model_name,dataset_name,method_group,variant_name,best_accuracy,final_accuracy,final_f1_score,total_energy_j,total_energy_kwh,total_time_sec,total_co2_kg,peak_vram_mb,num_parameters,nonzero_parameters,flops_or_macs,model_size_mb
resnet50_cifar,cifar10,individual_methods,M7_full_e2am,0.9088,0.907,0.9070689474383503,238963.0093223521,0.06637861370065336,3191.7688920497894,0.03152984150781035,4589.37060546875,23520842,23520842,,89.92793273925781
resnet50_cifar,cifar10,individual_methods,M3_grad_accum_only,0.872,0.8612,0.8616352741850198,558640.7270791607,0.15517797974421133,7331.690071582794,0.0737095403785004,3753.99609375,23520842,23520842,,89.92793273925781
resnet50_cifar,cifar10,individual_methods,M4_l1_sparsity_only,0.8387,0.8235,0.8221157353804049,568184.2145447598,0.1578289484846555,7447.2948932647705,0.07496875053021136,3752.3759765625,23520842,23520842,,89.92793273925781
resnet50_cifar,cifar10,individual_methods,M6_eag_only,0.8452,0.8452,0.8421051133901087,579947.2916568541,0.16109646990468168,7653.851685285568,0.0765208232047238,3738.3798828125,23520842,23520842,,89.92793273925781
resnet50_cifar,cifar10,individual_methods,M1_cache_only,0.8543,0.7971,0.7878452187546354,561933.9330352161,0.1560927591764489,7368.660715579987,0.07414406060881318,3716.181640625,23520842,23520842,,89.92793273925781
resnet50_cifar,cifar10,individual_methods,M0_baseline_fp32,0.8298,0.7736,0.7786334104460113,572469.6852700259,0.15901935701945163,7588.375972747803,0.07553419458423956,8918.25390625,23520842,23520842,,89.92793273925781
resnet50_cifar,cifar10,individual_methods,M5_adaptive_lr_only,0.9397,0.9383,0.9384660972978478,560301.802493801,0.1556393895816114,7368.432025909424,0.0739287100512654,3716.181640625,23520842,23520842,,89.92793273925781
resnet50_smallstem,tiny_imagenet,individual_methods,M7_full_e2am,0.6641,0.6641,0.663119994964081,1952220.7529252202,0.5422835424792278,25680.622916460037,0.2575846826776331,10388.4599609375,23910152,23910152,,91.41303253173828
resnet50_smallstem,tiny_imagenet,individual_methods,M3_grad_accum_only,0.5141,0.4922,0.488954122276932,4700977.1222374225,1.305826978399284,61979.186804533005,0.6202678147396598,12956.755859375,23910152,23910152,,91.41303253173828
resnet50_smallstem,tiny_imagenet,individual_methods,M4_l1_sparsity_only,0.4112,0.4085,0.39708637683368897,4456064.230823711,1.237795619673253,58649.49619412422,0.5879529193447949,12394.57470703125,23910152,23910152,,91.41303253173828
resnet50_smallstem,tiny_imagenet,individual_methods,M2_amp_only,0.4889,0.4787,0.47964552871825433,1845996.018506784,0.51277667180744,24267.77745127678,0.24356891910853395,10386.7919921875,23910152,23910152,,91.41303253173828
resnet50_smallstem,tiny_imagenet,individual_methods,M6_eag_only,0.3996,0.3717,0.36736252819510185,4537769.356429656,1.2604914878971267,59534.35907912254,0.5987334567511353,12956.755859375,23910152,23910152,,91.41303253173828
resnet50_smallstem,tiny_imagenet,individual_methods,M1_cache_only,0.4027,0.3817,0.3747057074073838,4351668.625879952,1.208796840522209,57540.65729212761,0.5741784992480489,12956.755859375,23910152,23910152,,91.41303253173828
resnet50_smallstem,tiny_imagenet,individual_methods,M0_baseline_fp32,0.4187,0.3814,0.3811839484716113,4619441.51748738,1.28317819930205,60871.16778111458,0.6095096446684735,9643.06884765625,23910152,23910152,,91.41303253173828
resnet50_smallstem,tiny_imagenet,individual_methods,M5_adaptive_lr_only,0.6243,0.6243,0.6246948644106667,4290267.019844992,1.191740838845831,56538.721370220184,0.5660768984517697,12956.755859375,23910152,23910152,,91.41303253173828
resnet50_cifar,cifar100,individual_methods,M7_full_e2am,0.7008,0.7001,0.7001315508036062,233116.49642235148,0.06475458233954208,3122.941862821579,0.030758426611282495,3590.45703125,23705252,23705252,,90.63140106201172
resnet50_cifar,cifar100,individual_methods,M3_grad_accum_only,0.6228,0.6151,0.616554764719802,561402.7518874742,0.15594520885763172,7380.495633125305,0.07407397420737506,3459.517578125,23705252,23705252,,90.63140106201172
resnet50_cifar,cifar100,individual_methods,M4_l1_sparsity_only,0.5897,0.5769,0.5760225070707954,569302.5643322412,0.15813960120340034,7475.2296760082245,0.07511631057161514,3460.3310546875,23705252,23705252,,90.63140106201172
resnet50_cifar,cifar100,individual_methods,M2_amp_only,0.6081,0.5987,0.5956091195959433,252820.3527265525,0.07022787575737569,3377.2531814575195,0.033358240984753464,4307.42822265625,23705252,23705252,,90.63140106201172
resnet50_cifar,cifar100,individual_methods,M6_eag_only,0.5821,0.5428,0.5431966485276508,563427.2008427267,0.1565075557896463,7411.662209510803,0.07434108900008196,3368.13671875,23705252,23705252,,90.63140106201172
resnet50_cifar,cifar100,individual_methods,M1_cache_only,0.5947,0.5861,0.5822347173966961,564047.9596269876,0.15667998878527434,7414.785365104675,0.07442299467300532,8919.7041015625,23705252,23705252,,90.63140106201172
resnet50_cifar,cifar100,individual_methods,M0_baseline_fp32,0.5913,0.557,0.5558685913872825,564906.4451893966,0.15691845699705462,7413.579429388046,0.07453626707360093,3368.13671875,23705252,23705252,,90.63140106201172
resnet50_cifar,cifar100,individual_methods,M5_adaptive_lr_only,0.7482,0.7482,0.7481505831323066,571453.3910054617,0.1587370530570727,7577.760955810547,0.07540010020210954,8920.4541015625,23705252,23705252,,90.63140106201172