epoch,loss,accuracy,f1_score,precision,recall,epoch_energy_gpu_j,epoch_energy_cpu_j,epoch_energy_ram_j,epoch_total_energy_j,cumulative_total_energy_j,carbon_emissions_kg,avg_power_gpu_w,avg_power_cpu_w,avg_power_ram_w,vram_peak_gb,latency_ms,avg_grad_norm,eag_metric,it_per_sec,total_iterations,epoch_duration_sec,cumulative_time_sec
1,10.76416767825702,0.41516,0.40578251917301167,0.407250452683369,0.41516000000000003,19988.131990490387,50639.402544144534,2097.714239996859,72725.24877463178,72725.24877463178,7.954031217314958e-05,187.01121651306616,473.7879596643082,19.626450941250265,0.3792095184326172,14.840831756591797,54759.791313627815,5.708608866867393e-06,14.623604224196,1563,106.88199543952942,106.97572445869446
2,7.672100063782812,0.5135,0.5068044860874004,0.5047132325707372,0.5135,20592.74247419154,50988.656880240866,2113.517406003084,73694.91676043549,146420.16553506727,0.00016014115965686445,191.95834256534633,475.29842499758837,19.701470008078175,0.37977027893066406,14.819328308105469,49235.687248658585,1.3344203959097988e-06,14.569739305275093,3126,107.27714252471924,214.33097195625305
3,7.151090949144565,0.53508,0.5300135520269913,0.527952938910857,0.53508,20903.881723084793,51575.06409605965,2139.849009993487,74618.79482913793,221038.96036420518,0.00024175246157329272,194.0738167518864,478.82827079392746,19.8665812476142,0.37977027893066406,14.800895690917969,48093.880614968584,2.892032771289581e-07,14.511054913222827,4689,107.71098375320435,322.1356770992279
4,6.862258613529071,0.5493,0.5449480348441115,0.5429277619898591,0.5493,20793.75963499643,51504.470352139324,2138.7724819942414,74437.00246912999,295475.96283333516,0.0003231649354168116,192.85751671650831,477.69255903079124,19.836641229842858,0.37977027893066406,15.101951599121094,47483.08072205844,1.9103402243927315e-07,14.496478939795836,6252,107.81928539276123,430.0643723011017
5,3.2022135996010084,0.76196,0.7608135080730762,0.7605014719827625,0.76196,84573.57565881553,222422.83012837157,9235.158182005393,316231.5639691925,611707.5268025277,0.0006690304737398238,181.51687579394738,477.3772057719726,19.821049868142786,2.789628028869629,14.923744201660156,,6.72481890582932e-07,3.3546042561861005,7815,465.9267921447754,896.1005144119263
6,1.577691213097316,0.874,0.8736625786739753,0.8736826586006999,0.8740000000000001,84237.5103899414,220555.3368481447,9151.8208800186,313944.6681181047,925652.1949206324,0.0010123948118198934,182.29083874777862,477.2840170398478,19.804634497925893,2.789628028869629,14.617504119873047,35756.820062003986,3.568781743343736e-07,3.382348073249797,9378,462.10501289367676,1358.3148772716522
7,0.8901567880495649,0.92692,0.9267648614180239,0.9267396828652039,0.9269199999999997,85311.34724904204,221110.68825574603,9180.27853602306,315602.3140408111,1241254.5089614436,0.001357572133373874,184.16884755925207,477.3304132710325,19.818246608118002,2.789628028869629,14.713855743408203,30192.798672283774,1.6767937890707858e-07,3.374180786229974,10941,463.2235493659973,1821.6477773189545
8,0.5790404474228068,0.95406,0.9540278974238767,0.9540451739923484,0.95406,84059.01924715383,219035.51995217637,9091.26705602507,312185.80625535524,1553440.3152167988,0.0016990127871216142,182.97064836720753,476.7730037779986,19.78889407250208,2.789628028869629,19.24198341369629,26860.19945204558,8.693540659500913e-08,3.4021705934622655,12504,459.4125888347626,2281.169718027115
9,0.4219770582341568,0.96656,0.9665406408989605,0.9665706438748205,0.9665600000000001,83975.35818021564,218933.57078376994,9089.659158000723,311998.5881219863,1865438.9033387853,0.00204024867857533,183.14623756405297,477.48364084926817,19.824111639450887,2.789628028869629,15.167488098144531,24460.174801502402,4.006428386500474e-08,3.4088282028912653,14067,458.51533341407776,2739.778840303421
