Skip to content

Instantly share code, notes, and snippets.

@youngwanLEE
Created May 17, 2021 02:43
Show Gist options
  • Star 0 You must be signed in to star a gist
  • Fork 0 You must be signed in to fork a gist
  • Save youngwanLEE/2832bcb7c427cbbc4c80215b90e55bc5 to your computer and use it in GitHub Desktop.
Save youngwanLEE/2832bcb7c427cbbc4c80215b90e55bc5 to your computer and use it in GitHub Desktop.
{"train_lr": 1.000000000000014e-06, "train_loss": 6.953294592666626, "epoch": 0, "n_parameters": 11012584}
{"train_lr": 1.000000000000014e-06, "train_loss": 6.916216502189636, "epoch": 1, "n_parameters": 11012584}
{"train_lr": 0.00040080000000000486, "train_loss": 6.757160351753235, "epoch": 2, "n_parameters": 11012584}
{"train_lr": 0.0008005999999999952, "train_loss": 6.46604700498581, "epoch": 3, "n_parameters": 11012584}
{"train_lr": 0.001200399999999992, "train_loss": 6.19128334608078, "epoch": 4, "n_parameters": 11012584}
{"train_lr": 0.001600200000000024, "train_loss": 5.935502028083802, "epoch": 5, "n_parameters": 11012584}
{"train_lr": 0.001998636387080776, "train_loss": 5.711961209106446, "epoch": 6, "n_parameters": 11012584}
{"train_lr": 0.001998036594786119, "train_loss": 5.488244212532043, "epoch": 7, "n_parameters": 11012584}
{"train_lr": 0.001997327904838336, "train_loss": 5.310556568908692, "epoch": 8, "n_parameters": 11012584}
{"train_lr": 0.0019965103949532784, "train_loss": 5.157329503440857, "test_loss": 2.7357884199564695, "test_acc1": 43.218001196289066, "test_acc5": 69.14400178710937, "epoch": 9, "n_parameters": 11012584}
{"train_lr": 0.0019955841547800715, "train_loss": 5.034714256048202, "epoch": 10, "n_parameters": 11012584}
{"train_lr": 0.0019945492858914225, "train_loss": 4.926398714065551, "epoch": 11, "n_parameters": 11012584}
{"train_lr": 0.001993405901772395, "train_loss": 4.850211461067199, "epoch": 12, "n_parameters": 11012584}
{"train_lr": 0.001992154127807911, "train_loss": 4.767796535634995, "epoch": 13, "n_parameters": 11012584}
{"train_lr": 0.0019907941012691044, "train_loss": 4.685677042341232, "epoch": 14, "n_parameters": 11012584}
{"train_lr": 0.001989325971298189, "train_loss": 4.628773153495788, "epoch": 15, "n_parameters": 11012584}
{"train_lr": 0.0019877498988921443, "train_loss": 4.583719015645981, "epoch": 16, "n_parameters": 11012584}
{"train_lr": 0.001986066056885134, "train_loss": 4.540226227998733, "epoch": 17, "n_parameters": 11012584}
{"train_lr": 0.0019842746299294275, "train_loss": 4.524188478088379, "epoch": 18, "n_parameters": 11012584}
{"train_lr": 0.001982375814475029, "train_loss": 4.457823719120026, "test_loss": 1.879622233732966, "test_acc1": 58.684001640625, "test_acc5": 82.60400251953125, "epoch": 19, "n_parameters": 11012584}
{"train_lr": 0.0019803698187486067, "train_loss": 4.422128643560409, "epoch": 20, "n_parameters": 11012584}
{"train_lr": 0.0019782568627301463, "train_loss": 4.403884598255157, "epoch": 21, "n_parameters": 11012584}
{"train_lr": 0.001976037178129065, "train_loss": 4.352001738977433, "epoch": 22, "n_parameters": 11012584}
{"train_lr": 0.0019737110083587897, "train_loss": 4.3324582713127135, "epoch": 23, "n_parameters": 11012584}
{"train_lr": 0.0019712786085100747, "train_loss": 4.317742436170578, "epoch": 24, "n_parameters": 11012584}
{"train_lr": 0.0019687402453230037, "train_loss": 4.29797587647438, "epoch": 25, "n_parameters": 11012584}
{"train_lr": 0.0019660961971576228, "train_loss": 4.269653366088868, "epoch": 26, "n_parameters": 11012584}
{"train_lr": 0.0019633467539636844, "train_loss": 4.222052185773849, "epoch": 27, "n_parameters": 11012584}
{"train_lr": 0.001960492217248551, "train_loss": 4.222635117197036, "epoch": 28, "n_parameters": 11012584}
{"train_lr": 0.001957532900044391, "train_loss": 4.208130091571808, "test_loss": 1.646450592816331, "test_acc1": 63.424001865234374, "test_acc5": 86.01600251953126, "epoch": 29, "n_parameters": 11012584}
{"train_lr": 0.001954469126873713, "train_loss": 4.205179220247269, "epoch": 30, "n_parameters": 11012584}
{"train_lr": 0.001951301233713696, "train_loss": 4.166231002473832, "epoch": 31, "n_parameters": 11012584}
{"train_lr": 0.0019480295679595446, "train_loss": 4.157593822097779, "epoch": 32, "n_parameters": 11012584}
{"train_lr": 0.0019446544883863159, "train_loss": 4.152420423221588, "epoch": 33, "n_parameters": 11012584}
{"train_lr": 0.0019411763651094502, "train_loss": 4.135917124032974, "epoch": 34, "n_parameters": 11012584}
{"train_lr": 0.001937595579544427, "train_loss": 4.128730968713761, "epoch": 35, "n_parameters": 11012584}
