step,elapsed,loss,train_loss,train_acc,test_loss,test_acc
0,0.6,nan,4.7616143226623535,0.009660574607551098,4.762050151824951,0.00827833078801632
100,2.6,1.732582228598704,0.1038007140159607,1.0,4.739775657653809,0.24029533565044403
200,4.3,0.25166867313622265,0.012470622546970844,1.0,4.949795246124268,0.2638997733592987
300,6.0,0.03834695620873499,0.0035572173073887825,1.0,5.116876125335693,0.2713950276374817
400,7.6,0.006621742795050366,0.0011472759069874883,1.0,5.2951555252075195,0.2781071662902832
500,9.2,0.0013868879685531175,0.0003854082024190575,1.0,5.484745025634766,0.28258195519447327
600,10.9,0.00035657512839849505,0.0001312644308200106,1.0,5.686082363128662,0.28537869453430176
700,12.5,0.0001067069218680962,4.5499626139644533e-05,1.0,5.887052059173584,0.28806355595588684
800,14.2,3.489390232766273e-05,1.591636100783944e-05,1.0,6.104154586791992,0.28907036781311035
900,15.8,0.22041430194917264,0.38548848032951355,0.927676260471344,6.417078018188477,0.139165461063385
1000,17.5,0.037203313997591476,0.001118081039749086,1.0,6.16025447845459,0.2724018394947052
1100,19.1,0.00552667036950082,0.0005183462053537369,1.0,6.082741737365723,0.28157514333724976
1200,20.7,0.0010181464960895058,0.0002502796414773911,1.0,6.027318954467773,0.287727952003479
1300,22.4,0.00027188914232523367,0.00011974786320934072,1.0,5.997579097747803,0.2916433811187744
1400,24.0,0.00010111699342010419,5.655708082485944e-05,1.0,6.006659507751465,0.2935451567173004
1500,25.6,4.3643514948959025e-05,2.594593388494104e-05,1.0,6.057643890380859,0.29499945044517517
1600,27.3,1.9316769479002173e-05,1.139583491749363e-05,1.0,6.162485122680664,0.29656562209129333
1700,28.9,8.337433277537609e-06,4.771160092786886e-06,1.0,6.318737030029297,0.29757243394851685
1800,30.6,3.463344972528708e-06,1.914598669827683e-06,1.0,6.513421535491943,0.29757243394851685
1900,32.2,1.3855001137748054e-06,7.412760965053167e-07,1.0,6.728936672210693,0.29757243394851685
2000,33.9,5.398555048182716e-07,2.883121226204821e-07,1.0,6.9250383377075195,0.29846739768981934
2100,35.6,2.173253246865511e-07,1.2216615630222805e-07,1.0,7.054924488067627,0.29779618978500366
2200,37.2,9.892399735847269e-08,6.424228615742322e-08,1.0,7.113306045532227,0.29869112372398376
2300,38.9,0.04228209621735753,0.0004789658123627305,1.0,6.937347888946533,0.274527370929718
2400,40.6,0.005828010067361635,0.0001878040930023417,1.0,6.800049781799316,0.2849312126636505
2500,42.2,0.0008771944770136438,9.244547254638746e-05,1.0,6.665926933288574,0.29175522923469543
2600,43.8,0.00016763181367034235,4.5213666453491896e-05,1.0,6.54790735244751,0.2973487079143524
2700,45.6,4.7065614149614855e-05,2.184002187277656e-05,1.0,6.444108009338379,0.301040381193161
2800,47.2,1.8329966899492235e-05,1.0682016181817744e-05,1.0,6.369541168212891,0.3039489984512329
2900,48.9,8.370190026619426e-06,5.2657660489785485e-06,1.0,6.3260016441345215,0.30529141426086426
3000,50.5,4.038175438962626e-06,2.5880826797219925e-06,1.0,6.3229827880859375,0.3074169456958771
3100,52.2,1.9477621881042904e-06,1.2269523494978785e-06,1.0,6.369020938873291,0.30797630548477173
3200,53.8,9.047113726618435e-07,5.458725809148746e-07,1.0,6.457730293273926,0.30909499526023865
3300,55.5,4.023807049155174e-07,2.3773380064540106e-07,1.0,6.557782173156738,0.3093187212944031
3400,57.1,1.7800482845494692e-07,1.0682146722729158e-07,1.0,6.6304612159729,0.31077301502227783
3500,58.8,0.22989618783618124,0.016766250133514404,0.999738872051239,6.178195476531982,0.24544133245944977
3600,60.5,0.03142491921323595,0.00042037683306261897,1.0,6.2012152671813965,0.2935451567173004
