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
effnetv2_s,tiny_imagenet,cumulative_ablation,C5_cache_amp_gradaccum_adaptivelr_l1,0.5708,0.5708,0.5653354983135468,739216.8172919098,0.2053380048033083,9943.097280025482,0.09753555228157143,3518.37255859375,20433688,20433688,,78.53614807128906
effnetv2_s,tiny_imagenet,cumulative_ablation,C3_cache_amp_gradaccum,0.4436,0.4436,0.439476251604306,724321.9327641955,0.20120053687894318,9765.76681804657,0.09557025501749802,3453.76123046875,20433688,20433688,,78.53614807128906
effnetv2_s,tiny_imagenet,cumulative_ablation,C2_cache_amp,0.3465,0.3288,0.3187290301283518,712632.4652320796,0.19795346256446655,9632.562858581543,0.09402789471812158,4146.99609375,20433688,20433688,,78.53614807128906
effnetv2_s,tiny_imagenet,cumulative_ablation,C1_cache,0.2502,0.2028,0.1949103022392003,1445139.206839809,0.4014275574555025,19311.573588371277,0.1906780897913636,4358.75732421875,20433688,20433688,,78.53614807128906
effnetv2_s,tiny_imagenet,cumulative_ablation,C0_baseline,0.2475,0.2367,0.21126754685035634,1482909.3487123142,0.4119192635311984,19800.469193696976,0.19566165017731924,4358.75732421875,20433688,20433688,,78.53614807128906
effnetv2_s,tiny_imagenet,cumulative_ablation,C6_full_e2am,0.5708,0.5708,0.5653354983135468,738944.0320090081,0.20526223111361336,9939.098759174347,0.09749955977896638,3518.37255859375,20433688,20433688,,78.53614807128906
effnetv2_s,tiny_imagenet,cumulative_ablation,C4_cache_amp_gradaccum_adaptivelr,0.5738,0.5738,0.5686480650736732,729532.9497632972,0.2026480416009159,9831.056418895721,0.09625781976043499,4228.9833984375,20433688,20433688,,78.53614807128906
effnetv2_s,tiny_imagenet,individual_methods,M0_baseline_fp32,0.2462,0.2397,0.22385366809432974,1422660.698390391,0.39518352733066414,18948.88562297821,0.18771217548206537,4358.75732421875,20433688,20433688,,78.53614807128906
effnetv2_s,tiny_imagenet,individual_methods,M4_l1_sparsity_only,0.244,0.2333,0.21034926513662713,1459562.137277583,0.4054339270215508,19502.241866350174,0.19258111533523645,4440.33251953125,20433688,20433688,,78.53614807128906
effnetv2_s,tiny_imagenet,individual_methods,M3_grad_accum_only,0.3467,0.3352,0.32429801105572165,1411645.6268399907,0.39212378523333075,18791.001306295395,0.18625879798583214,3383.490234375,20433688,20433688,,78.53614807128906
effnetv2_s,tiny_imagenet,individual_methods,M6_eag_only,0.2606,0.2292,0.2092075670152726,1437299.678006703,0.3992499105574175,19318.716631412506,0.1896437075147733,3285.48046875,20433688,20433688,,78.53614807128906
effnetv2_s,tiny_imagenet,individual_methods,M7_full_e2am,0.5805,0.5805,0.575147313173946,721653.1458821703,0.20045920718949176,9682.665334701538,0.09521812341500858,3519.12255859375,20433688,20433688,,78.53614807128906
effnetv2_s,tiny_imagenet,individual_methods,M1_cache_only,0.2451,0.1981,0.1829452299811285,1419903.9479109242,0.3944177633085901,19007.647489786148,0.18734843757158012,4358.75732421875,20433688,20433688,,78.53614807128906
effnetv2_s,tiny_imagenet,individual_methods,M5_adaptive_lr_only,0.4611,0.4611,0.449640824435746,1432503.4575608147,0.3979176271002263,19208.21226501465,0.18901087287260743,4358.75732421875,20433688,20433688,,78.53614807128906
effnetv2_s,tiny_imagenet,individual_methods,M2_amp_only,0.3541,0.316,0.29404092167122764,697223.2055240303,0.19367311264556397,9387.331252336502,0.09199472850664284,4229.9833984375,20433688,20433688,,78.53614807128906