{"train_lr": 0.001933912524364705, "train_loss": 4.113602304029465, "epoch": 36, "n_parameters": 11012584}
{"train_lr": 0.001930127603458811, "train_loss": 4.098618293237686, "epoch": 37, "n_parameters": 11012584}
{"train_lr": 0.0019262412318859173, "train_loss": 4.096578229093551, "epoch": 38, "n_parameters": 11012584}
{"train_lr": 0.0019222538358305567, "train_loss": 4.076721744632721, "test_loss": 1.54514450608319, "test_acc1": 65.21400212890624, "test_acc5": 87.3580025390625, "epoch": 39, "n_parameters": 11012584}
{"train_lr": 0.001918165852555555, "train_loss": 4.062182316446305, "epoch": 40, "n_parameters": 11012584}
{"train_lr": 0.0019139777303543795, "train_loss": 4.06220223994255, "epoch": 41, "n_parameters": 11012584}
{"train_lr": 0.001909689928501825, "train_loss": 4.04849697933197, "epoch": 42, "n_parameters": 11012584}
{"train_lr": 0.0019053029172036804, "train_loss": 4.044266790819168, "epoch": 43, "n_parameters": 11012584}
{"train_lr": 0.0019008171775451953, "train_loss": 4.033740746736527, "epoch": 44, "n_parameters": 11012584}
{"train_lr": 0.0018962332014382086, "train_loss": 4.022728524303436, "epoch": 45, "n_parameters": 11012584}
{"train_lr": 0.001891551491567408, "train_loss": 4.007157931804657, "epoch": 46, "n_parameters": 11012584}
{"train_lr": 0.0018867725613350525, "train_loss": 4.010839750146866, "epoch": 47, "n_parameters": 11012584}
{"train_lr": 0.0018818969348046717, "train_loss": 4.007161900758743, "epoch": 48, "n_parameters": 11012584}
{"train_lr": 0.0018769251466436497, "train_loss": 3.9998013288497924, "test_loss": 1.4792245608249694, "test_acc1": 66.97200229492188, "test_acc5": 88.26600228515625, "epoch": 49, "n_parameters": 11012584}
{"train_lr": 0.0018718577420645882, "train_loss": 3.9921921747207643, "epoch": 50, "n_parameters": 11012584}
{"train_lr": 0.0018666952767655116, "train_loss": 3.97770991024971, "epoch": 51, "n_parameters": 11012584}
{"train_lr": 0.0018614383168689146, "train_loss": 3.9811950552463533, "epoch": 52, "n_parameters": 11012584}
{"train_lr": 0.0018560874388596986, "train_loss": 3.9710284725666045, "epoch": 53, "n_parameters": 11012584}
{"train_lr": 0.0018506432295219242, "train_loss": 3.9533769406795503, "epoch": 54, "n_parameters": 11012584}
{"train_lr": 0.0018451062858745107, "train_loss": 3.959053483104706, "epoch": 55, "n_parameters": 11012584}
{"train_lr": 0.0018394772151057051, "train_loss": 3.952005379295349, "epoch": 56, "n_parameters": 11012584}
{"train_lr": 0.00183375663450656, "train_loss": 3.939856173801422, "epoch": 57, "n_parameters": 11012584}
{"train_lr": 0.0018279451714031726, "train_loss": 3.932825886440277, "epoch": 58, "n_parameters": 11012584}
{"train_lr": 0.0018220434630880139, "train_loss": 3.935210525417328, "test_loss": 1.4788848279996682, "test_acc1": 67.40800197265625, "test_acc5": 88.57000259765626, "epoch": 59, "n_parameters": 11012584}
{"train_lr": 0.001816052156749922, "train_loss": 3.9133713237285614, "epoch": 60, "n_parameters": 11012584}
{"train_lr": 0.0018099719094030562, "train_loss": 3.928033826637268, "epoch": 61, "n_parameters": 11012584}
{"train_lr": 0.0018038033878151612, "train_loss": 3.9223540845870972, "epoch": 62, "n_parameters": 11012584}
{"train_lr": 0.0017975472684340769, "train_loss": 3.9163522842884064, "epoch": 63, "n_parameters": 11012584}
{"train_lr": 0.001791204237313821, "train_loss": 3.906424842786789, "epoch": 64, "n_parameters": 11012584}
{"train_lr": 0.0017847749900392373, "train_loss": 3.895079346752167, "epoch": 65, "n_parameters": 11012584}
{"train_lr": 0.0017782602316496962, "train_loss": 3.8872561240673065, "epoch": 66, "n_parameters": 11012584}
{"train_lr": 0.001771660676561891, "train_loss": 3.8903480146884917, "epoch": 67, "n_parameters": 11012584}
{"train_lr": 0.0017649770484914644, "train_loss": 3.8745800951480867, "epoch": 68, "n_parameters": 11012584}
{"train_lr": 0.001758210080373487, "train_loss": 3.8883008063316344, "test_loss": 1.4090406685385086, "test_acc1": 68.67200184570312, "test_acc5": 89.35200267578125, "epoch": 69, "n_parameters": 11012584}
{"train_lr": 0.0017513605142822869, "train_loss": 3.9032758251667024, "epoch": 70, "n_parameters": 11012584}
{"train_lr": 0.0017444291013499953, "train_loss": 3.855176164960861, "epoch": 71, "n_parameters": 11012584}
{"train_lr": 0.0017374166016841382, "train_loss": 3.866120794916153, "epoch": 72, "n_parameters": 11012584}
{"train_lr": 0.0017303237842842885, "train_loss": 3.8650398788928984, "epoch": 73, "n_parameters": 11012584}
