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,it_per_sec,total_iterations,epoch_duration_sec,cumulative_time_sec
1,19.274027854953275,0.05295513373597929,0.03475646448463258,0.03634483246429707,0.044523143064983214,58272.71161813208,164918.90073592303,6855.349135999574,230046.96149005467,230046.96149005467,0.0002516046000489757,168.92068656784625,478.0662022883841,19.872256680003446,2.1413559913635254,9.978879928588867,100579.84257526578,5.881656499738264,2029,344.97084283828735,345.09370398521423
2,16.10071801551755,0.13572353013681746,0.10062729416349062,0.10303295865867058,0.11908631498745402,58317.84865424403,163922.6973599475,6813.088441999286,229053.6344561908,459100.5959462455,0.0005021227886563289,170.47840269949236,479.18913775092506,19.91644859755788,1.9320993423461914,7.8592000007629395,113886.85647618595,5.931300400466631,4058,342.08349990844727,687.2968850135803
3,14.089086080901783,0.20944779982743744,0.1722966231365069,0.17610861715569712,0.18978505777587193,58557.14284567561,165845.55767999048,6893.14214399841,231295.8426696645,690396.43861591,0.0007550933022025698,169.09896588194246,478.92214232019137,19.905739105121775,1.9310617446899414,8.053759574890137,123099.21839064738,5.859264730157493,6087,346.2891836166382,1033.692783355713
4,12.579469239905645,0.27485208923949217,0.23835097401002098,0.2400111843983709,0.2540755918001372,58500.00479996318,165351.47841601667,6871.785849996701,230723.26906597655,921119.7076818865,0.0010074375864275403,169.0382456065045,477.7901115642788,19.856316734315474,1.9310617446899414,9.082880020141602,136518.8728089492,5.862881575965503,8116,346.0755558013916,1379.8680744171143
5,11.374616258657877,0.33173610255146063,0.29793812863073704,0.3014444594782626,0.3109797071873817,58527.269821781025,165362.8139038917,6872.722209998239,230762.80593567097,1151882.5136175575,0.001259825112511575,169.36459418123385,478.5223359090775,19.888093388964496,1.9310617446899414,9.819135665893555,264798.5128111778,5.871464065214896,10145,345.569687128067,1725.5374977588654
6,10.408422572322523,0.3767718476519167,0.34596951818479615,0.3484743843785857,0.3564357578352793,57987.47738994658,162015.51355196303,6733.289291998997,226736.28023390862,1378618.793851466,0.001507808788259065,171.4853817726732,479.12572584802496,19.91224203563107,1.9310617446899414,9.083904266357422,273558.1952097475,6.00032723060096,12174,338.14822459220886,2063.806398868561
7,9.606378224872497,0.41505916430420314,0.38649398598403567,0.3903224051043295,0.3945072290868051,58440.79675259907,164427.17577605927,6832.831326001302,229700.80385465964,1608319.5977061256,0.001759034792334229,170.23623730929916,478.9712883965121,19.90382677415909,1.9310617446899414,7.95033597946167,280825.33464955905,5.910414379920418,14203,343.29234290122986,2407.1974754333496
8,8.885146902017608,0.4515284111919142,0.4253660522259676,0.42764581159119575,0.43188039096190295,58805.6720444996,166258.44038397144,6909.308715999025,231973.42114447005,1840293.018850596,0.0020127463800509397,169.35621350325596,478.81265441672434,19.89832479392754,1.9310617446899414,7.934976100921631,inf,5.843377777199422,16232,347.23067331314087,2754.5278837680817
9,8.296697771919368,0.48291322568716877,0.45868411112205554,0.46082112478780385,0.46398129564327245,58238.44659071829,163916.32531195297,6811.821737998725,228966.59364066998,2069259.6124912659,0.002263169371271482,169.7658338502701,477.8182330963958,19.856549497579703,1.9310617446899414,9.036800384521484,295292.8055681479,5.914561549055727,18261,343.0516333580017,3097.689227581024
10,7.713053833504156,0.5124183409343029,0.4899529389503863,0.4928250454052524,0.4939304050871928,58266.728613346,164401.91395183653,6831.8902879947345,229500.53285317725,2298760.145344443,0.0025141763370037707,169.78026817611496,479.0418426377226,19.907075493163376,1.9310617446899414,10.04748821258545,302642.3920036135,5.912193327607432,20290,343.1890480518341,3440.99795460701
