_max_sv": 0.0,
+ "grad_min_sv": 0.0,
+ "grad_condition": 0.0,
+ "lr": 0.0003062422067739483,
+ "time_sec": 124.41845726966858
+ },
+ {
+ "epoch": 95,
+ "train_loss": 6.5987700848388675,
+ "train_acc": 0.0085,
+ "test_loss": 4.605170571899414,
+ "test_acc": 0.01,
+ "lyapunov": 2.4736888725739306,
+ "grad_norm": 0.1552458690168984,
+ "grad_max_sv": 0.0,
+ "grad_min_sv": 0.0,
+ "grad_condition": 0.0,
+ "lr": 0.00029663167846209965,
+ "time_sec": 124.34644985198975
+ },
+ {
+ "epoch": 96,
+ "train_loss": 6.597373901672364,
+ "train_acc": 0.00828,
+ "test_loss": 4.6051704193115235,
+ "test_acc": 0.01,
+ "lyapunov": 2.473390321902302,
+ "grad_norm": 0.1443472451352086,
+ "grad_max_sv": 0.0,
+ "grad_min_sv": 0.0,
+ "grad_condition": 0.0,
+ "lr": 0.00028711035421746345,
+ "time_sec": 124.32696723937988
+ },
+ {
+ "epoch": 97,
+ "train_loss": 6.590096541442871,
+ "train_acc": 0.00862,
+ "test_loss": 4.6051705436706545,
+ "test_acc": 0.01,
+ "lyapunov": 2.4693754414463287,
+ "grad_norm": 0.11035396630097889,
+ "grad_max_sv": 0.0,
+ "grad_min_sv": 0.0,
+ "grad_condition": 0.0,
+ "lr": 0.00027768241040753615,
+ "time_sec": 124.30454087257385
+ },
+ {
+ "epoch": 98,
+ "train_loss": 6.70725288696289,
+ "train_acc": 0.00854,
+ "test_loss": 4.605170336151123,
+ "test_acc": 0.01,
+ "lyapunov": 2.529677952037138,
+ "grad_norm": 0.5122066284498856,
+ "grad_max_sv": 0.0,
+ "grad_min_sv": 0.0,
+ "grad_condition": 0.0,
+ "lr": 0.00026835198244006903,
+ "time_sec": 124.31350612640381
+ },
+ {
+ "epoch": 99,
+ "train_loss": 6.575984575958252,
+ "train_acc": 0.0085,
+ "test_loss": 4.60517036895752,
+ "test_acc": 0.01,
+ "lyapunov": 2.462917518737676,
+ "grad_norm": 0.08798552577224787,
+ "grad_max_sv": 0.0,
+ "grad_min_sv": 0.0,
+ "grad_condition": 0.0,
+ "lr": 0.0002591231629491421,
+ "time_sec": 124.33125352859497
+ },
+ {
+ "epoch": 100,
+ "train_loss": 6.575890505371094,
+ "train_acc": 0.00856,
+ "test_loss": 4.605170387268067,
+ "test_acc": 0.01,
+ "lyapunov": 2.462910512524188,
+ "grad_norm": 0.08984849200071802,
+ "grad_max_sv": 0.0,
+ "grad_min_sv": 0.0,
+ "grad_condition": 0.0,
+ "lr": 0.0002499999999999997,
+ "time_sec": 124.41467308998108
+ },
+ {
+ "epoch": 101,
+ "train_loss": 6.5755246405029295,
+ "train_acc": 0.00866,
+ "test_loss": 4.605170295715332,
+ "test_acc": 0.01,
+ "lyapunov": 2.4626409702593715,
+ "grad_norm": 0.08833234367069784,
+ "grad_max_sv": 0.0,
+ "grad_min_sv": 0.0,
+ "grad_condition": 0.0,
+ "lr": 0.00024098649531343477,
+ "time_sec": 124.4282865524292
+ },
+ {
+ "epoch": 102,
+ "train_loss": 6.578647835388184,
+ "train_acc": 0.00874,
+ "test_loss": 4.60517028503418,
+ "test_acc": 0.01,
+ "lyapunov": 2.4644368957070744,
+ "grad_norm": 0.0881800871840224,
+ "grad_max_sv": 0.0,
+ "grad_min_sv": 0.0,
+ "grad_condition": 0.0,
+ "lr": 0.0002320866025105016,
+ "time_sec": 124.39285898208618
+ },
+ {
+ "epoch": 103,
+ "train_loss": 6.603837554931641,
+ "train_acc": 0.0081,
+ "test_loss": 4.605170309448242,
+ "test_acc": 0.01,
+ "lyapunov": 2.475680511016065,
+ "grad_norm": 0.12862246002842495,
+ "grad_max_sv": 0.0,
+ "grad_min_sv": 0.0,
+ "grad_condition": 0.0,
+ "lr": 0.0002233042253783278,
+ "time_sec": 124.30171847343445
+ },
+ {
+ "epoch": 104,
+ "train_loss": 6.589783010559082,
+ "train_acc": 0.0087,
+ "test_loss": 4.605170768737793,
+ "test_acc": 0.01,
+ "lyapunov": 2.469147738898197,
+ "grad_norm": 0.1132666503606524,
+ "grad_max_sv": 0.0,
+ "grad_min_sv": 0.0,
+ "grad_condition": 0.0,
+ "lr": 0.000214643216157784,
+ "time_sec": 124.33115792274475
+ },
+ {
+ "epoch": 105,
+ "train_loss": 6.607209113769532,
+ "train_acc": 0.00868,
+ "test_loss": 4.605170411682129,
+ "test_acc": 0.01,
+ "lyapunov": 2.4791276979324457,
+ "grad_norm": 0.19473222939710866,
+ "grad_max_sv": 0.0,
+ "grad_min_sv": 0.0,
+ "grad_condition": 0.0,
+ "lr": 0.00020610737385376332,
+ "time_sec": 124.42748808860779
+ },
+ {
+ "epoch": 106,
+ "train_loss": 6.605109618988037,
+ "train_acc": 0.00876,
+ "test_loss": 4.605170632171631,
+ "test_acc": 0.01,
+ "lyapunov": 2.4781547934198014,
+ "grad_norm": 0.19321601949412123,
+ "grad_max_sv": 0.0,
+ "grad_min_sv": 0.0,
+ "grad_condition": 0.0,
+ "lr": 0.00019770044256881242,
+ "time_sec": 124.40237879753113
+ },
+ {
+ "epoch": 107,
+ "train_loss": 6.5744285192871095,
+ "train_acc": 0.0084,
+ "test_loss": 4.605170581054687,
+ "test_acc": 0.01,
+ "lyapunov": 2.461912363081637,
+ "grad_norm": 0.09153624986240072,
+ "grad_max_sv": 0.0,
+ "grad_min_sv": 0.0,
+ "grad_condition": 0.0,
+ "lr": 0.0001894261098608447,
+ "time_sec": 124.35668659210205
+ },
+ {
+ "epoch": 108,
+ "train_loss": 6.591736253662109,
+ "train_acc": 0.009,
+ "test_loss": 4.605170578002929,
+ "test_acc": 0.01,
+ "lyapunov": 2.469679483672237,
+ "grad_norm": 0.17005631477257033,
+ "grad_max_sv": 0.0,
+ "grad_min_sv": 0.0,
+ "grad_condition": 0.0,
+ "lr": 0.000181288005125655,
+ "time_sec": 124.29520559310913
+ },
+ {
+ "epoch": 109,
+ "train_loss": 6.618268890991211,
+ "train_acc": 0.00898,
+ "test_loss": 4.605170452880859,
+ "test_acc": 0.01,
+ "lyapunov": 2.4846892923955113,
+ "grad_norm": 0.22506407024101205,
+ "grad_max_sv": 0.0,
+ "grad_min_sv": 0.0,
+ "grad_condition": 0.0,
+ "lr": 0.0001732896980049473,
+ "time_sec": 124.44524145126343
+ },
+ {
+ "epoch": 110,
+ "train_loss": 6.588956251525879,
+ "train_acc": 0.0079,
+ "test_loss": 4.605170387268067,
+ "test_acc": 0.01,
+ "lyapunov": 2.4697647594734837,
+ "grad_norm": 0.1497151598092074,
+ "grad_max_sv": 0.0,
+ "grad_min_sv": 0.0,
+ "grad_condition": 0.0,
+ "lr": 0.00016543469682057076,
+ "time_sec": 124.427237033844
+ },
+ {
+ "epoch": 111,
+ "train_loss": 6.597999030761719,
+ "train_acc": 0.0082,
+ "test_loss": 4.605170532226563,
+ "test_acc": 0.01,
+ "lyapunov": 2.47352661866971,
+ "grad_norm": 0.1265460364033806,
+ "grad_max_sv": 0.0,
+ "grad_min_sv": 0.0,
+ "grad_condition": 0.0,
+ "lr": 0.00015772644703565552,
+ "time_sec": 124.4067976474762
+ },
+ {
+ "epoch": 112,
+ "train_loss": 6.581220099945068,
+ "train_acc": 0.00878,
+ "test_loss": 4.605170124816895,
+ "test_acc": 0.01,
+ "lyapunov": 2.466078118595016,
+ "grad_norm": 0.1166543211179088,
+ "grad_max_sv": 0.0,
+ "grad_min_sv": 0.0,
+ "grad_condition": 0.0,
+ "lr": 0.00015016832974331713,
+ "time_sec": 124.3555097579956
+ },
+ {
+ "epoch": 113,
+ "train_loss": 6.5873154238891605,
+ "train_acc": 0.00902,
+ "test_loss": 4.605170477294922,
+ "test_acc": 0.01,
+ "lyapunov": 2.467848820454629,
+ "grad_norm": 0.11336040865405435,
+ "grad_max_sv": 0.0,
+ "grad_min_sv": 0.0,
+ "grad_condition": 0.0,
+ "lr": 0.00014276366018359834,
+ "time_sec": 124.34751081466675
+ },
+ {
+ "epoch": 114,
+ "train_loss": 6.575267355041504,
+ "train_acc": 0.00892,
+ "test_loss": 4.60517041015625,
+ "test_acc": 0.01,
+ "lyapunov": 2.4624666978636056,
+ "grad_norm": 0.0882429459696398,
+ "grad_max_sv": 0.0,
+ "grad_min_sv": 0.0,
+ "grad_condition": 0.0,
+ "lr": 0.00013551568628929425,
+ "time_sec": 124.43968343734741
+ },
+ {
+ "epoch": 115,
+ "train_loss": 6.575747386169434,
+ "train_acc": 0.0087,
+ "test_loss": 4.60517027130127,
+ "test_acc": 0.01,
+ "lyapunov": 2.46279121481854,
+ "grad_norm": 0.08906865623909292,
+ "grad_max_sv": 0.0,
+ "grad_min_sv": 0.0,
+ "grad_condition": 0.0,
+ "lr": 0.00012842758726130276,
+ "time_sec": 124.40401101112366
+ },
+ {
+ "epoch": 116,
+ "train_loss": 6.574066097106933,
+ "train_acc": 0.00888,
+ "test_loss": 4.605170015716553,
+ "test_acc": 0.01,
+ "lyapunov": 2.4617425267348816,
+ "grad_norm": 0.09299280580563789,
+ "grad_max_sv": 0.0,
+ "grad_min_sv": 0.0,
+ "grad_condition": 0.0,
+ "lr": 0.0001215024721741218,
+ "time_sec": 124.43384170532227
+ },
+ {
+ "epoch": 117,
+ "train_loss": 6.575292884674072,
+ "train_acc": 0.00916,
+ "test_loss": 4.605170446777343,
+ "test_acc": 0.01,
+ "lyapunov": 2.462491541567361,
+ "grad_norm": 0.08789900440919356,
+ "grad_max_sv": 0.0,
+ "grad_min_sv": 0.0,
+ "grad_condition": 0.0,
+ "lr": 0.00011474337861210538,
+ "time_sec": 124.31648087501526
+ },
+ {
+ "epoch": 118,
+ "train_loss": 6.578267410125733,
+ "train_acc": 0.00826,
+ "test_loss": 4.605170466613769,
+ "test_acc": 0.01,
+ "lyapunov": 2.4644045262690395,
+ "grad_norm": 0.10415607883931481,
+ "grad_max_sv": 0.0,
+ "grad_min_sv": 0.0,
+ "grad_condition": 0.0,
+ "lr": 0.00010815327133708009,
+ "time_sec": 124.33564472198486
+ },
+ {
+ "epoch": 119,
+ "train_loss": 6.574555395050049,
+ "train_acc": 0.00854,
+ "test_loss": 4.605170401000977,
+ "test_acc": 0.01,
+ "lyapunov": 2.4620885909975643,
+ "grad_norm": 0.08778921241218508,
+ "grad_max_sv": 0.0,
+ "grad_min_sv": 0.0,
+ "grad_condition": 0.0,
+ "lr": 0.00010173504098790182,
+ "time_sec": 124.65056228637695
+ },
+ {
+ "epoch": 120,
+ "train_loss": 6.583910481872558,
+ "train_acc": 0.00864,
+ "test_loss": 4.605170470428467,
+ "test_acc": 0.01,
+ "lyapunov": 2.467699810671989,
+ "grad_norm": 0.3040678237626765,
+ "grad_max_sv": 0.0,
+ "grad_min_sv": 0.0,
+ "grad_condition": 0.0,
+ "lr": 9.549150281252629e-05,
+ "time_sec": 124.44140434265137
+ },
+ {
+ "epoch": 121,
+ "train_loss": 6.586020791015625,
+ "train_acc": 0.00884,
+ "test_loss": 4.605170375823975,
+ "test_acc": 0.01,
+ "lyapunov": 2.467914994720303,
+ "grad_norm": 0.11635906922176238,
+ "grad_max_sv": 0.0,
+ "grad_min_sv": 0.0,
+ "grad_condition": 0.0,
+ "lr": 8.942539543314794e-05,
+ "time_sec": 124.43893909454346
+ },
+ {
+ "epoch": 122,
+ "train_loss": 6.576034954528809,
+ "train_acc": 0.0088,
+ "test_loss": 4.605170199584961,
+ "test_acc": 0.01,
+ "lyapunov": 2.463029363880987,
+ "grad_norm": 0.08771533827211757,
+ "grad_max_sv": 0.0,
+ "grad_min_sv": 0.0,
+ "grad_condition": 0.0,
+ "lr": 8.353937964495024e-05,
+ "time_sec": 124.32056403160095
+ },
+ {
+ "epoch": 123,
+ "train_loss": 6.574589498291016,
+ "train_acc": 0.00878,
+ "test_loss": 4.605170094299316,
+ "test_acc": 0.01,
+ "lyapunov": 2.4620493037621385,
+ "grad_norm": 0.08813480095873011,
+ "grad_max_sv": 0.0,
+ "grad_min_sv": 0.0,
+ "grad_condition": 0.0,
+ "lr": 7.783603724899243e-05,
+ "time_sec": 124.4015576839447
+ },
+ {
+ "epoch": 124,
+ "train_loss": 6.576157915649414,
+ "train_acc": 0.00904,
+ "test_loss": 4.605170024108887,
+ "test_acc": 0.01,
+ "lyapunov": 2.4630649205668806,
+ "grad_norm": 0.08749001934915172,
+ "grad_max_sv": 0.0,
+ "grad_min_sv": 0.0,
+ "grad_condition": 0.0,
+ "lr": 7.231786991974666e-05,
+ "time_sec": 124.42104578018188
+ },
+ {
+ "epoch": 125,
+ "train_loss": 6.579862565307617,
+ "train_acc": 0.00876,
+ "test_loss": 4.605170492553711,
+ "test_acc": 0.01,
+ "lyapunov": 2.465126996759868,
+ "grad_norm": 0.09372036345061274,
+ "grad_max_sv": 0.0,
+ "grad_min_sv": 0.0,
+ "grad_condition": 0.0,
+ "lr": 6.698729810778072e-05,
+ "time_sec": 124.4746482372284
+ },
+ {
+ "epoch": 126,
+ "train_loss": 6.577153359985352,
+ "train_acc": 0.00866,
+ "test_loss": 4.605170122528076,
+ "test_acc": 0.01,
+ "lyapunov": 2.463735998134174,
+ "grad_norm": 0.09613135620568294,
+ "grad_max_sv": 0.0,
+ "grad_min_sv": 0.0,
+ "grad_condition": 0.0,
+ "lr": 6.184665997806817e-05,
+ "time_sec": 124.38881230354309
+ },
+ {
+ "epoch": 127,
+ "train_loss": 6.574400754547119,
+ "train_acc": 0.0083,
+ "test_loss": 4.605170375823975,
+ "test_acc": 0.01,
+ "lyapunov": 2.4619021769374836,
+ "grad_norm": 0.08860379526254596,
+ "grad_max_sv": 0.0,
+ "grad_min_sv": 0.0,
+ "grad_condition": 0.0,
+ "lr": 5.6898210384392595e-05,
+ "time_sec": 124.31344938278198
+ },
+ {
+ "epoch": 128,
+ "train_loss": 6.571165360717774,
+ "train_acc": 0.00878,
+ "test_loss": 4.605170154571534,
+ "test_acc": 0.01,
+ "lyapunov": 2.459857079074206,
+ "grad_norm": 0.08757319736074258,
+ "grad_max_sv": 0.0,
+ "grad_min_sv": 0.0,
+ "grad_condition": 0.0,
+ "lr": 5.214411988029363e-05,
+ "time_sec": 124.39138221740723
+ },
+ {
+ "epoch": 129,
+ "train_loss": 6.575437990264892,
+ "train_acc": 0.00846,
+ "test_loss": 4.605170350646973,
+ "test_acc": 0.01,
+ "lyapunov": 2.46259711831427,
+ "grad_norm": 0.08813574783200358,
+ "grad_max_sv": 0.0,
+ "grad_min_sv": 0.0,
+ "grad_condition": 0.0,
+ "lr": 4.7586473766990294e-05,
+ "time_sec": 124.41060423851013
+ },
+ {
+ "epoch": 130,
+ "train_loss": 6.591315377197265,
+ "train_acc": 0.00954,
+ "test_loss": 4.605170065307617,
+ "test_acc": 0.01,
+ "lyapunov": 2.4702539943978,
+ "grad_norm": 0.11366316284903058,
+ "grad_max_sv": 0.0,
+ "grad_min_sv": 0.0,
+ "grad_condition": 0.0,
+ "lr": 4.32272711786996e-05,
+ "time_sec": 124.4502763748169
+ },
+ {
+ "epoch": 131,
+ "train_loss": 6.577392526092529,
+ "train_acc": 0.00946,
+ "test_loss": 4.60517007446289,
+ "test_acc": 0.01,
+ "lyapunov": 2.46386312401813,
+ "grad_norm": 0.08820500519427996,
+ "grad_max_sv": 0.0,
+ "grad_min_sv": 0.0,
+ "grad_condition": 0.0,
+ "lr": 3.906842420574966e-05,
+ "time_sec": 124.3550136089325
+ },
+ {
+ "epoch": 132,
+ "train_loss": 6.592328434906006,
+ "train_acc": 0.00882,
+ "test_loss": 4.6051704208374025,
+ "test_acc": 0.01,
+ "lyapunov": 2.4700996772102686,
+ "grad_norm": 0.114161955094371,
+ "grad_max_sv": 0.0,
+ "grad_min_sv": 0.0,
+ "grad_condition": 0.0,
+ "lr": 3.5111757055874305e-05,
+ "time_sec": 124.37056255340576
+ },
+ {
+ "epoch": 133,
+ "train_loss": 6.588796159973144,
+ "train_acc": 0.00896,
+ "test_loss": 4.605170506286621,
+ "test_acc": 0.01,
+ "lyapunov": 2.468394133745862,
+ "grad_norm": 0.1295209594512649,
+ "grad_max_sv": 0.0,
+ "grad_min_sv": 0.0,
+ "grad_condition": 0.0,
+ "lr": 3.1359005254054254e-05,
+ "time_sec": 124.36608004570007
+ },
+ {
+ "epoch": 134,
+ "train_loss": 6.576412990264893,
+ "train_acc": 0.00898,
+ "test_loss": 4.605170251464844,
+ "test_acc": 0.01,
+ "lyapunov": 2.4632679434383618,
+ "grad_norm": 0.08812453692162578,
+ "grad_max_sv": 0.0,
+ "grad_min_sv": 0.0,
+ "grad_condition": 0.0,
+ "lr": 2.7811814881259484e-05,
+ "time_sec": 124.43608951568604
+ },
+ {
+ "epoch": 135,
+ "train_loss": 6.5760765690612795,
+ "train_acc": 0.00924,
+ "test_loss": 4.605169999694824,
+ "test_acc": 0.01,
+ "lyapunov": 2.463012531895162,
+ "grad_norm": 0.08722595509863246,
+ "grad_max_sv": 0.0,
+ "grad_min_sv": 0.0,
+ "grad_condition": 0.0,
+ "lr": 2.4471741852423218e-05,
+ "time_sec": 124.46503901481628
+ },
+ {
+ "epoch": 136,
+ "train_loss": 6.575435556030273,
+ "train_acc": 0.00884,
+ "test_loss": 4.605170062255859,
+ "test_acc": 0.01,
+ "lyapunov": 2.4626583150585595,
+ "grad_norm": 0.08796433458523298,
+ "grad_max_sv": 0.0,
+ "grad_min_sv": 0.0,
+ "grad_condition": 0.0,
+ "lr": 2.1340251233966362e-05,
+ "time_sec": 124.34801983833313
+ },
+ {
+ "epoch": 137,
+ "train_loss": 6.575190331268311,
+ "train_acc": 0.00934,
+ "test_loss": 4.6051701629638675,
+ "test_acc": 0.01,
+ "lyapunov": 2.4624439023644724,
+ "grad_norm": 0.08813731535348707,
+ "grad_max_sv": 0.0,
+ "grad_min_sv": 0.0,
+ "grad_condition": 0.0,
+ "lr": 1.8418716601170932e-05,
+ "time_sec": 124.35173964500427
+ },
+ {
+ "epoch": 138,
+ "train_loss": 6.574904625091553,
+ "train_acc": 0.0089,
+ "test_loss": 4.60517007446289,
+ "test_acc": 0.01,
+ "lyapunov": 2.4622641213409735,
+ "grad_norm": 0.08807062213809792,
+ "grad_max_sv": 0.0,
+ "grad_min_sv": 0.0,
+ "grad_condition": 0.0,
+ "lr": 1.570841943568445e-05,
+ "time_sec": 124.40467262268066
+ },
+ {
+ "epoch": 139,
+ "train_loss": 6.5738159555053715,
+ "train_acc": 0.00926,
+ "test_loss": 4.605170321655273,
+ "test_acc": 0.01,
+ "lyapunov": 2.4615705336451223,
+ "grad_norm": 0.08717896516246301,
+ "grad_max_sv": 0.0,
+ "grad_min_sv": 0.0,
+ "grad_condition": 0.0,
+ "lr": 1.3210548563419845e-05,
+ "time_sec": 124.4789035320282
+ },
+ {
+ "epoch": 140,
