step,elapsed,loss,train_loss,train_acc,test_loss,test_acc
0,0.3,nan,4.7616143226623535,0.009660574607551098,4.762050151824951,0.00827833078801632
100,1.7,1.7228702985216364,0.0971609428524971,1.0,4.75064754486084,0.24275647103786469
200,3.1,0.24845413010487657,0.01106785424053669,1.0,4.995968341827393,0.2666965126991272
300,4.4,0.03725252199928627,0.003026752034202218,1.0,5.201201915740967,0.2760935425758362
400,5.7,0.006220654930542431,0.0009419553680345416,1.0,5.414371490478516,0.2826938331127167
500,7.0,0.0012349652370771944,0.0003066364151891321,1.0,5.6426496505737305,0.28638550639152527
600,8.3,0.00029943348273080215,0.00010232849308522418,1.0,5.883988857269287,0.28985345363616943
700,9.6,8.533340484731186e-05,3.4567878174129874e-05,1.0,6.139420509338379,0.29175522923469543
800,10.9,2.6835801030763746e-05,1.1797350452980027e-05,1.0,6.402622222900391,0.29186710715293884
900,12.3,8.874594334434042e-06,4.067300324095413e-06,1.0,6.669029235839844,0.2923145890235901
1000,13.5,3.0158287342458956e-06,1.4177803677739576e-06,1.0,6.938244342803955,0.29209083318710327
1100,14.8,1.0403699512463678e-06,4.990604338672711e-07,1.0,7.19786262512207,0.29197898507118225
1200,16.1,3.6470836525261083e-07,1.7408288499609625e-07,1.0,7.4102911949157715,0.2925383150577545
1300,17.4,0.054504262463980796,0.0007405365468002856,1.0,7.291913986206055,0.2580825686454773
1400,18.8,0.007548380825416564,0.0002578312414698303,1.0,7.282214641571045,0.27005258202552795
1500,20.1,0.0011330562530534637,0.00011092837667092681,1.0,7.288084506988525,0.27676475048065186
1600,21.4,0.00020728332653773124,4.7807086957618594e-05,1.0,7.305936813354492,0.28325316309928894
1700,22.7,5.1929018145332435e-05,2.042523010459263e-05,1.0,7.336863994598389,0.28828728199005127
1800,24.0,1.7294353047692214e-05,8.68417919264175e-06,1.0,7.379710674285889,0.29186710715293884
1900,25.3,6.7205959419297034e-06,3.6961644127586624e-06,1.0,7.437334060668945,0.295335054397583
2000,26.6,2.770084284514601e-06,1.5605819498887286e-06,1.0,7.513646125793457,0.2973487079143524
2100,27.9,1.1500347325679693e-06,6.432630357267044e-07,1.0,7.616795063018799,0.2992504835128784
2200,29.3,4.6616525316829087e-07,2.5264273517677793e-07,1.0,7.7301764488220215,0.3001454472541809
2300,30.6,1.785812781313699e-07,9.082314278430204e-08,1.0,7.8206000328063965,0.3001454472541809
2400,31.9,6.995291185339516e-08,4.320168756066778e-08,1.0,7.817716121673584,0.3001454472541809
2500,33.2,4.167354382969376e-08,3.2961519735863476e-08,1.0,7.7214226722717285,0.3000335693359375
2600,34.5,0.12487646107274168,0.3352486789226532,0.9618799090385437,6.643572807312012,0.16903457045555115
2700,35.8,0.022710144617986375,0.00024683927767910063,1.0,7.903435707092285,0.2626692056655884
2800,37.1,0.00312820001672253,9.544567728880793e-05,1.0,7.892004013061523,0.27273744344711304
2900,38.5,0.00046387672933586693,4.125546547584236e-05,1.0,7.894519329071045,0.2788902521133423
3000,39.8,8.283066476757838e-05,1.7945270883501507e-05,1.0,7.897460460662842,0.28426000475883484
3100,41.1,2.0234615617499624e-05,7.780184205330443e-06,1.0,7.902061939239502,0.28996533155441284
3200,42.4,6.681413064447726e-06,3.3514540973555995e-06,1.0,7.915424823760986,0.2935451567173004
3300,43.7,2.6030057864837396e-06,1.4352413018059451e-06,1.0,7.939358234405518,0.2964537441730499
3400,45.0,1.0732210941819313e-06,6.025513812346617e-07,1.0,7.978476524353027,0.2983555197715759
3500,46.3,4.412284986263459e-07,2.429316907637258e-07,1.0,8.02358627319336,0.30092853307724