10,0.3266357108616936,0.97478,0.9747794915549781,0.9748066122035957,0.97478,84914.17993129458,219247.19635153213,9098.679809977875,313260.0560928046,2178698.9594315896,0.0023828642498223166,184.71326912407974,476.9270152187535,19.79229963445578,2.789628028869629,15.09068775177002,43378.46784497548,2.6240179174215546e-08,3.399983841032604,15630,459.7080671787262,3199.5962040424347
11,0.27474299301074545,0.97854,0.9785390548887024,0.9785605242763219,0.9785400000000002,85439.01835116115,221761.26484757103,9194.553639970189,316394.8368387024,2495093.7962702923,0.0027289083612713036,184.04103379576367,477.68775000033054,19.805648401012064,2.789628028869629,18.528255462646484,43017.28836716993,1.1883885456439442e-08,3.3668005716134175,17193,464.2389612197876,3663.944581270218
12,0.2505314313709469,0.98012,0.9801168621162213,0.9801319740019029,0.9801200000000001,85473.47437873471,221961.67526481976,9213.872011976826,316649.0216555313,2811742.8179258234,0.0030752304771275636,183.66471714008873,476.9494699936501,19.798694380273478,2.789628028869629,14.627840042114258,42564.89071307224,4.9897517186042e-09,3.3585618810574465,18756,465.3777585029602,4129.4317536354065
13,0.2182869673995581,0.98234,0.9823403398717241,0.982358817243263,0.98234,84086.70026930026,219223.055760619,9095.048487980399,312404.80451789964,3124147.622443723,0.003416910651405813,183.08969090304356,477.33448202255664,19.803483916950498,2.789628028869629,19.214336395263672,38520.990066560524,7.106164719284277e-09,3.403263369414632,20319,459.2650730609894,4588.790557146072
14,0.21530879374238365,0.98284,0.9828380335334458,0.9828543188644988,0.9828399999999999,84452.67056209082,221555.14891192596,9182.70472001523,315190.524194032,3439338.146637755,0.003761637594397817,181.79136860253877,476.9158094536064,19.76653251358394,2.789628028869629,15.003647804260254,39530.24930913768,1.5863421061867164e-09,3.364486963344331,21882,464.5581977367401,5053.442483186722
15,0.20392921917803075,0.98366,0.9836548885062613,0.9836673735601458,0.98366,84459.47156751994,221623.24660800397,9202.517081988044,315285.23525751196,3754623.381895267,0.00410646812380146,182.05885302473501,477.72586463337245,19.836729662082952,2.789628028869629,14.827520370483398,65481.254199222654,2.6008195383148525e-09,3.369166086365754,23445,463.91301584243774,5517.449224233627
16,0.20248715164794118,0.9841,0.98409562100747,0.9841045751068965,0.9841000000000001,84395.12651604414,221159.4318244215,9171.394149982225,314725.9524904479,4069349.334385715,0.00445068696020115,182.07248440459577,477.12526616245054,19.78619604324649,2.789628028869629,15.551487922668457,75658.27244324857,1.3980416820355803e-09,3.371987280216738,25008,463.52488017082214,5981.067835092545
17,0.1822444690070851,0.98564,0.9856390947167722,0.9856493879784051,0.98564,84472.19057769794,221981.60971205728,9211.87114600763,315665.67143576284,4385015.005821478,0.004795933576354428,181.58937070714268,477.19255935590013,19.802705162478073,2.789628028869629,18.774015426635742,71222.91289549544,4.878579267094528e-09,3.359971896954668,26571,465.1824622154236,6446.344087600708
18,0.16998198228963887,0.98642,0.986422601367409,0.9864371708448588,0.9864199999999999,84574.69465970737,221768.88964824285,9197.668790013995,315541.2530979642,4700556.258919442,0.005141044114961113,181.9450153579443,477.09003497221033,19.786887744492763,2.789628028869629,15.106047630310059,67514.9210902754,2.4719430259657393e-09,3.362472192760393,28134,464.8365578651428,6911.289937019348
19,0.163385457513581,0.98738,0.9873794393511092,0.9873918483573152,0.9873799999999998,84331.87146542594,221270.69452884095,9187.399858008139,314789.965852275,5015346.224771718,0.005485332963397467,182.32319558214655,478.3811791929562,19.86290677646997,2.789628028869629,15.376383781433105,68704.58561277043,3.0496524798715525e-09,3.3791631768983863,29697,462.54055166244507,7373.939839601517