+ "train_loss": 6.575532109680176,
+ "train_acc": 0.00924,
+ "test_loss": 4.605170358276367,
+ "test_acc": 0.01,
+ "lyapunov": 2.4626962266614676,
+ "grad_norm": 0.0882680648293281,
+ "grad_max_sv": 0.0,
+ "grad_min_sv": 0.0,
+ "grad_condition": 0.0,
+ "lr": 1.0926199633097203e-05,
+ "time_sec": 124.40317368507385
+ },
+ {
+ "epoch": 141,
+ "train_loss": 6.5800046757507324,
+ "train_acc": 0.00862,
+ "test_loss": 4.60517036895752,
+ "test_acc": 0.01,
+ "lyapunov": 2.4654090264264275,
+ "grad_norm": 0.11343015603036581,
+ "grad_max_sv": 0.0,
+ "grad_min_sv": 0.0,
+ "grad_condition": 0.0,
+ "lr": 8.856374635655688e-06,
+ "time_sec": 124.35891890525818
+ },
+ {
+ "epoch": 142,
+ "train_loss": 6.57490125793457,
+ "train_acc": 0.00948,
+ "test_loss": 4.6051704162597655,
+ "test_acc": 0.01,
+ "lyapunov": 2.462258317586406,
+ "grad_norm": 0.08755517239002598,
+ "grad_max_sv": 0.0,
+ "grad_min_sv": 0.0,
+ "grad_condition": 0.0,
+ "lr": 7.001981464747503e-06,
+ "time_sec": 124.29203748703003
+ },
+ {
+ "epoch": 143,
+ "train_loss": 6.576884376220703,
+ "train_acc": 0.00966,
+ "test_loss": 4.605170155334473,
+ "test_acc": 0.01,
+ "lyapunov": 2.4635954634917665,
+ "grad_norm": 0.08753943717047542,
+ "grad_max_sv": 0.0,
+ "grad_min_sv": 0.0,
+ "grad_condition": 0.0,
+ "lr": 5.3638335185058295e-06,
+ "time_sec": 124.41098976135254
+ },
+ {
+ "epoch": 144,
+ "train_loss": 6.573677404937744,
+ "train_acc": 0.00962,
+ "test_loss": 4.60517022857666,
+ "test_acc": 0.01,
+ "lyapunov": 2.461500019673496,
+ "grad_norm": 0.08775396126300311,
+ "grad_max_sv": 0.0,
+ "grad_min_sv": 0.0,
+ "grad_condition": 0.0,
+ "lr": 3.942649342761114e-06,
+ "time_sec": 124.44748258590698
+ },
+ {
+ "epoch": 145,
+ "train_loss": 6.573780137023926,
+ "train_acc": 0.0092,
+ "test_loss": 4.605170056152343,
+ "test_acc": 0.01,
+ "lyapunov": 2.4615867387913073,
+ "grad_norm": 0.08734584455870835,
+ "grad_max_sv": 0.0,
+ "grad_min_sv": 0.0,
+ "grad_condition": 0.0,
+ "lr": 2.7390523158633524e-06,
+ "time_sec": 124.4104528427124
+ },
+ {
+ "epoch": 146,
+ "train_loss": 6.574326271667481,
+ "train_acc": 0.00928,
+ "test_loss": 4.605170436859131,
+ "test_acc": 0.01,
+ "lyapunov": 2.4619192083168517,
+ "grad_norm": 0.08784696936548642,
+ "grad_max_sv": 0.0,
+ "grad_min_sv": 0.0,
+ "grad_condition": 0.0,
+ "lr": 1.7535703752478133e-06,
+ "time_sec": 124.3491895198822
+ },
+ {
+ "epoch": 147,
+ "train_loss": 6.573583771209717,
+ "train_acc": 0.00938,
+ "test_loss": 4.605170133209229,
+ "test_acc": 0.01,
+ "lyapunov": 2.461428134947482,
+ "grad_norm": 0.08718184577116198,
+ "grad_max_sv": 0.0,
+ "grad_min_sv": 0.0,
+ "grad_condition": 0.0,
+ "lr": 9.866357858642196e-07,
+ "time_sec": 124.33614110946655
+ },
+ {
+ "epoch": 148,
+ "train_loss": 6.577077916870117,
+ "train_acc": 0.01,
+ "test_loss": 4.605170425415039,
+ "test_acc": 0.01,
+ "lyapunov": 2.4637341109078252,
+ "grad_norm": 0.08788027221282606,
+ "grad_max_sv": 0.0,
+ "grad_min_sv": 0.0,
+ "grad_condition": 0.0,
+ "lr": 4.38584950570808e-07,
+ "time_sec": 124.37565398216248
+ },
+ {
+ "epoch": 149,
+ "train_loss": 6.5732455339050295,
+ "train_acc": 0.01,
+ "test_loss": 4.605170333862305,
+ "test_acc": 0.01,
+ "lyapunov": 2.461217089382279,
+ "grad_norm": 0.08788179142338205,
+ "grad_max_sv": 0.0,
+ "grad_min_sv": 0.0,
+ "grad_condition": 0.0,
+ "lr": 1.096582625772501e-07,
+ "time_sec": 124.34460210800171
+ },
+ {
+ "epoch": 150,
+ "train_loss": 6.574304178619385,
+ "train_acc": 0.01,
+ "test_loss": 4.605170114135742,
+ "test_acc": 0.01,
+ "lyapunov": 2.4619127923570328,
+ "grad_norm": 0.08771827398079268,
+ "grad_max_sv": 0.0,
+ "grad_min_sv": 0.0,
+ "grad_condition": 0.0,
+ "lr": 0.0,
+ "time_sec": 124.40945982933044
+ }
+ ],
+ "16": [
+ {
+ "epoch": 1,
+ "train_loss": 13.988400897827148,
+ "train_acc": 0.01438,
+ "test_loss": 4.683009733581543,
+ "test_acc": 0.0106,
+ "lyapunov": 5.045674181960123,
+ "grad_norm": 5.752499013515142,
+ "grad_max_sv": 4.6983559966087345,
+ "grad_min_sv": 8.501930549228987e-08,
+ "grad_condition": 317270864.69818985,
+ "lr": 0.0009998903417374227,
+ "time_sec": 167.40048050880432
+ },
+ {
+ "epoch": 2,
+ "train_loss": 9.313672403564453,
+ "train_acc": 0.01648,
+ "test_loss": 4.631449128723145,
+ "test_acc": 0.01,
+ "lyapunov": 3.775117972317864,
+ "grad_norm": 4.062466764062373,
+ "grad_max_sv": 3.613509923219681,
+ "grad_min_sv": 4.5653093948966327e-08,
+ "grad_condition": 646545370.9190311,
+ "lr": 0.0009995614150494292,
+ "time_sec": 167.42056441307068
+ },
+ {
+ "epoch": 3,
+ "train_loss": 9.2102595413208,
+ "train_acc": 0.01704,
+ "test_loss": 4.625689315795898,
+ "test_acc": 0.0099,
+ "lyapunov": 3.769411094353327,
+ "grad_norm": 3.2423057609153028,
+ "grad_max_sv": 2.773962843418121,
+ "grad_min_sv": 1.3365777420984947e-08,
+ "grad_condition": 79084430364.82771,
+ "lr": 0.0009990133642141358,
+ "time_sec": 167.40087485313416
+ },
+ {
+ "epoch": 4,
+ "train_loss": 8.593553448181153,
+ "train_acc": 0.01608,
+ "test_loss": 4.623868472290039,
+ "test_acc": 0.01,
+ "lyapunov": 3.5245635119240606,
+ "grad_norm": 2.236847501376478,
+ "grad_max_sv": 1.9526167243719101,
+ "grad_min_sv": 4.5824498221260444e-11,
+ "grad_condition": 250389376731.7333,
+ "lr": 0.0009982464296247522,
+ "time_sec": 167.34348464012146
+ },
+ {
+ "epoch": 5,
+ "train_loss": 7.8038157984924315,
+ "train_acc": 0.01666,
+ "test_loss": 4.618056827545166,
+ "test_acc": 0.01,
+ "lyapunov": 3.1676931515374145,
+ "grad_norm": 1.5048980928317333,
+ "grad_max_sv": 1.1324948772788048,
+ "grad_min_sv": 1.5125593644607378e-11,
+ "grad_condition": 218348544809.20728,
+ "lr": 0.0009972609476841367,
+ "time_sec": 167.4401364326477
+ },
+ {
+ "epoch": 6,
+ "train_loss": 7.634129183959961,
+ "train_acc": 0.01436,
+ "test_loss": 4.617713563537598,
+ "test_acc": 0.01,
+ "lyapunov": 3.0711578097184904,
+ "grad_norm": 1.9264530093156518,
+ "grad_max_sv": 0.7561077677975927,
+ "grad_min_sv": 2.3226373858483118e-12,
+ "grad_condition": 319185362917.36163,
+ "lr": 0.000996057350657239,
+ "time_sec": 167.3985676765442
+ },
+ {
+ "epoch": 7,
+ "train_loss": 7.547255232238769,
+ "train_acc": 0.01396,
+ "test_loss": 4.614803285980225,
+ "test_acc": 0.01,
+ "lyapunov": 3.0217712657226015,
+ "grad_norm": 1.075279960644913,
+ "grad_max_sv": 0.6469582007612514,
+ "grad_min_sv": 1.889760736503505e-12,
+ "grad_condition": 338582040139.5369,
+ "lr": 0.000994636166481494,
+ "time_sec": 167.22783827781677
+ },
+ {
+ "epoch": 8,
+ "train_loss": 7.305741961669922,
+ "train_acc": 0.01248,
+ "test_loss": 4.611902558898926,
+ "test_acc": 0.01,
+ "lyapunov": 2.8956392976024268,
+ "grad_norm": 1.304673575393078,
+ "grad_max_sv": 0.4924972869455814,
+ "grad_min_sv": 8.285040604573086e-13,
+ "grad_condition": 334051794817.99695,
+ "lr": 0.0009929980185352525,
+ "time_sec": 167.31978368759155
+ },
+ {
+ "epoch": 9,
+ "train_loss": 7.328730865783691,
+ "train_acc": 0.01336,
+ "test_loss": 4.606002921295166,
+ "test_acc": 0.01,
+ "lyapunov": 2.913580340192751,
+ "grad_norm": 1.4776699959663357,
+ "grad_max_sv": 0.3292516863617735,
+ "grad_min_sv": 5.235604182531881e-13,
+ "grad_condition": 246744375025.40308,
+ "lr": 0.0009911436253643444,
+ "time_sec": 167.3429365158081
+ },
+ {
+ "epoch": 10,
+ "train_loss": 7.308604444580078,
+ "train_acc": 0.01346,
+ "test_loss": 4.611476264953613,
+ "test_acc": 0.01,
+ "lyapunov": 2.900581695234684,
+ "grad_norm": 1.3123879020319187,
+ "grad_max_sv": 0.27272568672558684,
+ "grad_min_sv": 2.0496919726941882e-13,
+ "grad_condition": 238625164756.47662,
+ "lr": 0.0009890738003669028,
+ "time_sec": 167.2653293609619
+ },
+ {
+ "epoch": 11,
+ "train_loss": 7.490302003173828,
+ "train_acc": 0.01364,
+ "test_loss": 4.611579527282715,
+ "test_acc": 0.01,
+ "lyapunov": 3.0006146321211324,
+ "grad_norm": 2.2969507920003114,
+ "grad_max_sv": 0.19786488203932162,
+ "grad_min_sv": 8.37648333500382e-14,
+ "grad_condition": 183815724532.2033,
+ "lr": 0.00098678945143658,
+ "time_sec": 167.22061586380005
+ },
+ {
+ "epoch": 12,
+ "train_loss": 7.307793238525391,
+ "train_acc": 0.01262,
+ "test_loss": 4.606186763000489,
+ "test_acc": 0.01,
+ "lyapunov": 2.9112238219327025,
+ "grad_norm": 1.4729621434597777,
+ "grad_max_sv": 0.2151564534753561,
+ "grad_min_sv": 1.990284826719073e-14,
+ "grad_condition": 211594713734.62634,
+ "lr": 0.0009842915805643154,
+ "time_sec": 167.35631036758423
+ },
+ {
+ "epoch": 13,
+ "train_loss": 7.459832763977051,
+ "train_acc": 0.01172,
+ "test_loss": 4.606186486053467,
+ "test_acc": 0.01,
+ "lyapunov": 2.9779586944433736,
+ "grad_norm": 1.2584288878227161,
+ "grad_max_sv": 0.17604726925492287,
+ "grad_min_sv": 2.9740421215427092e-27,
+ "grad_condition": 176047269254.9224,
+ "lr": 0.000981581283398829,
+ "time_sec": 167.55029773712158
+ },
+ {
+ "epoch": 14,
+ "train_loss": 7.959970283813477,
+ "train_acc": 0.01162,
+ "test_loss": 4.606137133789063,
+ "test_acc": 0.01,
+ "lyapunov": 3.224144145960698,
+ "grad_norm": 1.3145379480759145,
+ "grad_max_sv": 0.16056990809738636,
+ "grad_min_sv": 6.069672152326662e-32,
+ "grad_condition": 160569908097.38638,
+ "lr": 0.0009786597487660333,
+ "time_sec": 167.2209074497223
+ },
+ {
+ "epoch": 15,
+ "train_loss": 7.6532865875244145,
+ "train_acc": 0.01084,
+ "test_loss": 4.606105514526368,
+ "test_acc": 0.01,
+ "lyapunov": 3.0689418846384036,
+ "grad_norm": 0.7741481577990978,
+ "grad_max_sv": 0.1402381032705307,
+ "grad_min_sv": 5.380285453775135e-40,
+ "grad_condition": 140238103270.5307,
+ "lr": 0.0009755282581475766,
+ "time_sec": 167.3077232837677
+ },
+ {
+ "epoch": 16,
+ "train_loss": 7.216664337158203,
+ "train_acc": 0.01118,
+ "test_loss": 4.606032288360596,
+ "test_acc": 0.01,
+ "lyapunov": 2.8502078891715126,
+ "grad_norm": 2.0735777194936222,
+ "grad_max_sv": 0.10496805571019649,
+ "grad_min_sv": 1.2874706397430962e-40,
+ "grad_condition": 104968055710.1965,
+ "lr": 0.0009721881851187403,
+ "time_sec": 167.3395276069641
+ },
+ {
+ "epoch": 17,
+ "train_loss": 8.192574862670899,
+ "train_acc": 0.01158,
+ "test_loss": 4.6059588500976565,
+ "test_acc": 0.01,
+ "lyapunov": 3.3359562454321194,
+ "grad_norm": 3.147348676481939,
+ "grad_max_sv": 0.09904798325151205,
+ "grad_min_sv": 3.313275631249688e-41,
+ "grad_condition": 99047983251.51205,
+ "lr": 0.0009686409947459456,
+ "time_sec": 167.2007658481598
+ },
+ {
+ "epoch": 18,
+ "train_loss": 7.947704606018067,
+ "train_acc": 0.01086,
+ "test_loss": 4.605810301208496,
+ "test_acc": 0.01,
+ "lyapunov": 3.2087259890173403,
+ "grad_norm": 1.1551680706222047,
+ "grad_max_sv": 0.0897066842764616,
+ "grad_min_sv": 3.5133705422167894e-42,
+ "grad_condition": 89706684276.4616,
+ "lr": 0.0009648882429441254,
+ "time_sec": 167.2022511959076
+ },
+ {
+ "epoch": 19,
+ "train_loss": 8.011894176635742,
+ "train_acc": 0.00998,
+ "test_loss": 4.610458689880371,
+ "test_acc": 0.01,
+ "lyapunov": 3.247671382201602,
+ "grad_norm": 0.789157877855446,
+ "grad_max_sv": 0.04834392946213484,
+ "grad_min_sv": 1.7516230804060213e-46,
+ "grad_condition": 48343929462.134834,
+ "lr": 0.00096093157579425,
+ "time_sec": 167.33806610107422
+ },
+ {
+ "epoch": 20,
+ "train_loss": 8.051023805236817,
+ "train_acc": 0.00904,
+ "test_loss": 4.610909297180176,
+ "test_acc": 0.01,
+ "lyapunov": 3.2383710405100947,
+ "grad_norm": 1.1273733660004814,
+ "grad_max_sv": 0.010316886380314827,
+ "grad_min_sv": 0.0,
+ "grad_condition": 10316886380.314827,
+ "lr": 0.0009567727288213001,
+ "time_sec": 167.29369735717773
+ },
+ {
+ "epoch": 21,
+ "train_loss": 7.128181716918945,
+ "train_acc": 0.00838,
+ "test_loss": 4.607191325378418,
+ "test_acc": 0.01,
+ "lyapunov": 2.7860927539103475,
+ "grad_norm": 1.0701329510796986,
+ "grad_max_sv": 0.014478291012346744,
+ "grad_min_sv": 0.0,
+ "grad_condition": 14478291012.346745,
+ "lr": 0.0009524135262330095,
+ "time_sec": 167.20805835723877
+ },
+ {
+ "epoch": 22,
+ "train_loss": 6.963491222686768,
+ "train_acc": 0.0091,
+ "test_loss": 4.607380027770996,
+ "test_acc": 0.01,
+ "lyapunov": 2.6966084769314818,
+ "grad_norm": 1.1730630244839415,
+ "grad_max_sv": 0.012138673383742572,
+ "grad_min_sv": 0.0,
+ "grad_condition": 12138673383.742573,
+ "lr": 0.0009478558801197061,
+ "time_sec": 167.22877049446106
+ },
+ {
+ "epoch": 23,
+ "train_loss": 6.875370686798096,
+ "train_acc": 0.00858,
+ "test_loss": 4.609367184448242,
+ "test_acc": 0.01,
+ "lyapunov": 2.6493814430578286,
+ "grad_norm": 1.3739908151868958,
+ "grad_max_sv": 0.011468294635415077,
+ "grad_min_sv": 0.0,
+ "grad_condition": 11468294635.415077,
+ "lr": 0.000943101789615607,
+ "time_sec": 167.56782293319702
+ },
+ {
+ "epoch": 24,
+ "train_loss": 7.175245254516602,
+ "train_acc": 0.00882,
+ "test_loss": 4.6075513046264645,
+ "test_acc": 0.01,
+ "lyapunov": 2.813519052837206,
+ "grad_norm": 1.9559849705093102,
+ "grad_max_sv": 0.011112797912210226,
+ "grad_min_sv": 0.0,
+ "grad_condition": 11112797912.210226,
+ "lr": 0.0009381533400219313,
+ "time_sec": 167.2002296447754
+ },
+ {
+ "epoch": 25,
+ "train_loss": 6.835657153320312,
+ "train_acc": 0.00898,
+ "test_loss": 4.609123987579346,
+ "test_acc": 0.01,
+ "lyapunov": 2.6257676047742216,
+ "grad_norm": 0.8499098981030252,
+ "grad_max_sv": 0.010097978403791785,
+ "grad_min_sv": 0.0,
+ "grad_condition": 10097978403.791786,
+ "lr": 0.0009330127018922189,
+ "time_sec": 167.22895908355713
+ },
+ {
+ "epoch": 26,
+ "train_loss": 6.806944010009766,
+ "train_acc": 0.00952,
+ "test_loss": 4.608995832824707,
+ "test_acc": 0.01,
+ "lyapunov": 2.608501203224787,
+ "grad_norm": 0.16959020377034753,
+ "grad_max_sv": 0.009534611040726304,
+ "grad_min_sv": 0.0,
+ "grad_condition": 9534611040.726305,
+ "lr": 0.000927682130080253,
+ "time_sec": 167.30368304252625
+ },
+ {
+ "epoch": 27,
+ "train_loss": 6.796024333190918,
+ "train_acc": 0.00918,
+ "test_loss": 4.608860453033447,
+ "test_acc": 0.01,
+ "lyapunov": 2.601986149083013,
+ "grad_norm": 0.10936615989500913,
+ "grad_max_sv": 0.003977444209158421,
+ "grad_min_sv": 0.0,
+ "grad_condition": 3977444209.1584206,
+ "lr": 0.0009221639627510072,
+ "time_sec": 167.31120085716248
+ },
+ {
+ "epoch": 28,
+ "train_loss": 6.799691816711426,
+ "train_acc": 0.00886,
+ "test_loss": 4.6074915008544925,
+ "test_acc": 0.01,
+ "lyapunov": 2.604261659905124,
+ "grad_norm": 0.09652074382540592,
+ "grad_max_sv": 0.0,
+ "grad_min_sv": 0.0,
+ "grad_condition": 0.0,
+ "lr": 0.0009164606203550494,
+ "time_sec": 167.08661937713623
+ },
+ {
+ "epoch": 29,
+ "train_loss": 6.8092449851989745,
+ "train_acc": 0.00872,
+ "test_loss": 4.608655583190918,
+ "test_acc": 0.01,
+ "lyapunov": 2.608830842825458,
+ "grad_norm": 0.12376584460534797,
+ "grad_max_sv": 0.002880856767296791,
+ "grad_min_sv": 0.0,
+ "grad_condition": 2880856767.296791,
+ "lr": 0.0009105746045668516,
+ "time_sec": 167.20095920562744
+ },
+ {
+ "epoch": 30,
+ "train_loss": 6.801117441558838,
+ "train_acc": 0.00916,
+ "test_loss": 4.608566645812989,
+ "test_acc": 0.01,
+ "lyapunov": 2.605140414689203,
+ "grad_norm": 0.10511250252895085,
+ "grad_max_sv": 0.0030666613951325417,
+ "grad_min_sv": 0.0,
+ "grad_condition": 3066661395.1325417,
+ "lr": 0.0009045084971874733,
+ "time_sec": 167.22371792793274
+ },
+ {
+ "epoch": 31,
+ "train_loss": 6.818323947296142,
+ "train_acc": 0.00892,
+ "test_loss": 4.607396678161621,
+ "test_acc": 0.01,
+ "lyapunov": 2.6131436501622507,
+ "grad_norm": 0.17673479255010097,
+ "grad_max_sv": 0.001358983526006341,
+ "grad_min_sv": 0.0,
+ "grad_condition": 1358983526.006341,
+ "lr": 0.0008982649590120977,
+ "time_sec": 167.21490716934204