{"train_lr": 0.0017231514269578777, "train_loss": 3.8649333591461184, "epoch": 74, "n_parameters": 11012584}
{"train_lr": 0.0017159003162346125, "train_loss": 3.851653952264786, "epoch": 75, "n_parameters": 11012584}
{"train_lr": 0.0017085712472806275, "train_loss": 3.864297611284256, "epoch": 76, "n_parameters": 11012584}
{"train_lr": 0.0017011650238107929, "train_loss": 3.839709702348709, "epoch": 77, "n_parameters": 11012584}
{"train_lr": 0.0016936824580010494, "train_loss": 3.8498288924217223, "epoch": 78, "n_parameters": 11012584}
{"train_lr": 0.0016861243703990485, "train_loss": 3.837545980167389, "test_loss": 1.3514437980324256, "test_acc1": 69.6280019921875, "test_acc5": 89.8260021875, "epoch": 79, "n_parameters": 11012584}
{"train_lr": 0.0016784915898342418, "train_loss": 3.8279995031356813, "epoch": 80, "n_parameters": 11012584}
{"train_lr": 0.0016707849533270642, "train_loss": 3.8325819984912872, "epoch": 81, "n_parameters": 11012584}
{"train_lr": 0.001663005305997046, "train_loss": 3.8348296914577484, "epoch": 82, "n_parameters": 11012584}
{"train_lr": 0.0016551535009701407, "train_loss": 3.833824629831314, "epoch": 83, "n_parameters": 11012584}
{"train_lr": 0.0016472303992853554, "train_loss": 3.8097566403388976, "epoch": 84, "n_parameters": 11012584}
{"train_lr": 0.001639236869799943, "train_loss": 3.815930863046646, "epoch": 85, "n_parameters": 11012584}
{"train_lr": 0.0016311737890946031, "train_loss": 3.8157841436386106, "epoch": 86, "n_parameters": 11012584}
{"train_lr": 0.0016230420413768944, "train_loss": 3.7981817821502686, "epoch": 87, "n_parameters": 11012584}
{"train_lr": 0.0016148425183847227, "train_loss": 3.808651133441925, "epoch": 88, "n_parameters": 11012584}
{"train_lr": 0.0016065761192880518, "train_loss": 3.7946405608177187, "test_loss": 1.3613538027719687, "test_acc1": 69.870002265625, "test_acc5": 89.850002578125, "epoch": 89, "n_parameters": 11012584}
{"train_lr": 0.0015982437505908042, "train_loss": 3.7996633642673494, "epoch": 90, "n_parameters": 11012584}
{"train_lr": 0.0015898463260309926, "train_loss": 3.775435505628586, "epoch": 91, "n_parameters": 11012584}
{"train_lr": 0.0015813847664809548, "train_loss": 3.7934477549552916, "epoch": 92, "n_parameters": 11012584}
{"train_lr": 0.0015728599998460196, "train_loss": 3.7895672785758974, "epoch": 93, "n_parameters": 11012584}
{"train_lr": 0.0015642729609628499, "train_loss": 3.7836858652591707, "epoch": 94, "n_parameters": 11012584}
{"train_lr": 0.0015556245914971397, "train_loss": 3.773691854572296, "epoch": 95, "n_parameters": 11012584}
{"train_lr": 0.00154691583983993, "train_loss": 3.7773556223392486, "epoch": 96, "n_parameters": 11012584}
{"train_lr": 0.0015381476610041088, "train_loss": 3.7673660313129425, "epoch": 97, "n_parameters": 11012584}
{"train_lr": 0.001529321016519175, "train_loss": 3.7565869029045107, "epoch": 98, "n_parameters": 11012584}
{"train_lr": 0.001520436874326258, "train_loss": 3.765943012046814, "test_loss": 1.3069851842090374, "test_acc1": 70.34800208007813, "test_acc5": 90.51200248046875, "epoch": 99, "n_parameters": 11012584}
{"train_lr": 0.0015114962086716307, "train_loss": 3.76526745429039, "epoch": 100, "n_parameters": 11012584}
{"train_lr": 0.001502499999999986, "train_loss": 3.755482467842102, "epoch": 101, "n_parameters": 11012584}
{"train_lr": 0.0014934492348470658, "train_loss": 3.7508503890037534, "epoch": 102, "n_parameters": 11012584}
{"train_lr": 0.0014843449057312158, "train_loss": 3.7371462015628816, "epoch": 103, "n_parameters": 11012584}
{"train_lr": 0.0014751880110447145, "train_loss": 3.7421384607315065, "epoch": 104, "n_parameters": 11012584}
{"train_lr": 0.001465979554944238, "train_loss": 3.7287262519836424, "epoch": 105, "n_parameters": 11012584}
{"train_lr": 0.0014567205472408619, "train_loss": 3.731429372739792, "epoch": 106, "n_parameters": 11012584}
{"train_lr": 0.0014474120032890111, "train_loss": 3.7191249631881713, "epoch": 107, "n_parameters": 11012584}
{"train_lr": 0.0014380549438754759, "train_loss": 3.727022717046738, "epoch": 108, "n_parameters": 11012584}
{"train_lr": 0.0014286503951072302, "train_loss": 3.723297770166397, "test_loss": 1.2808091390223904, "test_acc1": 70.99600235351562, "test_acc5": 90.77400236328126, "epoch": 109, "n_parameters": 11012584}
{"train_lr": 0.0014191993882991215, "train_loss": 3.7274838039398195, "epoch": 110, "n_parameters": 11012584}
{"train_lr": 0.0014097029598604254, "train_loss": 3.733355791711807, "epoch": 111, "n_parameters": 11012584}
