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,vram_peak_gb,avg_power_gpu_w,avg_power_cpu_w,avg_power_ram_w,latency_ms,avg_grad_norm,eag_metric,it_per_sec,total_iterations,epoch_duration_sec,cumulative_time_sec,model_flops,model_parameters 1,3.631915854066229,0.13292,0.11653484074887534,0.11562331063117208,0.13292,2745.4181963303627,10161.456095986066,422.36450599972164,13329.23879831615,13329.23879831615,0.002641562627085965,0.40861988067626953,129.7353281588035,480.0,20.0,54.37497287760001,2.0750572818624393,0.009972062321877787,18.39081377108979,391,21.2606143951416,23.37402081489563,210430464.0,4740516.0 2,2.7757447839088147,0.28448,0.2696747125665936,0.26752561495095595,0.28448000000000007,5837.944670349415,20247.1136639826,842.5400179997087,26927.598352331723,40256.83715064787,0.005336459082246082,0.40861988067626953,130.52827292855338,480.0,20.0,53.37632159747736,2.719029734201748,0.010564625789413046,18.73489911015639,391,20.870141744613647,44.40037655830383,210430464.0,4740516.0 3,2.272179348389511,0.3863,0.37645681992755614,0.37324506075083536,0.38630000000000003,8885.967108762927,30359.687039991837,1263.8603900000455,40509.51453875481,80766.35168940268,0.008028096822789937,0.40861988067626953,131.14340153110345,480.0,20.0,53.496178458718695,2.7267067603138098,0.009536031334822165,18.69292403328713,391,20.91700577735901,65.45797777175903,210430464.0,4740516.0 4,1.9523575013250951,0.46172,0.45490559720156987,0.4518760718037248,0.46171999999999996,11962.805570235347,40365.56020799093,1680.7352159998848,54009.10099422616,134775.45268362883,0.010703418617339363,0.40861988067626953,131.8291506152457,480.0,20.0,52.976791206223275,2.6724093280484915,0.008548929560026562,18.876190445496977,391,20.7139253616333,86.29687905311584,210430464.0,4740516.0 5,1.726007922531089,0.5121,0.506616358173084,0.5040361332517613,0.5121,15053.758042995469,50382.99854401499,2098.090518000536,67534.847105011,202310.29978863982,0.013383924681512819,0.40861988067626953,132.48027496820004,480.0,20.0,53.05669679666114,2.5316914701095934,0.007582752045084631,18.847762118182413,391,20.745168447494507,107.1670241355896,210430464.0,4740516.0 6,1.5406493168047932,0.56194,0.5576512434113046,0.5554661047592373,0.56194,17654.994123981283,60458.0883840099,2517.849325999851,80630.93183399102,282941.23162263085,0.01597928128849289,0.40861988067626953,132.15136452664032,480.0,20.0,53.33636605831058,2.5219761160633447,0.006969285697416519,18.748933868249267,391,20.85451912879944,128.16213655471802,210430464.0,4740516.0 7,1.4062424977417187,0.59378,0.5903772100508402,0.5886154837233444,0.5937800000000001,20758.08760645579,70514.21428802423,2936.8178079999057,94209.11970247992,377150.35132511077,0.01867018015823805,0.40861988067626953,132.7426839411404,480.0,20.0,53.21651407519875,2.5070084159636434,0.00630278684139291,18.791159424439723,391,20.80765700340271,149.12600922584534,210430464.0,4740516.0 8,1.284561536043806,0.62494,0.6219909207068782,0.6203899771345709,0.62494,23880.7171045579,80575.79414402135,3356.014321999392,107812.52557057864,484962.8768956894,0.02136607668211089,0.40861988067626953,133.32218431331387,480.0,20.0,53.25977454709885,2.476592030061785,0.005796543552733006,18.775896227568087,391,20.82457184791565,170.09117317199707,210430464.0,4740516.0 9,1.1835228450158064,0.65148,0.6488995505175759,0.6475753021605574,0.65148,26511.691209334385,90768.63043201156,3780.680075999117,121061.00171734506,606023.8786130345,0.02399163392395122,0.40861988067626953,132.9971921408201,480.0,20.0,53.93905834773617,2.4075542209703293,0.005381419208153297,18.539441188482854,391,21.090171813964844,191.32194066047668,210430464.0,4740516.0 10,1.085328114764465,0.678,0.6759734249700429,0.6750001321536584,0.6779999999999998,29649.56371962977,100811.6671679914,4199.102417998947,134660.33330562012,740684.2119186546,0.026686723014970812,0.40861988067626953,133.56302762439813,480.0,20.0,53.17656097509671,2.410320667354652,0.005034890255775888,18.805277770187377,391,20.792035341262817,212.25456833839417,210430464.0,4740516.0 