+ },
+ {
+ "epoch": 32,
+ "train_loss": 6.81385307510376,
+ "train_acc": 0.00854,
+ "test_loss": 4.608588083648682,
+ "test_acc": 0.01,
+ "lyapunov": 2.61087080828674,
+ "grad_norm": 0.1300116564110217,
+ "grad_max_sv": 0.0,
+ "grad_min_sv": 0.0,
+ "grad_condition": 0.0,
+ "lr": 0.0008918467286629196,
+ "time_sec": 167.17329859733582
+ },
+ {
+ "epoch": 33,
+ "train_loss": 6.798595635375976,
+ "train_acc": 0.00848,
+ "test_loss": 7.428785041809082,
+ "test_acc": 0.01,
+ "lyapunov": 2.603473731623891,
+ "grad_norm": 0.10178851829698213,
+ "grad_max_sv": 0.0006682275328785181,
+ "grad_min_sv": 0.0,
+ "grad_condition": 668227532.8785181,
+ "lr": 0.0008852566213878943,
+ "time_sec": 167.23122191429138
+ },
+ {
+ "epoch": 34,
+ "train_loss": 6.79622100402832,
+ "train_acc": 0.0085,
+ "test_loss": 7.445402703094483,
+ "test_acc": 0.01,
+ "lyapunov": 2.602201823383341,
+ "grad_norm": 0.09821894401826198,
+ "grad_max_sv": 0.0,
+ "grad_min_sv": 0.0,
+ "grad_condition": 0.0,
+ "lr": 0.000878497527825878,
+ "time_sec": 167.51045203208923
+ },
+ {
+ "epoch": 35,
+ "train_loss": 6.800452690124512,
+ "train_acc": 0.0086,
+ "test_loss": 4.6083794067382815,
+ "test_acc": 0.01,
+ "lyapunov": 2.604824850321426,
+ "grad_norm": 0.09521574599597374,
+ "grad_max_sv": 0.0,
+ "grad_min_sv": 0.0,
+ "grad_condition": 0.0,
+ "lr": 0.000871572412738697,
+ "time_sec": 167.14473628997803
+ },
+ {
+ "epoch": 36,
+ "train_loss": 6.801179714050293,
+ "train_acc": 0.00882,
+ "test_loss": 4.608353971862793,
+ "test_acc": 0.01,
+ "lyapunov": 2.605245649357281,
+ "grad_norm": 0.09891258167661582,
+ "grad_max_sv": 0.0,
+ "grad_min_sv": 0.0,
+ "grad_condition": 0.0,
+ "lr": 0.0008644843137107055,
+ "time_sec": 167.21640372276306
+ },
+ {
+ "epoch": 37,
+ "train_loss": 6.798632629699707,
+ "train_acc": 0.00856,
+ "test_loss": 4.608331527709961,
+ "test_acc": 0.01,
+ "lyapunov": 2.603703239079936,
+ "grad_norm": 0.09374120059954827,
+ "grad_max_sv": 0.0,
+ "grad_min_sv": 0.0,
+ "grad_condition": 0.0,
+ "lr": 0.0008572363398164014,
+ "time_sec": 167.28665328025818
+ },
+ {
+ "epoch": 38,
+ "train_loss": 6.798052488708496,
+ "train_acc": 0.00864,
+ "test_loss": 4.608306627655029,
+ "test_acc": 0.01,
+ "lyapunov": 2.6033894985228243,
+ "grad_norm": 0.0928347460465077,
+ "grad_max_sv": 0.0,
+ "grad_min_sv": 0.0,
+ "grad_condition": 0.0,
+ "lr": 0.0008498316702566826,
+ "time_sec": 167.22592282295227
+ },
+ {
+ "epoch": 39,
+ "train_loss": 6.797720238189697,
+ "train_acc": 0.00854,
+ "test_loss": 4.608331230163574,
+ "test_acc": 0.01,
+ "lyapunov": 2.6030823568553876,
+ "grad_norm": 0.1025783953694396,
+ "grad_max_sv": 0.000793654378503561,
+ "grad_min_sv": 0.0,
+ "grad_condition": 793654378.503561,
+ "lr": 0.0008422735529643442,
+ "time_sec": 167.11991024017334
+ },
+ {
+ "epoch": 40,
+ "train_loss": 6.796907914123535,
+ "train_acc": 0.00818,
+ "test_loss": 7.429255201721191,
+ "test_acc": 0.01,
+ "lyapunov": 2.6026227175427215,
+ "grad_norm": 0.09282398303274703,
+ "grad_max_sv": 0.0,
+ "grad_min_sv": 0.0,
+ "grad_condition": 0.0,
+ "lr": 0.0008345653031794289,
+ "time_sec": 167.28346157073975
+ },
+ {
+ "epoch": 41,
+ "train_loss": 6.811164211883545,
+ "train_acc": 0.00882,
+ "test_loss": 4.7162436149597164,
+ "test_acc": 0.01,
+ "lyapunov": 2.608923517529617,
+ "grad_norm": 0.1222466987863888,
+ "grad_max_sv": 0.0,
+ "grad_min_sv": 0.0,
+ "grad_condition": 0.0,
+ "lr": 0.0008267103019950526,
+ "time_sec": 167.2502682209015
+ },
+ {
+ "epoch": 42,
+ "train_loss": 6.810527358703613,
+ "train_acc": 0.00896,
+ "test_loss": 4.736723460388184,
+ "test_acc": 0.01,
+ "lyapunov": 2.6098364740991227,
+ "grad_norm": 0.12481417359397351,
+ "grad_max_sv": 0.0,
+ "grad_min_sv": 0.0,
+ "grad_condition": 0.0,
+ "lr": 0.0008187119948743447,
+ "time_sec": 167.19833540916443
+ },
+ {
+ "epoch": 43,
+ "train_loss": 6.8037118544006345,
+ "train_acc": 0.0083,
+ "test_loss": 4.676154768371582,
+ "test_acc": 0.01,
+ "lyapunov": 2.606640679147237,
+ "grad_norm": 0.12856017826684152,
+ "grad_max_sv": 0.0,
+ "grad_min_sv": 0.0,
+ "grad_condition": 0.0,
+ "lr": 0.000810573890139155,
+ "time_sec": 167.17452216148376
+ },
+ {
+ "epoch": 44,
+ "train_loss": 6.794667855529785,
+ "train_acc": 0.00872,
+ "test_loss": 4.7420101188659665,
+ "test_acc": 0.01,
+ "lyapunov": 2.6012551680855127,
+ "grad_norm": 0.09209394266338691,
+ "grad_max_sv": 0.0,
+ "grad_min_sv": 0.0,
+ "grad_condition": 0.0,
+ "lr": 0.0008022995574311873,
+ "time_sec": 167.27408933639526
+ },
+ {
+ "epoch": 45,
+ "train_loss": 6.7950104260253905,
+ "train_acc": 0.00898,
+ "test_loss": 4.896900399780273,
+ "test_acc": 0.01,
+ "lyapunov": 2.6014791181325303,
+ "grad_norm": 0.09205616000449629,
+ "grad_max_sv": 0.0,
+ "grad_min_sv": 0.0,
+ "grad_condition": 0.0,
+ "lr": 0.0007938926261462363,
+ "time_sec": 167.31984734535217
+ },
+ {
+ "epoch": 46,
+ "train_loss": 6.819086815185547,
+ "train_acc": 0.00892,
+ "test_loss": 4.605172099304199,
+ "test_acc": 0.01,
+ "lyapunov": 2.612778242896585,
+ "grad_norm": 0.11562328930387418,
+ "grad_max_sv": 0.0,
+ "grad_min_sv": 0.0,
+ "grad_condition": 0.0,
+ "lr": 0.0007853567838422158,
+ "time_sec": 167.12109279632568
+ },
+ {
+ "epoch": 47,
+ "train_loss": 6.798819590454102,
+ "train_acc": 0.00832,
+ "test_loss": 4.605172010803223,
+ "test_acc": 0.01,
+ "lyapunov": 2.6037960967139515,
+ "grad_norm": 0.09084227993519768,
+ "grad_max_sv": 0.0,
+ "grad_min_sv": 0.0,
+ "grad_condition": 0.0,
+ "lr": 0.0007766957746216719,
+ "time_sec": 167.26839470863342
+ },
+ {
+ "epoch": 48,
+ "train_loss": 6.797002004394531,
+ "train_acc": 0.00882,
+ "test_loss": 4.6051717926025395,
+ "test_acc": 0.01,
+ "lyapunov": 2.6027391889820928,
+ "grad_norm": 0.09202982942979847,
+ "grad_max_sv": 0.0,
+ "grad_min_sv": 0.0,
+ "grad_condition": 0.0,
+ "lr": 0.0007679133974894982,
+ "time_sec": 167.25185203552246
+ },
+ {
+ "epoch": 49,
+ "train_loss": 6.799232456512451,
+ "train_acc": 0.00864,
+ "test_loss": 4.605324877929688,
+ "test_acc": 0.01,
+ "lyapunov": 2.6040493954173134,
+ "grad_norm": 0.0929356327661651,
+ "grad_max_sv": 0.0,
+ "grad_min_sv": 0.0,
+ "grad_condition": 0.0,
+ "lr": 0.000759013504686565,
+ "time_sec": 167.24265789985657
+ },
+ {
+ "epoch": 50,
+ "train_loss": 6.812471532135009,
+ "train_acc": 0.00842,
+ "test_loss": 4.608313929748535,
+ "test_acc": 0.01,
+ "lyapunov": 2.6102352337459163,
+ "grad_norm": 0.11621130736417108,
+ "grad_max_sv": 0.0,
+ "grad_min_sv": 0.0,
+ "grad_condition": 0.0,
+ "lr": 0.0007499999999999998,
+ "time_sec": 167.15211701393127
+ },
+ {
+ "epoch": 51,
+ "train_loss": 6.794671293334961,
+ "train_acc": 0.00842,
+ "test_loss": 4.605172332763672,
+ "test_acc": 0.01,
+ "lyapunov": 2.6012639694506556,
+ "grad_norm": 0.0930565557537395,
+ "grad_max_sv": 0.0036748358979821205,
+ "grad_min_sv": 0.0,
+ "grad_condition": 3674835897.9821205,
+ "lr": 0.0007408768370508575,
+ "time_sec": 167.3388113975525
+ },
+ {
+ "epoch": 52,
+ "train_loss": 6.799352421264649,
+ "train_acc": 0.00892,
+ "test_loss": 4.605172877502441,
+ "test_acc": 0.01,
+ "lyapunov": 2.6041594795558765,
+ "grad_norm": 0.09046235706111078,
+ "grad_max_sv": 0.0,
+ "grad_min_sv": 0.0,
+ "grad_condition": 0.0,
+ "lr": 0.0007316480175599307,
+ "time_sec": 168.00543642044067
+ },
+ {
+ "epoch": 53,
+ "train_loss": 6.821222294006348,
+ "train_acc": 0.00822,
+ "test_loss": 4.605560771179199,
+ "test_acc": 0.01,
+ "lyapunov": 2.612406419061334,
+ "grad_norm": 0.10733736636185434,
+ "grad_max_sv": 0.0,
+ "grad_min_sv": 0.0,
+ "grad_condition": 0.0,
+ "lr": 0.0007223175895924635,
+ "time_sec": 167.15741348266602
+ },
+ {
+ "epoch": 54,
+ "train_loss": 6.7975339453125,
+ "train_acc": 0.0087,
+ "test_loss": 4.605171894073487,
+ "test_acc": 0.01,
+ "lyapunov": 2.603086569729973,
+ "grad_norm": 0.09401396255246093,
+ "grad_max_sv": 0.0,
+ "grad_min_sv": 0.0,
+ "grad_condition": 0.0,
+ "lr": 0.0007128896457825361,
+ "time_sec": 167.15016341209412
+ },
+ {
+ "epoch": 55,
+ "train_loss": 6.818788750457764,
+ "train_acc": 0.00834,
+ "test_loss": 4.60517187576294,
+ "test_acc": 0.01,
+ "lyapunov": 2.614099033653279,
+ "grad_norm": 0.10409203954293918,
+ "grad_max_sv": 0.0,
+ "grad_min_sv": 0.0,
+ "grad_condition": 0.0,
+ "lr": 0.0007033683215378998,
+ "time_sec": 167.16365313529968
+ },
+ {
+ "epoch": 56,
+ "train_loss": 6.823291486663819,
+ "train_acc": 0.00896,
+ "test_loss": 4.605172322082519,
+ "test_acc": 0.01,
+ "lyapunov": 2.6149235838819345,
+ "grad_norm": 0.1215199933903174,
+ "grad_max_sv": 0.0,
+ "grad_min_sv": 0.0,
+ "grad_condition": 0.0,
+ "lr": 0.0006937577932260512,
+ "time_sec": 167.22393465042114
+ },
+ {
+ "epoch": 57,
+ "train_loss": 6.812863822021485,
+ "train_acc": 0.00918,
+ "test_loss": 4.605172196197509,
+ "test_acc": 0.01,
+ "lyapunov": 2.6100745280380444,
+ "grad_norm": 0.11428618016798626,
+ "grad_max_sv": 0.0,
+ "grad_min_sv": 0.0,
+ "grad_condition": 0.0,
+ "lr": 0.0006840622763423388,
+ "time_sec": 167.36779832839966
+ },
+ {
+ "epoch": 58,
+ "train_loss": 6.845285939025879,
+ "train_acc": 0.00852,
+ "test_loss": 4.605171984863281,
+ "test_acc": 0.01,
+ "lyapunov": 2.621920944784608,
+ "grad_norm": 0.16133795983355934,
+ "grad_max_sv": 0.0,
+ "grad_min_sv": 0.0,
+ "grad_condition": 0.0,
+ "lr": 0.0006742860236609073,
+ "time_sec": 167.1204113960266
+ },
+ {
+ "epoch": 59,
+ "train_loss": 6.8284387295532225,
+ "train_acc": 0.00838,
+ "test_loss": 4.605172086334228,
+ "test_acc": 0.01,
+ "lyapunov": 2.619316293150568,
+ "grad_norm": 0.1660277007934849,
+ "grad_max_sv": 0.0,
+ "grad_min_sv": 0.0,
+ "grad_condition": 0.0,
+ "lr": 0.0006644333233692913,
+ "time_sec": 167.1542353630066
+ },
+ {
+ "epoch": 60,
+ "train_loss": 6.853109035339355,
+ "train_acc": 0.00904,
+ "test_loss": 4.605171766662598,
+ "test_acc": 0.01,
+ "lyapunov": 2.626850544644134,
+ "grad_norm": 0.14505200146170139,
+ "grad_max_sv": 0.0,
+ "grad_min_sv": 0.0,
+ "grad_condition": 0.0,
+ "lr": 0.0006545084971874734,
+ "time_sec": 167.25803112983704
+ },
+ {
+ "epoch": 61,
+ "train_loss": 6.8587484286499025,
+ "train_acc": 0.00894,
+ "test_loss": 4.605171794128418,
+ "test_acc": 0.01,
+ "lyapunov": 2.6341320041500396,
+ "grad_norm": 0.23780774328945256,
+ "grad_max_sv": 0.0,
+ "grad_min_sv": 0.0,
+ "grad_condition": 0.0,
+ "lr": 0.0006445158984722354,
+ "time_sec": 167.1593141555786
+ },
+ {
+ "epoch": 62,
+ "train_loss": 6.856730157775879,
+ "train_acc": 0.00858,
+ "test_loss": 4.605171855926514,
+ "test_acc": 0.01,
+ "lyapunov": 2.6288814319064246,
+ "grad_norm": 0.19871702414437586,
+ "grad_max_sv": 0.0,
+ "grad_min_sv": 0.0,
+ "grad_condition": 0.0,
+ "lr": 0.0006344599103076324,
+ "time_sec": 167.14994502067566
+ },
+ {
+ "epoch": 63,
+ "train_loss": 6.840637737731933,
+ "train_acc": 0.00874,
+ "test_loss": 4.60517123260498,
+ "test_acc": 0.01,
+ "lyapunov": 2.624538544803629,
+ "grad_norm": 0.2247756960679524,
+ "grad_max_sv": 0.0,
+ "grad_min_sv": 0.0,
+ "grad_condition": 0.0,
+ "lr": 0.0006243449435824269,
+ "time_sec": 167.2067906856537
+ },
+ {
+ "epoch": 64,
+ "train_loss": 6.822744883117676,
+ "train_acc": 0.00848,
+ "test_loss": 4.60517158203125,
+ "test_acc": 0.01,
+ "lyapunov": 2.613635628424642,
+ "grad_norm": 0.1329153891377645,
+ "grad_max_sv": 0.0,
+ "grad_min_sv": 0.0,
+ "grad_condition": 0.0,
+ "lr": 0.0006141754350553275,
+ "time_sec": 167.26912307739258
+ },
+ {
+ "epoch": 65,
+ "train_loss": 6.8317010522460935,
+ "train_acc": 0.00862,
+ "test_loss": 4.605171473693848,
+ "test_acc": 0.01,
+ "lyapunov": 2.6185932665529763,
+ "grad_norm": 0.13671337080211707,
+ "grad_max_sv": 0.0,
+ "grad_min_sv": 0.0,
+ "grad_condition": 0.0,
+ "lr": 0.0006039558454088793,
+ "time_sec": 167.09261989593506
+ },
+ {
+ "epoch": 66,
+ "train_loss": 6.812226905822754,
+ "train_acc": 0.0088,
+ "test_loss": 4.605171728515625,
+ "test_acc": 0.01,
+ "lyapunov": 2.610206864374068,
+ "grad_norm": 0.12722937279819782,
+ "grad_max_sv": 0.0,
+ "grad_min_sv": 0.0,
+ "grad_condition": 0.0,
+ "lr": 0.000593690657292862,
+ "time_sec": 167.21893763542175
+ },
+ {
+ "epoch": 67,
+ "train_loss": 6.808111183776855,
+ "train_acc": 0.0093,
+ "test_loss": 4.6051715423583985,
+ "test_acc": 0.01,
+ "lyapunov": 2.6089447556859087,
+ "grad_norm": 0.15865472726238314,
+ "grad_max_sv": 0.0,
+ "grad_min_sv": 0.0,
+ "grad_condition": 0.0,
+ "lr": 0.0005833843733580507,
+ "time_sec": 167.29591965675354
+ },
+ {
+ "epoch": 68,
+ "train_loss": 6.83726111694336,
+ "train_acc": 0.00862,
+ "test_loss": 4.605171617126465,
+ "test_acc": 0.01,
+ "lyapunov": 2.6234818724415185,
+ "grad_norm": 0.21106961802984933,
+ "grad_max_sv": 0.0,
+ "grad_min_sv": 0.0,
+ "grad_condition": 0.0,
+ "lr": 0.0005730415142812054,
+ "time_sec": 167.22871494293213
+ },
+ {
+ "epoch": 69,
+ "train_loss": 6.833951936035156,
+ "train_acc": 0.00874,
+ "test_loss": 4.605171533203125,
+ "test_acc": 0.01,
+ "lyapunov": 2.6221561791646817,
+ "grad_norm": 0.23690960823937743,
+ "grad_max_sv": 0.0,
+ "grad_min_sv": 0.0,
+ "grad_condition": 0.0,
+ "lr": 0.0005626666167821517,
+ "time_sec": 167.11618614196777
+ },
+ {
+ "epoch": 70,
+ "train_loss": 6.80746663269043,
+ "train_acc": 0.00868,
+ "test_loss": 4.6051711715698245,
+ "test_acc": 0.01,
+ "lyapunov": 2.608615706948673,
+ "grad_norm": 0.19368668238286113,
+ "grad_max_sv": 0.0,
+ "grad_min_sv": 0.0,
+ "grad_condition": 0.0,
+ "lr": 0.0005522642316338265,
+ "time_sec": 167.25853991508484
+ },
+ {
+ "epoch": 71,
+ "train_loss": 6.840300604553223,
+ "train_acc": 0.00892,
+ "test_loss": 4.605171086120605,
+ "test_acc": 0.01,
+ "lyapunov": 2.6233106214372093,
+ "grad_norm": 0.21230815886405713,
+ "grad_max_sv": 0.0,
+ "grad_min_sv": 0.0,
+ "grad_condition": 0.0,
+ "lr": 0.0005418389216661573,
+ "time_sec": 167.2756736278534
+ },
+ {
+ "epoch": 72,
+ "train_loss": 6.826620941162109,
+ "train_acc": 0.00886,
+ "test_loss": 4.605171425628662,
+ "test_acc": 0.01,
+ "lyapunov": 2.617017206328604,
+ "grad_norm": 0.16852859644395693,
+ "grad_max_sv": 0.0,
+ "grad_min_sv": 0.0,
+ "grad_condition": 0.0,
+ "lr": 0.0005313952597646563,
+ "time_sec": 167.11485767364502
+ },
+ {
+ "epoch": 73,
+ "train_loss": 6.81151391418457,
+ "train_acc": 0.0083,
+ "test_loss": 4.605171309661865,
+ "test_acc": 0.01,
+ "lyapunov": 2.6109183840739454,
+ "grad_norm": 0.15884163876986282,
+ "grad_max_sv": 0.0,
+ "grad_min_sv": 0.0,
+ "grad_condition": 0.0,
+ "lr": 0.0005209378268645994,
+ "time_sec": 167.23269772529602
+ },
+ {
+ "epoch": 74,
+ "train_loss": 6.803579806518555,
+ "train_acc": 0.00836,
+ "test_loss": 4.605171119689941,
+ "test_acc": 0.01,
+ "lyapunov": 2.606299752774446,
+ "grad_norm": 0.12416094470418608,
+ "grad_max_sv": 0.0,
+ "grad_min_sv": 0.0,
+ "grad_condition": 0.0,
+ "lr": 0.0005104712099416781,
+ "time_sec": 167.30208802223206
+ },
+ {
+ "epoch": 75,
+ "train_loss": 6.85053612701416,
+ "train_acc": 0.00864,
+ "test_loss": 4.605171006774903,
+ "test_acc": 0.01,
+ "lyapunov": 2.6286537153336704,
+ "grad_norm": 0.19093915741238635,
+ "grad_max_sv": 0.0,
+ "grad_min_sv": 0.0,
+ "grad_condition": 0.0,
+ "lr": 0.0004999999999999996,
+ "time_sec": 167.27450942993164
+ },
+ {
+ "epoch": 76,
+ "train_loss": 6.801593222961426,
+ "train_acc": 0.00904,
+ "test_loss": 4.605170780181885,
+ "test_acc": 0.01,
+ "lyapunov": 2.6054461362111905,
+ "grad_norm": 0.12884562844199357,
+ "grad_max_sv": 0.0,
+ "grad_min_sv": 0.0,
+ "grad_condition": 0.0,
+ "lr": 0.0004895287900583212,
+ "time_sec": 167.09656834602356
+ },
+ {
+ "epoch": 77,
+ "train_loss": 6.796963772583008,
+ "train_acc": 0.00794,