3600,47.6,1.7411174770601056e-07,8.923576189090454e-08,1.0,8.051634788513184,0.30238282680511475
3700,49.0,7.03338004928201e-08,4.690557986464228e-08,1.0,7.97787618637085,0.3029421865940094
3800,50.3,4.4452760262215405e-08,3.784816726692952e-08,1.0,7.776329517364502,0.30439648032188416
3900,51.7,3.8047880136014776e-08,1.0987172949228352e-08,1.0,7.571528434753418,0.3045083284378052
4000,53.0,3.5255606013414357e-08,4.201893499811149e-09,1.0,7.481122016906738,0.30428460240364075
4100,54.3,0.1343478797532921,0.37922292947769165,0.9566579461097717,6.410571098327637,0.19756124913692474
4200,55.6,0.03074854503503246,0.00024316672352142632,1.0,7.663211345672607,0.27687662839889526
4300,56.9,0.0041889118066299694,8.913948113331571e-05,1.0,7.757197856903076,0.28448373079299927
4400,58.3,0.0005999828618792487,3.669646321213804e-05,1.0,7.833585739135742,0.29086029529571533
4500,59.6,9.807686359071158e-05,1.533874456072226e-05,1.0,7.89260196685791,0.29499945044517517
4600,61.0,2.0762827378550636e-05,6.438483524107141e-06,1.0,7.936651229858398,0.2982436716556549
4700,62.3,6.006914685206435e-06,2.6996960968972417e-06,1.0,7.9658660888671875,0.30137601494789124
4800,63.6,2.1584090008917766e-06,1.1271026778558735e-06,1.0,7.987935543060303,0.3045083284378052
4900,64.9,8.478431332704468e-07,4.601228340561647e-07,1.0,8.0108060836792,0.3058507740497589
5000,66.2,3.3651036998685485e-07,1.7949865593891445e-07,1.0,8.02064323425293,0.30641013383865356
5100,67.5,1.305166563478555e-07,7.077855457282567e-08,1.0,7.9778008460998535,0.30808815360069275
5200,68.8,6.59464705869951e-08,4.8088335091733825e-08,1.0,7.761392116546631,0.30898311734199524
5300,70.1,4.970054638128757e-08,4.043155144017874e-08,1.0,7.440506458282471,0.3097662031650543
5400,71.4,4.330054881835213e-08,3.1156261570686183e-08,1.0,7.174617767333984,0.31110864877700806
5500,72.6,0.05141756829506733,0.0006982988561503589,1.0,7.958468437194824,0.27396801114082336
5600,74.0,0.00692827276588005,6.912554817972705e-05,1.0,7.9687604904174805,0.2907484173774719
5700,75.3,0.0009527901858323797,2.8119700800743885e-05,1.0,7.972927570343018,0.29466384649276733
5800,76.6,0.0001408048535243046,1.2152020644862205e-05,1.0,7.986659526824951,0.29779618978500366
5900,78.0,2.4933641586799723e-05,5.256420990917832e-06,1.0,8.004586219787598,0.3017116189002991
6000,79.4,5.995629518279252e-06,2.2455817543232115e-06,1.0,8.024383544921875,0.30506768822669983
6100,80.7,1.934604601376906e-06,9.453631832911924e-07,1.0,8.046941757202148,0.3074169456958771
6200,81.9,7.288548256449293e-07,3.8620063946837035e-07,1.0,8.06733512878418,0.30909499526023865
6300,83.3,2.846261136667903e-07,1.5151715615502326e-07,1.0,8.070294380187988,0.3106611669063568
6400,84.6,1.1377870674653416e-07,6.86309178377087e-08,1.0,7.969603061676025,0.3113323748111725
6500,85.9,6.567797538282317e-08,5.437561512167122e-08,1.0,7.655494213104248,0.31211546063423157
6600,87.2,5.2593845173999044e-08,3.9871299151172934e-08,1.0,7.257783889770508,0.31379351019859314
6700,88.5,4.6685964672508115e-08,4.379306517421355e-08,1.0,6.902591705322266,0.31390535831451416
6800,89.9,0.010827083017435735,0.0008891134057193995,1.0,8.4039306640625,0.2646828591823578
6900,91.2,0.0014814321358938493,1.680291461525485e-05,1.0,8.538301467895508,0.2932095527648926
7000,92.5,0.00020449967342433436,6.575699899258325e-06,1.0,8.514925956726074,0.29757243394851685
7100,93.8,3.047019400261801e-05,2.803931238304358e-06,1.0,8.493824005126953,0.3026065528392792
7200,95.1,5.479850155099996e-06,1.2052884130753228e-06,1.0,8.475817680358887,0.304732084274292