11,0.9981660365753466,0.7016,0.6998671794042537,0.6990107548365248,0.7016000000000001,32808.226246558195,110929.96185600758,4620.661839998793,148358.84994256456,889043.0618612191,0.029401468406075888,0.40861988067626953,134.0881899079912,480.0,20.0,53.5774054124837,2.375511424010977,0.004729074135257968,18.664584301930322,391,20.948765516281128,233.3283052444458,210430464.0,4740516.0 12,0.9182388184930358,0.72264,0.7213403006715384,0.7207979455893598,0.7226400000000001,35589.17347131505,121038.55324801058,5041.81754799909,161669.54426732473,1050712.6061285438,0.03203935592545122,0.40861988067626953,134.02453834858338,480.0,20.0,53.53613094905453,2.355697187316387,0.004469858582672171,18.678974036274848,391,20.932627201080322,254.38590264320374,210430464.0,4740516.0 13,0.8393096262231812,0.7448,0.7434996006807263,0.7429030200859491,0.7448,38778.395022690405,131112.04324803315,5461.510263999226,175351.9485347228,1226064.5546632665,0.03475090819848921,0.40861988067626953,134.56820879299715,480.0,20.0,53.29641478750712,2.336955208607647,0.004247457791166298,18.762988166971482,391,20.838898181915283,275.381019115448,210430464.0,4740516.0 14,0.7716949701766529,0.7643,0.7633433016760763,0.7629706094432419,0.7643,41972.01657758569,141153.20011203177,5879.854859999614,189005.07154961707,1415069.6262128835,0.03745665756984177,0.40861988067626953,135.100477243699,480.0,20.0,53.17655914579816,2.31782587592864,0.0040438068340370335,18.80527841709775,391,20.79203462600708,296.2980282306671,210430464.0,4740516.0 15,0.705334337242424,0.78152,0.7806371550376363,0.7802631324557189,0.7815199999999999,44623.10369845319,151295.16312003136,6302.400238000555,202220.6670564851,1617290.2932693686,0.04007569859040161,0.40861988067626953,134.82534383949135,480.0,20.0,53.695941520164084,2.2527988514936794,0.0038646890615868785,18.623381426778348,391,20.995113134384155,317.4337339401245,210430464.0,4740516.0 16,0.6442663300677639,0.80042,0.7997735577423023,0.7995905418765809,0.8004199999999999,47780.24822416569,161317.5713760406,6719.964298000559,215817.78389820686,1833108.0771675755,0.04277034876725572,0.40861988067626953,135.2803046611454,480.0,20.0,53.05670106502445,2.2631746000036252,0.0037087768465713096,18.847760601897104,391,20.74517011642456,338.31949758529663,210430464.0,4740516.0 17,0.5829338175256539,0.81548,0.8149425538432788,0.814752090563801,0.8154799999999999,50940.90075268802,171346.40937605876,7137.796780001372,229425.10690874816,2062533.1840763236,0.04546702158280116,0.40861988067626953,135.71259070364624,480.0,20.0,53.09678343555811,2.248417501864226,0.0035544496894332933,18.833532566312012,391,20.760842323303223,359.22093987464905,210430464.0,4740516.0 18,0.5223324369743961,0.8355,0.835138092160159,0.835060534737208,0.8355,53618.045894400624,181470.03494407053,7559.577980001923,242647.65881847308,2305180.8428947967,0.048087441209752835,0.40861988067626953,135.48156413582882,480.0,20.0,53.57592672948033,2.1392501613977926,0.003443264213091152,18.66509944007645,391,20.948187351226807,380.30972838401794,210430464.0,4740516.0 19,0.4706266933999708,0.84992,0.84959781224624,0.8494866326407349,0.8499199999999999,56801.07444082232,191476.31980807523,7976.470648002577,256253.86489690014,2561434.707791697,0.050783892673863684,0.40861988067626953,135.92278621863431,480.0,20.0,52.97679425505421,2.1705708369574586,0.0033167109512356133,18.876189359166364,391,20.713926553726196,401.16425037384033,210430464.0,4740516.0 20,0.42202417434328965,0.86686,0.8665981325168282,0.8665721397684429,0.86686,59999.22599934102,201516.4062240813,8394.771716003306,269910.4039394256,2831345.1117311222,0.05349031902692992,0.40861988067626953,136.34717099658445,480.0,20.0,53.1366029968652,2.094131550825465,0.0032116583405008142,18.819419074625362,391,20.776411771774292,422.08125734329224,210430464.0,4740516.0 