{"train_lr": 0.0014001621511816294, "train_loss": 3.722723714351654, "epoch": 112, "n_parameters": 11012584}
{"train_lr": 0.0013905780085198332, "train_loss": 3.7279574748039246, "epoch": 113, "n_parameters": 11012584}
{"train_lr": 0.0013809515828843947, "train_loss": 3.6985023284435274, "epoch": 114, "n_parameters": 11012584}
{"train_lr": 0.001371283929921252, "train_loss": 3.7039936124801636, "epoch": 115, "n_parameters": 11012584}
{"train_lr": 0.0013615761097975846, "train_loss": 3.7077320280075075, "epoch": 116, "n_parameters": 11012584}
{"train_lr": 0.0013518291870852068, "train_loss": 3.7045882715702056, "epoch": 117, "n_parameters": 11012584}
{"train_lr": 0.001342044230644075, "train_loss": 3.698581556415558, "epoch": 118, "n_parameters": 11012584}
{"train_lr": 0.0013322223135049062, "train_loss": 3.7057183498382567, "test_loss": 1.25227392743562, "test_acc1": 71.29200239257813, "test_acc5": 90.776002421875, "epoch": 119, "n_parameters": 11012584}
{"train_lr": 0.0013223645127515833, "train_loss": 3.692452658176422, "epoch": 120, "n_parameters": 11012584}
{"train_lr": 0.0013124719094030836, "train_loss": 3.6841174528598786, "epoch": 121, "n_parameters": 11012584}
{"train_lr": 0.0013025455882947966, "train_loss": 3.6838255560398103, "epoch": 122, "n_parameters": 11012584}
{"train_lr": 0.0012925866379597335, "train_loss": 3.681917430400848, "epoch": 123, "n_parameters": 11012584}
{"train_lr": 0.0012825961505090464, "train_loss": 3.671034291124344, "epoch": 124, "n_parameters": 11012584}
{"train_lr": 0.0012725752215121742, "train_loss": 3.671450702905655, "epoch": 125, "n_parameters": 11012584}
{"train_lr": 0.0012625249498769997, "train_loss": 3.6727313072681427, "epoch": 126, "n_parameters": 11012584}
{"train_lr": 0.001252446437729036, "train_loss": 3.665943933010101, "epoch": 127, "n_parameters": 11012584}
{"train_lr": 0.0012423407902906966, "train_loss": 3.664784660243988, "epoch": 128, "n_parameters": 11012584}
{"train_lr": 0.0012322091157600879, "train_loss": 3.6650855080127718, "test_loss": 1.2357533505854716, "test_acc1": 71.8980023828125, "test_acc5": 91.03400263671875, "epoch": 129, "n_parameters": 11012584}
{"train_lr": 0.0012220525251895782, "train_loss": 3.6599169711112975, "epoch": 130, "n_parameters": 11012584}
{"train_lr": 0.0012118721323636577, "train_loss": 3.649685821056366, "epoch": 131, "n_parameters": 11012584}
{"train_lr": 0.0012016690536772385, "train_loss": 3.6534955649852754, "epoch": 132, "n_parameters": 11012584}
{"train_lr": 0.0011914444080127838, "train_loss": 3.6461339878082275, "epoch": 133, "n_parameters": 11012584}
{"train_lr": 0.0011811993166179777, "train_loss": 3.6492819578170774, "epoch": 134, "n_parameters": 11012584}
{"train_lr": 0.0011709349029825147, "train_loss": 3.6419495817661285, "epoch": 135, "n_parameters": 11012584}
{"train_lr": 0.0011606522927150125, "train_loss": 3.6387720224380495, "epoch": 136, "n_parameters": 11012584}
{"train_lr": 0.0011503526134195895, "train_loss": 3.6348731727600097, "epoch": 137, "n_parameters": 11012584}
{"train_lr": 0.0011400369945721316, "train_loss": 3.644981384038925, "epoch": 138, "n_parameters": 11012584}
{"train_lr": 0.0011297065673964897, "train_loss": 3.6365682476997376, "test_loss": 1.1993293223035244, "test_acc1": 72.20800248046875, "test_acc5": 91.302002578125, "epoch": 139, "n_parameters": 11012584}
{"train_lr": 0.0011193624647404161, "train_loss": 3.619321134185791, "epoch": 140, "n_parameters": 11012584}
{"train_lr": 0.0011090058209513058, "train_loss": 3.622994448852539, "epoch": 141, "n_parameters": 11012584}
{"train_lr": 0.0010986377717519076, "train_loss": 3.6043148868560793, "epoch": 142, "n_parameters": 11012584}
{"train_lr": 0.0010882594541156475, "train_loss": 3.6216485723018645, "epoch": 143, "n_parameters": 11012584}
{"train_lr": 0.0010778720061419887, "train_loss": 3.6083843325138094, "epoch": 144, "n_parameters": 11012584}
{"train_lr": 0.0010674765669316634, "train_loss": 3.6071792914390564, "epoch": 145, "n_parameters": 11012584}
{"train_lr": 0.0010570742764617331, "train_loss": 3.589776709365845, "epoch": 146, "n_parameters": 11012584}
{"train_lr": 0.0010466662754605642, "train_loss": 3.602297637987137, "epoch": 147, "n_parameters": 11012584}
{"train_lr": 0.0010362537052827404, "train_loss": 3.6002886620521544, "epoch": 148, "n_parameters": 11012584}
{"train_lr": 0.001025837707783939, "train_loss": 3.586218427991867, "test_loss": 1.2028278050986865, "test_acc1": 73.11400240234374, "test_acc5": 91.67800234375, "epoch": 149, "n_parameters": 11012584}