3700,62.1,0.004394854492632251,0.00020028841390740126,1.0,6.105540752410889,0.29869112372398376
3800,63.8,0.0006939088443285721,9.793545177672058e-05,1.0,6.017733573913574,0.30428460240364075
3900,65.4,0.00014572003414145917,4.701823854702525e-05,1.0,5.937427997589111,0.3076406717300415
4000,67.0,4.500448220844708e-05,2.2471715055871755e-05,1.0,5.8624653816223145,0.3105492889881134
4100,68.7,1.828898109460088e-05,1.0830885003088042e-05,1.0,5.81036901473999,0.312339186668396
4200,70.4,8.4249965529714e-06,5.2997229431639425e-06,1.0,5.782817363739014,0.3132341504096985
4300,72.0,4.047881765212129e-06,2.5837252906057984e-06,1.0,5.792693138122559,0.314129114151001
4400,73.6,1.9432314644834314e-06,1.2197933756397106e-06,1.0,5.844461441040039,0.31670209765434265
4500,75.3,9.010627072352821e-07,5.433203114080243e-07,1.0,5.933402061462402,0.3173733055591583
4600,77.0,3.9823129147354903e-07,2.3521265291037707e-07,1.0,6.036277770996094,0.3172614574432373
4700,78.6,0.21660560375883808,0.596728503704071,0.9044386148452759,5.668047904968262,0.15762390196323395
4800,80.3,0.041059466365274896,0.0004213221836835146,1.0,5.608828544616699,0.30641013383865356
4900,81.9,0.00566337012828679,0.0001905824028654024,1.0,5.473842620849609,0.31379351019859314
5000,83.6,0.0008574123765107802,9.438197594136e-05,1.0,5.3591389656066895,0.31871575117111206
5100,85.3,0.00016635361045839642,4.670010457630269e-05,1.0,5.257635116577148,0.32419735193252563
5200,86.9,4.817496070341854e-05,2.3245951524586417e-05,1.0,5.170800685882568,0.32542791962623596
5300,88.6,1.952721698795184e-05,1.1795406862802338e-05,1.0,5.105755805969238,0.32900771498680115
5400,90.1,9.314643945991058e-06,6.0531638155225664e-06,1.0,5.0726518630981445,0.3302382826805115
5500,91.8,4.662860858163426e-06,3.0566700388590107e-06,1.0,5.079174995422363,0.33090952038764954
5600,93.4,2.2975123137392295e-06,1.4588653129976592e-06,1.0,5.125105381011963,0.3333706259727478
5700,95.1,1.0735157283458e-06,6.465311912506877e-07,1.0,5.199739456176758,0.3342655897140503
5800,96.7,4.709604328152853e-07,2.7418130343903613e-07,1.0,5.287900447845459,0.33471307158470154
5900,98.3,2.0460016667614502e-07,1.2138804095229716e-07,1.0,5.3660969734191895,0.3362792432308197
6000,100.0,0.1866184668347736,0.03152520954608917,1.0,5.083211421966553,0.2763172686100006
6100,101.6,0.025942342240677894,0.00038190337363630533,1.0,4.7975239753723145,0.3306857645511627
6200,103.3,0.0036423433397960244,0.00017612827650737017,1.0,4.677175521850586,0.33571988344192505
6300,105.0,0.0005797814934348499,8.486615115543827e-05,1.0,4.572484493255615,0.34164896607398987
6400,106.6,0.00012327078649094507,4.060108767589554e-05,1.0,4.474277973175049,0.3438863456249237
6500,108.3,3.864973877648846e-05,1.964923103514593e-05,1.0,4.396390914916992,0.348808616399765
6600,109.9,1.606340485009406e-05,9.713691724755336e-06,1.0,4.3484787940979,0.3495916724205017
6700,111.6,7.580214453523911e-06,4.869326403422747e-06,1.0,4.334167003631592,0.3504866361618042
6800,113.2,3.7412517754597603e-06,2.4355697405553656e-06,1.0,4.353476524353027,0.35294777154922485
6900,114.9,1.837743314661181e-06,1.1709267937476397e-06,1.0,4.401874542236328,0.35552075505256653
7000,116.5,8.622293069872927e-07,5.230267561273649e-07,1.0,4.47366189956665,0.3571988046169281
7100,118.2,3.8446932502595954e-07,2.3147764238728996e-07,1.0,4.555863857269287,0.35865309834480286
7200,119.9,0.3150249406950579,0.30124837160110474,0.93968665599823,5.213629722595215,0.22116568684577942
7300,121.5,0.04628471203334965,0.0003720602544490248,1.0,4.2422871589660645,0.3516053259372711
