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- effnetv2_s::tiny_imagenet::cumulative_ablation::C4_cache_amp_gradaccum_adaptivelr,/kaggle/working/E2AM-EffNetV2-TIN/tiny_imagenet/cumulative_ablation/C4_cache_amp_gradaccum_adaptivelr,runs/tiny_imagenet/cumulative_ablation/C4_cache_amp_gradaccum_adaptivelr,effnetv2_s,tiny_imagenet,cumulative_ablation,C4_cache_amp_gradaccum_adaptivelr,C4,50,50.0,0.5738,0.5738,0.8162,0.5686480650736732,0.5703649661126633,0.5738,9831.056418895721,729532.9497632972,0.2026480416009159,0.09625781976043499,0.475,4228.9833984375,20433688.0,20433688.0,78.53614807128906,,True,cosine,2,0.0,False,128,32,2.0,"['Tesla T4', 'Tesla T4']",12.8,2.10.0+cu128,3.12.12,completed,2026-05-20T19:00:35Z,/kaggle/working/E2AM-EffNetV2-TIN/tiny_imagenet/cumulative_ablation/C4_cache_amp_gradaccum_adaptivelr/metrics_summary.json,,,,,,,
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- effnetv2_s::tiny_imagenet::cumulative_ablation::C5_cache_amp_gradaccum_adaptivelr_l1,/kaggle/working/E2AM-EffNetV2-TIN/tiny_imagenet/cumulative_ablation/C5_cache_amp_gradaccum_adaptivelr_l1,runs/tiny_imagenet/cumulative_ablation/C5_cache_amp_gradaccum_adaptivelr_l1,effnetv2_s,tiny_imagenet,cumulative_ablation,C5_cache_amp_gradaccum_adaptivelr_l1,C5,50,50.0,0.5708,0.5708,0.8125,0.5653354983135468,0.5681472949345349,0.5708,9943.097280025482,739216.8172919098,0.2053380048033083,0.09753555228157143,0.475,3518.37255859375,20433688.0,20433688.0,78.53614807128906,,True,cosine,2,1e-08,False,128,32,2.0,"['Tesla T4', 'Tesla T4']",12.8,2.10.0+cu128,3.12.12,completed,2026-05-20T21:54:50Z,/kaggle/working/E2AM-EffNetV2-TIN/tiny_imagenet/cumulative_ablation/C5_cache_amp_gradaccum_adaptivelr_l1/metrics_summary.json,,,,,,,
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- effnetv2_s::tiny_imagenet::cumulative_ablation::C0_baseline,/kaggle/working/E2AM-EffNetV2-TIN/tiny_imagenet/cumulative_ablation/C0_baseline,runs/tiny_imagenet/cumulative_ablation/C0_baseline,effnetv2_s,tiny_imagenet,cumulative_ablation,C0_baseline,C0,50,50.0,0.2475,0.2367,0.503,0.21126754685035634,0.273370088853778,0.23670000000000002,19800.469193696976,1482909.3487123142,0.4119192635311984,0.19566165017731924,0.475,4358.75732421875,20433688.0,20433688.0,78.53614807128906,,False,none,1,0.0,False,64,32,2.0,"['Tesla T4', 'Tesla T4']",12.8,2.10.0+cu128,3.12.12,completed,2026-05-21T07:03:00Z,/kaggle/working/E2AM-EffNetV2-TIN/tiny_imagenet/cumulative_ablation/C0_baseline/metrics_summary.json,,,,,,,
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- effnetv2_s::tiny_imagenet::cumulative_ablation::C6_full_e2am,/kaggle/working/E2AM-EffNetV2-TIN/tiny_imagenet/cumulative_ablation/C6_full_e2am,runs/tiny_imagenet/cumulative_ablation/C6_full_e2am,effnetv2_s,tiny_imagenet,cumulative_ablation,C6_full_e2am,C6,50,50.0,0.5708,0.5708,0.8125,0.5653354983135468,0.5681472949345349,0.5708,9939.098759174347,738944.0320090081,0.20526223111361336,0.09749955977896638,0.475,3518.37255859375,20433688.0,20433688.0,78.53614807128906,,True,cosine,2,1e-08,True,128,32,2.0,"['Tesla T4', 'Tesla T4']",12.8,2.10.0+cu128,3.12.12,completed,2026-05-21T00:49:13Z,/kaggle/working/E2AM-EffNetV2-TIN/tiny_imagenet/cumulative_ablation/C6_full_e2am/metrics_summary.json,,,,,,,
9
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10
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11
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12
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14
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1
+ run_key,run_dir,repo_run_path,model_name,dataset_name,method_group,variant_name,method_id,num_epochs_planned,num_epochs_run,best_accuracy,final_accuracy,final_accuracy_top5,final_f1_score,final_precision,final_recall,total_time_sec,total_energy_j,total_energy_kwh,total_co2_kg,carbon_intensity_kg_per_kwh,peak_vram_mb,num_parameters,nonzero_parameters,model_size_mb,flops_or_macs,amp_enabled,scheduler,gradient_accumulation_steps,l1_lambda,eag_enabled,batch_size,image_size,gpu_count,gpu_names,cuda_version,pytorch_version,python_version,status,completed_utc,metrics_file
2