11,7.156712316890959,0.5417385677308024,0.5207990701693684,0.5235712101497998,0.5239908878549995,58526.32282102166,166321.5852000066,6911.984938001915,231759.89295903017,2530520.038303473,0.0027676543868665193,168.2291812024548,478.0779441766235,19.867941646696202,1.9310617446899414,8.943615913391113,310525.7939185126,5.832196389710279,22319,347.8963780403137,3789.000051021576
12,6.635539807963101,0.5690712436829779,0.5497352804760944,0.5530559207376028,0.5517209815528429,58410.9397287122,165369.75652803038,6872.035862004021,230652.73211874662,2761172.7704222198,0.003019921524146008,169.23174875749157,479.1193776169059,19.910082800456543,1.9310617446899414,7.887104034423828,inf,5.87854295485961,24348,345.1535551548004,4134.256334066391
13,6.1523411652323885,0.5951867373351412,0.576863389849679,0.5790971887695116,0.5786283930834167,58656.06092481455,166329.4610399739,6911.995424001318,231897.51738878974,2993070.2878110097,0.003273550095186615,168.8160824015973,478.7073587626235,19.893187006767267,1.9310617446899414,7.9534077644348145,inf,5.839598257917349,26377,347.4554088115692,4481.811475753784
14,5.675102704143571,0.6217952668556638,0.6048434716130657,0.6076297691012577,0.6056498029315351,58138.33351062669,164361.57815997396,6830.897357998721,229330.80902859935,3222401.096839609,0.003524371432320609,169.4058252253818,478.92340736679535,19.90414471976804,1.9310617446899414,7.99129581451416,167304.712033597,5.912182180445071,28406,343.1896951198578,4825.102900505066
15,5.208515606589245,0.6488043880192284,0.6332729967000317,0.6356532308814087,0.6340681225599453,58386.36570905789,165389.59689603047,6874.318608003043,230650.2812130914,3453051.3780527003,0.003776635889020738,169.0813206388418,478.9524253394012,19.90736800651732,1.9310617446899414,7.983104228973389,172059.5595347766,5.875789585632451,30435,345.315292596817,5170.521918296814
16,4.7495198267442715,0.6741186983853076,0.6599891585348054,0.6618395422645943,0.6604888230851547,58534.37582746253,163893.76588801108,6810.923309999955,229239.06502547357,3682290.443078174,0.004027356884845877,170.86374534724487,478.41122900556684,19.881306489877275,1.9310617446899414,9.858048439025879,176500.74507710862,5.922716940408666,32464,342.5792622566223,5513.209890842438
17,4.369347203300761,0.6951805743867866,0.6820217093564496,0.6842515456622456,0.6818955211789036,58205.867564655724,165361.9993920005,6872.148644000481,230440.01560065668,3912730.458678831,0.004279391371999873,168.5499065227222,478.84776408446936,19.900055785095564,1.9310617446899414,7.940095901489258,344429.5231857159,5.8754860058518945,34493,345.3331346511841,5858.645750284195
18,3.9496113406783433,0.7236688031554296,0.7118379157312849,0.7139568977359596,0.7114826415736651,58269.54561559984,166343.4553440297,6912.585875998484,231525.58683562803,4144256.0455144583,0.004532613158975748,167.69755209710877,478.7301835609371,19.894161140595,1.9310617446899414,7.823359966278076,inf,5.839385387517768,36522,347.46807503700256,6206.214556217194
19,3.6217303806599164,0.7414797238999137,0.7302321725516694,0.7324408429904935,0.729617763167723,58491.76479337271,163895.86516795773,6811.09197600295,229198.7219373334,4373454.767451792,0.004783290031172875,170.7474641986423,478.4400585096063,19.88274225328199,1.9310617446899414,9.900032043457031,185203.22637436618,5.922997982415101,38551,342.56300711631775,6548.88627409935
20,3.280364739653981,0.7652532971773697,0.755055187893571,0.7569801954310685,0.7544448351778348,58508.95880713081,163892.26108801784,6810.967292003537,229212.1871871522,4602666.954638944,0.00503398163044474,170.72846894642836,478.2357330945253,19.87432423197121,1.9310617446899414,29.492223739624023,186705.72537249734,5.920598666508564,40580,342.7018303871155,6891.716763973236