7400,123.2,0.006329373210774129,0.00016546448750887066,1.0,4.104224681854248,0.3579818904399872
7500,124.8,0.0009307329830571319,8.064500434556976e-05,1.0,3.9791817665100098,0.36435842514038086
7600,126.5,0.00016815795564269646,3.958561865147203e-05,1.0,3.8638105392456055,0.3705112636089325
7700,128.1,4.442654759470257e-05,1.9721697753993794e-05,1.0,3.7686100006103516,0.375321626663208
7800,129.8,1.7111489747954392e-05,1.0127882887900341e-05,1.0,3.6973977088928223,0.3820337951183319
7900,131.4,8.13483145634077e-06,5.346496436686721e-06,1.0,3.662688970565796,0.3837118446826935
8000,133.1,4.1785267482895725e-06,2.8095339530409547e-06,1.0,3.661632537841797,0.3858373463153839
8100,134.8,2.1361812171539304e-06,1.4010956874699332e-06,1.0,3.690551996231079,0.3857254981994629
8200,136.5,1.034687138588876e-06,6.39123015844234e-07,1.0,3.734480857849121,0.388522207736969
8300,138.1,4.670951172069447e-07,2.7632884780359745e-07,1.0,3.7869627475738525,0.388410359621048
8400,139.8,2.0352147777970118e-07,1.1868013416460599e-07,1.0,3.8301010131835938,0.3893052935600281
8500,141.4,9.497200465862677e-08,6.203239166779895e-08,1.0,3.860973834991455,0.38829848170280457
8600,143.1,0.0492623574689029,0.003987235017120838,1.0,3.9430830478668213,0.36435842514038086
8700,144.7,0.006850352184859733,0.00016254806541837752,1.0,3.304476022720337,0.4094417691230774
8800,146.4,0.000995102892051747,7.561145321233198e-05,1.0,3.1402273178100586,0.41850319504737854
8900,148.0,0.00017362066219012254,3.666005432023667e-05,1.0,2.993011474609375,0.43092069029808044
9000,149.7,4.319584713412909e-05,1.774024531187024e-05,1.0,2.8613860607147217,0.44333818554878235
9100,151.4,1.5523456497709185e-05,8.654546036268584e-06,1.0,2.7504220008850098,0.45307081937789917
9200,153.0,6.885759111093147e-06,4.2845508687605616e-06,1.0,2.6746296882629395,0.4602304697036743
9300,154.7,3.2926394194357468e-06,2.097769538522698e-06,1.0,2.6380577087402344,0.4678375720977783
9400,156.3,1.57961964556421e-06,9.918954901877441e-07,1.0,2.6328067779541016,0.46929189562797546
9500,158.0,7.327654913368684e-07,4.413544445469597e-07,1.0,2.646491050720215,0.47197675704956055
9600,159.6,3.2625583936893145e-07,1.9428310338298616e-07,1.0,2.6665847301483154,0.4725360870361328
9700,161.3,1.4627921068814484e-07,8.948476448722431e-08,1.0,2.693298816680908,0.47085803747177124
9800,162.9,7.355835894284855e-08,4.074280113286477e-08,1.0,2.719033718109131,0.47287169098854065
9900,164.6,0.0374172943704798,0.0004223413998261094,1.0,2.5575218200683594,0.4660476744174957
10000,166.2,0.005162848941506974,0.00016963879170361906,1.0,2.346501350402832,0.48797404766082764
10100,167.9,0.000776352225788738,7.982066017575562e-05,1.0,2.168621778488159,0.5096766948699951
10200,169.5,0.00014644731541725567,3.80666388082318e-05,1.0,2.0031139850616455,0.5309318900108337
10300,171.2,4.0337567949928146e-05,1.8408672985970043e-05,1.0,1.8560304641723633,0.552858293056488
10400,172.8,1.5584652577826184e-05,9.096581379708368e-06,1.0,1.7429474592208862,0.5713167190551758
10500,174.5,7.194814769851029e-06,4.586867817124585e-06,1.0,1.6676559448242188,0.5836223363876343
10600,176.1,3.538185846319731e-06,2.301483164046658e-06,1.0,1.62893807888031,0.5961517095565796
10700,177.7,1.739804166688334e-06,1.1105754538220936e-06,1.0,1.6109223365783691,0.6034232378005981
10800,179.4,8.179992462277815e-07,4.980955168321088e-07,1.0,1.6037404537200928,0.6073386669158936
10900,181.0,3.6458217115414463e-07,2.1454556531352864e-07,1.0,1.6072406768798828,0.6089048385620117
11000,182.6,1.6176961801288953e-07,9.844880821674451e-08,1.0,1.6164469718933105,0.6108065843582153