20,0.16514212293496744,0.98708,0.9870798455754931,0.987090903797556,0.9870799999999998,84224.90437988169,220291.1728322166,9147.040088023146,313663.11730012146,5329009.342071839,0.005828389366608532,182.27808157954516,476.75034680544996,19.795865981111312,2.789628028869629,14.904319763183594,106950.19492782251,-9.564401533159213e-10,3.382617571446975,31260,462.0681962966919,7836.1017644405365
21,0.16218687598703765,0.98796,0.9879573147481097,0.9879658284687526,0.9879600000000001,84217.78337417007,220395.60408023745,9144.636557998747,313758.02401240624,5642767.366084244,0.006171549570214219,182.5151971130753,477.63721045521095,19.818084459611594,2.789628028869629,16.665599822998047,125199.11630382661,2.804709147343419e-09,3.3873042207761372,32823,461.4288821220398,8297.639997243881
22,0.15645549894904603,0.98778,0.9877805861689173,0.9877919915739174,0.9877799999999999,84764.93881190242,222686.6709129084,9242.346674022352,316693.9563988332,5959461.322483078,0.0065179208316364255,181.82116989228123,477.66389727066115,19.82487462829165,2.789628028869629,14.725119590759277,125557.21641116097,-5.683720714053423e-10,3.3526419357449124,34386,466.1995017528534,8763.96447110176
23,0.1422603269437148,0.98918,0.989179889777681,0.9891902642106324,0.98918,84219.27537535504,220443.64478465402,9150.267906025838,313813.1880660349,6273274.510549112,0.0068611413687042965,182.35348380414533,477.3095758637749,19.812367453512294,2.789628028869629,14.865407943725586,122340.12908413535,4.461252914920065e-09,3.3842430241246615,35949,461.84626483917236,9225.951328516006
24,0.16454930212622793,0.98694,0.9869372184998643,0.9869448805424514,0.9869399999999999,84395.00251595723,221362.02931244392,9188.374289996078,314945.40611839725,6588219.91666751,0.0072056002236720864,181.82277730219474,476.9080841158606,19.79567133709469,2.789628028869629,18.571264266967773,135284.23283308125,-7.112343779219395e-09,3.3673676456090695,37512,464.16078209877014,9690.221525669098
25,0.1532517107285831,0.98834,0.9883401171354994,0.9883495021472338,0.98834,85337.1812696862,221895.50529655349,9190.62588599752,316423.31245223724,6904643.229119747,0.007551675479176643,183.1378903148981,476.19893352165946,19.723546177555466,2.789628028869629,14.502911567687988,inf,4.424452765980322e-09,3.35427674436051,39075,465.9722852706909,10156.287600755692
26,0.15056586729854785,0.98826,0.9882575804135945,0.9882647189275944,0.9882599999999999,84091.2832729856,219541.44926402532,9112.85092198741,312745.58345899836,7217388.812578745,0.007893728366698412,183.08156909977131,477.98049273684876,19.840285233293926,2.789628028869629,14.862336158752441,121627.28062100113,-2.5579897600842433e-10,3.402926930892379,40638,459.3104794025421,10615.708986759186
27,0.14736527746027278,0.98846,0.9884585258212857,0.9884647947000579,0.98846,84103.29828256811,218809.66012833826,9082.265864000481,311995.22427490685,7529384.036853652,0.008234960579079862,182.97980639190052,476.054448095996,19.75988199429543,2.789628028869629,18.671615600585938,126514.2985875406,6.41035453234223e-10,3.4005496006786045,42201,459.63158416748047,11075.449985742569
28,0.14217954854971313,0.98938,0.989378769242789,0.9893856876350351,0.9893799999999999,84564.4246515038,222105.4265275048,9220.35792597523,315890.20910498383,7845274.245958636,0.008580452774266622,181.91654395878635,477.7972741479216,19.83500337013869,2.789628028869629,14.845952033996582,118728.61442126178,2.912404289473488e-09,3.362354316006415,43764,464.852854013443,11540.396568059921