21,2.9416527968724413,0.7862535436953039,0.7773895909786358,0.7793181558137044,0.776570408425869,58661.51792917657,164891.55187203502,6852.913500001945,230405.98330121354,4833072.937940157,0.005285978896141727,170.48306247870423,479.2105239068307,19.916049253831282,1.9310617446899414,10.011648178100586,186045.9060892581,5.896712972666618,42609,344.0900056362152,7235.914480447769
22,2.701634580510893,0.8009675828916554,0.7941534848920782,0.7958132420283018,0.7934123155626713,58596.90687748697,164403.1359360232,6832.473165995965,229832.51597950613,5062905.453919664,0.005537348955049346,170.8787063925326,479.4279543519167,19.924672449146748,1.9310617446899414,24.69068717956543,inf,5.916914624782974,44638,342.91520643234253,7578.957058668137
23,2.4812472601898086,0.8165136201158635,0.8090033334733152,0.8108746872659538,0.8080278295764541,58666.39493308123,164385.14179197233,6831.380904000864,229882.91762905443,5292788.371548719,0.005788774138731464,170.34883735921272,477.3229685467069,19.836190648528653,1.9310617446899414,7.903232097625732,186537.24916242552,5.891580544468429,46667,344.38975834846497,7923.451545715332
24,2.282846059688739,0.8303494391716998,0.8239955258065447,0.8257139505195437,0.8229336987331518,58539.86683185608,163931.88225601986,6812.62806599887,229284.3771538748,5522072.748702593,0.006039544692872312,171.28610062706798,479.660347720661,19.93356937075341,1.9310617446899414,8.113151550292969,187406.84959029357,5.936800286385306,48696,341.76659178733826,8265.325850248337
25,2.0715840983531812,0.8451867373351412,0.8393748094924887,0.8405571939836902,0.8386592419590723,58611.87588946242,164382.1478880318,6831.549610000162,229825.57338749437,5751898.322090087,0.00629090715859949,170.81235868481275,479.05824511374385,19.90915807842681,1.9310617446899414,7.8919677734375,183137.94300272464,5.913106695733568,50725,343.1360373497009,8608.586555242538
26,1.886681475020677,0.8593152964378159,0.8539432845313403,0.8552037736243642,0.8531634268176509,58694.84395583812,164874.06974395644,6851.8534880011575,230420.76718779572,5982319.089277883,0.006542920593577068,170.3597775647683,478.54134971228143,19.887270455996415,1.9310617446899414,7.911424160003662,235070.9670658758,5.889103120181882,52754,344.5346360206604,8953.22591328621
27,1.8463310644419808,0.8597158880808579,0.8545957255378789,0.8556779235122451,0.8538960884326152,58800.944040715694,165836.9573280653,6892.176458001748,231530.07782678274,6213849.167104666,0.0067961472923936655,169.69832921288332,478.6020877629838,19.890681155618896,1.9310617446899414,7.903232097625732,inf,5.855652755073512,54783,346.5027871131897,9299.834418535233
28,1.7409422285542693,0.8677739430543572,0.8630123756134166,0.864104683554846,0.8623035703317403,58864.82509182417,166277.19782395475,6910.283733998338,232052.30664977725,6445901.473754443,0.007049945157955064,169.51328623395366,478.8291511092353,19.899573348461203,1.9310617446899414,7.95136022567749,182450.00655526266,5.842919897106136,56812,347.25788402557373,9647.213701486588
29,1.5812231762148348,0.8800073955380254,0.8761536884448695,0.8774861898717244,0.8751967026425064,58684.63794767135,163450.86038402002,6792.017742003023,228927.5160736944,6674828.989828138,0.007300325409660392,171.81251601352596,478.5392659693215,19.885164122553004,1.9310617446899414,9.918463706970215,175887.90681524493,5.940355213613057,58841,341.56206607818604,9988.888474702835
30,1.5094876460631885,0.8849531615925058,0.8815971715401184,0.8826412097542292,0.8808980530482506,58891.3821130686,164864.32843195926,6850.984826000262,230606.69537102812,6905435.685199166,0.007552542196100979,171.02150391034536,478.76861397936096,19.89536815352676,1.9310617446899414,8.031231880187988,177185.6476475603,5.892248050281152,60870,344.35074400901794,10333.351915836334