21,0.3766192021348592,0.88124,0.8810245945462859,0.8810255752763198,0.8812400000000001,62665.24313215207,211718.78443208523,8819.833594002992,283203.8611582403,3114548.9728893624,0.05612479053016558,0.40861988067626953,136.08090417457814,480.0,20.0,54.015555345188936,2.0492259806684214,0.0031116807390828855,18.513185574219374,391,21.120082139968872,443.3419358730316,210430464.0,4740516.0 22,0.33384973679662056,0.89404,0.8939065419168607,0.8939406856628018,0.8940400000000001,65830.38566426253,221803.64942408167,9240.000338002574,296874.03542634676,3411423.008315709,0.05883391908572451,0.40861988067626953,136.4277442127754,480.0,20.0,53.41627347804701,1.9942457691177993,0.0030115129425719264,18.72088663038202,391,20.885762929916382,464.35267090797424,210430464.0,4740516.0 23,0.29787686463359675,0.90636,0.9062632025858423,0.9062763216797036,0.9063599999999998,68986.72318933273,231830.83545609377,9657.76286600274,310475.32151142927,3721898.329827138,0.06152939551512099,0.40861988067626953,136.76880255524884,480.0,20.0,53.09665050652936,1.938552401559737,0.002919265839190491,18.833579716615624,391,20.76079034805298,485.2540559768677,210430464.0,4740516.0 24,0.2638900761332963,0.91712,0.916994341367385,0.9169959053252948,0.91712,71645.58131641634,241961.3307360839,10079.808592002373,323686.7206445026,4045585.0504716407,0.06414760490648183,0.40861988067626953,136.52362105450547,480.0,20.0,53.61603897855715,1.8757177789497863,0.002833356889568698,18.651135351493114,391,20.963871240615845,506.37414026260376,210430464.0,4740516.0 25,0.23179818508798813,0.9278,0.9277509213936067,0.9277933865770744,0.9277999999999998,74794.3898354599,251981.86857607216,10497.29428000166,337273.5526915337,4382858.603163174,0.06684021686272236,0.40861988067626953,136.84160388387335,480.0,20.0,53.016751013753364,1.8681123441137621,0.002750882755543405,18.861963075417137,391,20.729549646377563,527.2286636829376,210430464.0,4740516.0 26,0.21040925290197363,0.93438,0.9343598744121087,0.9344134342785209,0.93438,77949.9243598881,262005.3621120751,10914.90396400215,350870.1904359653,4733728.79359914,0.06953477209300708,0.40861988067626953,137.15179644632195,480.0,20.0,53.0966578237236,1.772805461340853,0.0026630361468981123,18.83357712117993,391,20.760793209075928,548.1144292354584,210430464.0,4740516.0 27,0.18057364132017126,0.94464,0.9446291289451039,0.944704890869603,0.94464,80614.32549140797,272117.6328960713,11336.21294400189,364068.1713314812,5097796.964930621,0.07215032228413978,0.40861988067626953,136.92454960834866,480.0,20.0,53.53612911975597,1.707012700455268,0.0025946788936402594,18.678974674524586,391,20.932626485824585,569.1876494884491,210430464.0,4740516.0 28,0.16266888127569348,0.95144,0.9513887028278054,0.9513882421098107,0.9514400000000001,83796.54603718087,282135.14841606846,11753.573440001346,377685.2678932507,5475482.232823872,0.0748489320030635,0.40861988067626953,137.248607440643,480.0,20.0,53.01674735515624,1.616532549681261,0.0025191345304707937,18.861964377049684,391,20.72954821586609,590.0577931404114,210430464.0,4740516.0 29,0.14453152092673893,0.9574,0.9573861748707464,0.9574258300767206,0.9573999999999999,86987.05358958349,292187.48827208765,12172.385064001428,391346.92692567257,5866829.159749544,0.07755637302577187,0.40861988067626953,137.55673392747656,480.0,20.0,53.21985376460473,1.558761254448415,0.0024464226856745867,18.789980228489025,391,20.80896282196045,611.0073437690735,210430464.0,4740516.0 30,0.12750702879160566,0.96218,0.9621840032460725,0.9622249244753909,0.9621799999999999,89787.02082955437,302403.5412000865,12598.015918001765,404788.5779476426,6271617.737697187,0.08022021328876223,0.40861988067626953,137.43671799535753,480.0,20.0,54.09545544773112,1.49465618673188,0.0023769939479973503,18.48584121759053,391,21.151323080062866,632.2992041110992,210430464.0,4740516.0 