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
1,15.035638978827556,0.11064,0.09715474825796205,0.09836916366572092,0.11064,45153.86612306571,129545.88244799757,5378.871477999493,180078.62004906277,180078.62004906277,0.03568763076845097,166.03180123016344,476.34318058547944,19.778233776124175,2.1396560668945312,8.08140754699707,96516.02588745499,5.747186843657282,1563,271.9591414928436,272.034419298172
2,11.745940376228045,0.25004,0.23390230427939648,0.23092471476714851,0.25004,45654.15152329245,129241.03108802828,5368.695666001589,180263.8782773223,360342.4983263851,0.07141197565235398,168.7010772218932,477.57105188330485,19.838387351671468,1.9311985969543457,10.010623931884766,110881.2107184919,5.775592687628668,3126,270.62157678604126,542.7357835769653
3,9.801172606089294,0.35066,0.33863133949473856,0.33464674657531435,0.35065999999999997,45343.1632745012,127944.08035198454,5315.182558000388,178602.42618448613,538944.9245108712,0.1068070571911002,168.4114456384355,475.20388911805355,19.7414012120417,1.9311985969543457,7.974912166595459,114729.47693914053,5.805221129794904,4689,269.2403898239136,812.0542359352112
4,8.57830846118988,0.41662,0.40688845076033275,0.40264328611787226,0.41662000000000005,45584.84246784396,128950.6844639965,5356.358185998994,179891.88511783944,718836.8096287106,0.142457681193977,169.17475515825492,478.5625942894213,19.87855031627036,1.9311985969543457,7.975935935974121,117308.96073405573,5.800615467715551,6252,269.4541654586792,1081.5842072963715
5,7.659880890422194,0.47218,0.4641494963852553,0.4605536674855213,0.47218000000000004,45413.257330577384,128092.92091197037,5320.942166001445,178827.1204085492,897663.9300372598,0.17789729219714254,168.71364751867947,475.8747814777261,19.767698109107055,1.9311985969543457,9.967616081237793,120028.92814545939,5.806661899456913,7815,269.1735849380493,1350.8395762443542
6,6.934196151225748,0.51336,0.507183693791044,0.5041449093539956,0.51336,45552.538442002435,128883.96633604087,5353.975574001102,179790.4803520444,1077454.4103893044,0.21352782000071005,168.99784094484755,478.1536394712902,19.86300529946631,1.9311985969543457,8.148991584777832,229401.03867051576,5.7986587450687255,9378,269.54509115219116,1620.4714374542236
7,6.31162854104338,0.55318,0.5480516918146202,0.5453917259335764,0.55318,45456.22736495291,128665.70769596403,5343.004117998917,179464.93917891584,1256919.34956822,0.24909383268758295,167.91141601335931,475.28011944624086,19.736600224551818,1.9311985969543457,7.997439861297607,247568.0376972695,5.7735883165532575,10941,270.71552634239197,1891.2657487392426
8,5.755730366142454,0.58462,0.5803130655789447,0.5781796151150327,0.5846199999999999,45498.626398871886,128814.54792001669,5350.968471999229,179664.1427908878,1436583.4923591078,0.2846993231589371,168.2248715986526,476.2739559192623,19.78446505701165,1.9311985969543457,8.093695640563965,inf,5.778976094874226,12504,270.46313643455505,2161.8216400146484
9,5.2848844601417,0.61608,0.6122237192550005,0.6101672207999747,0.6160800000000001,45490.01839198539,129323.46897603595,5371.930413997936,180185.41778201927,1616768.9101411272,0.32040811889444315,168.1427634740201,478.0126767218119,19.85603121142919,1.9311985969543457,7.928832054138184,129517.42808237064,5.7772484733968765,14067,270.54401540756226,2432.4444007873535
10,4.8175831887482525,0.64502,0.6419364102126569,0.6403044204319674,0.6450199999999999,45376.76930138731,128611.69747208082,5342.3829960016665,179330.8497694698,1796099.759910597,0.35594755800288214,167.99370438868203,476.1457419444533,19.778550204850887,1.9311985969543457,10.057727813720703,inf,5.786532712708622,15630,270.10993933677673,2702.6371278762817