29,0.14553733919380724,0.98822,0.9882186858155196,0.9882268584264908,0.9882199999999999,84190.50835235137,219559.48631968535,9112.016135987738,312862.01080802444,8158136.256766661,0.008922632999512823,182.85781661012183,476.8728574060959,19.79086963781685,2.789628028869629,14.87564754486084,121381.87778434464,-3.707704866449377e-09,3.394762342632156,45327,460.415146112442,12000.905439138412
30,0.13707398959290729,0.98906,0.9890588673269426,0.9890685880203454,0.98906,84255.59940441325,221161.75425504893,9182.871730004175,314600.2253894664,8472736.482156128,0.009266714326958919,181.8938509022353,477.4515099068604,19.824295514112045,2.789628028869629,15.139840126037598,136446.5805486899,2.6700553025992467e-09,3.3742575089353926,46890,463.21301674842834,12464.243430614471
31,0.1359739492832661,0.9899,0.9899010972581094,0.9899109824913692,0.9899,84531.61762523651,221980.37279986218,9217.320793972234,315729.3112190709,8788465.793375198,0.009612030546562369,182.07102683762324,478.11925938352385,19.85301013746696,2.789628028869629,16.658432006835938,,2.660506865063004e-09,3.366515665284583,48453,464.278249502182,12928.61541056633
32,0.14262001532930177,0.98886,0.9888586953111766,0.9888686072067127,0.9888600000000001,84581.95966552058,221687.83137587644,9203.589047971182,315473.3800893682,9103939.173464566,0.009957066851799201,181.918335565666,476.8047637881985,19.795020208308447,2.789628028869629,14.788607597351074,120131.52482677205,-3.2966331412984092e-09,3.36169036061061,50016,464.9446654319763,13393.669431447983
33,0.13456263434635243,0.9894,0.9893989470651963,0.9894059858210004,0.9893999999999998,84500.63360044453,222004.04649561644,9201.072834011109,315705.7529300721,9419644.926394638,0.010302357305472796,181.59864676005878,477.1045221919972,19.773844339415298,2.789628028869629,18.923519134521484,116237.74785427428,1.7104534681051358e-09,3.3590125043095376,51579,465.31532645225525,13859.10978603363
34,0.13686864972305238,0.9897,0.989699205393581,0.9897071957046737,0.9897000000000001,84411.32352900365,221040.2743197987,9157.7462979962,314609.34414679854,9734254.270541437,0.010646448606192495,181.90099811074526,476.32763994784506,19.73435698444087,2.789628028869629,16.64512062072754,118538.85108402137,9.535635402491297e-10,3.3681649352341423,53142,464.0509090423584,14323.301231622696
35,0.14344020057243181,0.98942,0.9894187693377051,0.9894282483781535,0.9894200000000001,84494.63359565102,221380.36406407785,9188.943513990496,315063.94117371936,10049318.211715156,0.010991037104103579,181.92599524260828,476.6556329750306,19.784779492752012,2.789628028869629,14.88486385345459,120673.7568146991,-8.887084918602986e-10,3.365306392414872,54705,464.4450809955597,14787.84004163742
36,0.14315276370358176,0.98926,0.9892596813055833,0.9892696620218812,0.9892599999999999,84499.2445993512,222077.22811187897,9220.709195984295,315797.18190721446,10365115.39362237,0.011336427554539048,181.68495725938948,477.4964780939618,19.82578855132782,2.789628028869629,14.870528221130371,155013.60556356533,-5.066542995527685e-10,3.36066422301018,56268,465.08663058280945,15253.02040195465
37,0.13600358447049263,0.99064,0.990638310244819,0.9906442453097661,0.99064,84395.08751602145,221415.42782369256,9188.358654007374,314998.8739937214,10680114.267616091,0.011680944887842286,182.20861744218473,478.0349208888023,19.8376253427285,2.789628028869629,14.504960060119629,,4.38096804126177e-09,3.3745100271158575,57831,463.1783540248871,15716.308169841766
38,0.11421706766290536,0.99128,0.9912779634582597,0.9912849462607686,0.9912800000000002,84133.97030711733,219605.26512048673,9111.790430021356,312851.0258576254,10992965.293473719,0.01202311309874137,182.82102983114066,477.1967919630163,19.799694510329267,2.789628028869629,15.097855567932129,105183.54219482088,2.045702098133253e-09,3.396360216723302,59394,460.19853615760803,16176.631677627563
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