31,0.11326781518357185,0.96732,0.9673168739084977,0.9673425566432229,0.9673199999999998,92970.94637669297,312433.7340480834,13015.904698001686,418420.5851227781,6690038.322819965,0.08292177796404997,0.40861988067626953,137.72949206064447,480.0,20.0,53.096657213957414,1.423314451409118,0.002311836545317571,18.83357733746621,391,20.76079297065735,653.1849687099457,210430464.0,4740516.0 32,0.09639108333441303,0.97396,0.9739583034271285,0.9739835823922448,0.9739599999999998,96068.46185470595,322484.82124809176,13434.66372400173,431987.9468267994,7122026.269646765,0.08561053132557182,0.40861988067626953,137.9255566824061,480.0,20.0,53.17655914579816,1.3027007104185842,0.0022545999423231548,18.80527841709775,391,20.79203462600708,674.1332178115845,210430464.0,4740516.0 33,0.08796868622398285,0.97624,0.9762385649834648,0.9762683670607667,0.97624,99253.08140239757,332483.25273611577,13851.229962002253,445587.56410051556,7567613.833747281,0.08830567703317664,0.40861988067626953,138.20782028776523,480.0,20.0,52.93684481354931,1.2627000820148937,0.002190904950345023,18.890434507801412,391,20.69830632209778,694.9565634727478,210430464.0,4740516.0 34,0.07724484495456567,0.97958,0.9795782122172751,0.9796075947360358,0.97958,102455.42896427544,342561.9075361266,14271.115670002762,459288.45217040484,8026902.285917685,0.0910208923902516,0.40861988067626953,138.4727241470336,480.0,20.0,53.33653069518107,1.1743961113035832,0.002132820878406403,18.748875994860118,391,20.854583501815796,715.9828555583954,210430464.0,4740516.0 35,0.06990786530839666,0.9819,0.9818969355691913,0.9819170909810816,0.9818999999999999,105126.63010123724,352739.0797441453,14695.128810002932,472560.8386553854,8499463.12457307,0.09365118813642688,0.40861988067626953,138.24568185925943,480.0,20.0,53.81596728663921,1.1454086761035578,0.0020778276989559218,18.58184569411741,391,21.042043209075928,737.1654872894287,210430464.0,4740516.0 36,0.06159030407895822,0.98466,0.9846572630743592,0.9846779787031068,0.9846599999999998,108308.08964640042,362758.1084641535,15112.552678002976,486178.7507885569,8985641.875361627,0.09634995948370519,0.40861988067626953,138.49879174457564,480.0,20.0,53.01957484096517,1.0932585963660189,0.0020253044757775453,18.860958485607423,391,20.730653762817383,758.0367403030396,210430464.0,4740516.0 37,0.05353635653872472,0.98788,0.9878798117903423,0.9878944326528153,0.98788,111489.22619130666,372759.20078415424,15529.228566003729,499777.6555414646,9485419.530903092,0.09904496398532166,0.40861988067626953,138.74754448675807,480.0,20.0,52.936841154952184,0.9748315372887779,0.001976638989451659,18.890435813366455,391,20.698304891586304,778.87557554245,210430464.0,4740516.0 38,0.049212568839702306,0.98916,0.9891588284055048,0.9891723855733726,0.9891599999999998,114156.3933250378,382887.30744014494,15951.197120003633,512994.89788518636,9998414.428788278,0.10166433137280698,0.40861988067626953,138.53473418149514,480.0,20.0,53.65615061786779,0.9484147128013088,0.0019282063117543606,18.637192353247098,391,20.979554891586304,799.9801018238068,210430464.0,4740516.0 39,0.04561979894566795,0.98966,0.9896590358218184,0.9896741264580871,0.98966,117334.19786727986,392916.2854081392,16369.0354800038,526619.5187554229,10525033.947543701,0.10436443224455211,0.40861988067626953,138.7645471054935,480.0,20.0,53.056552891841015,0.9156654685964365,0.0018792695005663592,18.84781323880125,391,20.74511218070984,820.8814270496368,210430464.0,4740516.0 40,0.041199594276392706,0.9916,0.9916004426995201,0.9916132002253655,0.9915999999999999,120523.677418862,402958.3204801473,16787.418206004655,540269.4161050139,11065303.363648714,0.107069542359827,0.40861988067626953,138.99270446987074,480.0,20.0,53.176556096967225,0.8577744924198941,0.0018353805905742028,18.8052794952818,391,20.792033433914185,841.8141212463379,210430464.0,4740516.0 