11,4.383770971822952,0.6744,0.6717761989052115,0.6704419056369869,0.6744000000000001,45361.27728899114,128515.86998396437,5327.632126000586,179204.7793989561,1975304.539309553,0.3914620127304295,168.66893008023536,477.86648842418435,19.809980323717507,1.9311985969543457,8.045568466186523,68168.85893126756,5.811775008800047,17193,268.93677020072937,2971.656571626663
12,3.934845816532313,0.7039,0.7016529417248971,0.7005358463003434,0.7038999999999999,45307.25524577795,128283.01569599658,5330.531782000944,178920.80272377547,2154225.3420333285,0.4269201895126662,168.27628659536373,476.4576754313249,19.798199846530643,1.9311985969543457,7.897088050842285,69550.62043578044,5.805159339751952,18756,269.2432556152344,3240.9853172302246
13,3.5317053710964346,0.73068,0.7290420207416762,0.7281827153548497,0.7306799999999999,45397.395317885326,128826.95985605149,5352.918055997616,179577.27322993442,2333802.615263263,0.46250846434334264,168.14853994420133,477.16537597722123,19.8268061252039,1.9311985969543457,10.13145637512207,70748.9776392772,5.789234516484348,20319,269.98388051986694,3511.05597114563
14,3.179162821171761,0.757,0.7557478057197495,0.7551198842083114,0.757,45385.85030864866,128733.66532805422,5345.343223998541,179464.85886070144,2513267.474123964,0.49807446111290843,168.41797276433158,477.7053375364723,19.835518413628577,1.9311985969543457,8.013824462890625,72649.73831031457,5.79998589076755,21882,269.4834141731262,3780.642110347748
15,2.794230900967037,0.7834,0.7824507751212564,0.7819667836410421,0.7834,45416.4333331167,128765.71051196079,5349.64039200035,179531.78423707784,2692799.258361042,0.5336537210234318,167.84399952181568,475.87514622898374,19.770487761795668,1.9311985969543457,9.943039894104004,125863.34510747263,5.776327025251122,23445,270.5871729850769,4051.313061475754
16,2.511615008096701,0.80386,0.8031290831730776,0.8027652818324527,0.8038600000000001,45567.720454149065,129166.69247999252,5365.763316000768,180100.17625014234,2872899.4346111845,0.5693456237578981,168.7806339344617,478.42718535650994,19.87452795511583,1.9311985969543457,8.020992279052734,146625.67487151944,5.78927644855545,25008,269.98192501068115,4321.37926197052
17,2.2228577913798664,0.82636,0.8257936491038034,0.8255783601488703,0.8263600000000001,45223.47117874981,128406.67920002039,5334.080609999088,178964.23098876927,3051863.665599954,0.6048124070692478,167.4902163404416,475.5685912247051,19.755367999392035,1.9311985969543457,7.997439861297607,148614.65209822543,5.788746447732261,26571,270.00664377212524,4591.4666957855225
18,1.988947996594398,0.84276,0.8423402146740275,0.842162398761557,0.84276,45459.10636725661,128990.448288023,5359.199398003693,179808.7540532833,3231672.419653237,0.6404465563193945,168.76620210301934,478.87496708064515,19.895941671333237,1.9311985969543457,8.111104011535645,146617.93086531607,5.802612390924966,28134,269.36143493652344,4860.919886112213
19,1.7343189511746073,0.86296,0.862725079040881,0.8626684086952627,0.8629600000000002,45444.52435558813,128146.76716801152,5321.066437998961,178912.3579615986,3410584.777614836,0.6759030595350836,168.531132464445,475.2326072002749,19.733188220821237,1.9311985969543457,7.95033597946167,145131.07608823877,5.796389417145183,29697,269.6506199836731,5130.657273769379
20,1.592408150434494,0.8738,0.8736014863362691,0.8735518462928726,0.8738000000000001,45555.4414443241,129326.49355199747,5370.499098001776,180252.43409432334,3590837.211709159,0.7116251364330529,168.49661914344017,478.34191126914243,19.86394846446911,1.9311985969543457,8.117247581481934,235297.5747577334,5.781092387021747,31260,270.3641276359558,5401.106174230576
21,1.4481755333952009,0.88306,0.8828767347509608,0.8828276059228802,0.8830599999999998,45272.58921804326,128120.98243212653,5320.440212003043,178714.01186217283,3769551.223571332,0.7470423318044292,168.02071243426613,475.49696445116246,19.745814638063386,1.9311985969543457,7.902048110961914,inf,5.800780959753302,32823,269.4464781284332,5670.63343667984