{"train_lr": 0.0010154194251956715, "train_loss": 3.59241202917099, "epoch": 150, "n_parameters": 11012584}
{"train_lr": 0.0010049999999999998, "train_loss": 3.583875234031677, "epoch": 151, "n_parameters": 11012584}
{"train_lr": 0.0009945805748043269, "train_loss": 3.5862449339866638, "epoch": 152, "n_parameters": 11012584}
{"train_lr": 0.0009841622922160595, "train_loss": 3.5718375044345856, "epoch": 153, "n_parameters": 11012584}
{"train_lr": 0.0009737462947172567, "train_loss": 3.584972804403305, "epoch": 154, "n_parameters": 11012584}
{"train_lr": 0.0009633337245394507, "train_loss": 3.5772784866809846, "epoch": 155, "n_parameters": 11012584}
{"train_lr": 0.0009529257235382671, "train_loss": 3.5613061440467835, "epoch": 156, "n_parameters": 11012584}
{"train_lr": 0.0009425234330683322, "train_loss": 3.563134234046936, "epoch": 157, "n_parameters": 11012584}
{"train_lr": 0.0009321279938580015, "train_loss": 3.551136120891571, "epoch": 158, "n_parameters": 11012584}
{"train_lr": 0.0009217405458843428, "train_loss": 3.56964357175827, "test_loss": 1.2060993595887686, "test_acc1": 73.26000250976563, "test_acc5": 91.940002578125, "epoch": 159, "n_parameters": 11012584}
{"train_lr": 0.0009113622282480682, "train_loss": 3.542851338005066, "epoch": 160, "n_parameters": 11012584}
{"train_lr": 0.0009009941790486906, "train_loss": 3.5323512155056, "epoch": 161, "n_parameters": 11012584}
{"train_lr": 0.0008906375352595949, "train_loss": 3.545285350227356, "epoch": 162, "n_parameters": 11012584}
{"train_lr": 0.0008802934326035285, "train_loss": 3.5367397412776946, "epoch": 163, "n_parameters": 11012584}
{"train_lr": 0.0008699630054278571, "train_loss": 3.535629466867447, "epoch": 164, "n_parameters": 11012584}
{"train_lr": 0.0008596473865803981, "train_loss": 3.5371979557514193, "epoch": 165, "n_parameters": 11012584}
{"train_lr": 0.0008493477072849636, "train_loss": 3.517235038089752, "epoch": 166, "n_parameters": 11012584}
{"train_lr": 0.0008390650970174776, "train_loss": 3.5255824567317964, "epoch": 167, "n_parameters": 11012584}
{"train_lr": 0.0008288006833820217, "train_loss": 3.531136098718643, "epoch": 168, "n_parameters": 11012584}
{"train_lr": 0.0008185555919871931, "train_loss": 3.515713390207291, "test_loss": 1.1738164154172854, "test_acc1": 73.9600025390625, "test_acc5": 91.996002734375, "epoch": 169, "n_parameters": 11012584}
{"train_lr": 0.0008083309463227669, "train_loss": 3.5105296369552614, "epoch": 170, "n_parameters": 11012584}
{"train_lr": 0.0007981278676363329, "train_loss": 3.5108958568096162, "epoch": 171, "n_parameters": 11012584}
{"train_lr": 0.000787947474810435, "train_loss": 3.505288958644867, "epoch": 172, "n_parameters": 11012584}
{"train_lr": 0.000777790884239903, "train_loss": 3.492799219703674, "epoch": 173, "n_parameters": 11012584}
{"train_lr": 0.0007676592097093228, "train_loss": 3.4984517238616943, "epoch": 174, "n_parameters": 11012584}
{"train_lr": 0.0007575535622709732, "train_loss": 3.491553132534027, "epoch": 175, "n_parameters": 11012584}
{"train_lr": 0.0007474750501230004, "train_loss": 3.4845849419116974, "epoch": 176, "n_parameters": 11012584}
{"train_lr": 0.0007374247784878152, "train_loss": 3.487401314687729, "epoch": 177, "n_parameters": 11012584}
{"train_lr": 0.0007274038494909776, "train_loss": 3.4816515142440796, "epoch": 178, "n_parameters": 11012584}
{"train_lr": 0.0007174133620402438, "train_loss": 3.4746803956031798, "test_loss": 1.1468713426862964, "test_acc1": 74.20800212890624, "test_acc5": 92.40000208984375, "epoch": 179, "n_parameters": 11012584}
{"train_lr": 0.0007074544117051817, "train_loss": 3.477008481693268, "epoch": 180, "n_parameters": 11012584}
{"train_lr": 0.0006975280905969228, "train_loss": 3.4835866220474245, "epoch": 181, "n_parameters": 11012584}
{"train_lr": 0.0006876354872484249, "train_loss": 3.484331275844574, "epoch": 182, "n_parameters": 11012584}
{"train_lr": 0.0006777776864951158, "train_loss": 3.470219254922867, "epoch": 183, "n_parameters": 11012584}
{"train_lr": 0.0006679557693559266, "train_loss": 3.4674286569118498, "epoch": 184, "n_parameters": 11012584}
{"train_lr": 0.0006581708129148005, "train_loss": 3.4420848163127897, "epoch": 185, "n_parameters": 11012584}
{"train_lr": 0.0006484238902024218, "train_loss": 3.459476336956024, "epoch": 186, "n_parameters": 11012584}
{"train_lr": 0.0006387160700787467, "train_loss": 3.4508643656730653, "epoch": 187, "n_parameters": 11012584}