+ "test_loss": 4.605171012878418,
+ "test_acc": 0.01,
+ "lyapunov": 2.6028354930145965,
+ "grad_norm": 0.09104303565016296,
+ "grad_max_sv": 0.0,
+ "grad_min_sv": 0.0,
+ "grad_condition": 0.0,
+ "lr": 0.0004790621731353997,
+ "time_sec": 167.33878350257874
+ },
+ {
+ "epoch": 78,
+ "train_loss": 6.7984873474121095,
+ "train_acc": 0.00882,
+ "test_loss": 4.605170700073242,
+ "test_acc": 0.01,
+ "lyapunov": 2.603611297314734,
+ "grad_norm": 0.10157683305126329,
+ "grad_max_sv": 0.0,
+ "grad_min_sv": 0.0,
+ "grad_condition": 0.0,
+ "lr": 0.000468604740235343,
+ "time_sec": 167.25584626197815
+ },
+ {
+ "epoch": 79,
+ "train_loss": 6.820661872863769,
+ "train_acc": 0.00986,
+ "test_loss": 4.605170817565918,
+ "test_acc": 0.01,
+ "lyapunov": 2.612017824826643,
+ "grad_norm": 0.14611535298895395,
+ "grad_max_sv": 0.0,
+ "grad_min_sv": 0.0,
+ "grad_condition": 0.0,
+ "lr": 0.00045816107833384175,
+ "time_sec": 167.1672751903534
+ },
+ {
+ "epoch": 80,
+ "train_loss": 6.806377208557129,
+ "train_acc": 0.00852,
+ "test_loss": 4.605170895385742,
+ "test_acc": 0.01,
+ "lyapunov": 2.607236401809146,
+ "grad_norm": 0.10585908127422697,
+ "grad_max_sv": 0.0,
+ "grad_min_sv": 0.0,
+ "grad_condition": 0.0,
+ "lr": 0.0004477357683661729,
+ "time_sec": 167.1809687614441
+ },
+ {
+ "epoch": 81,
+ "train_loss": 6.808554836425781,
+ "train_acc": 0.00942,
+ "test_loss": 4.605170629882813,
+ "test_acc": 0.01,
+ "lyapunov": 2.6088667123214058,
+ "grad_norm": 0.14379651420159803,
+ "grad_max_sv": 0.0,
+ "grad_min_sv": 0.0,
+ "grad_condition": 0.0,
+ "lr": 0.00043733338321784746,
+ "time_sec": 167.25520253181458
+ },
+ {
+ "epoch": 82,
+ "train_loss": 6.8339071276855465,
+ "train_acc": 0.00906,
+ "test_loss": 4.605170634460449,
+ "test_acc": 0.01,
+ "lyapunov": 2.620855552766024,
+ "grad_norm": 0.23055639987610052,
+ "grad_max_sv": 0.0,
+ "grad_min_sv": 0.0,
+ "grad_condition": 0.0,
+ "lr": 0.0004269584857187939,
+ "time_sec": 167.52204132080078
+ },
+ {
+ "epoch": 83,
+ "train_loss": 6.828104596252442,
+ "train_acc": 0.0093,
+ "test_loss": 4.605170736694336,
+ "test_acc": 0.01,
+ "lyapunov": 2.6192942519322076,
+ "grad_norm": 0.19017261102902538,
+ "grad_max_sv": 0.0,
+ "grad_min_sv": 0.0,
+ "grad_condition": 0.0,
+ "lr": 0.0004166156266419484,
+ "time_sec": 167.1194040775299
+ },
+ {
+ "epoch": 84,
+ "train_loss": 6.808681617126465,
+ "train_acc": 0.0084,
+ "test_loss": 4.6051709182739256,
+ "test_acc": 0.01,
+ "lyapunov": 2.609468307641461,
+ "grad_norm": 0.15622504553249358,
+ "grad_max_sv": 0.0,
+ "grad_min_sv": 0.0,
+ "grad_condition": 0.0,
+ "lr": 0.0004063093427071373,
+ "time_sec": 167.19974207878113
+ },
+ {
+ "epoch": 85,
+ "train_loss": 6.818397989654541,
+ "train_acc": 0.00824,
+ "test_loss": 4.605170721435547,
+ "test_acc": 0.01,
+ "lyapunov": 2.6138416312234787,
+ "grad_norm": 0.14833733270771185,
+ "grad_max_sv": 0.0,
+ "grad_min_sv": 0.0,
+ "grad_condition": 0.0,
+ "lr": 0.0003960441545911199,
+ "time_sec": 167.2553927898407
+ },
+ {
+ "epoch": 86,
+ "train_loss": 6.799676761169434,
+ "train_acc": 0.00838,
+ "test_loss": 4.60517102508545,
+ "test_acc": 0.01,
+ "lyapunov": 2.604430999292437,
+ "grad_norm": 0.11142070053574807,
+ "grad_max_sv": 0.0,
+ "grad_min_sv": 0.0,
+ "grad_condition": 0.0,
+ "lr": 0.0003858245649446718,
+ "time_sec": 167.18824887275696
+ },
+ {
+ "epoch": 87,
+ "train_loss": 6.818209040527344,
+ "train_acc": 0.00854,
+ "test_loss": 4.605170503997803,
+ "test_acc": 0.01,
+ "lyapunov": 2.6141847765354242,
+ "grad_norm": 0.14462203411441973,
+ "grad_max_sv": 0.0,
+ "grad_min_sv": 0.0,
+ "grad_condition": 0.0,
+ "lr": 0.00037565505641757235,
+ "time_sec": 167.1196677684784
+ },
+ {
+ "epoch": 88,
+ "train_loss": 6.874744393615723,
+ "train_acc": 0.00888,
+ "test_loss": 4.605170900726319,
+ "test_acc": 0.01,
+ "lyapunov": 2.6346183640267844,
+ "grad_norm": 0.20078574833508478,
+ "grad_max_sv": 0.0,
+ "grad_min_sv": 0.0,
+ "grad_condition": 0.0,
+ "lr": 0.00036554008969236695,
+ "time_sec": 167.2573266029358
+ },
+ {
+ "epoch": 89,
+ "train_loss": 6.803292810211182,
+ "train_acc": 0.00886,
+ "test_loss": 4.60517081451416,
+ "test_acc": 0.01,
+ "lyapunov": 2.606465803082947,
+ "grad_norm": 0.12244758192489462,
+ "grad_max_sv": 0.0,
+ "grad_min_sv": 0.0,
+ "grad_condition": 0.0,
+ "lr": 0.0003554841015277638,
+ "time_sec": 167.22969937324524
+ },
+ {
+ "epoch": 90,
+ "train_loss": 6.842185859069824,
+ "train_acc": 0.00942,
+ "test_loss": 4.605170654296875,
+ "test_acc": 0.01,
+ "lyapunov": 2.622050429853942,
+ "grad_norm": 0.1882414210254429,
+ "grad_max_sv": 0.0,
+ "grad_min_sv": 0.0,
+ "grad_condition": 0.0,
+ "lr": 0.000345491502812526,
+ "time_sec": 167.11765575408936
+ },
+ {
+ "epoch": 91,
+ "train_loss": 6.836290773010254,
+ "train_acc": 0.00882,
+ "test_loss": 4.605170703125,
+ "test_acc": 0.01,
+ "lyapunov": 2.619682075422438,
+ "grad_norm": 0.19767006125117328,
+ "grad_max_sv": 0.0,
+ "grad_min_sv": 0.0,
+ "grad_condition": 0.0,
+ "lr": 0.0003355666766307081,
+ "time_sec": 167.22952795028687
+ },
+ {
+ "epoch": 92,
+ "train_loss": 6.791880859985351,
+ "train_acc": 0.00842,
+ "test_loss": 4.605170771789551,
+ "test_acc": 0.01,
+ "lyapunov": 2.5996962294859043,
+ "grad_norm": 0.08760976620030388,
+ "grad_max_sv": 0.0,
+ "grad_min_sv": 0.0,
+ "grad_condition": 0.0,
+ "lr": 0.00032571397633909225,
+ "time_sec": 167.26651191711426
+ },
+ {
+ "epoch": 93,
+ "train_loss": 6.80370014678955,
+ "train_acc": 0.00806,
+ "test_loss": 4.605170739746094,
+ "test_acc": 0.01,
+ "lyapunov": 2.606304941884697,
+ "grad_norm": 0.13940577534302254,
+ "grad_max_sv": 0.0,
+ "grad_min_sv": 0.0,
+ "grad_condition": 0.0,
+ "lr": 0.00031593772365766094,
+ "time_sec": 167.17852663993835
+ },
+ {
+ "epoch": 94,
+ "train_loss": 6.83537752532959,
+ "train_acc": 0.00846,
+ "test_loss": 4.605170500183106,
+ "test_acc": 0.01,
+ "lyapunov": 2.623438694288054,
+ "grad_norm": 0.26310451945532815,
+ "grad_max_sv": 0.0,
+ "grad_min_sv": 0.0,
+ "grad_condition": 0.0,
+ "lr": 0.0003062422067739483,
+ "time_sec": 167.17071175575256
+ },
+ {
+ "epoch": 95,
+ "train_loss": 6.799238587646484,
+ "train_acc": 0.00926,
+ "test_loss": 4.6051702911376955,
+ "test_acc": 0.01,
+ "lyapunov": 2.60419953631623,
+ "grad_norm": 0.10657735488339905,
+ "grad_max_sv": 0.0,
+ "grad_min_sv": 0.0,
+ "grad_condition": 0.0,
+ "lr": 0.00029663167846209965,
+ "time_sec": 167.223788022995
+ },
+ {
+ "epoch": 96,
+ "train_loss": 6.804974398498535,
+ "train_acc": 0.00916,
+ "test_loss": 4.605170680236816,
+ "test_acc": 0.01,
+ "lyapunov": 2.60721908383967,
+ "grad_norm": 0.17693273008046123,
+ "grad_max_sv": 0.0,
+ "grad_min_sv": 0.0,
+ "grad_condition": 0.0,
+ "lr": 0.00028711035421746345,
+ "time_sec": 167.2773995399475
+ },
+ {
+ "epoch": 97,
+ "train_loss": 6.8050346893310545,
+ "train_acc": 0.0086,
+ "test_loss": 4.605170379638672,
+ "test_acc": 0.01,
+ "lyapunov": 2.607598216332438,
+ "grad_norm": 0.1351166427526852,
+ "grad_max_sv": 0.0,
+ "grad_min_sv": 0.0,
+ "grad_condition": 0.0,
+ "lr": 0.00027768241040753615,
+ "time_sec": 167.0982165336609
+ },
+ {
+ "epoch": 98,
+ "train_loss": 6.814014775848388,
+ "train_acc": 0.00896,
+ "test_loss": 4.605170265960694,
+ "test_acc": 0.01,
+ "lyapunov": 2.611722286399978,
+ "grad_norm": 0.16300027920865434,
+ "grad_max_sv": 0.0,
+ "grad_min_sv": 0.0,
+ "grad_condition": 0.0,
+ "lr": 0.00026835198244006903,
+ "time_sec": 167.213885307312
+ },
+ {
+ "epoch": 99,
+ "train_loss": 6.810039446411133,
+ "train_acc": 0.00874,
+ "test_loss": 4.605170517730713,
+ "test_acc": 0.01,
+ "lyapunov": 2.609659137018501,
+ "grad_norm": 0.13742401941675986,
+ "grad_max_sv": 0.0,
+ "grad_min_sv": 0.0,
+ "grad_condition": 0.0,
+ "lr": 0.0002591231629491421,
+ "time_sec": 167.23094940185547
+ },
+ {
+ "epoch": 100,
+ "train_loss": 6.818154907836914,
+ "train_acc": 0.00906,
+ "test_loss": 4.6051704177856445,
+ "test_acc": 0.01,
+ "lyapunov": 2.613592106363048,
+ "grad_norm": 0.13552057031594136,
+ "grad_max_sv": 0.0,
+ "grad_min_sv": 0.0,
+ "grad_condition": 0.0,
+ "lr": 0.0002499999999999997,
+ "time_sec": 167.14863324165344
+ },
+ {
+ "epoch": 101,
+ "train_loss": 6.820175225524903,
+ "train_acc": 0.00914,
+ "test_loss": 4.605170472717285,
+ "test_acc": 0.01,
+ "lyapunov": 2.615781251731736,
+ "grad_norm": 0.1825661927434339,
+ "grad_max_sv": 0.0,
+ "grad_min_sv": 0.0,
+ "grad_condition": 0.0,
+ "lr": 0.00024098649531343477,
+ "time_sec": 167.13485431671143
+ },
+ {
+ "epoch": 102,
+ "train_loss": 6.843083056182861,
+ "train_acc": 0.00814,
+ "test_loss": 4.605170304107666,
+ "test_acc": 0.01,
+ "lyapunov": 2.6266718941271456,
+ "grad_norm": 0.28170773297668966,
+ "grad_max_sv": 0.0,
+ "grad_min_sv": 0.0,
+ "grad_condition": 0.0,
+ "lr": 0.0002320866025105016,
+ "time_sec": 167.3005588054657
+ },
+ {
+ "epoch": 103,
+ "train_loss": 6.81555390625,
+ "train_acc": 0.0089,
+ "test_loss": 4.605170388793946,
+ "test_acc": 0.01,
+ "lyapunov": 2.6132783401957558,
+ "grad_norm": 0.20579070177059625,
+ "grad_max_sv": 0.0,
+ "grad_min_sv": 0.0,
+ "grad_condition": 0.0,
+ "lr": 0.0002233042253783278,
+ "time_sec": 167.31917262077332
+ },
+ {
+ "epoch": 104,
+ "train_loss": 6.797420726623535,
+ "train_acc": 0.00826,
+ "test_loss": 4.60517056274414,
+ "test_acc": 0.01,
+ "lyapunov": 2.6031100310937827,
+ "grad_norm": 0.09877603372479003,
+ "grad_max_sv": 0.0,
+ "grad_min_sv": 0.0,
+ "grad_condition": 0.0,
+ "lr": 0.000214643216157784,
+ "time_sec": 167.13279914855957
+ },
+ {
+ "epoch": 105,
+ "train_loss": 6.825426294555664,
+ "train_acc": 0.00898,
+ "test_loss": 4.605170573425293,
+ "test_acc": 0.01,
+ "lyapunov": 2.6164557750877515,
+ "grad_norm": 0.23298022186302586,
+ "grad_max_sv": 0.0,
+ "grad_min_sv": 0.0,
+ "grad_condition": 0.0,
+ "lr": 0.00020610737385376332,
+ "time_sec": 167.27876543998718
+ },
+ {
+ "epoch": 106,
+ "train_loss": 6.81034471786499,
+ "train_acc": 0.00862,
+ "test_loss": 4.605170178222656,
+ "test_acc": 0.01,
+ "lyapunov": 2.6101580525908017,
+ "grad_norm": 0.11576839370764984,
+ "grad_max_sv": 0.0,
+ "grad_min_sv": 0.0,
+ "grad_condition": 0.0,
+ "lr": 0.00019770044256881242,
+ "time_sec": 167.24659395217896
+ },
+ {
+ "epoch": 107,
+ "train_loss": 6.8369368406677244,
+ "train_acc": 0.00846,
+ "test_loss": 4.605170590209961,
+ "test_acc": 0.01,
+ "lyapunov": 2.62125125931352,
+ "grad_norm": 0.1931519664931494,
+ "grad_max_sv": 0.0,
+ "grad_min_sv": 0.0,
+ "grad_condition": 0.0,
+ "lr": 0.0001894261098608447,
+ "time_sec": 167.2057774066925
+ },
+ {
+ "epoch": 108,
+ "train_loss": 6.812288922576904,
+ "train_acc": 0.0088,
+ "test_loss": 4.605170223999023,
+ "test_acc": 0.01,
+ "lyapunov": 2.6103451739796593,
+ "grad_norm": 0.13299121884159582,
+ "grad_max_sv": 0.0,
+ "grad_min_sv": 0.0,
+ "grad_condition": 0.0,
+ "lr": 0.000181288005125655,
+ "time_sec": 167.10559225082397
+ },
+ {
+ "epoch": 109,
+ "train_loss": 6.797308649902344,
+ "train_acc": 0.00842,
+ "test_loss": 4.605170259094239,
+ "test_acc": 0.01,
+ "lyapunov": 2.6030520350122086,
+ "grad_norm": 0.09292253205333328,
+ "grad_max_sv": 0.0,
+ "grad_min_sv": 0.0,
+ "grad_condition": 0.0,
+ "lr": 0.0001732896980049473,
+ "time_sec": 167.28680682182312
+ },
+ {
+ "epoch": 110,
+ "train_loss": 6.802461311950683,
+ "train_acc": 0.00886,
+ "test_loss": 4.605170384979248,
+ "test_acc": 0.01,
+ "lyapunov": 2.605947788414138,
+ "grad_norm": 0.09044100601755074,
+ "grad_max_sv": 0.0,
+ "grad_min_sv": 0.0,
+ "grad_condition": 0.0,
+ "lr": 0.00016543469682057076,
+ "time_sec": 167.254047870636
+ },
+ {
+ "epoch": 111,
+ "train_loss": 6.800218295593262,
+ "train_acc": 0.00898,
+ "test_loss": 4.605170218658447,
+ "test_acc": 0.01,
+ "lyapunov": 2.6047815380193997,
+ "grad_norm": 0.09096765167841042,
+ "grad_max_sv": 0.0,
+ "grad_min_sv": 0.0,
+ "grad_condition": 0.0,
+ "lr": 0.00015772644703565552,
+ "time_sec": 167.18093347549438
+ },
+ {
+ "epoch": 112,
+ "train_loss": 6.80289358581543,
+ "train_acc": 0.00846,
+ "test_loss": 4.605170321655273,
+ "test_acc": 0.01,
+ "lyapunov": 2.606188810085092,
+ "grad_norm": 0.11124745619391717,
+ "grad_max_sv": 0.0,
+ "grad_min_sv": 0.0,
+ "grad_condition": 0.0,
+ "lr": 0.00015016832974331713,
+ "time_sec": 167.17500185966492
+ },
+ {
+ "epoch": 113,
+ "train_loss": 6.80328687286377,
+ "train_acc": 0.0083,
+ "test_loss": 4.605170209503174,
+ "test_acc": 0.01,
+ "lyapunov": 2.606580800717444,
+ "grad_norm": 0.1173945856600355,
+ "grad_max_sv": 0.0,
+ "grad_min_sv": 0.0,
+ "grad_condition": 0.0,
+ "lr": 0.00014276366018359834,
+ "time_sec": 167.2652928829193
+ },
+ {
+ "epoch": 114,
+ "train_loss": 6.833984843902588,
+ "train_acc": 0.00896,
+ "test_loss": 4.605170062255859,
+ "test_acc": 0.01,
+ "lyapunov": 2.6208856666789337,
+ "grad_norm": 0.20744787133639947,
+ "grad_max_sv": 0.0,
+ "grad_min_sv": 0.0,
+ "grad_condition": 0.0,
+ "lr": 0.00013551568628929425,
+ "time_sec": 167.21882677078247
+ },
+ {
+ "epoch": 115,
+ "train_loss": 6.822520295410156,
+ "train_acc": 0.00838,
+ "test_loss": 4.605170328521728,
+ "test_acc": 0.01,
+ "lyapunov": 2.615956858295919,
+ "grad_norm": 0.14399695964710044,
+ "grad_max_sv": 0.0,
+ "grad_min_sv": 0.0,
+ "grad_condition": 0.0,
+ "lr": 0.00012842758726130276,
+ "time_sec": 167.09929537773132
+ },
+ {
+ "epoch": 116,
+ "train_loss": 6.799036735839843,
+ "train_acc": 0.00894,
+ "test_loss": 4.605170152282715,
+ "test_acc": 0.01,
+ "lyapunov": 2.603793166787423,
+ "grad_norm": 0.10032145854595359,
+ "grad_max_sv": 0.0,
+ "grad_min_sv": 0.0,
+ "grad_condition": 0.0,
+ "lr": 0.0001215024721741218,
+ "time_sec": 167.25386571884155
+ },
+ {
+ "epoch": 117,
+ "train_loss": 6.800587829284668,
+ "train_acc": 0.00834,
+ "test_loss": 4.605170477294922,
+ "test_acc": 0.01,
+ "lyapunov": 2.604958756805381,
+ "grad_norm": 0.11401729218950767,
+ "grad_max_sv": 0.0,
+ "grad_min_sv": 0.0,
+ "grad_condition": 0.0,
+ "lr": 0.00011474337861210538,
+ "time_sec": 167.27676010131836
+ },
+ {
+ "epoch": 118,
+ "train_loss": 6.800997655029297,
+ "train_acc": 0.0088,
+ "test_loss": 4.605170313262939,
+ "test_acc": 0.01,
+ "lyapunov": 2.6053062838971464,
+ "grad_norm": 0.10865983471852475,
+ "grad_max_sv": 0.0,
+ "grad_min_sv": 0.0,
+ "grad_condition": 0.0,
+ "lr": 0.00010815327133708009,
+ "time_sec": 167.16999578475952
+ },
+ {
+ "epoch": 119,
+ "train_loss": 6.800622797088623,
+ "train_acc": 0.0082,
+ "test_loss": 4.605170126342774,
+ "test_acc": 0.01,
+ "lyapunov": 2.604655019462566,
+ "grad_norm": 0.12369520749734833,
+ "grad_max_sv": 0.0,
+ "grad_min_sv": 0.0,
+ "grad_condition": 0.0,
+ "lr": 0.00010173504098790182,
+ "time_sec": 167.13503623008728
+ },
+ {
+ "epoch": 120,
+ "train_loss": 6.795711727905274,
+ "train_acc": 0.00866,
+ "test_loss": 4.60517028503418,
+ "test_acc": 0.01,
+ "lyapunov": 2.602085701949761,
+ "grad_norm": 0.08734190443194187,
+ "grad_max_sv": 0.0,
+ "grad_min_sv": 0.0,
+ "grad_condition": 0.0,
+ "lr": 9.549150281252629e-05,
+ "time_sec": 167.28283619880676
+ },
+ {
+ "epoch": 121,
+ "train_loss": 6.796959948425293,
+ "train_acc": 0.0093,
+ "test_loss": 4.605170495605469,
+ "test_acc": 0.01,
+ "lyapunov": 2.6028400558949736,
+ "grad_norm": 0.08752194617001091,
+ "grad_max_sv": 0.0,
+ "grad_min_sv": 0.0,
+ "grad_condition": 0.0,
+ "lr": 8.942539543314794e-05,
+ "time_sec": 167.22894525527954
+ },
+ {
+ "epoch": 122,
+ "train_loss": 6.80965912033081,
+ "train_acc": 0.00928,
+ "test_loss": 4.605170267486573,
+ "test_acc": 0.01,
+ "lyapunov": 2.6096866935720224,
+ "grad_norm": 0.11691201011842964,
+ "grad_max_sv": 0.0,
+ "grad_min_sv": 0.0,
+ "grad_condition": 0.0,