22,1.3225704312171984,0.89528,0.8951833252493039,0.8951846652569125,0.8952800000000002,45349.3982794903,128919.95155191189,5356.508477997399,179625.85830939957,3949177.0818807315,0.7826402351316843,167.83923173965405,477.13589254330253,19.82456883359846,1.9311985969543457,8.061951637268066,142822.45907962645,5.784701212402233,34386,270.19545912742615,5940.913673400879
23,1.2284601543263145,0.90142,0.9013450885249698,0.9013680167713279,0.90142,45414.07333123009,128327.2802400766,5316.1927640021895,179057.54633530887,4128234.6282160403,0.8181255114969641,168.7915188257832,476.9569199512663,19.75881450804587,1.9311985969543457,9.878527641296387,140786.02356419197,5.809237634345303,35949,269.0542371273041,6210.052686691284
24,1.1445076488678225,0.90786,0.9078179869927422,0.9078632959986794,0.9078600000000001,45367.62829407293,128956.1309759058,5358.007993995663,179681.7672639744,4307916.395480014,0.853734494752127,168.30253209224108,478.39493022162486,19.876866970313962,1.9311985969543457,8.114175796508789,inf,5.798338320774419,37512,269.5599865913391,6479.698443651199
25,1.1434348275645452,0.90772,0.9076575735041382,0.9076634269034648,0.9077200000000002,45445.489356358536,128667.80390396528,5344.594833999203,179457.88809432302,4487374.283574338,0.889299110068768,167.97219040501324,475.5722330741679,19.75428835312026,1.9311985969543457,7.994368076324463,71172.41959039046,5.777042723521738,39075,270.55365085601807,6750.336108446121
26,0.9910071409633353,0.92026,0.9202389656258029,0.9202982864257759,0.92026,45424.40433949651,128428.13980792742,5334.743983995228,179187.28813141916,4666561.571705757,0.9248100984109285,169.0253189453926,477.8842476471099,19.85071277209405,1.9311985969543457,7.940095901489258,66951.33591132521,5.81596120748552,40638,268.74319553375244,7019.167078256607
27,0.9948904021230174,0.92138,0.9213268599449601,0.9213618632510188,0.9213799999999999,45457.92936631525,128291.58796792664,5329.175386000192,179078.69272024208,4845640.2644259995,0.9602995655256578,168.93751434812063,476.776269513386,19.80507374150631,1.9311985969543457,7.917568206787109,68263.38383150779,5.808652937055588,42201,269.08132004737854,7288.332690954208
28,0.9339780088178027,0.92494,0.9249047375260229,0.9249384046361645,0.9249399999999999,45390.07331202924,128923.97428803192,5344.8029819993535,179658.85058206052,5025299.11500806,0.9959040071973565,168.43531504455237,478.4162844752542,19.833710510565304,1.9311985969543457,10.187775611877441,67092.37897210123,5.80004345013616,43764,269.48073983192444,7557.903197288513
29,0.9062416232021208,0.9267,0.9266581260429294,0.926680958369424,0.9266999999999999,45306.50724517577,128005.13591993274,5317.966557995242,178629.60972310376,5203928.724731163,1.031304475916927,168.24890387842603,475.3560827982574,19.74864315633374,1.9311985969543457,8.117247581481934,123594.58575362398,5.8043105229653555,45327,269.2826294898987,7827.2696034908295
30,0.8913808859698832,0.92842,0.9283922992483785,0.9284220816953007,0.92842,45270.030215996085,128422.10712008364,5332.607430002186,179024.74476608192,5382953.469497246,1.0667832517309976,167.98373006418532,476.5365623527086,19.787733358817817,1.9311985969543457,8.01587200164795,133312.01855875485,5.799832004475823,46890,269.4905643463135,8096.841948747635
31,0.8520847948903238,0.93032,0.9302850052948303,0.9303027760821478,0.9303199999999999,45425.59434044873,128782.51075199712,5347.664008001535,179555.7691004474,5562509.238597693,1.1023672649151057,168.1417448981387,476.68536613780276,19.794249706353316,1.9311985969543457,9.929727554321289,130464.76023394326,5.785406907527865,48453,270.16250109672546,8367.090779304504