{"train_lr": 0.0006290484171156273, "train_loss": 3.4341374913692473, "epoch": 188, "n_parameters": 11012584}
{"train_lr": 0.0006194219914801667, "train_loss": 3.4327466549396517, "test_loss": 1.1091051502082183, "test_acc1": 74.96400227539063, "test_acc5": 92.66800279296875, "epoch": 189, "n_parameters": 11012584}
{"train_lr": 0.0006098378488184019, "train_loss": 3.4483612431526183, "epoch": 190, "n_parameters": 11012584}
{"train_lr": 0.0006002970401395845, "train_loss": 3.4284778351306917, "epoch": 191, "n_parameters": 11012584}
{"train_lr": 0.0005908006117009099, "train_loss": 3.4241707592010497, "epoch": 192, "n_parameters": 11012584}
{"train_lr": 0.0005813496048927555, "train_loss": 3.4343736311435697, "epoch": 193, "n_parameters": 11012584}
{"train_lr": 0.0005719450561245304, "train_loss": 3.4126962014198305, "epoch": 194, "n_parameters": 11012584}
{"train_lr": 0.0005625879967109951, "train_loss": 3.4195874269485476, "epoch": 195, "n_parameters": 11012584}
{"train_lr": 0.0005532794527591455, "train_loss": 3.4119481517791748, "epoch": 196, "n_parameters": 11012584}
{"train_lr": 0.0005440204450557438, "train_loss": 3.4011328820705415, "epoch": 197, "n_parameters": 11012584}
{"train_lr": 0.0005348119889552909, "train_loss": 3.4064923907756803, "epoch": 198, "n_parameters": 11012584}
{"train_lr": 0.0005256550942687902, "train_loss": 3.4095243144989014, "test_loss": 1.1003504773132673, "test_acc1": 75.5280022265625, "test_acc5": 92.83400271484375, "epoch": 199, "n_parameters": 11012584}
{"train_lr": 0.0005165507651529403, "train_loss": 3.3970263149261473, "epoch": 200, "n_parameters": 11012584}
{"train_lr": 0.0005074999999999954, "train_loss": 3.3982618544101717, "epoch": 201, "n_parameters": 11012584}
{"train_lr": 0.0004985037913283765, "train_loss": 3.390126396417618, "epoch": 202, "n_parameters": 11012584}
{"train_lr": 0.0004895631256737371, "train_loss": 3.377139839696884, "epoch": 203, "n_parameters": 11012584}
{"train_lr": 0.00048067898348080857, "train_loss": 3.3717786058425903, "epoch": 204, "n_parameters": 11012584}
{"train_lr": 0.0004718523389958997, "train_loss": 3.377111371707916, "epoch": 205, "n_parameters": 11012584}
{"train_lr": 0.00046308416016005297, "train_loss": 3.362817960691452, "epoch": 206, "n_parameters": 11012584}
{"train_lr": 0.0004543754085028727, "train_loss": 3.385453936767578, "epoch": 207, "n_parameters": 11012584}
{"train_lr": 0.0004457270390371328, "train_loss": 3.373842999315262, "epoch": 208, "n_parameters": 11012584}
{"train_lr": 0.00043714000015399046, "train_loss": 3.356439380502701, "test_loss": 1.0674974017470849, "test_acc1": 76.0400023828125, "test_acc5": 93.15200294921875, "epoch": 209, "n_parameters": 11012584}
{"train_lr": 0.00042861523351903384, "train_loss": 3.349340010380745, "epoch": 210, "n_parameters": 11012584}
{"train_lr": 0.00042015367396899144, "train_loss": 3.3517416617870333, "epoch": 211, "n_parameters": 11012584}
{"train_lr": 0.00041175624940920726, "train_loss": 3.3574094345092775, "epoch": 212, "n_parameters": 11012584}
{"train_lr": 0.0004034238807119345, "train_loss": 3.3572802510261535, "epoch": 213, "n_parameters": 11012584}
{"train_lr": 0.00039515748161528426, "train_loss": 3.3393647725582123, "epoch": 214, "n_parameters": 11012584}
{"train_lr": 0.00038695795862308516, "train_loss": 3.3414799050331117, "epoch": 215, "n_parameters": 11012584}
{"train_lr": 0.00037882621090540883, "train_loss": 3.3347384262084963, "epoch": 216, "n_parameters": 11012584}
{"train_lr": 0.0003707631302000487, "train_loss": 3.3218997199058533, "epoch": 217, "n_parameters": 11012584}
{"train_lr": 0.00036276960071466473, "train_loss": 3.3294755980968476, "epoch": 218, "n_parameters": 11012584}
{"train_lr": 0.00035484649902984313, "train_loss": 3.318688197755814, "test_loss": 1.047384201342823, "test_acc1": 76.45400265625, "test_acc5": 93.30200271484375, "epoch": 219, "n_parameters": 11012584}
{"train_lr": 0.00034699469400296305, "train_loss": 3.315554607319832, "epoch": 220, "n_parameters": 11012584}
{"train_lr": 0.0003392150466729394, "train_loss": 3.3051379138946535, "epoch": 221, "n_parameters": 11012584}
{"train_lr": 0.00033150841016574967, "train_loss": 3.3036058445453644, "epoch": 222, "n_parameters": 11012584}
{"train_lr": 0.00032387562960095584, "train_loss": 3.2999576963186263, "epoch": 223, "n_parameters": 11012584}
{"train_lr": 0.0003163175419989479, "train_loss": 3.30712067425251, "epoch": 224, "n_parameters": 11012584}
{"train_lr": 0.00030883497618919975, "train_loss": 3.2950181413173674, "epoch": 225, "n_parameters": 11012584}