+ "lr": 8.353937964495024e-05,
+ "time_sec": 167.16074228286743
+ },
+ {
+ "epoch": 123,
+ "train_loss": 6.817136254882812,
+ "train_acc": 0.00856,
+ "test_loss": 4.605170227050781,
+ "test_acc": 0.01,
+ "lyapunov": 2.6124652438151563,
+ "grad_norm": 0.1550769682935547,
+ "grad_max_sv": 0.0,
+ "grad_min_sv": 0.0,
+ "grad_condition": 0.0,
+ "lr": 7.783603724899243e-05,
+ "time_sec": 167.20862245559692
+ },
+ {
+ "epoch": 124,
+ "train_loss": 6.797611290588379,
+ "train_acc": 0.0096,
+ "test_loss": 4.605170072174072,
+ "test_acc": 0.01,
+ "lyapunov": 2.603274511864118,
+ "grad_norm": 0.10698377372823001,
+ "grad_max_sv": 0.0,
+ "grad_min_sv": 0.0,
+ "grad_condition": 0.0,
+ "lr": 7.231786991974666e-05,
+ "time_sec": 167.24812293052673
+ },
+ {
+ "epoch": 125,
+ "train_loss": 6.811994839477539,
+ "train_acc": 0.00868,
+ "test_loss": 4.605170003509522,
+ "test_acc": 0.01,
+ "lyapunov": 2.6103333463449307,
+ "grad_norm": 0.14234235939730758,
+ "grad_max_sv": 0.0,
+ "grad_min_sv": 0.0,
+ "grad_condition": 0.0,
+ "lr": 6.698729810778072e-05,
+ "time_sec": 167.15956830978394
+ },
+ {
+ "epoch": 126,
+ "train_loss": 6.799865046234131,
+ "train_acc": 0.00862,
+ "test_loss": 4.605170318603515,
+ "test_acc": 0.01,
+ "lyapunov": 2.604667879431449,
+ "grad_norm": 0.09265194462378636,
+ "grad_max_sv": 0.0,
+ "grad_min_sv": 0.0,
+ "grad_condition": 0.0,
+ "lr": 6.184665997806817e-05,
+ "time_sec": 167.1222221851349
+ },
+ {
+ "epoch": 127,
+ "train_loss": 6.804667163391113,
+ "train_acc": 0.00886,
+ "test_loss": 4.605170178985595,
+ "test_acc": 0.01,
+ "lyapunov": 2.60723816342366,
+ "grad_norm": 0.09360794490801955,
+ "grad_max_sv": 0.0,
+ "grad_min_sv": 0.0,
+ "grad_condition": 0.0,
+ "lr": 5.6898210384392595e-05,
+ "time_sec": 167.1491777896881
+ },
+ {
+ "epoch": 128,
+ "train_loss": 6.803801723480225,
+ "train_acc": 0.0089,
+ "test_loss": 4.605170277404786,
+ "test_acc": 0.01,
+ "lyapunov": 2.606579548867462,
+ "grad_norm": 0.10479682515434138,
+ "grad_max_sv": 0.0,
+ "grad_min_sv": 0.0,
+ "grad_condition": 0.0,
+ "lr": 5.214411988029363e-05,
+ "time_sec": 167.26385951042175
+ },
+ {
+ "epoch": 129,
+ "train_loss": 6.7995252819824215,
+ "train_acc": 0.0085,
+ "test_loss": 4.605170484924316,
+ "test_acc": 0.01,
+ "lyapunov": 2.604231426478042,
+ "grad_norm": 0.08941205723411079,
+ "grad_max_sv": 0.0,
+ "grad_min_sv": 0.0,
+ "grad_condition": 0.0,
+ "lr": 4.7586473766990294e-05,
+ "time_sec": 167.30450534820557
+ },
+ {
+ "epoch": 130,
+ "train_loss": 6.821313883209228,
+ "train_acc": 0.00852,
+ "test_loss": 4.605170134735108,
+ "test_acc": 0.01,
+ "lyapunov": 2.615080727335742,
+ "grad_norm": 0.1662641683208483,
+ "grad_max_sv": 0.0,
+ "grad_min_sv": 0.0,
+ "grad_condition": 0.0,
+ "lr": 4.32272711786996e-05,
+ "time_sec": 167.14770483970642
+ },
+ {
+ "epoch": 131,
+ "train_loss": 6.795292775421142,
+ "train_acc": 0.00846,
+ "test_loss": 4.605170323944092,
+ "test_acc": 0.01,
+ "lyapunov": 2.601862790944326,
+ "grad_norm": 0.11411966381332427,
+ "grad_max_sv": 0.0,
+ "grad_min_sv": 0.0,
+ "grad_condition": 0.0,
+ "lr": 3.906842420574966e-05,
+ "time_sec": 167.2135558128357
+ },
+ {
+ "epoch": 132,
+ "train_loss": 6.796047713775635,
+ "train_acc": 0.00904,
+ "test_loss": 4.6051700454711915,
+ "test_acc": 0.01,
+ "lyapunov": 2.602336645736109,
+ "grad_norm": 0.08834944397480328,
+ "grad_max_sv": 0.0,
+ "grad_min_sv": 0.0,
+ "grad_condition": 0.0,
+ "lr": 3.5111757055874305e-05,
+ "time_sec": 167.23654413223267
+ },
+ {
+ "epoch": 133,
+ "train_loss": 6.799664002380371,
+ "train_acc": 0.00904,
+ "test_loss": 4.605170405578614,
+ "test_acc": 0.01,
+ "lyapunov": 2.6045111707409325,
+ "grad_norm": 0.08768823633488758,
+ "grad_max_sv": 0.0,
+ "grad_min_sv": 0.0,
+ "grad_condition": 0.0,
+ "lr": 3.1359005254054254e-05,
+ "time_sec": 167.25386261940002
+ },
+ {
+ "epoch": 134,
+ "train_loss": 6.799534449920654,
+ "train_acc": 0.00966,
+ "test_loss": 4.605170095825195,
+ "test_acc": 0.01,
+ "lyapunov": 2.604433027374775,
+ "grad_norm": 0.08880059006188033,
+ "grad_max_sv": 0.0,
+ "grad_min_sv": 0.0,
+ "grad_condition": 0.0,
+ "lr": 2.7811814881259484e-05,
+ "time_sec": 167.089768409729
+ },
+ {
+ "epoch": 135,
+ "train_loss": 6.816852741394043,
+ "train_acc": 0.00922,
+ "test_loss": 4.6051704139709475,
+ "test_acc": 0.01,
+ "lyapunov": 2.6120451417420525,
+ "grad_norm": 0.1344230192150204,
+ "grad_max_sv": 0.0,
+ "grad_min_sv": 0.0,
+ "grad_condition": 0.0,
+ "lr": 2.4471741852423218e-05,
+ "time_sec": 167.21077299118042
+ },
+ {
+ "epoch": 136,
+ "train_loss": 6.79835750869751,
+ "train_acc": 0.01,
+ "test_loss": 4.60517020111084,
+ "test_acc": 0.01,
+ "lyapunov": 2.6037550874988136,
+ "grad_norm": 0.09237399837874004,
+ "grad_max_sv": 0.0,
+ "grad_min_sv": 0.0,
+ "grad_condition": 0.0,
+ "lr": 2.1340251233966362e-05,
+ "time_sec": 167.25671005249023
+ },
+ {
+ "epoch": 137,
+ "train_loss": 6.799135870971679,
+ "train_acc": 0.00948,
+ "test_loss": 4.605170085144043,
+ "test_acc": 0.01,
+ "lyapunov": 2.6042151554771094,
+ "grad_norm": 0.08937220866741212,
+ "grad_max_sv": 0.0,
+ "grad_min_sv": 0.0,
+ "grad_condition": 0.0,
+ "lr": 1.8418716601170932e-05,
+ "time_sec": 167.19218349456787
+ },
+ {
+ "epoch": 138,
+ "train_loss": 6.824215604553222,
+ "train_acc": 0.01,
+ "test_loss": 4.605170098876953,
+ "test_acc": 0.01,
+ "lyapunov": 2.616335995666816,
+ "grad_norm": 0.10994228945768546,
+ "grad_max_sv": 0.0,
+ "grad_min_sv": 0.0,
+ "grad_condition": 0.0,
+ "lr": 1.570841943568445e-05,
+ "time_sec": 167.09943842887878
+ },
+ {
+ "epoch": 139,
+ "train_loss": 6.802577704467773,
+ "train_acc": 0.01,
+ "test_loss": 4.605170218658447,
+ "test_acc": 0.01,
+ "lyapunov": 2.6062524855289313,
+ "grad_norm": 0.09042623460420336,
+ "grad_max_sv": 0.0,
+ "grad_min_sv": 0.0,
+ "grad_condition": 0.0,
+ "lr": 1.3210548563419845e-05,
+ "time_sec": 167.20513486862183
+ },
+ {
+ "epoch": 140,
+ "train_loss": 6.7961073709106445,
+ "train_acc": 0.01,
+ "test_loss": 4.605170453643799,
+ "test_acc": 0.01,
+ "lyapunov": 2.602320309490194,
+ "grad_norm": 0.08815797205742677,
+ "grad_max_sv": 0.0,
+ "grad_min_sv": 0.0,
+ "grad_condition": 0.0,
+ "lr": 1.0926199633097203e-05,
+ "time_sec": 167.25681805610657
+ },
+ {
+ "epoch": 141,
+ "train_loss": 6.797138239898682,
+ "train_acc": 0.01,
+ "test_loss": 4.605170432281494,
+ "test_acc": 0.01,
+ "lyapunov": 2.6029675891027426,
+ "grad_norm": 0.0879981627311107,
+ "grad_max_sv": 0.0,
+ "grad_min_sv": 0.0,
+ "grad_condition": 0.0,
+ "lr": 8.856374635655688e-06,
+ "time_sec": 167.06548428535461
+ },
+ {
+ "epoch": 142,
+ "train_loss": 6.801417353363037,
+ "train_acc": 0.01,
+ "test_loss": 4.605170329284668,
+ "test_acc": 0.01,
+ "lyapunov": 2.605164134593876,
+ "grad_norm": 0.08843743115572271,
+ "grad_max_sv": 0.0,
+ "grad_min_sv": 0.0,
+ "grad_condition": 0.0,
+ "lr": 7.001981464747503e-06,
+ "time_sec": 167.19282054901123
+ },
+ {
+ "epoch": 143,
+ "train_loss": 6.799633148193359,
+ "train_acc": 0.01,
+ "test_loss": 4.6051702880859375,
+ "test_acc": 0.01,
+ "lyapunov": 2.6045726491972006,
+ "grad_norm": 0.09210601924786092,
+ "grad_max_sv": 0.0,
+ "grad_min_sv": 0.0,
+ "grad_condition": 0.0,
+ "lr": 5.3638335185058295e-06,
+ "time_sec": 167.22217631340027
+ },
+ {
+ "epoch": 144,
+ "train_loss": 6.799774599914551,
+ "train_acc": 0.01,
+ "test_loss": 4.605170209503174,
+ "test_acc": 0.01,
+ "lyapunov": 2.6046122669258995,
+ "grad_norm": 0.08889860655727871,
+ "grad_max_sv": 0.0,
+ "grad_min_sv": 0.0,
+ "grad_condition": 0.0,
+ "lr": 3.942649342761114e-06,
+ "time_sec": 167.18017983436584
+ },
+ {
+ "epoch": 145,
+ "train_loss": 6.7985524331665035,
+ "train_acc": 0.01,
+ "test_loss": 4.6051704223632814,
+ "test_acc": 0.01,
+ "lyapunov": 2.6038548361005076,
+ "grad_norm": 0.08800873662125164,
+ "grad_max_sv": 0.0,
+ "grad_min_sv": 0.0,
+ "grad_condition": 0.0,
+ "lr": 2.7390523158633524e-06,
+ "time_sec": 167.10364723205566
+ },
+ {
+ "epoch": 146,
+ "train_loss": 6.797061258239746,
+ "train_acc": 0.01,
+ "test_loss": 4.605170094299316,
+ "test_acc": 0.01,
+ "lyapunov": 2.6029466247314685,
+ "grad_norm": 0.08767630908448117,
+ "grad_max_sv": 0.0,
+ "grad_min_sv": 0.0,
+ "grad_condition": 0.0,
+ "lr": 1.7535703752478133e-06,
+ "time_sec": 167.13109254837036
+ },
+ {
+ "epoch": 147,
+ "train_loss": 6.7999437774658205,
+ "train_acc": 0.01,
+ "test_loss": 4.605170198059082,
+ "test_acc": 0.01,
+ "lyapunov": 2.6046864193723636,
+ "grad_norm": 0.08792294865681417,
+ "grad_max_sv": 0.0,
+ "grad_min_sv": 0.0,
+ "grad_condition": 0.0,
+ "lr": 9.866357858642196e-07,
+ "time_sec": 167.20970582962036
+ },
+ {
+ "epoch": 148,
+ "train_loss": 6.798582576293946,
+ "train_acc": 0.01,
+ "test_loss": 4.605170455932617,
+ "test_acc": 0.01,
+ "lyapunov": 2.6038761730389215,
+ "grad_norm": 0.09215822971292409,
+ "grad_max_sv": 0.0,
+ "grad_min_sv": 0.0,
+ "grad_condition": 0.0,
+ "lr": 4.38584950570808e-07,
+ "time_sec": 167.12604355812073
+ },
+ {
+ "epoch": 149,
+ "train_loss": 6.796307967529297,
+ "train_acc": 0.01,
+ "test_loss": 4.605170027923584,
+ "test_acc": 0.01,
+ "lyapunov": 2.6024758651128512,
+ "grad_norm": 0.08782242943220565,
+ "grad_max_sv": 0.0,
+ "grad_min_sv": 0.0,
+ "grad_condition": 0.0,
+ "lr": 1.096582625772501e-07,
+ "time_sec": 167.15288949012756
+ },
+ {
+ "epoch": 150,
+ "train_loss": 6.797921124420166,
+ "train_acc": 0.01,
+ "test_loss": 4.6051702972412105,
+ "test_acc": 0.01,
+ "lyapunov": 2.6034922130272515,
+ "grad_norm": 0.08768432297346943,
+ "grad_max_sv": 0.0,
+ "grad_min_sv": 0.0,
+ "grad_condition": 0.0,
+ "lr": 0.0,
+ "time_sec": 167.14476084709167
+ }
+ ],
+ "20": [
+ {
+ "epoch": 1,
+ "train_loss": 15.093960892944336,
+ "train_acc": 0.01476,
+ "test_loss": 4.694812010192871,
+ "test_acc": 0.0101,
+ "lyapunov": 5.28920032362194,
+ "grad_norm": 5.920792423737725,
+ "grad_max_sv": 4.9676717877388,
+ "grad_min_sv": 8.119859199878787e-08,
+ "grad_condition": 1111289730.0106924,
+ "lr": 0.0009998903417374227,
+ "time_sec": 210.120050907135
+ },
+ {
+ "epoch": 2,
+ "train_loss": 9.793692145080566,
+ "train_acc": 0.01708,
+ "test_loss": 4.630818698120117,
+ "test_acc": 0.0101,
+ "lyapunov": 3.9491244813670283,
+ "grad_norm": 4.179099264712139,
+ "grad_max_sv": 3.6389390349388124,
+ "grad_min_sv": 4.435643456510846e-08,
+ "grad_condition": 1465465238.7805393,
+ "lr": 0.0009995614150494292,
+ "time_sec": 210.1432433128357
+ },
+ {
+ "epoch": 3,
+ "train_loss": 9.864517554931641,
+ "train_acc": 0.01526,
+ "test_loss": 4.635793448638916,
+ "test_acc": 0.01,
+ "lyapunov": 4.013264959120689,
+ "grad_norm": 3.461175130912805,
+ "grad_max_sv": 3.00231654047966,
+ "grad_min_sv": 7.094927521799298e-09,
+ "grad_condition": 151743845631.83978,
+ "lr": 0.0009990133642141358,
+ "time_sec": 210.18036890029907
+ },
+ {
+ "epoch": 4,
+ "train_loss": 9.012857937622071,
+ "train_acc": 0.01522,
+ "test_loss": 4.623633129882813,
+ "test_acc": 0.01,
+ "lyapunov": 3.700052426599176,
+ "grad_norm": 2.6286152850939577,
+ "grad_max_sv": 2.296706238389015,
+ "grad_min_sv": 3.159897203264806e-11,
+ "grad_condition": 343973728227.78937,
+ "lr": 0.0009982464296247522,
+ "time_sec": 210.1404571533203
+ },
+ {
+ "epoch": 5,
+ "train_loss": 8.190340083312988,
+ "train_acc": 0.0141,
+ "test_loss": 4.620581848144531,
+ "test_acc": 0.01,
+ "lyapunov": 3.3428353769395054,
+ "grad_norm": 1.8058911521537262,
+ "grad_max_sv": 1.3938701748847961,
+ "grad_min_sv": 9.547992879409192e-12,
+ "grad_condition": 323805955248.2424,
+ "lr": 0.0009972609476841367,
+ "time_sec": 210.12661004066467
+ },
+ {
+ "epoch": 6,
+ "train_loss": 7.759998917236328,
+ "train_acc": 0.01288,
+ "test_loss": 4.617343115997315,
+ "test_acc": 0.01,
+ "lyapunov": 3.1374943689312165,
+ "grad_norm": 1.7534337420481565,
+ "grad_max_sv": 0.9646675065159919,
+ "grad_min_sv": 2.9231036572180592e-12,
+ "grad_condition": 375265614590.23444,
+ "lr": 0.000996057350657239,
+ "time_sec": 210.0431251525879
+ },
+ {
+ "epoch": 7,
+ "train_loss": 7.5100171649169924,
+ "train_acc": 0.01298,
+ "test_loss": 4.613992894744873,
+ "test_acc": 0.01,
+ "lyapunov": 3.009886204434173,
+ "grad_norm": 1.2599904723678697,
+ "grad_max_sv": 0.683513353765011,
+ "grad_min_sv": 2.034050211148161e-12,
+ "grad_condition": 321368791479.6951,
+ "lr": 0.000994636166481494,
+ "time_sec": 210.03102850914001
+ },
+ {
+ "epoch": 8,
+ "train_loss": 7.526667755889893,
+ "train_acc": 0.0137,
+ "test_loss": 4.6132587142944335,
+ "test_acc": 0.01,
+ "lyapunov": 3.020487799973744,
+ "grad_norm": 1.4149077024298684,
+ "grad_max_sv": 0.43169260323047637,
+ "grad_min_sv": 1.314155534129329e-12,
+ "grad_condition": 228604061031.44318,
+ "lr": 0.0009929980185352525,
+ "time_sec": 210.09079957008362
+ },
+ {
+ "epoch": 9,
+ "train_loss": 7.424001091003418,
+ "train_acc": 0.0139,
+ "test_loss": 4.612518185424805,
+ "test_acc": 0.01,
+ "lyapunov": 2.9646140498578397,
+ "grad_norm": 1.4854391503992914,
+ "grad_max_sv": 0.39994182234216435,
+ "grad_min_sv": 7.056669271977351e-13,
+ "grad_condition": 272585344238.14337,
+ "lr": 0.0009911436253643444,
+ "time_sec": 210.04538559913635
+ },
+ {
+ "epoch": 10,
+ "train_loss": 7.422507609710693,
+ "train_acc": 0.01292,
+ "test_loss": 4.612365335083008,
+ "test_acc": 0.01,
+ "lyapunov": 2.9684851279344096,
+ "grad_norm": 1.4578891690299673,
+ "grad_max_sv": 0.3333915390074253,
+ "grad_min_sv": 5.315411665648874e-13,
+ "grad_condition": 252944829203.9721,
+ "lr": 0.0009890738003669028,
+ "time_sec": 210.01400017738342
+ },
+ {
+ "epoch": 11,
+ "train_loss": 7.279168519592285,
+ "train_acc": 0.01416,
+ "test_loss": 4.605921854400635,
+ "test_acc": 0.01,
+ "lyapunov": 2.8905254178644753,
+ "grad_norm": 1.1550117670507138,
+ "grad_max_sv": 0.26091913171112535,
+ "grad_min_sv": 1.5622282665285416e-13,
+ "grad_condition": 237845802721.57803,
+ "lr": 0.00098678945143658,
+ "time_sec": 210.0479826927185
+ },
+ {
+ "epoch": 12,
+ "train_loss": 7.238350921325684,
+ "train_acc": 0.01288,
+ "test_loss": 4.6059690254211425,
+ "test_acc": 0.01,
+ "lyapunov": 2.870093943212953,
+ "grad_norm": 1.2092537765879001,
+ "grad_max_sv": 0.2273966234177351,
+ "grad_min_sv": 2.126834221214877e-15,
+ "grad_condition": 226904883800.9376,
+ "lr": 0.0009842915805643154,
+ "time_sec": 210.02421975135803
+ },
+ {
+ "epoch": 13,
+ "train_loss": 7.237049304504395,
+ "train_acc": 0.0122,
+ "test_loss": 4.606073367309571,
+ "test_acc": 0.01,
+ "lyapunov": 2.8677229795919357,
+ "grad_norm": 1.945360181719986,
+ "grad_max_sv": 0.19105065988258402,
+ "grad_min_sv": 7.58301405160596e-16,
+ "grad_condition": 190882486106.46655,
+ "lr": 0.000981581283398829,
+ "time_sec": 209.9947109222412
+ },
+ {
+ "epoch": 14,
+ "train_loss": 7.725393817138672,
+ "train_acc": 0.01264,
+ "test_loss": 5.5369372573852536,
+ "test_acc": 0.0157,
+ "lyapunov": 3.1145479276661985,
+ "grad_norm": 3.5850673850910875,
+ "grad_max_sv": 0.13178386465706673,
+ "grad_min_sv": 1.7957017814409413e-15,
+ "grad_condition": 131460341909.11662,
+ "lr": 0.0009786597487660333,
+ "time_sec": 210.06614232063293
+ },
+ {
+ "epoch": 15,
+ "train_loss": 7.938173998718262,
+ "train_acc": 0.0112,
+ "test_loss": 4.605860107421875,
+ "test_acc": 0.01,
+ "lyapunov": 3.22320399442902,
+ "grad_norm": 1.470918431013692,
+ "grad_max_sv": 0.13412793046313495,
+ "grad_min_sv": 1.3123556012424532e-27,
+ "grad_condition": 134127930463.13481,
+ "lr": 0.0009755282581475766,
+ "time_sec": 210.01092720031738
+ },
+ {
+ "epoch": 16,
+ "train_loss": 7.877476094970703,
+ "train_acc": 0.01078,