7300,96.4,1.338113166744191e-06,5.072772637504386e-07,1.0,8.460067749023438,0.3078644275665283
7400,97.7,4.300948253466863e-07,2.0480338491779548e-07,1.0,8.44088363647461,0.310325562953949
7500,99.1,1.5635795071244193e-07,7.958696812693233e-08,1.0,8.382295608520508,0.3116679787635803
7600,100.4,7.04529971304045e-08,5.2788230675560044e-08,1.0,8.091385841369629,0.31267479062080383
7700,101.7,5.447445318532013e-08,5.0858471212222867e-08,1.0,7.525296688079834,0.3144647181034088
7800,103.0,4.9590050715989094e-08,4.892871530159937e-08,1.0,6.951796054840088,0.31591901183128357
7900,104.3,4.5828776082991747e-08,9.5803166288988e-08,1.0,6.5351881980896,0.3181563913822174
8000,105.6,4.46460823070388e-08,5.415773607353458e-09,1.0,6.3601250648498535,0.317932665348053
8100,106.9,4.181663673053315e-08,3.735016207428998e-08,1.0,6.190653324127197,0.3201700448989868
8200,108.2,4.160428200693942e-08,3.927992153762716e-08,1.0,6.0829877853393555,0.3221836984157562
8300,109.5,4.150269783543538e-08,6.032051658166893e-08,1.0,5.99353551864624,0.3227430582046509
8400,110.8,4.221288438786987e-08,3.184101515785187e-08,1.0,5.960937976837158,0.32330238819122314
8500,112.1,4.2542826529080314e-08,5.0298218923217064e-08,1.0,5.897624492645264,0.323637992143631
8600,113.4,4.300063071312231e-08,5.21657277374743e-08,1.0,5.864205837249756,0.3239735960960388
8700,114.8,4.419105899351439e-08,2.2783599007425437e-08,1.0,5.857719898223877,0.32341426610946655
8800,116.0,4.446908884290464e-08,6.498928684095517e-08,1.0,5.771462440490723,0.3250923156738281
8900,117.3,4.5390989355975515e-08,4.569169931301076e-08,1.0,5.766927242279053,0.32542791962623596
9000,118.6,4.593813541275543e-08,4.849296075803977e-08,1.0,5.736522674560547,0.3266584873199463
9100,119.9,4.70021295683067e-08,1.5344692627650147e-08,1.0,5.746763706207275,0.32721781730651855
9200,121.2,4.732125778275186e-08,3.996467157207917e-08,1.0,5.703604221343994,0.3264347314834595
9300,122.5,4.8034121617854175e-08,5.3566360236345645e-08,1.0,5.66981840133667,0.3276652991771698
9400,123.8,4.834105078183234e-08,6.530054008635489e-08,1.0,5.644845008850098,0.32788902521133423
9500,125.1,4.9124256476972266e-08,4.3077186262507894e-08,1.0,5.640939712524414,0.3295670747756958
9600,126.4,4.9510911409934235e-08,6.934680385484171e-08,1.0,5.609554290771484,0.3295670747756958
9700,127.7,5.0004612781981696e-08,6.937793273209536e-08,1.0,5.581589221954346,0.33090952038764954
9800,129.1,5.0622382396042236e-08,6.287277898309185e-08,1.0,5.579067707061768,0.33090952038764954
9900,130.3,5.112508518149507e-08,5.7052375268540345e-08,1.0,5.575204372406006,0.33281129598617554
10000,131.7,5.1658781306059294e-08,4.4353317463219355e-08,1.0,5.568783283233643,0.33404186367988586
10100,133.0,5.217448872820585e-08,4.5131447024004956e-08,1.0,5.570204257965088,0.3333706259727478
10200,134.3,5.254126066539431e-08,4.8586336731659685e-08,1.0,5.548276901245117,0.3331468999385834
10300,135.6,5.28534050408486e-08,5.671000025131434e-08,1.0,5.544691562652588,0.33493679761886597
10400,136.9,5.323935660382546e-08,5.088959653676284e-08,1.0,5.535255432128906,0.33381810784339905
10500,138.2,5.351800775356552e-08,5.0111470528690916e-08,1.0,5.519857406616211,0.33392998576164246
10600,139.5,5.384416538879529e-08,5.21657277374743e-08,1.0,5.514888763427734,0.33471307158470154
10700,140.9,5.400309868898485e-08,6.691904275157867e-08,1.0,5.497499465942383,0.33460119366645813
10800,142.2,5.4466201241590526e-08,5.474911546343719e-08,1.0,5.49669885635376,0.3352724015712738