{"train_lr": 0.0003014287527193815, "train_loss": 3.2927621428012848, "epoch": 226, "n_parameters": 11012584}
{"train_lr": 0.0002940996837653622, "train_loss": 3.276341841173172, "epoch": 227, "n_parameters": 11012584}
{"train_lr": 0.0002868485730421277, "train_loss": 3.288945778846741, "epoch": 228, "n_parameters": 11012584}
{"train_lr": 0.00027967621571569945, "train_loss": 3.277713901281357, "test_loss": 1.0277540781570755, "test_acc1": 76.87600236328124, "test_acc5": 93.4840025390625, "epoch": 229, "n_parameters": 11012584}
{"train_lr": 0.00027258339831586544, "train_loss": 3.2740979795217515, "epoch": 230, "n_parameters": 11012584}
{"train_lr": 0.00026557089864999076, "train_loss": 3.2597995117902756, "epoch": 231, "n_parameters": 11012584}
{"train_lr": 0.0002586394857176932, "train_loss": 3.266879770731926, "epoch": 232, "n_parameters": 11012584}
{"train_lr": 0.0002517899196265051, "train_loss": 3.261996674776077, "epoch": 233, "n_parameters": 11012584}
{"train_lr": 0.00024502295150853127, "train_loss": 3.256026100039482, "epoch": 234, "n_parameters": 11012584}
{"train_lr": 0.00023833932343808823, "train_loss": 3.2581630381822584, "epoch": 235, "n_parameters": 11012584}
{"train_lr": 0.0002317397683503114, "train_loss": 3.256483013677597, "epoch": 236, "n_parameters": 11012584}
{"train_lr": 0.0002252250099607895, "train_loss": 3.2438775677919387, "epoch": 237, "n_parameters": 11012584}
{"train_lr": 0.0002187957626861865, "train_loss": 3.2374395010232924, "epoch": 238, "n_parameters": 11012584}
{"train_lr": 0.0002124527315659233, "train_loss": 3.2492602797746657, "test_loss": 1.0134286009173357, "test_acc1": 77.23000263671875, "test_acc5": 93.708002578125, "epoch": 239, "n_parameters": 11012584}
{"train_lr": 0.00020619661218483946, "train_loss": 3.231629196834564, "epoch": 240, "n_parameters": 11012584}
{"train_lr": 0.00020002809059692627, "train_loss": 3.2193472096443174, "epoch": 241, "n_parameters": 11012584}
{"train_lr": 0.0001939478432500911, "train_loss": 3.2228165736436845, "epoch": 242, "n_parameters": 11012584}
{"train_lr": 0.00018795653691196305, "train_loss": 3.221530426955223, "epoch": 243, "n_parameters": 11012584}
{"train_lr": 0.00018205482859681336, "train_loss": 3.219194458889961, "epoch": 244, "n_parameters": 11012584}
{"train_lr": 0.00017624336549345047, "train_loss": 3.215909490942955, "epoch": 245, "n_parameters": 11012584}
{"train_lr": 0.0001705227848943048, "train_loss": 3.222424609851837, "epoch": 246, "n_parameters": 11012584}
{"train_lr": 0.0001648937141254942, "train_loss": 3.2149792454481125, "epoch": 247, "n_parameters": 11012584}
{"train_lr": 0.0001593567704780698, "train_loss": 3.212630941295624, "epoch": 248, "n_parameters": 11012584}
{"train_lr": 0.00015391256114029412, "train_loss": 3.19251438100338, "test_loss": 1.0150157868407155, "test_acc1": 77.75600220703124, "test_acc5": 93.9480025, "epoch": 249, "n_parameters": 11012584}
{"train_lr": 0.00014856168313107535, "train_loss": 3.1848092674970627, "epoch": 250, "n_parameters": 11012584}
{"train_lr": 0.00014330472323448315, "train_loss": 3.1880467636346816, "epoch": 251, "n_parameters": 11012584}
{"train_lr": 0.00013814225793541218, "train_loss": 3.1965802646398545, "epoch": 252, "n_parameters": 11012584}
{"train_lr": 0.000133074853356355, "train_loss": 3.1795303903102874, "epoch": 253, "n_parameters": 11012584}
{"train_lr": 0.00012810306519533426, "train_loss": 3.1779859199523925, "epoch": 254, "n_parameters": 11012584}
{"train_lr": 0.00012322743866494126, "train_loss": 3.1662240220785143, "epoch": 255, "n_parameters": 11012584}
{"train_lr": 0.00011844850843257506, "train_loss": 3.1787429009199144, "epoch": 256, "n_parameters": 11012584}
{"train_lr": 0.00011376679856178596, "train_loss": 3.1799742478847506, "epoch": 257, "n_parameters": 11012584}
{"train_lr": 0.0001091828224548179, "train_loss": 3.170007411146164, "epoch": 258, "n_parameters": 11012584}
{"train_lr": 0.00010469708279631187, "train_loss": 3.1654897550344465, "test_loss": 0.9662124118732132, "test_acc1": 78.228002265625, "test_acc5": 94.16800259765625, "epoch": 259, "n_parameters": 11012584}
{"train_lr": 0.00010031007149816745, "train_loss": 3.159110089635849, "epoch": 260, "n_parameters": 11012584}
{"train_lr": 9.602226964561254e-05, "train_loss": 3.1655279327630996, "epoch": 261, "n_parameters": 11012584}
{"train_lr": 9.183414744443804e-05, "train_loss": 3.1562277261972427, "epoch": 262, "n_parameters": 11012584}