+ "test_loss": 4.605639274597168,
+ "test_acc": 0.01,
+ "lyapunov": 3.1950507353028983,
+ "grad_norm": 1.136967603821004,
+ "grad_max_sv": 0.11695587523281574,
+ "grad_min_sv": 5.493959932514282e-37,
+ "grad_condition": 116955875232.81572,
+ "lr": 0.0009721881851187403,
+ "time_sec": 210.03272008895874
+ },
+ {
+ "epoch": 17,
+ "train_loss": 7.939653808288575,
+ "train_acc": 0.01054,
+ "test_loss": 4.60557441482544,
+ "test_acc": 0.01,
+ "lyapunov": 3.220062300982073,
+ "grad_norm": 1.7456145739471243,
+ "grad_max_sv": 0.09164720228873194,
+ "grad_min_sv": 2.1019476964872255e-46,
+ "grad_condition": 91647202288.73193,
+ "lr": 0.0009686409947459456,
+ "time_sec": 210.02848625183105
+ },
+ {
+ "epoch": 18,
+ "train_loss": 7.52693728515625,
+ "train_acc": 0.0113,
+ "test_loss": 4.605569499206543,
+ "test_acc": 0.01,
+ "lyapunov": 3.0156563999097976,
+ "grad_norm": 2.4071740405774276,
+ "grad_max_sv": 0.08130668587982655,
+ "grad_min_sv": 4.554220009055656e-46,
+ "grad_condition": 81306685879.82654,
+ "lr": 0.0009648882429441254,
+ "time_sec": 210.00972390174866
+ },
+ {
+ "epoch": 19,
+ "train_loss": 7.715430914611816,
+ "train_acc": 0.0111,
+ "test_loss": 4.605534184265137,
+ "test_acc": 0.01,
+ "lyapunov": 3.1088165675892547,
+ "grad_norm": 2.6762849936508677,
+ "grad_max_sv": 0.042965149600058795,
+ "grad_min_sv": 3.503246160812043e-47,
+ "grad_condition": 42965149600.05879,
+ "lr": 0.00096093157579425,
+ "time_sec": 209.9727280139923
+ },
+ {
+ "epoch": 20,
+ "train_loss": 7.460425003356933,
+ "train_acc": 0.0111,
+ "test_loss": 7.111512740325928,
+ "test_acc": 0.01,
+ "lyapunov": 2.9692358793809897,
+ "grad_norm": 2.853254134437055,
+ "grad_max_sv": 0.050038989260792734,
+ "grad_min_sv": 2.5374011942761624e-43,
+ "grad_condition": 50038989260.792725,
+ "lr": 0.0009567727288213001,
+ "time_sec": 210.01186299324036
+ },
+ {
+ "epoch": 21,
+ "train_loss": 7.205679086456299,
+ "train_acc": 0.0091,
+ "test_loss": 7.044362417602539,
+ "test_acc": 0.01,
+ "lyapunov": 2.8364865828658004,
+ "grad_norm": 3.3061229521295945,
+ "grad_max_sv": 0.02213773485273123,
+ "grad_min_sv": 0.0,
+ "grad_condition": 22137734852.731228,
+ "lr": 0.0009524135262330095,
+ "time_sec": 209.98502397537231
+ },
+ {
+ "epoch": 22,
+ "train_loss": 7.1949261268615725,
+ "train_acc": 0.0098,
+ "test_loss": 4.605458296203613,
+ "test_acc": 0.01,
+ "lyapunov": 2.8206752724659716,
+ "grad_norm": 6.972340571186882,
+ "grad_max_sv": 0.02202093116939068,
+ "grad_min_sv": 0.0,
+ "grad_condition": 22020931169.39068,
+ "lr": 0.0009478558801197061,
+ "time_sec": 209.94458675384521
+ },
+ {
+ "epoch": 23,
+ "train_loss": 7.115987669677734,
+ "train_acc": 0.00996,
+ "test_loss": 6.645735456848144,
+ "test_acc": 0.01,
+ "lyapunov": 2.7744642029637876,
+ "grad_norm": 7.989108672811228,
+ "grad_max_sv": 0.011007561534643173,
+ "grad_min_sv": 0.0,
+ "grad_condition": 11007561534.643173,
+ "lr": 0.000943101789615607,
+ "time_sec": 209.97865319252014
+ },
+ {
+ "epoch": 24,
+ "train_loss": 7.058884606628418,
+ "train_acc": 0.00872,
+ "test_loss": 6.569473106384278,
+ "test_acc": 0.01,
+ "lyapunov": 2.745215448881964,
+ "grad_norm": 5.5094378668531405,
+ "grad_max_sv": 0.01464888285845518,
+ "grad_min_sv": 0.0,
+ "grad_condition": 14648882858.455181,
+ "lr": 0.0009381533400219313,
+ "time_sec": 210.0189917087555
+ },
+ {
+ "epoch": 25,
+ "train_loss": 7.515213393859863,
+ "train_acc": 0.01036,
+ "test_loss": 4.605401533508301,
+ "test_acc": 0.01,
+ "lyapunov": 3.0008729113947097,
+ "grad_norm": 2.870644125398128,
+ "grad_max_sv": 0.07644851161090856,
+ "grad_min_sv": 3.1529215447308385e-46,
+ "grad_condition": 76448511610.90854,
+ "lr": 0.0009330127018922189,
+ "time_sec": 210.00069952011108
+ },
+ {
+ "epoch": 26,
+ "train_loss": 7.552015746002197,
+ "train_acc": 0.01018,
+ "test_loss": 4.605392645263672,
+ "test_acc": 0.01,
+ "lyapunov": 3.0268727373284148,
+ "grad_norm": 1.9702867287865506,
+ "grad_max_sv": 0.07252425029873848,
+ "grad_min_sv": 1.0509738482436128e-46,
+ "grad_condition": 72524250298.73848,
+ "lr": 0.000927682130080253,
+ "time_sec": 210.00505328178406
+ },
+ {
+ "epoch": 27,
+ "train_loss": 7.204120320739746,
+ "train_acc": 0.00916,
+ "test_loss": 4.605300965118408,
+ "test_acc": 0.01,
+ "lyapunov": 2.8272059610127793,
+ "grad_norm": 2.304850056236489,
+ "grad_max_sv": 0.002205173298716545,
+ "grad_min_sv": 0.0,
+ "grad_condition": 2205173298.716545,
+ "lr": 0.0009221639627510072,
+ "time_sec": 210.04179668426514
+ },
+ {
+ "epoch": 28,
+ "train_loss": 7.194927945556641,
+ "train_acc": 0.00832,
+ "test_loss": 5.018761894989014,
+ "test_acc": 0.01,
+ "lyapunov": 2.834069358723243,
+ "grad_norm": 2.6612819081862673,
+ "grad_max_sv": 0.007065491378307342,
+ "grad_min_sv": 0.0,
+ "grad_condition": 7065491378.307343,
+ "lr": 0.0009164606203550494,
+ "time_sec": 209.9864535331726
+ },
+ {
+ "epoch": 29,
+ "train_loss": 7.058241820373535,
+ "train_acc": 0.0089,
+ "test_loss": 4.605222779083252,
+ "test_acc": 0.01,
+ "lyapunov": 2.7548481247309224,
+ "grad_norm": 1.6469496155298196,
+ "grad_max_sv": 0.0,
+ "grad_min_sv": 0.0,
+ "grad_condition": 0.0,
+ "lr": 0.0009105746045668516,
+ "time_sec": 209.949223279953
+ },
+ {
+ "epoch": 30,
+ "train_loss": 6.992346358947754,
+ "train_acc": 0.00846,
+ "test_loss": 5.288449756622314,
+ "test_acc": 0.01,
+ "lyapunov": 2.7193446976449485,
+ "grad_norm": 0.12148601528604053,
+ "grad_max_sv": 0.010588385537266732,
+ "grad_min_sv": 0.0,
+ "grad_condition": 10588385537.266731,
+ "lr": 0.0009045084971874733,
+ "time_sec": 209.9674859046936
+ },
+ {
+ "epoch": 31,
+ "train_loss": 6.981909171295166,
+ "train_acc": 0.0089,
+ "test_loss": 5.256688010406494,
+ "test_acc": 0.01,
+ "lyapunov": 2.713971863622251,
+ "grad_norm": 0.1172841827453055,
+ "grad_max_sv": 0.004473739862442016,
+ "grad_min_sv": 0.0,
+ "grad_condition": 4473739862.442017,
+ "lr": 0.0008982649590120977,
+ "time_sec": 210.0011682510376
+ },
+ {
+ "epoch": 32,
+ "train_loss": 6.981826614379883,
+ "train_acc": 0.00878,
+ "test_loss": 5.260603121185302,
+ "test_acc": 0.01,
+ "lyapunov": 2.714321748679861,
+ "grad_norm": 0.09952710953666385,
+ "grad_max_sv": 0.0,
+ "grad_min_sv": 0.0,
+ "grad_condition": 0.0,
+ "lr": 0.0008918467286629196,
+ "time_sec": 209.97604823112488
+ },
+ {
+ "epoch": 33,
+ "train_loss": 6.99227462890625,
+ "train_acc": 0.00872,
+ "test_loss": 5.264018801879883,
+ "test_acc": 0.01,
+ "lyapunov": 2.7198148792052206,
+ "grad_norm": 0.10982760460792622,
+ "grad_max_sv": 0.0,
+ "grad_min_sv": 0.0,
+ "grad_condition": 0.0,
+ "lr": 0.0008852566213878943,
+ "time_sec": 209.99684286117554
+ },
+ {
+ "epoch": 34,
+ "train_loss": 6.985566412353515,
+ "train_acc": 0.00828,
+ "test_loss": 5.252056950378418,
+ "test_acc": 0.01,
+ "lyapunov": 2.71640632646468,
+ "grad_norm": 0.0980287254251016,
+ "grad_max_sv": 0.0,
+ "grad_min_sv": 0.0,
+ "grad_condition": 0.0,
+ "lr": 0.000878497527825878,
+ "time_sec": 209.97523665428162
+ },
+ {
+ "epoch": 35,
+ "train_loss": 6.983518271942138,
+ "train_acc": 0.00802,
+ "test_loss": 5.235891506958008,
+ "test_acc": 0.01,
+ "lyapunov": 2.7152942220878113,
+ "grad_norm": 0.098301014644246,
+ "grad_max_sv": 0.010264468565583228,
+ "grad_min_sv": 0.0,
+ "grad_condition": 10264468565.58323,
+ "lr": 0.000871572412738697,
+ "time_sec": 209.92434358596802
+ },
+ {
+ "epoch": 36,
+ "train_loss": 7.056292109069824,
+ "train_acc": 0.00856,
+ "test_loss": 5.234983450317383,
+ "test_acc": 0.01,
+ "lyapunov": 2.7453303550515336,
+ "grad_norm": 0.16314843571536908,
+ "grad_max_sv": 0.004481474310159684,
+ "grad_min_sv": 0.0,
+ "grad_condition": 4481474310.159683,
+ "lr": 0.0008644843137107055,
+ "time_sec": 209.98300409317017
+ },
+ {
+ "epoch": 37,
+ "train_loss": 7.04465570388794,
+ "train_acc": 0.00922,
+ "test_loss": 4.60517428894043,
+ "test_acc": 0.01,
+ "lyapunov": 2.7430449416265463,
+ "grad_norm": 0.3622526875575334,
+ "grad_max_sv": 0.0,
+ "grad_min_sv": 0.0,
+ "grad_condition": 0.0,
+ "lr": 0.0008572363398164014,
+ "time_sec": 209.93617868423462
+ },
+ {
+ "epoch": 38,
+ "train_loss": 6.99952162109375,
+ "train_acc": 0.00886,
+ "test_loss": 4.605173640441895,
+ "test_acc": 0.01,
+ "lyapunov": 2.7234638078743236,
+ "grad_norm": 0.13703797479309945,
+ "grad_max_sv": 0.0,
+ "grad_min_sv": 0.0,
+ "grad_condition": 0.0,
+ "lr": 0.0008498316702566826,
+ "time_sec": 209.95248365402222
+ },
+ {
+ "epoch": 39,
+ "train_loss": 7.040763073120117,
+ "train_acc": 0.00844,
+ "test_loss": 4.605174145507813,
+ "test_acc": 0.01,
+ "lyapunov": 2.7378825531591233,
+ "grad_norm": 0.1820768645877041,
+ "grad_max_sv": 0.0,
+ "grad_min_sv": 0.0,
+ "grad_condition": 0.0,
+ "lr": 0.0008422735529643442,
+ "time_sec": 209.9344642162323
+ },
+ {
+ "epoch": 40,
+ "train_loss": 7.0346226399230956,
+ "train_acc": 0.0086,
+ "test_loss": 4.6051736892700195,
+ "test_acc": 0.01,
+ "lyapunov": 2.7368516513453724,
+ "grad_norm": 0.16922090716634502,
+ "grad_max_sv": 0.0,
+ "grad_min_sv": 0.0,
+ "grad_condition": 0.0,
+ "lr": 0.0008345653031794289,
+ "time_sec": 209.97976160049438
+ },
+ {
+ "epoch": 41,
+ "train_loss": 7.102251969604493,
+ "train_acc": 0.00846,
+ "test_loss": 4.605173461914062,
+ "test_acc": 0.01,
+ "lyapunov": 2.764533970362085,
+ "grad_norm": 0.2796669100517588,
+ "grad_max_sv": 0.0,
+ "grad_min_sv": 0.0,
+ "grad_condition": 0.0,
+ "lr": 0.0008267103019950526,
+ "time_sec": 209.97592854499817
+ },
+ {
+ "epoch": 42,
+ "train_loss": 6.989806396331787,
+ "train_acc": 0.00866,
+ "test_loss": 4.605173326110839,
+ "test_acc": 0.01,
+ "lyapunov": 2.718248601459786,
+ "grad_norm": 0.11817449733439238,
+ "grad_max_sv": 0.0,
+ "grad_min_sv": 0.0,
+ "grad_condition": 0.0,
+ "lr": 0.0008187119948743447,
+ "time_sec": 209.91329216957092
+ },
+ {
+ "epoch": 43,
+ "train_loss": 6.980831128997803,
+ "train_acc": 0.00798,
+ "test_loss": 4.605173022460938,
+ "test_acc": 0.01,
+ "lyapunov": 2.713783808071595,
+ "grad_norm": 0.09538783881391288,
+ "grad_max_sv": 0.0,
+ "grad_min_sv": 0.0,
+ "grad_condition": 0.0,
+ "lr": 0.000810573890139155,
+ "time_sec": 209.95550656318665
+ },
+ {
+ "epoch": 44,
+ "train_loss": 6.979222456054687,
+ "train_acc": 0.00884,
+ "test_loss": 4.605172604370117,
+ "test_acc": 0.01,
+ "lyapunov": 2.712872148474769,
+ "grad_norm": 0.0919946830154422,
+ "grad_max_sv": 0.0,
+ "grad_min_sv": 0.0,
+ "grad_condition": 0.0,
+ "lr": 0.0008022995574311873,
+ "time_sec": 209.928706407547
+ },
+ {
+ "epoch": 45,
+ "train_loss": 6.981346151428222,
+ "train_acc": 0.00856,
+ "test_loss": 4.605171971130371,
+ "test_acc": 0.01,
+ "lyapunov": 2.7140665036028304,
+ "grad_norm": 0.09306477436154323,
+ "grad_max_sv": 0.0,
+ "grad_min_sv": 0.0,
+ "grad_condition": 0.0,
+ "lr": 0.0007938926261462363,
+ "time_sec": 209.92562985420227
+ },
+ {
+ "epoch": 46,
+ "train_loss": 6.981760795288086,
+ "train_acc": 0.0086,
+ "test_loss": 4.605172605133057,
+ "test_acc": 0.01,
+ "lyapunov": 2.714427888850727,
+ "grad_norm": 0.08970786008826526,
+ "grad_max_sv": 0.0,
+ "grad_min_sv": 0.0,
+ "grad_condition": 0.0,
+ "lr": 0.0007853567838422158,
+ "time_sec": 210.02350616455078
+ },
+ {
+ "epoch": 47,
+ "train_loss": 7.014443389587402,
+ "train_acc": 0.0088,
+ "test_loss": 4.605172411346436,
+ "test_acc": 0.01,
+ "lyapunov": 2.728213080969613,
+ "grad_norm": 0.1697709047839743,
+ "grad_max_sv": 0.0,
+ "grad_min_sv": 0.0,
+ "grad_condition": 0.0,
+ "lr": 0.0007766957746216719,
+ "time_sec": 209.98714351654053
+ },
+ {
+ "epoch": 48,
+ "train_loss": 6.98308254486084,
+ "train_acc": 0.0088,
+ "test_loss": 4.605172724151611,
+ "test_acc": 0.01,
+ "lyapunov": 2.7148986033466467,
+ "grad_norm": 0.10089096056823664,
+ "grad_max_sv": 0.0,
+ "grad_min_sv": 0.0,
+ "grad_condition": 0.0,
+ "lr": 0.0007679133974894982,
+ "time_sec": 209.9425868988037
+ },
+ {
+ "epoch": 49,
+ "train_loss": 6.981540090026855,
+ "train_acc": 0.00806,
+ "test_loss": 4.610235414886475,
+ "test_acc": 0.01,
+ "lyapunov": 2.714101230396944,
+ "grad_norm": 0.09707765972227518,
+ "grad_max_sv": 0.0,
+ "grad_min_sv": 0.0,
+ "grad_condition": 0.0,
+ "lr": 0.000759013504686565,
+ "time_sec": 210.01923370361328
+ },
+ {
+ "epoch": 50,
+ "train_loss": 7.012723862762451,
+ "train_acc": 0.0088,
+ "test_loss": 4.6051725616455075,
+ "test_acc": 0.01,
+ "lyapunov": 2.729266738037929,
+ "grad_norm": 0.1358370231708399,
+ "grad_max_sv": 0.0,
+ "grad_min_sv": 0.0,
+ "grad_condition": 0.0,
+ "lr": 0.0007499999999999998,
+ "time_sec": 209.99068450927734
+ },
+ {
+ "epoch": 51,
+ "train_loss": 7.017712171630859,
+ "train_acc": 0.00878,
+ "test_loss": 4.60517274017334,
+ "test_acc": 0.01,
+ "lyapunov": 2.729401938445733,
+ "grad_norm": 0.13779403599934203,
+ "grad_max_sv": 0.0,
+ "grad_min_sv": 0.0,
+ "grad_condition": 0.0,
+ "lr": 0.0007408768370508575,
+ "time_sec": 210.01132082939148
+ },
+ {
+ "epoch": 52,
+ "train_loss": 6.98579848815918,
+ "train_acc": 0.00862,
+ "test_loss": 4.605172367095947,
+ "test_acc": 0.01,
+ "lyapunov": 2.7164978974920406,
+ "grad_norm": 0.11440777465495124,
+ "grad_max_sv": 0.0,
+ "grad_min_sv": 0.0,
+ "grad_condition": 0.0,
+ "lr": 0.0007316480175599307,
+ "time_sec": 209.96309852600098
+ },
+ {
+ "epoch": 53,
+ "train_loss": 6.980713491516113,
+ "train_acc": 0.0088,
+ "test_loss": 4.605172201538086,
+ "test_acc": 0.01,
+ "lyapunov": 2.7136193919364753,
+ "grad_norm": 0.0963297125293723,
+ "grad_max_sv": 0.0,
+ "grad_min_sv": 0.0,
+ "grad_condition": 0.0,
+ "lr": 0.0007223175895924635,
+ "time_sec": 210.0020875930786
+ },
+ {
+ "epoch": 54,
+ "train_loss": 6.9838667016601566,
+ "train_acc": 0.00856,
+ "test_loss": 4.605172233581543,
+ "test_acc": 0.01,
+ "lyapunov": 2.715499324871756,
+ "grad_norm": 0.1368676120419564,
+ "grad_max_sv": 0.0,
+ "grad_min_sv": 0.0,
+ "grad_condition": 0.0,
+ "lr": 0.0007128896457825361,
+ "time_sec": 209.94060635566711
+ },
+ {
+ "epoch": 55,
+ "train_loss": 6.983624946899414,
+ "train_acc": 0.00906,
+ "test_loss": 4.605171611022949,
+ "test_acc": 0.01,
+ "lyapunov": 2.7151694712431533,
+ "grad_norm": 0.1214142336589057,
+ "grad_max_sv": 0.0,
+ "grad_min_sv": 0.0,
+ "grad_condition": 0.0,
+ "lr": 0.0007033683215378998,
+ "time_sec": 209.92118954658508
+ },
+ {
+ "epoch": 56,
+ "train_loss": 6.996163428649902,
+ "train_acc": 0.00826,
+ "test_loss": 4.60517228012085,
+ "test_acc": 0.01,
+ "lyapunov": 2.721804239560881,
+ "grad_norm": 0.13635707009394835,
+ "grad_max_sv": 0.0,
+ "grad_min_sv": 0.0,
+ "grad_condition": 0.0,
+ "lr": 0.0006937577932260512,
+ "time_sec": 210.05888557434082
+ },
+ {
+ "epoch": 57,
+ "train_loss": 6.9852110571289066,
+ "train_acc": 0.00888,
+ "test_loss": 4.6051725509643555,
+ "test_acc": 0.01,
+ "lyapunov": 2.7162836719961727,
+ "grad_norm": 0.09827989868248155,
+ "grad_max_sv": 0.0,
+ "grad_min_sv": 0.0,
+ "grad_condition": 0.0,
+ "lr": 0.0006840622763423388,
+ "time_sec": 210.03313207626343
+ },
+ {
+ "epoch": 58,
+ "train_loss": 6.990598773498535,
+ "train_acc": 0.0087,
+ "test_loss": 4.605171973419189,
+ "test_acc": 0.01,
+ "lyapunov": 2.718923308355424,
+ "grad_norm": 0.11245505032562926,
+ "grad_max_sv": 0.0,
+ "grad_min_sv": 0.0,
+ "grad_condition": 0.0,
+ "lr": 0.0006742860236609073,
+ "time_sec": 210.20554780960083
+ },
+ {
+ "epoch": 59,
+ "train_loss": 6.990819956512452,
+ "train_acc": 0.00914,
+ "test_loss": 4.605172409057618,
+ "test_acc": 0.01,
+ "lyapunov": 2.719175950950369,
+ "grad_norm": 0.11267799994144367,
+ "grad_max_sv": 0.0,
+ "grad_min_sv": 0.0,
+ "grad_condition": 0.0,
+ "lr": 0.0006644333233692913,
+ "time_sec": 210.00883507728577
+ },
+ {
+ "epoch": 60,