41,0.037466404063965356,0.99248,0.9924800430961143,0.9924901817089258,0.9924799999999999,123301.46664109058,413073.0275041424,17208.828828004185,553583.3229732371,11618886.686621951,0.10970806653481921,0.40861988067626953,138.8751448702467,480.0,20.0,53.53612972952216,0.8098707202145511,0.0017928285748737797,18.67897446177467,391,20.932626724243164,862.8873291015625,210430464.0,4740516.0 42,0.034315499176969154,0.9935,0.9934996263627679,0.993506863680373,0.9935000000000003,126489.81919177054,423129.6324001439,17627.81785200466,567247.2694439191,12186133.95606587,0.11241596087759415,0.40861988067626953,139.08972851793877,480.0,20.0,53.25645985810653,0.780047332158174,0.0017514407799158608,18.777064841792768,391,20.823275804519653,883.8355960845947,210430464.0,4740516.0 43,0.03204625923319927,0.99396,0.9939586532098388,0.9939679744373163,0.99396,129579.00966312508,433252.3228321597,18049.56014200579,580880.8926372905,12767014.84870316,0.11511784581223364,0.40861988067626953,139.20709399311949,480.0,20.0,53.57592916854507,0.7225458027075624,0.0017111253143260838,18.66509859034063,391,20.948188304901123,904.9399902820587,210430464.0,4740516.0 44,0.029932242815794846,0.9947,0.994699792182488,0.9947070476169901,0.9947,132767.6102139982,443282.7155521419,18467.4575560051,594517.7833221452,13361532.632025305,0.1178203782919818,0.40861988067626953,139.41618447670075,480.0,20.0,53.096501723579735,0.7007593148962006,0.0016731206835254788,18.83363249062994,391,20.760732173919678,925.8414430618286,210430464.0,4740516.0 45,0.027503734378291823,0.99578,0.9957800571566353,0.9957877092183157,0.99578,135957.535765937,453300.499584144,18884.829288005127,608142.8646380862,13969675.496663392,0.1205205704139613,0.40861988067626953,139.62277278935304,480.0,20.0,53.01660040150518,0.6583561466630462,0.0016374113023468618,18.86201665943879,391,20.729490756988525,946.7115206718445,210430464.0,4740516.0 46,0.02629893520118102,0.9962,0.996200161581474,0.9962068064066978,0.9961999999999999,138626.9719014866,463438.46457615495,19307.20911800512,621372.6455956467,14591048.142259039,0.12314242267955657,0.40861988067626953,139.42226184316584,480.0,20.0,53.69593908109933,0.6337711557250498,0.0016032247429319077,18.62338227272003,391,20.99511218070984,967.8316061496735,210430464.0,4740516.0 47,0.026028188786295522,0.99572,0.9957208385286478,0.9957285394407712,0.9957199999999999,141816.9184534431,473513.1812161579,19726.930996004954,635057.030665606,15226105.172924645,0.1258543675041946,0.40861988067626953,139.60971205237647,480.0,20.0,53.296586131805654,0.6343285913205208,0.0015679221737871032,18.76292784545224,391,20.83896517753601,988.8424088954926,210430464.0,4740516.0 48,0.02514796909611777,0.99604,0.9960401570574845,0.9960478364806404,0.99604,145008.28800653416,483572.32368017547,20146.025734004794,648726.6374207144,15874831.81034536,0.12856338359113106,0.40861988067626953,139.79611196454655,480.0,20.0,53.26311728533577,0.6161681880121646,0.001535377064151668,18.77471787171039,391,20.825878858566284,1009.777633190155,210430464.0,4740516.0 49,0.024874207818561502,0.99626,0.9962599432393511,0.9962670411959956,0.9962599999999999,147775.66722043857,493728.15412815666,20569.149834003765,662072.971182599,16536904.781527959,0.1312083340648568,0.40861988067626953,139.66567234045866,480.0,20.0,53.82681441733904,0.606411536636255,0.0015047586042071376,18.578101097468505,391,21.046284437179565,1030.948887348175,210430464.0,4740516.0 50,0.024683120357982643,0.99634,0.9963400818755369,0.9963476738092794,0.9963399999999997,150936.1627488328,503810.09630413726,20989.194602003554,675735.4536549737,17212640.235182934,0.13391593827529386,0.40861988067626953,139.82002867602134,480.0,20.0,53.376318548646424,0.6050773479825701,0.0014744527530868982,18.734900180285273,391,20.870140552520752,1051.9596242904663,210430464.0,4740516.0