11100,184.3,7.815947319613469e-08,5.0360469572297006e-08,1.0,1.6496185064315796,0.6049894094467163
11200,186.0,0.03867221713270029,0.13588950037956238,0.9725848436355591,3.53389048576355,0.3935563266277313
11300,187.6,0.012451023306422894,0.00022458320017904043,1.0,1.2936573028564453,0.6584629416465759
11400,189.3,0.001765740425672069,9.910122025758028e-05,1.0,1.1337025165557861,0.6897863745689392
11500,190.9,0.0002889068718563383,4.83051517221611e-05,1.0,0.9988566040992737,0.7205504179000854
11600,192.6,6.495549660265905e-05,2.341804065508768e-05,1.0,0.8782054781913757,0.7481821179389954
11700,194.2,2.1469365011475632e-05,1.1301951417408418e-05,1.0,0.7757077813148499,0.7764850854873657
11800,195.8,9.079933022715251e-06,5.4928518693486694e-06,1.0,0.6951073408126831,0.7971808910369873
11900,197.5,4.236426494798037e-06,2.66906977230974e-06,1.0,0.6396755576133728,0.8106052279472351
12000,199.2,2.023624275280541e-06,1.27438681829517e-06,1.0,0.6071802973747253,0.8220158815383911
12100,200.8,9.482825202378634e-07,5.781805043625354e-07,1.0,0.590164303779602,0.826602578163147
12200,202.4,4.255035048650062e-07,2.5158448124784627e-07,1.0,0.583188533782959,0.830406129360199
12300,204.1,1.896785270996214e-07,1.1342000050262868e-07,1.0,0.588695228099823,0.8289518356323242
12400,205.7,0.13184800994616366,0.001719251275062561,1.0,0.8326332569122314,0.7607114911079407
12500,207.4,0.01785292440544223,0.00026304213679395616,1.0,0.5575706362724304,0.8319723010063171
12600,209.1,0.0025082685443679705,0.0001227235479746014,1.0,0.45186883211135864,0.8622888922691345
12700,210.7,0.0004002795213952555,5.965699892840348e-05,1.0,0.3630930483341217,0.8914867639541626
12800,212.4,8.63030235440161e-05,2.9532533517340198e-05,1.0,0.290912926197052,0.9133012890815735
12900,214.0,2.8136563493308376e-05,1.4972069948271383e-05,1.0,0.2371155470609665,0.9297460913658142
13000,215.7,1.2272432717364879e-05,7.701940376136918e-06,1.0,0.19979259371757507,0.9410448670387268
13100,217.3,6.0440716258040614e-06,3.983976966992486e-06,1.0,0.17666815221309662,0.9496588110923767
13200,219.0,3.048701241528063e-06,1.9954616163886385e-06,1.0,0.16335801780223846,0.9554760456085205
13300,220.6,1.4925949081374172e-06,9.412548820364464e-07,1.0,0.1532595455646515,0.9568184614181519
13400,222.3,6.893944883795047e-07,4.140888165693468e-07,1.0,0.1431857794523239,0.9599508047103882
13500,223.9,3.040333936326544e-07,1.8024566372787376e-07,1.0,0.13685649633407593,0.9614050984382629
13600,225.5,1.3955135501221109e-07,1.043314554749486e-07,1.0,0.137345552444458,0.9625238180160522
13700,227.2,0.03803363404109369,0.0003852561640087515,1.0,0.2648397386074066,0.9250475764274597
13800,228.8,0.00521272901113864,0.000141776108648628,1.0,0.18088442087173462,0.9515606164932251
13900,230.5,0.0007693649846379623,6.894685793668032e-05,1.0,0.13029254972934723,0.9675579071044922
14000,232.1,0.00014054769980353975,3.434083555475809e-05,1.0,0.09189214557409286,0.9772905707359314
14100,233.8,3.818376495983586e-05,1.7640644728089683e-05,1.0,0.06378917396068573,0.9853451251983643
14200,235.4,1.527302399533629e-05,9.309254892286845e-06,1.0,0.04428517445921898,0.9897080659866333
14300,237.2,7.445133478994778e-06,4.935466677125078e-06,1.0,0.0323805958032608,0.9932878613471985
14400,238.8,3.818073629691617e-06,2.545565848777187e-06,1.0,0.02520817518234253,0.9944065809249878
14500,240.5,1.9295148557671363e-06,1.2525991905931733e-06,1.0,0.020956218242645264,0.9953015446662903
14600,242.1,9.260155457379256e-07,5.721733487007441e-07,1.0,0.017991552129387856,0.995972752571106
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