+ "train_loss": 7.063073814697265,
+ "train_acc": 0.00868,
+ "test_loss": 4.605172189331054,
+ "test_acc": 0.01,
+ "lyapunov": 2.7483064634415806,
+ "grad_norm": 0.18267690644430695,
+ "grad_max_sv": 0.0,
+ "grad_min_sv": 0.0,
+ "grad_condition": 0.0,
+ "lr": 0.0006545084971874734,
+ "time_sec": 210.0396704673767
+ },
+ {
+ "epoch": 61,
+ "train_loss": 6.994184250183105,
+ "train_acc": 0.00868,
+ "test_loss": 4.605171653747559,
+ "test_acc": 0.01,
+ "lyapunov": 2.7201892951565325,
+ "grad_norm": 0.1215511744322559,
+ "grad_max_sv": 0.0,
+ "grad_min_sv": 0.0,
+ "grad_condition": 0.0,
+ "lr": 0.0006445158984722354,
+ "time_sec": 210.01424837112427
+ },
+ {
+ "epoch": 62,
+ "train_loss": 7.032484904479981,
+ "train_acc": 0.00918,
+ "test_loss": 4.605172390747071,
+ "test_acc": 0.01,
+ "lyapunov": 2.7373275226339353,
+ "grad_norm": 0.20957283019702622,
+ "grad_max_sv": 0.0,
+ "grad_min_sv": 0.0,
+ "grad_condition": 0.0,
+ "lr": 0.0006344599103076324,
+ "time_sec": 210.07943868637085
+ },
+ {
+ "epoch": 63,
+ "train_loss": 6.997943234863281,
+ "train_acc": 0.00816,
+ "test_loss": 4.6051715438842775,
+ "test_acc": 0.01,
+ "lyapunov": 2.722739946506822,
+ "grad_norm": 0.14325925108066898,
+ "grad_max_sv": 0.0,
+ "grad_min_sv": 0.0,
+ "grad_condition": 0.0,
+ "lr": 0.0006243449435824269,
+ "time_sec": 210.0124545097351
+ },
+ {
+ "epoch": 64,
+ "train_loss": 7.036040018615723,
+ "train_acc": 0.00846,
+ "test_loss": 4.6051715461730955,
+ "test_acc": 0.01,
+ "lyapunov": 2.737502407234953,
+ "grad_norm": 0.1852649849094369,
+ "grad_max_sv": 0.0,
+ "grad_min_sv": 0.0,
+ "grad_condition": 0.0,
+ "lr": 0.0006141754350553275,
+ "time_sec": 210.16446352005005
+ },
+ {
+ "epoch": 65,
+ "train_loss": 6.987151607818603,
+ "train_acc": 0.00856,
+ "test_loss": 4.605171313476562,
+ "test_acc": 0.01,
+ "lyapunov": 2.717369063126157,
+ "grad_norm": 0.11469395705842762,
+ "grad_max_sv": 0.0,
+ "grad_min_sv": 0.0,
+ "grad_condition": 0.0,
+ "lr": 0.0006039558454088793,
+ "time_sec": 210.01318955421448
+ },
+ {
+ "epoch": 66,
+ "train_loss": 7.095058049316406,
+ "train_acc": 0.0084,
+ "test_loss": 4.605171440124511,
+ "test_acc": 0.01,
+ "lyapunov": 2.76260655432406,
+ "grad_norm": 0.38302198809757837,
+ "grad_max_sv": 0.0,
+ "grad_min_sv": 0.0,
+ "grad_condition": 0.0,
+ "lr": 0.000593690657292862,
+ "time_sec": 209.99922275543213
+ },
+ {
+ "epoch": 67,
+ "train_loss": 6.990951052246094,
+ "train_acc": 0.00822,
+ "test_loss": 4.60517152709961,
+ "test_acc": 0.01,
+ "lyapunov": 2.719036699865785,
+ "grad_norm": 0.12621463018935974,
+ "grad_max_sv": 0.0,
+ "grad_min_sv": 0.0,
+ "grad_condition": 0.0,
+ "lr": 0.0005833843733580507,
+ "time_sec": 210.0219807624817
+ },
+ {
+ "epoch": 68,
+ "train_loss": 6.979004976806641,
+ "train_acc": 0.0089,
+ "test_loss": 4.6051711723327635,
+ "test_acc": 0.01,
+ "lyapunov": 2.7127806817174265,
+ "grad_norm": 0.0898257720991778,
+ "grad_max_sv": 0.0,
+ "grad_min_sv": 0.0,
+ "grad_condition": 0.0,
+ "lr": 0.0005730415142812054,
+ "time_sec": 209.98719429969788
+ },
+ {
+ "epoch": 69,
+ "train_loss": 7.030236116638184,
+ "train_acc": 0.0085,
+ "test_loss": 4.605171342468262,
+ "test_acc": 0.01,
+ "lyapunov": 2.7335510912453733,
+ "grad_norm": 0.16033156081316657,
+ "grad_max_sv": 0.0,
+ "grad_min_sv": 0.0,
+ "grad_condition": 0.0,
+ "lr": 0.0005626666167821517,
+ "time_sec": 210.08958458900452
+ },
+ {
+ "epoch": 70,
+ "train_loss": 7.039960643615722,
+ "train_acc": 0.00892,
+ "test_loss": 4.6051711669921875,
+ "test_acc": 0.01,
+ "lyapunov": 2.739665296681397,
+ "grad_norm": 0.22271149603025697,
+ "grad_max_sv": 0.0,
+ "grad_min_sv": 0.0,
+ "grad_condition": 0.0,
+ "lr": 0.0005522642316338265,
+ "time_sec": 210.03332662582397
+ },
+ {
+ "epoch": 71,
+ "train_loss": 6.994076708221436,
+ "train_acc": 0.0088,
+ "test_loss": 4.605171272277832,
+ "test_acc": 0.01,
+ "lyapunov": 2.720922397530597,
+ "grad_norm": 0.1379622518868338,
+ "grad_max_sv": 0.0,
+ "grad_min_sv": 0.0,
+ "grad_condition": 0.0,
+ "lr": 0.0005418389216661573,
+ "time_sec": 210.08726000785828
+ },
+ {
+ "epoch": 72,
+ "train_loss": 7.031296715240479,
+ "train_acc": 0.0093,
+ "test_loss": 4.605170808410644,
+ "test_acc": 0.01,
+ "lyapunov": 2.7340313668751044,
+ "grad_norm": 0.15171246429702803,
+ "grad_max_sv": 0.0,
+ "grad_min_sv": 0.0,
+ "grad_condition": 0.0,
+ "lr": 0.0005313952597646563,
+ "time_sec": 209.98722290992737
+ },
+ {
+ "epoch": 73,
+ "train_loss": 7.004211445465088,
+ "train_acc": 0.00854,
+ "test_loss": 4.605171342468262,
+ "test_acc": 0.01,
+ "lyapunov": 2.723038975844908,
+ "grad_norm": 0.13946310624469108,
+ "grad_max_sv": 0.0,
+ "grad_min_sv": 0.0,
+ "grad_condition": 0.0,
+ "lr": 0.0005209378268645994,
+ "time_sec": 210.0228340625763
+ },
+ {
+ "epoch": 74,
+ "train_loss": 7.004648984680176,
+ "train_acc": 0.00784,
+ "test_loss": 4.605171240234375,
+ "test_acc": 0.01,
+ "lyapunov": 2.7241133033771954,
+ "grad_norm": 0.14177753146701746,
+ "grad_max_sv": 0.0,
+ "grad_min_sv": 0.0,
+ "grad_condition": 0.0,
+ "lr": 0.0005104712099416781,
+ "time_sec": 210.09978771209717
+ },
+ {
+ "epoch": 75,
+ "train_loss": 7.037411134338379,
+ "train_acc": 0.00828,
+ "test_loss": 4.605171034240723,
+ "test_acc": 0.01,
+ "lyapunov": 2.7407932879065005,
+ "grad_norm": 0.3048803615675911,
+ "grad_max_sv": 0.0,
+ "grad_min_sv": 0.0,
+ "grad_condition": 0.0,
+ "lr": 0.0004999999999999996,
+ "time_sec": 209.95723867416382
+ },
+ {
+ "epoch": 76,
+ "train_loss": 7.073835411071777,
+ "train_acc": 0.00852,
+ "test_loss": 4.605171124267578,
+ "test_acc": 0.01,
+ "lyapunov": 2.7557388784940287,
+ "grad_norm": 0.3366831366752972,
+ "grad_max_sv": 0.0,
+ "grad_min_sv": 0.0,
+ "grad_condition": 0.0,
+ "lr": 0.0004895287900583212,
+ "time_sec": 210.0526421070099
+ },
+ {
+ "epoch": 77,
+ "train_loss": 7.069385101013183,
+ "train_acc": 0.00882,
+ "test_loss": 4.605171006011963,
+ "test_acc": 0.01,
+ "lyapunov": 2.7532967996719244,
+ "grad_norm": 0.3023678187768571,
+ "grad_max_sv": 0.0,
+ "grad_min_sv": 0.0,
+ "grad_condition": 0.0,
+ "lr": 0.0004790621731353997,
+ "time_sec": 210.00937223434448
+ },
+ {
+ "epoch": 78,
+ "train_loss": 7.039409867553711,
+ "train_acc": 0.00918,
+ "test_loss": 4.605171101379394,
+ "test_acc": 0.01,
+ "lyapunov": 2.7399997028243512,
+ "grad_norm": 0.2334340472843992,
+ "grad_max_sv": 0.0,
+ "grad_min_sv": 0.0,
+ "grad_condition": 0.0,
+ "lr": 0.000468604740235343,
+ "time_sec": 209.98830223083496
+ },
+ {
+ "epoch": 79,
+ "train_loss": 7.060353764648437,
+ "train_acc": 0.0089,
+ "test_loss": 4.605171464538574,
+ "test_acc": 0.01,
+ "lyapunov": 2.7474362892872843,
+ "grad_norm": 0.24607577443282014,
+ "grad_max_sv": 0.0,
+ "grad_min_sv": 0.0,
+ "grad_condition": 0.0,
+ "lr": 0.00045816107833384175,
+ "time_sec": 209.9931514263153
+ },
+ {
+ "epoch": 80,
+ "train_loss": 6.994573851013183,
+ "train_acc": 0.00838,
+ "test_loss": 4.605170816040039,
+ "test_acc": 0.01,
+ "lyapunov": 2.7213273816706276,
+ "grad_norm": 0.13316471216665574,
+ "grad_max_sv": 0.0,
+ "grad_min_sv": 0.0,
+ "grad_condition": 0.0,
+ "lr": 0.0004477357683661729,
+ "time_sec": 210.0208034515381
+ },
+ {
+ "epoch": 81,
+ "train_loss": 6.987541461791992,
+ "train_acc": 0.00882,
+ "test_loss": 4.605170903778077,
+ "test_acc": 0.01,
+ "lyapunov": 2.7174221109551238,
+ "grad_norm": 0.103648369821384,
+ "grad_max_sv": 0.0,
+ "grad_min_sv": 0.0,
+ "grad_condition": 0.0,
+ "lr": 0.00043733338321784746,
+ "time_sec": 209.98763418197632
+ },
+ {
+ "epoch": 82,
+ "train_loss": 7.037619709472656,
+ "train_acc": 0.009,
+ "test_loss": 4.60517109298706,
+ "test_acc": 0.01,
+ "lyapunov": 2.740689567897631,
+ "grad_norm": 0.2931576105004017,
+ "grad_max_sv": 0.0,
+ "grad_min_sv": 0.0,
+ "grad_condition": 0.0,
+ "lr": 0.0004269584857187939,
+ "time_sec": 209.9937252998352
+ },
+ {
+ "epoch": 83,
+ "train_loss": 6.985121826171875,
+ "train_acc": 0.00916,
+ "test_loss": 4.605170684051513,
+ "test_acc": 0.01,
+ "lyapunov": 2.7163276074792417,
+ "grad_norm": 0.1492971550466505,
+ "grad_max_sv": 0.0,
+ "grad_min_sv": 0.0,
+ "grad_condition": 0.0,
+ "lr": 0.0004166156266419484,
+ "time_sec": 209.95198678970337
+ },
+ {
+ "epoch": 84,
+ "train_loss": 7.066727964477539,
+ "train_acc": 0.00896,
+ "test_loss": 4.605170683288574,
+ "test_acc": 0.01,
+ "lyapunov": 2.7504812116208286,
+ "grad_norm": 0.2866450325163035,
+ "grad_max_sv": 0.0,
+ "grad_min_sv": 0.0,
+ "grad_condition": 0.0,
+ "lr": 0.0004063093427071373,
+ "time_sec": 210.01719284057617
+ },
+ {
+ "epoch": 85,
+ "train_loss": 6.989573917999268,
+ "train_acc": 0.00868,
+ "test_loss": 4.605171029663086,
+ "test_acc": 0.01,
+ "lyapunov": 2.718881234488524,
+ "grad_norm": 0.17966945444038818,
+ "grad_max_sv": 0.0,
+ "grad_min_sv": 0.0,
+ "grad_condition": 0.0,
+ "lr": 0.0003960441545911199,
+ "time_sec": 209.97075200080872
+ },
+ {
+ "epoch": 86,
+ "train_loss": 7.024203224792481,
+ "train_acc": 0.009,
+ "test_loss": 4.60517100982666,
+ "test_acc": 0.01,
+ "lyapunov": 2.7339598565455288,
+ "grad_norm": 0.22243544874027923,
+ "grad_max_sv": 0.0,
+ "grad_min_sv": 0.0,
+ "grad_condition": 0.0,
+ "lr": 0.0003858245649446718,
+ "time_sec": 210.22112345695496
+ },
+ {
+ "epoch": 87,
+ "train_loss": 6.999354568481445,
+ "train_acc": 0.0089,
+ "test_loss": 4.605170932006836,
+ "test_acc": 0.01,
+ "lyapunov": 2.723075409984345,
+ "grad_norm": 0.18428974005449253,
+ "grad_max_sv": 0.0,
+ "grad_min_sv": 0.0,
+ "grad_condition": 0.0,
+ "lr": 0.00037565505641757235,
+ "time_sec": 210.0000035762787
+ },
+ {
+ "epoch": 88,
+ "train_loss": 6.986679251861572,
+ "train_acc": 0.0085,
+ "test_loss": 4.605170610046387,
+ "test_acc": 0.01,
+ "lyapunov": 2.7169672826976727,
+ "grad_norm": 0.12620646621233791,
+ "grad_max_sv": 0.0,
+ "grad_min_sv": 0.0,
+ "grad_condition": 0.0,
+ "lr": 0.00036554008969236695,
+ "time_sec": 209.9843943119049
+ },
+ {
+ "epoch": 89,
+ "train_loss": 7.011478589172364,
+ "train_acc": 0.00836,
+ "test_loss": 4.605170822143554,
+ "test_acc": 0.01,
+ "lyapunov": 2.7271931854355365,
+ "grad_norm": 0.15417699872251808,
+ "grad_max_sv": 0.0,
+ "grad_min_sv": 0.0,
+ "grad_condition": 0.0,
+ "lr": 0.0003554841015277638,
+ "time_sec": 209.97113156318665
+ },
+ {
+ "epoch": 90,
+ "train_loss": 7.101416894836426,
+ "train_acc": 0.00908,
+ "test_loss": 4.605170645141602,
+ "test_acc": 0.01,
+ "lyapunov": 2.7632448941545413,
+ "grad_norm": 0.31835714546200394,
+ "grad_max_sv": 0.0,
+ "grad_min_sv": 0.0,
+ "grad_condition": 0.0,
+ "lr": 0.000345491502812526,
+ "time_sec": 209.9718475341797
+ },
+ {
+ "epoch": 91,
+ "train_loss": 7.0410906286621096,
+ "train_acc": 0.00862,
+ "test_loss": 4.605170471191406,
+ "test_acc": 0.01,
+ "lyapunov": 2.7411284916236274,
+ "grad_norm": 0.3464519876405528,
+ "grad_max_sv": 0.0,
+ "grad_min_sv": 0.0,
+ "grad_condition": 0.0,
+ "lr": 0.0003355666766307081,
+ "time_sec": 209.98472666740417
+ },
+ {
+ "epoch": 92,
+ "train_loss": 7.078473837890625,
+ "train_acc": 0.00868,
+ "test_loss": 4.605170490264893,
+ "test_acc": 0.01,
+ "lyapunov": 2.756490916547263,
+ "grad_norm": 0.3699213952956702,
+ "grad_max_sv": 0.0,
+ "grad_min_sv": 0.0,
+ "grad_condition": 0.0,
+ "lr": 0.00032571397633909225,
+ "time_sec": 209.99044036865234
+ },
+ {
+ "epoch": 93,
+ "train_loss": 6.9829315435791015,
+ "train_acc": 0.00898,
+ "test_loss": 4.605170346069336,
+ "test_acc": 0.01,
+ "lyapunov": 2.71514059576537,
+ "grad_norm": 0.0883076892297495,
+ "grad_max_sv": 0.0,
+ "grad_min_sv": 0.0,
+ "grad_condition": 0.0,
+ "lr": 0.00031593772365766094,
+ "time_sec": 209.9776222705841
+ },
+ {
+ "epoch": 94,
+ "train_loss": 6.9855348080444335,
+ "train_acc": 0.00822,
+ "test_loss": 4.605170868682861,
+ "test_acc": 0.01,
+ "lyapunov": 2.7164944638986417,
+ "grad_norm": 0.1479238762597201,
+ "grad_max_sv": 0.0,
+ "grad_min_sv": 0.0,
+ "grad_condition": 0.0,
+ "lr": 0.0003062422067739483,
+ "time_sec": 210.00643134117126
+ },
+ {
+ "epoch": 95,
+ "train_loss": 6.9874295346069335,
+ "train_acc": 0.00856,
+ "test_loss": 4.605170775604248,
+ "test_acc": 0.01,
+ "lyapunov": 2.7169240917391178,
+ "grad_norm": 0.15626938065528906,
+ "grad_max_sv": 0.0,
+ "grad_min_sv": 0.0,
+ "grad_condition": 0.0,
+ "lr": 0.00029663167846209965,
+ "time_sec": 209.99916791915894
+ },
+ {
+ "epoch": 96,
+ "train_loss": 6.983181795043945,
+ "train_acc": 0.00818,
+ "test_loss": 4.605170436096191,
+ "test_acc": 0.01,
+ "lyapunov": 2.7151255619800305,
+ "grad_norm": 0.12016550567041384,
+ "grad_max_sv": 0.0,
+ "grad_min_sv": 0.0,
+ "grad_condition": 0.0,
+ "lr": 0.00028711035421746345,
+ "time_sec": 210.07179808616638
+ },
+ {
+ "epoch": 97,
+ "train_loss": 6.9956132180786135,
+ "train_acc": 0.0088,
+ "test_loss": 4.6051704200744625,
+ "test_acc": 0.01,
+ "lyapunov": 2.7203723811127647,
+ "grad_norm": 0.14197786423069308,
+ "grad_max_sv": 0.0,
+ "grad_min_sv": 0.0,
+ "grad_condition": 0.0,
+ "lr": 0.00027768241040753615,
+ "time_sec": 209.9841606616974
+ },
+ {
+ "epoch": 98,
+ "train_loss": 6.9846799612426755,
+ "train_acc": 0.00844,
+ "test_loss": 4.605170723724365,
+ "test_acc": 0.01,
+ "lyapunov": 2.715931734465577,
+ "grad_norm": 0.1266081420314572,
+ "grad_max_sv": 0.0,
+ "grad_min_sv": 0.0,
+ "grad_condition": 0.0,
+ "lr": 0.00026835198244006903,
+ "time_sec": 209.96538734436035
+ },
+ {
+ "epoch": 99,
+ "train_loss": 7.002227352294922,
+ "train_acc": 0.0088,
+ "test_loss": 4.605170701599121,
+ "test_acc": 0.01,
+ "lyapunov": 2.7254832943382166,
+ "grad_norm": 0.30098740432801424,
+ "grad_max_sv": 0.0,
+ "grad_min_sv": 0.0,
+ "grad_condition": 0.0,
+ "lr": 0.0002591231629491421,
+ "time_sec": 209.96611714363098
+ },
+ {
+ "epoch": 100,
+ "train_loss": 7.031358368072509,
+ "train_acc": 0.0084,
+ "test_loss": 4.605170401763916,
+ "test_acc": 0.01,
+ "lyapunov": 2.734792661179057,
+ "grad_norm": 0.22052159160290236,
+ "grad_max_sv": 0.0,
+ "grad_min_sv": 0.0,
+ "grad_condition": 0.0,
+ "lr": 0.0002499999999999997,
+ "time_sec": 209.99191045761108
+ },
+ {
+ "epoch": 101,
+ "train_loss": 7.02535282836914,
+ "train_acc": 0.0089,
+ "test_loss": 4.605170426940918,
+ "test_acc": 0.01,
+ "lyapunov": 2.732613311094396,
+ "grad_norm": 0.1884414449751891,
+ "grad_max_sv": 0.0,
+ "grad_min_sv": 0.0,
+ "grad_condition": 0.0,
+ "lr": 0.00024098649531343477,
+ "time_sec": 209.96369862556458
+ },
+ {
+ "epoch": 102,
+ "train_loss": 6.979629467163086,
+ "train_acc": 0.00892,
+ "test_loss": 4.605170404052735,
+ "test_acc": 0.01,
+ "lyapunov": 2.713197677031807,
+ "grad_norm": 0.11445011044498424,
+ "grad_max_sv": 0.0,
+ "grad_min_sv": 0.0,
+ "grad_condition": 0.0,
+ "lr": 0.0002320866025105016,
+ "time_sec": 209.94372940063477
+ },
+ {
+ "epoch": 103,
+ "train_loss": 6.992681996459961,
+ "train_acc": 0.00866,
+ "test_loss": 4.605170614624023,
+ "test_acc": 0.01,
+ "lyapunov": 2.7198261897582228,
+ "grad_norm": 0.11698623871801088,
+ "grad_max_sv": 0.0,
+ "grad_min_sv": 0.0,
+ "grad_condition": 0.0,
+ "lr": 0.0002233042253783278,
+ "time_sec": 209.9833948612213
+ },
+ {
+ "epoch": 104,
+ "train_loss": 6.981217978515625,
+ "train_acc": 0.00812,
+ "test_loss": 4.605170754241944,
+ "test_acc": 0.01,
+ "lyapunov": 2.7141413487436825,
+ "grad_norm": 0.08755411353395318,
+ "grad_max_sv": 0.0,
+ "grad_min_sv": 0.0,
+ "grad_condition": 0.0,
+ "lr": 0.000214643216157784,
+ "time_sec": 210.01173162460327
+ },
+ {
+ "epoch": 105,
+ "train_loss": 6.981228657531738,
+ "train_acc": 0.00804,
+ "test_loss": 4.605170397949219,
+ "test_acc": 0.01,
+ "lyapunov": 2.7141372974571363,
+ "grad_norm": 0.09294871100024936,