32,0.8173566949592518,0.93388,0.9338647410239416,0.9338979443532884,0.9338799999999999,45263.746210967656,128508.11726388521,5339.422020003083,179111.28549485595,5741620.5240925485,1.1378631912025325,168.0874696005095,477.21644941483146,19.8280083201353,1.9311985969543457,10.22054386138916,127746.21186970768,5.804219424549921,50016,269.2868559360504,8636.470385074615
33,0.7040632677837129,0.94398,0.9439610259640357,0.9439884899711407,0.9439799999999998,45386.74530936545,129217.69761588704,5369.3885419971775,179973.83146724966,5921594.355559799,1.173530055173594,168.1352559122717,478.68712570052,19.890906705196763,1.9311985969543457,9.053183555603027,118840.20590195141,5.790135494396278,51579,269.9418694972992,8906.499025821686
34,0.7808529325711445,0.9374,0.9373744499812163,0.9374078009912031,0.9374000000000001,45319.7532557745,128754.44150396064,5350.359093997831,179424.55385373297,6101018.909413531,1.2090880643752497,167.69435182364353,476.42343705105674,19.797658544784362,1.9311985969543457,9.920512199401855,221444.6287386743,5.7834885027084315,53142,270.2521150112152,9176.83691239357
35,0.7810089513516472,0.93558,0.9355678167922842,0.9356028335725485,0.9355800000000002,45515.834412637865,129286.166016086,5368.712069999252,180170.71249872312,6281189.621912255,1.2447939458463064,168.2086934242159,477.79102248763417,19.84065664881337,1.9311985969543457,7.925759792327881,inf,5.776235703789497,54705,270.5914509296417,9447.514131307602
36,0.7314700851227638,0.94062,0.940608514962635,0.940634989546477,0.9406200000000001,45428.81434302358,128541.36168000288,5337.630156002531,179307.806179029,6460497.428091283,1.2803288182207986,168.246085420239,476.0542670990655,19.76796868145328,1.9311985969543457,7.985151767730713,123579.74290314055,5.788586722211411,56268,270.0140941143036,9717.615993022919
37,0.7281005261555286,0.94254,0.942526745259451,0.9425648613210781,0.94254,45528.53042279463,128890.95374405663,5354.19799600789,179773.68216285916,6640271.110254142,1.3159560169918953,168.88115089683203,478.1013664695068,19.860582173383953,1.9311985969543457,10.02188777923584,inf,5.797710499339812,57831,269.5891766548157,9987.291938066483
38,0.7219214225074685,0.9411,0.9410898503311286,0.9411302488340912,0.9410999999999998,45233.40418669535,128000.83286398929,5317.43997400158,178551.6770246862,6818822.787278829,1.3513410411608304,168.12580013564232,475.7599572754827,19.76412932823702,1.9311985969543457,9.879551887512207,61523.204516305464,5.809437302737906,59394,269.04498982429504,10256.42968249321
39,0.7114679064704147,0.94318,0.9431703650001974,0.9432039627923369,0.94318,45336.690269323066,128545.62907199282,5340.330757994583,179222.65009931047,6998045.437378138,1.3868590374690253,168.28057692784475,477.13524064690563,19.822222036991704,1.9311985969543457,7.998464107513428,60751.966486640566,5.801538228215013,60957,269.4113075733185,10525.93756055832
40,0.6415605216703579,0.94802,0.9480044202532066,0.948035446229341,0.9480200000000002,45256.19320492307,128715.78758390434,5346.829924002697,179318.8107128301,7177364.248090969,1.4223960907006281,167.87813319385307,477.4720232061358,19.834099215595526,1.9311985969543457,9.309184074401855,58096.01501890553,5.797958325700462,62520,269.57765340805054,10795.618938207626
41,0.676588523992345,0.94584,0.9458246844748729,0.9458487611267805,0.9458400000000001,45222.485177958384,128379.27724802215,5330.0598179996305,178931.82224398016,7356296.0703349495,1.4578564513099508,167.6513370291523,475.9348671964963,19.75989712676247,1.9311985969543457,9.269087791442871,59992.667929341704,5.794441387849333,64083,269.7412736415863,11065.471915245056
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