10900,143.6,5.465462444492608e-08,5.8764257460097724e-08,1.0,5.504118919372559,0.3352724015712738
11000,144.9,5.495253806664538e-08,5.9075510705497436e-08,1.0,5.486688613891602,0.33594363927841187
11100,146.2,5.5157150960390556e-08,6.231252314137237e-08,1.0,5.475027561187744,0.3362792432308197
11200,147.5,5.5469635689204424e-08,5.365973620996556e-08,1.0,5.476905345916748,0.33672672510147095
11300,148.8,5.564247353625855e-08,5.677225090039428e-08,1.0,5.461345672607422,0.33661484718322754
11400,150.0,5.575723358820382e-08,6.713692357607215e-08,1.0,5.451956748962402,0.33762165904045105
11500,151.3,5.597424293740712e-08,5.72080018912402e-08,1.0,5.450022220611572,0.3371741771697998
11600,152.7,5.6234102385704286e-08,5.767487820662609e-08,1.0,5.446512699127197,0.3382928967475891
11700,154.0,5.6380015433962746e-08,5.493586741067702e-08,1.0,5.437525272369385,0.33941158652305603
11800,155.3,5.6451977642626345e-08,6.28416501058382e-08,1.0,5.435503005981445,0.33963531255722046
11900,156.6,5.6556478097429026e-08,6.32774046493978e-08,1.0,5.425296783447266,0.3398590683937073
12000,157.9,5.6667187032868634e-08,6.069402047614858e-08,1.0,5.421667575836182,0.33963531255722046
12100,159.2,5.6734317416104554e-08,6.39621546838498e-08,1.0,5.408508777618408,0.3408658802509308
12200,160.5,5.69004513362785e-08,6.253039686043849e-08,1.0,5.407674789428711,0.3412014842033386
12300,161.7,5.703318645270034e-08,5.58696200414488e-08,1.0,5.408480167388916,0.3419845700263977
12400,163.0,5.710786439727439e-08,5.811062919747201e-08,1.0,5.40632963180542,0.3428795337677002
12500,164.5,5.7238332477031326e-08,5.244585565833404e-08,1.0,5.402377128601074,0.34355074167251587
12600,165.8,5.7256613832521645e-08,5.639874700591463e-08,1.0,5.409458160400391,0.3428795337677002
12700,167.1,5.731375299883688e-08,5.7519251583926234e-08,1.0,5.387070655822754,0.3428795337677002
12800,168.3,5.7403855307948654e-08,5.387760992903168e-08,1.0,5.392940044403076,0.3441101014614105
12900,169.7,5.738302604163115e-08,5.7799379504785975e-08,1.0,5.387880802154541,0.3428795337677002
13000,171.0,5.740348729905745e-08,5.7768254180246004e-08,1.0,5.371148109436035,0.3427676558494568
13100,172.3,5.7433374365234164e-08,5.960463766996327e-08,1.0,5.375955104827881,0.3420964479446411
13200,173.6,5.755916577508511e-08,5.425111382351133e-08,1.0,5.382537841796875,0.3426557779312134
13300,174.9,5.745518508273053e-08,5.8017253223852094e-08,1.0,5.376333713531494,0.3438863456249237
13400,176.1,5.7568774629028185e-08,5.590074536598877e-08,1.0,5.368573188781738,0.3446694314479828
13500,177.5,5.755203530628523e-08,5.250810630741398e-08,1.0,5.370269298553467,0.3418726921081543
13600,178.7,5.754360014225749e-08,5.870200681101778e-08,1.0,5.375529766082764,0.34332701563835144
13700,180.0,5.759193186589186e-08,5.397098590265159e-08,1.0,5.367101669311523,0.3420964479446411
13800,181.3,5.753001436411694e-08,5.923113377548361e-08,1.0,5.355581283569336,0.34444570541381836
13900,182.6,5.7525434837875337e-08,5.811062919747201e-08,1.0,5.354740142822266,0.34422194957733154
14000,183.9,5.752650580498001e-08,5.736362851394006e-08,1.0,5.350019931793213,0.3436626195907593
14100,185.2,5.75790018757067e-08,5.7083500593080316e-08,1.0,5.3519792556762695,0.3429913818836212
14200,186.5,5.763139732498721e-08,5.487361676159708e-08,1.0,5.349208831787109,0.3437744677066803
14300,187.8,5.757520292218011e-08,5.599412133960868e-08,1.0,5.351533889770508,0.3431032598018646
14400,189.1,5.7570559085491394e-08,6.01026428626028e-08,1.0,5.331762790679932,0.3438863456249237
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