+ "grad_max_sv": 0.0,
+ "grad_min_sv": 0.0,
+ "grad_condition": 0.0,
+ "lr": 0.00020610737385376332,
+ "time_sec": 209.94330191612244
+ },
+ {
+ "epoch": 106,
+ "train_loss": 7.012609109344482,
+ "train_acc": 0.0086,
+ "test_loss": 4.605170350646973,
+ "test_acc": 0.01,
+ "lyapunov": 2.7288797901719426,
+ "grad_norm": 0.20993573311720926,
+ "grad_max_sv": 0.0,
+ "grad_min_sv": 0.0,
+ "grad_condition": 0.0,
+ "lr": 0.00019770044256881242,
+ "time_sec": 210.00956416130066
+ },
+ {
+ "epoch": 107,
+ "train_loss": 7.00075564453125,
+ "train_acc": 0.00862,
+ "test_loss": 4.60517020111084,
+ "test_acc": 0.01,
+ "lyapunov": 2.7233152907827627,
+ "grad_norm": 0.15372921012205631,
+ "grad_max_sv": 0.0,
+ "grad_min_sv": 0.0,
+ "grad_condition": 0.0,
+ "lr": 0.0001894261098608447,
+ "time_sec": 210.00604104995728
+ },
+ {
+ "epoch": 108,
+ "train_loss": 7.0513025799560545,
+ "train_acc": 0.00884,
+ "test_loss": 4.605170352172852,
+ "test_acc": 0.01,
+ "lyapunov": 2.7449967105065465,
+ "grad_norm": 0.27576954124117053,
+ "grad_max_sv": 0.0,
+ "grad_min_sv": 0.0,
+ "grad_condition": 0.0,
+ "lr": 0.000181288005125655,
+ "time_sec": 209.93969535827637
+ },
+ {
+ "epoch": 109,
+ "train_loss": 6.980083810424805,
+ "train_acc": 0.00836,
+ "test_loss": 4.605170263671875,
+ "test_acc": 0.01,
+ "lyapunov": 2.713495020366386,
+ "grad_norm": 0.08939231438623309,
+ "grad_max_sv": 0.0,
+ "grad_min_sv": 0.0,
+ "grad_condition": 0.0,
+ "lr": 0.0001732896980049473,
+ "time_sec": 209.99505877494812
+ },
+ {
+ "epoch": 110,
+ "train_loss": 6.984004687805176,
+ "train_acc": 0.00854,
+ "test_loss": 4.60517056350708,
+ "test_acc": 0.01,
+ "lyapunov": 2.715787248538278,
+ "grad_norm": 0.09252734679044972,
+ "grad_max_sv": 0.0,
+ "grad_min_sv": 0.0,
+ "grad_condition": 0.0,
+ "lr": 0.00016543469682057076,
+ "time_sec": 209.9858946800232
+ },
+ {
+ "epoch": 111,
+ "train_loss": 6.983103836517334,
+ "train_acc": 0.00846,
+ "test_loss": 4.6051701759338375,
+ "test_acc": 0.01,
+ "lyapunov": 2.715198960145721,
+ "grad_norm": 0.12412466148890375,
+ "grad_max_sv": 0.0,
+ "grad_min_sv": 0.0,
+ "grad_condition": 0.0,
+ "lr": 0.00015772644703565552,
+ "time_sec": 209.98376154899597
+ },
+ {
+ "epoch": 112,
+ "train_loss": 7.001786309051513,
+ "train_acc": 0.00842,
+ "test_loss": 4.605170098876953,
+ "test_acc": 0.01,
+ "lyapunov": 2.7237192645402213,
+ "grad_norm": 0.2611435951973152,
+ "grad_max_sv": 0.0,
+ "grad_min_sv": 0.0,
+ "grad_condition": 0.0,
+ "lr": 0.00015016832974331713,
+ "time_sec": 210.04836750030518
+ },
+ {
+ "epoch": 113,
+ "train_loss": 6.985844685974121,
+ "train_acc": 0.0083,
+ "test_loss": 4.605170079040527,
+ "test_acc": 0.01,
+ "lyapunov": 2.716268786993783,
+ "grad_norm": 0.12269496905075315,
+ "grad_max_sv": 0.0,
+ "grad_min_sv": 0.0,
+ "grad_condition": 0.0,
+ "lr": 0.00014276366018359834,
+ "time_sec": 210.01298427581787
+ },
+ {
+ "epoch": 114,
+ "train_loss": 6.982051696472168,
+ "train_acc": 0.0086,
+ "test_loss": 4.605170341491699,
+ "test_acc": 0.01,
+ "lyapunov": 2.7146723093584066,
+ "grad_norm": 0.10102267353118359,
+ "grad_max_sv": 0.0,
+ "grad_min_sv": 0.0,
+ "grad_condition": 0.0,
+ "lr": 0.00013551568628929425,
+ "time_sec": 209.98340034484863
+ },
+ {
+ "epoch": 115,
+ "train_loss": 6.97831426361084,
+ "train_acc": 0.00934,
+ "test_loss": 4.60517028503418,
+ "test_acc": 0.01,
+ "lyapunov": 2.7124323881495638,
+ "grad_norm": 0.0910994755377039,
+ "grad_max_sv": 0.0,
+ "grad_min_sv": 0.0,
+ "grad_condition": 0.0,
+ "lr": 0.00012842758726130276,
+ "time_sec": 209.99640536308289
+ },
+ {
+ "epoch": 116,
+ "train_loss": 6.9820148625183105,
+ "train_acc": 0.00932,
+ "test_loss": 4.605170400238037,
+ "test_acc": 0.01,
+ "lyapunov": 2.7146591920681926,
+ "grad_norm": 0.10075615501603827,
+ "grad_max_sv": 0.0,
+ "grad_min_sv": 0.0,
+ "grad_condition": 0.0,
+ "lr": 0.0001215024721741218,
+ "time_sec": 209.9244248867035
+ },
+ {
+ "epoch": 117,
+ "train_loss": 6.9843703225708005,
+ "train_acc": 0.00914,
+ "test_loss": 4.605170434570312,
+ "test_acc": 0.01,
+ "lyapunov": 2.715647294393281,
+ "grad_norm": 0.11228216953551147,
+ "grad_max_sv": 0.0,
+ "grad_min_sv": 0.0,
+ "grad_condition": 0.0,
+ "lr": 0.00011474337861210538,
+ "time_sec": 209.9830358028412
+ },
+ {
+ "epoch": 118,
+ "train_loss": 7.017746971740722,
+ "train_acc": 0.00848,
+ "test_loss": 4.605170096588135,
+ "test_acc": 0.01,
+ "lyapunov": 2.7295747071580814,
+ "grad_norm": 0.20995938315988794,
+ "grad_max_sv": 0.0,
+ "grad_min_sv": 0.0,
+ "grad_condition": 0.0,
+ "lr": 0.00010815327133708009,
+ "time_sec": 209.98030400276184
+ },
+ {
+ "epoch": 119,
+ "train_loss": 6.992286892089844,
+ "train_acc": 0.00848,
+ "test_loss": 4.605170076751709,
+ "test_acc": 0.01,
+ "lyapunov": 2.7198437071212416,
+ "grad_norm": 0.13966024517159772,
+ "grad_max_sv": 0.0,
+ "grad_min_sv": 0.0,
+ "grad_condition": 0.0,
+ "lr": 0.00010173504098790182,
+ "time_sec": 209.8962001800537
+ },
+ {
+ "epoch": 120,
+ "train_loss": 6.988741851654053,
+ "train_acc": 0.00882,
+ "test_loss": 4.605170139312744,
+ "test_acc": 0.01,
+ "lyapunov": 2.7180907177498272,
+ "grad_norm": 0.16074749971185626,
+ "grad_max_sv": 0.0,
+ "grad_min_sv": 0.0,
+ "grad_condition": 0.0,
+ "lr": 9.549150281252629e-05,
+ "time_sec": 210.00037145614624
+ },
+ {
+ "epoch": 121,
+ "train_loss": 6.9938799935913085,
+ "train_acc": 0.00866,
+ "test_loss": 4.605170372772217,
+ "test_acc": 0.01,
+ "lyapunov": 2.7198036820687297,
+ "grad_norm": 0.15994838954410112,
+ "grad_max_sv": 0.0,
+ "grad_min_sv": 0.0,
+ "grad_condition": 0.0,
+ "lr": 8.942539543314794e-05,
+ "time_sec": 210.0474226474762
+ },
+ {
+ "epoch": 122,
+ "train_loss": 7.0039596870422365,
+ "train_acc": 0.00892,
+ "test_loss": 4.6051700347900395,
+ "test_acc": 0.01,
+ "lyapunov": 2.7259010494212665,
+ "grad_norm": 0.09437754111929303,
+ "grad_max_sv": 0.0,
+ "grad_min_sv": 0.0,
+ "grad_condition": 0.0,
+ "lr": 8.353937964495024e-05,
+ "time_sec": 210.04152083396912
+ },
+ {
+ "epoch": 123,
+ "train_loss": 7.009052494049072,
+ "train_acc": 0.00872,
+ "test_loss": 4.605170434570312,
+ "test_acc": 0.01,
+ "lyapunov": 2.72874392755806,
+ "grad_norm": 0.10432489602660702,
+ "grad_max_sv": 0.0,
+ "grad_min_sv": 0.0,
+ "grad_condition": 0.0,
+ "lr": 7.783603724899243e-05,
+ "time_sec": 210.2749161720276
+ },
+ {
+ "epoch": 124,
+ "train_loss": 7.074693834838867,
+ "train_acc": 0.0093,
+ "test_loss": 4.605170128631592,
+ "test_acc": 0.01,
+ "lyapunov": 2.758679599103415,
+ "grad_norm": 0.22022455692760384,
+ "grad_max_sv": 0.0,
+ "grad_min_sv": 0.0,
+ "grad_condition": 0.0,
+ "lr": 7.231786991974666e-05,
+ "time_sec": 210.06590056419373
+ },
+ {
+ "epoch": 125,
+ "train_loss": 6.982606186523437,
+ "train_acc": 0.00892,
+ "test_loss": 4.605170491027832,
+ "test_acc": 0.01,
+ "lyapunov": 2.7148781255687897,
+ "grad_norm": 0.08823763166065995,
+ "grad_max_sv": 0.0,
+ "grad_min_sv": 0.0,
+ "grad_condition": 0.0,
+ "lr": 6.698729810778072e-05,
+ "time_sec": 210.01559233665466
+ },
+ {
+ "epoch": 126,
+ "train_loss": 6.982140954437256,
+ "train_acc": 0.0086,
+ "test_loss": 4.605170350646973,
+ "test_acc": 0.01,
+ "lyapunov": 2.7147414952592777,
+ "grad_norm": 0.10255408158855737,
+ "grad_max_sv": 0.0,
+ "grad_min_sv": 0.0,
+ "grad_condition": 0.0,
+ "lr": 6.184665997806817e-05,
+ "time_sec": 210.03672337532043
+ },
+ {
+ "epoch": 127,
+ "train_loss": 6.979871159973144,
+ "train_acc": 0.00872,
+ "test_loss": 4.605170230102539,
+ "test_acc": 0.01,
+ "lyapunov": 2.71336467369743,
+ "grad_norm": 0.08818157608440398,
+ "grad_max_sv": 0.0,
+ "grad_min_sv": 0.0,
+ "grad_condition": 0.0,
+ "lr": 5.6898210384392595e-05,
+ "time_sec": 210.00639820098877
+ },
+ {
+ "epoch": 128,
+ "train_loss": 6.985049297180176,
+ "train_acc": 0.00864,
+ "test_loss": 4.605170027160645,
+ "test_acc": 0.01,
+ "lyapunov": 2.716455806551687,
+ "grad_norm": 0.08762261938563776,
+ "grad_max_sv": 0.0,
+ "grad_min_sv": 0.0,
+ "grad_condition": 0.0,
+ "lr": 5.214411988029363e-05,
+ "time_sec": 209.97323060035706
+ },
+ {
+ "epoch": 129,
+ "train_loss": 6.985287237243653,
+ "train_acc": 0.00956,
+ "test_loss": 4.605170120239258,
+ "test_acc": 0.01,
+ "lyapunov": 2.7165556063737406,
+ "grad_norm": 0.08764461237151443,
+ "grad_max_sv": 0.0,
+ "grad_min_sv": 0.0,
+ "grad_condition": 0.0,
+ "lr": 4.7586473766990294e-05,
+ "time_sec": 210.0408091545105
+ },
+ {
+ "epoch": 130,
+ "train_loss": 7.065185516815186,
+ "train_acc": 0.00922,
+ "test_loss": 4.605170118713379,
+ "test_acc": 0.01,
+ "lyapunov": 2.756326196138816,
+ "grad_norm": 0.2237427649903656,
+ "grad_max_sv": 0.0,
+ "grad_min_sv": 0.0,
+ "grad_condition": 0.0,
+ "lr": 4.32272711786996e-05,
+ "time_sec": 210.05785131454468
+ },
+ {
+ "epoch": 131,
+ "train_loss": 7.003630043640137,
+ "train_acc": 0.00874,
+ "test_loss": 4.605170425415039,
+ "test_acc": 0.01,
+ "lyapunov": 2.7251280341916684,
+ "grad_norm": 0.11404915316549034,
+ "grad_max_sv": 0.0,
+ "grad_min_sv": 0.0,
+ "grad_condition": 0.0,
+ "lr": 3.906842420574966e-05,
+ "time_sec": 210.06771302223206
+ },
+ {
+ "epoch": 132,
+ "train_loss": 7.016419371795655,
+ "train_acc": 0.00874,
+ "test_loss": 4.605170411682129,
+ "test_acc": 0.01,
+ "lyapunov": 2.732408604048707,
+ "grad_norm": 0.09643363295807468,
+ "grad_max_sv": 0.0,
+ "grad_min_sv": 0.0,
+ "grad_condition": 0.0,
+ "lr": 3.5111757055874305e-05,
+ "time_sec": 210.00194883346558
+ },
+ {
+ "epoch": 133,
+ "train_loss": 7.027043022460938,
+ "train_acc": 0.00868,
+ "test_loss": 4.605170454406738,
+ "test_acc": 0.01,
+ "lyapunov": 2.7380632366365787,
+ "grad_norm": 0.08968045213589285,
+ "grad_max_sv": 0.0,
+ "grad_min_sv": 0.0,
+ "grad_condition": 0.0,
+ "lr": 3.1359005254054254e-05,
+ "time_sec": 210.257652759552
+ },
+ {
+ "epoch": 134,
+ "train_loss": 7.035782067260742,
+ "train_acc": 0.00788,
+ "test_loss": 4.605170135498047,
+ "test_acc": 0.01,
+ "lyapunov": 2.743028284033851,
+ "grad_norm": 0.09341294223256699,
+ "grad_max_sv": 0.0,
+ "grad_min_sv": 0.0,
+ "grad_condition": 0.0,
+ "lr": 2.7811814881259484e-05,
+ "time_sec": 209.9916913509369
+ },
+ {
+ "epoch": 135,
+ "train_loss": 7.071151198425293,
+ "train_acc": 0.0096,
+ "test_loss": 4.605170458984375,
+ "test_acc": 0.01,
+ "lyapunov": 2.760085921153388,
+ "grad_norm": 0.09297571487706319,
+ "grad_max_sv": 0.0,
+ "grad_min_sv": 0.0,
+ "grad_condition": 0.0,
+ "lr": 2.4471741852423218e-05,
+ "time_sec": 210.2266161441803
+ },
+ {
+ "epoch": 136,
+ "train_loss": 7.034707638702392,
+ "train_acc": 0.00916,
+ "test_loss": 4.605170063018798,
+ "test_acc": 0.01,
+ "lyapunov": 2.742517843880617,
+ "grad_norm": 0.08845657511108296,
+ "grad_max_sv": 0.0,
+ "grad_min_sv": 0.0,
+ "grad_condition": 0.0,
+ "lr": 2.1340251233966362e-05,
+ "time_sec": 210.06171536445618
+ },
+ {
+ "epoch": 137,
+ "train_loss": 7.0274613586425785,
+ "train_acc": 0.00888,
+ "test_loss": 4.605170385742188,
+ "test_acc": 0.01,
+ "lyapunov": 2.7373946475250945,
+ "grad_norm": 0.10398852016478509,
+ "grad_max_sv": 0.0,
+ "grad_min_sv": 0.0,
+ "grad_condition": 0.0,
+ "lr": 1.8418716601170932e-05,
+ "time_sec": 209.9369614124298
+ },
+ {
+ "epoch": 138,
+ "train_loss": 7.025472250366211,
+ "train_acc": 0.0095,
+ "test_loss": 4.605170440673828,
+ "test_acc": 0.01,
+ "lyapunov": 2.736402528670133,
+ "grad_norm": 0.09038559548514402,
+ "grad_max_sv": 0.0,
+ "grad_min_sv": 0.0,
+ "grad_condition": 0.0,
+ "lr": 1.570841943568445e-05,
+ "time_sec": 210.0793435573578
+ },
+ {
+ "epoch": 139,
+ "train_loss": 7.014701705322266,
+ "train_acc": 0.00924,
+ "test_loss": 4.605170342254639,
+ "test_acc": 0.01,
+ "lyapunov": 2.7315333481030084,
+ "grad_norm": 0.10172944851300819,
+ "grad_max_sv": 0.0,
+ "grad_min_sv": 0.0,
+ "grad_condition": 0.0,
+ "lr": 1.3210548563419845e-05,
+ "time_sec": 210.09445595741272
+ },
+ {
+ "epoch": 140,
+ "train_loss": 7.003781777954101,
+ "train_acc": 0.00918,
+ "test_loss": 4.605170393371582,
+ "test_acc": 0.01,
+ "lyapunov": 2.7260687607328604,
+ "grad_norm": 0.08766437036057895,
+ "grad_max_sv": 0.0,
+ "grad_min_sv": 0.0,
+ "grad_condition": 0.0,
+ "lr": 1.0926199633097203e-05,
+ "time_sec": 210.07793593406677
+ },
+ {
+ "epoch": 141,
+ "train_loss": 7.056627904968262,
+ "train_acc": 0.01,
+ "test_loss": 4.60516996383667,
+ "test_acc": 0.01,
+ "lyapunov": 2.7532575478029373,
+ "grad_norm": 0.09441259373264534,
+ "grad_max_sv": 0.0,
+ "grad_min_sv": 0.0,
+ "grad_condition": 0.0,
+ "lr": 8.856374635655688e-06,
+ "time_sec": 210.04277729988098
+ },
+ {
+ "epoch": 142,
+ "train_loss": 6.989320599212647,
+ "train_acc": 0.00982,
+ "test_loss": 4.605170464324951,
+ "test_acc": 0.01,
+ "lyapunov": 2.718763675836041,
+ "grad_norm": 0.08778246721140825,
+ "grad_max_sv": 0.0,
+ "grad_min_sv": 0.0,
+ "grad_condition": 0.0,
+ "lr": 7.001981464747503e-06,
+ "time_sec": 210.0390853881836
+ },
+ {
+ "epoch": 143,
+ "train_loss": 7.0194689248657225,
+ "train_acc": 0.01,
+ "test_loss": 4.605170278930664,
+ "test_acc": 0.01,
+ "lyapunov": 2.7337976069096714,
+ "grad_norm": 0.088168048948687,
+ "grad_max_sv": 0.0,
+ "grad_min_sv": 0.0,
+ "grad_condition": 0.0,
+ "lr": 5.3638335185058295e-06,
+ "time_sec": 210.09060406684875
+ },
+ {
+ "epoch": 144,
+ "train_loss": 6.989500450592041,
+ "train_acc": 0.01,
+ "test_loss": 4.605170496368408,
+ "test_acc": 0.01,
+ "lyapunov": 2.71841098280514,
+ "grad_norm": 0.08876604826979184,
+ "grad_max_sv": 0.0,
+ "grad_min_sv": 0.0,
+ "grad_condition": 0.0,
+ "lr": 3.942649342761114e-06,
+ "time_sec": 210.08678889274597
+ },
+ {
+ "epoch": 145,
+ "train_loss": 6.977725113220215,
+ "train_acc": 0.01,
+ "test_loss": 4.605170376586914,
+ "test_acc": 0.01,
+ "lyapunov": 2.712189649986794,
+ "grad_norm": 0.08740841232989421,
+ "grad_max_sv": 0.0,
+ "grad_min_sv": 0.0,
+ "grad_condition": 0.0,
+ "lr": 2.7390523158633524e-06,
+ "time_sec": 210.07671403884888
+ },
+ {
+ "epoch": 146,
+ "train_loss": 7.063753978881836,
+ "train_acc": 0.01,
+ "test_loss": 4.605170356750488,
+ "test_acc": 0.01,
+ "lyapunov": 2.7562683031077273,
+ "grad_norm": 0.08829447012972118,
+ "grad_max_sv": 0.0,
+ "grad_min_sv": 0.0,
+ "grad_condition": 0.0,
+ "lr": 1.7535703752478133e-06,
+ "time_sec": 210.06147265434265
+ },
+ {
+ "epoch": 147,
+ "train_loss": 6.97903392501831,
+ "train_acc": 0.01,
+ "test_loss": 4.605170056915283,
+ "test_acc": 0.01,
+ "lyapunov": 2.712921044405769,
+ "grad_norm": 0.08792833595670006,
+ "grad_max_sv": 0.0,
+ "grad_min_sv": 0.0,
+ "grad_condition": 0.0,
+ "lr": 9.866357858642196e-07,
+ "time_sec": 210.12889552116394
+ },
+ {
+ "epoch": 148,
+ "train_loss": 7.024583773956299,
+ "train_acc": 0.01,
+ "test_loss": 4.605170234680176,
+ "test_acc": 0.01,
+ "lyapunov": 2.736283694386787,
+ "grad_norm": 0.08841220675764232,
+ "grad_max_sv": 0.0,
+ "grad_min_sv": 0.0,
+ "grad_condition": 0.0,
+ "lr": 4.38584950570808e-07,
+ "time_sec": 210.09635305404663
+ },
+ {
+ "epoch": 149,
+ "train_loss": 6.9777571395874025,
+ "train_acc": 0.01,
+ "test_loss": 4.605170068359375,
+ "test_acc": 0.01,
+ "lyapunov": 2.7121838078169564,
+ "grad_norm": 0.08769792454661404,
+ "grad_max_sv": 0.0,
+ "grad_min_sv": 0.0,
+ "grad_condition": 0.0,
+ "lr": 1.096582625772501e-07,
+ "time_sec": 210.0731065273285
+ },
+ {
+ "epoch": 150,
+ "train_loss": 6.9812114135742185,
+ "train_acc": 0.01,
+ "test_loss": 4.605170178985595,
+ "test_acc": 0.01,
+ "lyapunov": 2.71422858494322,
+ "grad_norm": 0.08799513594752054,
+ "grad_max_sv": 0.0,
+ "grad_min_sv": 0.0,
+ "grad_condition": 0.0,
+ "lr": 0.0,
+ "time_sec": 210.09806776046753
+ }
+ ]
+ }
+} \ No newline at end of file