{"train_lr": 8.774616416944161e-05, "train_loss": 3.1516449320077897, "epoch": 263, "n_parameters": 11012584}
{"train_lr": 8.375876811405484e-05, "train_loss": 3.1476611021757126, "epoch": 264, "n_parameters": 11012584}
{"train_lr": 7.987239654119033e-05, "train_loss": 3.149282512664795, "epoch": 265, "n_parameters": 11012584}
{"train_lr": 7.608747563528375e-05, "train_loss": 3.1447678725242616, "epoch": 266, "n_parameters": 11012584}
{"train_lr": 7.240442045556889e-05, "train_loss": 3.1422639168024062, "epoch": 267, "n_parameters": 11012584}
{"train_lr": 6.88236348905455e-05, "train_loss": 3.1416166192770003, "epoch": 268, "n_parameters": 11012584}
{"train_lr": 6.534551161370628e-05, "train_loss": 3.143280795383453, "test_loss": 0.9736131111174139, "test_acc1": 78.41600275390626, "test_acc5": 94.26600244140624, "epoch": 269, "n_parameters": 11012584}
{"train_lr": 6.197043204046255e-05, "train_loss": 3.1323171124458313, "epoch": 270, "n_parameters": 11012584}
{"train_lr": 5.869876628632201e-05, "train_loss": 3.1324419528245926, "epoch": 271, "n_parameters": 11012584}
{"train_lr": 5.553087312630486e-05, "train_loss": 3.1390388654708863, "epoch": 272, "n_parameters": 11012584}
{"train_lr": 5.246709995559292e-05, "train_loss": 3.120022881054878, "epoch": 273, "n_parameters": 11012584}
{"train_lr": 4.950778275144144e-05, "train_loss": 3.1344336542844773, "epoch": 274, "n_parameters": 11012584}
{"train_lr": 4.665324603633065e-05, "train_loss": 3.123455136179924, "epoch": 275, "n_parameters": 11012584}
{"train_lr": 4.390380284237726e-05, "train_loss": 3.11781560986042, "epoch": 276, "n_parameters": 11012584}
{"train_lr": 4.125975467701264e-05, "train_loss": 3.127839596581459, "epoch": 277, "n_parameters": 11012584}
{"train_lr": 3.8721391489911965e-05, "train_loss": 3.116802594280243, "epoch": 278, "n_parameters": 11012584}
{"train_lr": 3.6288991641205554e-05, "train_loss": 3.1152902420282365, "test_loss": 0.9471105293918202, "test_acc1": 78.7420026953125, "test_acc5": 94.34200265625, "epoch": 279, "n_parameters": 11012584}
{"train_lr": 3.396282187094605e-05, "train_loss": 3.105624113726616, "epoch": 280, "n_parameters": 11012584}
{"train_lr": 3.174313726986316e-05, "train_loss": 3.11999757835865, "epoch": 281, "n_parameters": 11012584}
{"train_lr": 2.963018125138695e-05, "train_loss": 3.1057486232280733, "epoch": 282, "n_parameters": 11012584}
{"train_lr": 2.7624185524954915e-05, "train_loss": 3.1250134090185164, "epoch": 283, "n_parameters": 11012584}
{"train_lr": 2.5725370070604652e-05, "train_loss": 3.1043482552528383, "epoch": 284, "n_parameters": 11012584}
{"train_lr": 2.393394311484729e-05, "train_loss": 3.1149293036937715, "epoch": 285, "n_parameters": 11012584}
{"train_lr": 2.2250101107838334e-05, "train_loss": 3.1029923985004424, "epoch": 286, "n_parameters": 11012584}
{"train_lr": 2.06740287018269e-05, "train_loss": 3.10143708422184, "epoch": 287, "n_parameters": 11012584}
{"train_lr": 1.92058987309138e-05, "train_loss": 3.092371068882942, "epoch": 288, "n_parameters": 11012584}
{"train_lr": 1.7845872192094728e-05, "train_loss": 3.09608057551384, "test_loss": 0.9468558428396705, "test_acc1": 78.86800235351562, "test_acc5": 94.46000224609375, "epoch": 289, "n_parameters": 11012584}
{"train_lr": 1.6594098227605466e-05, "train_loss": 3.0893607767105102, "epoch": 290, "n_parameters": 11012584}
{"train_lr": 1.5450714108568132e-05, "train_loss": 3.0886980761051177, "epoch": 291, "n_parameters": 11012584}
{"train_lr": 1.4415845219935372e-05, "train_loss": 3.098016496348381, "epoch": 292, "n_parameters": 11012584}
{"train_lr": 1.3489605046743062e-05, "train_loss": 3.1022209054470062, "epoch": 293, "n_parameters": 11012584}
{"train_lr": 1.2672095161664185e-05, "train_loss": 3.0935477637529374, "epoch": 294, "n_parameters": 11012584}
{"train_lr": 1.1963405213869702e-05, "train_loss": 3.0956619163036345, "epoch": 295, "n_parameters": 11012584}
{"train_lr": 1.1363612919199186e-05, "train_loss": 3.104890877509117, "epoch": 296, "n_parameters": 11012584}
{"train_lr": 1.0872784051635796e-05, "train_loss": 3.1080576113939284, "epoch": 297, "n_parameters": 11012584}
{"train_lr": 1.0490972436097076e-05, "train_loss": 3.0953512350797654, "epoch": 298, "n_parameters": 11012584}
{"train_lr": 1.0218219942528794e-05, "train_loss": 3.092808395910263, "test_loss": 0.9436857340900042, "test_acc1": 78.85000235351562, "test_acc5": 94.42400232421875, "epoch": 299, "n_parameters": 11012584}
Sign up for free to join this conversation on GitHub. Already have an account? Sign in to comment