+ effnetv2_s::tiny_imagenet::individual_methods::M0_baseline_fp32,/kaggle/working/E2AM-EffNetV2-TIN/tiny_imagenet/individual_methods/M0_baseline_fp32,runs/tiny_imagenet/individual_methods/M0_baseline_fp32,effnetv2_s,tiny_imagenet,individual_methods,M0_baseline_fp32,M0,50,50,0.2462,0.2397,0.517,0.22385366809432974,0.27509276926934584,0.2397,18948.88562297821,1422660.698390391,0.39518352733066414,0.18771217548206537,0.475,4358.75732421875,20433688,20433688,78.53614807128906,,False,none,1,0.0,False,64,32,2,"['Tesla T4', 'Tesla T4']",12.8,2.10.0+cu128,3.12.12,completed,2026-05-25T07:59:06Z,/kaggle/working/E2AM-EffNetV2-TIN/tiny_imagenet/individual_methods/M0_baseline_fp32/metrics_summary.json
3
+ effnetv2_s::tiny_imagenet::individual_methods::M1_cache_only,/kaggle/working/E2AM-EffNetV2-TIN/tiny_imagenet/individual_methods/M1_cache_only,runs/tiny_imagenet/individual_methods/M1_cache_only,effnetv2_s,tiny_imagenet,individual_methods,M1_cache_only,M1,50,50,0.2451,0.1981,0.4466,0.1829452299811285,0.26041708708926053,0.19810000000000003,19007.647489786148,1419903.9479109242,0.3944177633085901,0.18734843757158012,0.475,4358.75732421875,20433688,20433688,78.53614807128906,,False,none,1,0.0,False,64,32,2,"['Tesla T4', 'Tesla T4']",12.8,2.10.0+cu128,3.12.12,completed,2026-05-21T03:13:11Z,/kaggle/working/E2AM-EffNetV2-TIN/tiny_imagenet/individual_methods/M1_cache_only/metrics_summary.json
4
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5
+ effnetv2_s::tiny_imagenet::individual_methods::M4_l1_sparsity_only,/kaggle/working/E2AM-EffNetV2-TIN/tiny_imagenet/individual_methods/M4_l1_sparsity_only,runs/tiny_imagenet/individual_methods/M4_l1_sparsity_only,effnetv2_s,tiny_imagenet,individual_methods,M4_l1_sparsity_only,M4,50,50,0.244,0.2333,0.4997,0.21034926513662713,0.27545214311148397,0.23329999999999998,19502.241866350174,1459562.137277583,0.4054339270215508,0.19258111533523645,0.475,4440.33251953125,20433688,20433688,78.53614807128906,,False,none,1,1e-08,False,64,32,2,"['Tesla T4', 'Tesla T4']",12.8,2.10.0+cu128,3.12.12,completed,2026-05-23T06:07:19Z,/kaggle/working/E2AM-EffNetV2-TIN/tiny_imagenet/individual_methods/M4_l1_sparsity_only/metrics_summary.json
6
+ effnetv2_s::tiny_imagenet::individual_methods::M3_grad_accum_only,/kaggle/working/E2AM-EffNetV2-TIN/tiny_imagenet/individual_methods/M3_grad_accum_only,runs/tiny_imagenet/individual_methods/M3_grad_accum_only,effnetv2_s,tiny_imagenet,individual_methods,M3_grad_accum_only,M3,50,50,0.3467,0.3352,0.6144,0.32429801105572165,0.3791481791765272,0.33519999999999994,18791.001306295395,1411645.6268399907,0.39212378523333075,0.18625879798583214,0.475,3383.490234375,20433688,20433688,78.53614807128906,,False,none,2,0.0,False,64,32,2,"['Tesla T4', 'Tesla T4']",12.8,2.10.0+cu128,3.12.12,completed,2026-05-21T08:38:23Z,/kaggle/working/E2AM-EffNetV2-TIN/tiny_imagenet/individual_methods/M3_grad_accum_only/metrics_summary.json
7
+ effnetv2_s::tiny_imagenet::individual_methods::M7_full_e2am,/kaggle/working/E2AM-EffNetV2-TIN/tiny_imagenet/individual_methods/M7_full_e2am,runs/tiny_imagenet/individual_methods/M7_full_e2am,effnetv2_s,tiny_imagenet,individual_methods,M7_full_e2am,M7,50,50,0.5805,0.5805,0.8162,0.575147313173946,0.5775149322454243,0.5805,9682.665334701538,721653.1458821703,0.20045920718949176,0.09521812341500858,0.475,3519.12255859375,20433688,20433688,78.53614807128906,,True,cosine,2,1e-08,True,128,32,2,"['Tesla T4', 'Tesla T4']",12.8,2.10.0+cu128,3.12.12,completed,2026-05-20T15:18:03Z,/kaggle/working/E2AM-EffNetV2-TIN/tiny_imagenet/individual_methods/M7_full_e2am/metrics_summary.json
8
+ effnetv2_s::tiny_imagenet::individual_methods::M6_eag_only,/kaggle/working/E2AM-EffNetV2-TIN/tiny_imagenet/individual_methods/M6_eag_only,runs/tiny_imagenet/individual_methods/M6_eag_only,effnetv2_s,tiny_imagenet,individual_methods,M6_eag_only,M6,50,50,0.2606,0.2292,0.5031,0.2092075670152726,0.2737085930362955,0.22920000000000001,19318.716631412506,1437299.678006703,0.3992499105574175,0.1896437075147733,0.475,3285.48046875,20433688,20433688,78.53614807128906,,False,none,1,0.0,True,64,32,2,"['Tesla T4', 'Tesla T4']",12.8,2.10.0+cu128,3.12.12,completed,2026-05-23T11:41:54Z,/kaggle/working/E2AM-EffNetV2-TIN/tiny_imagenet/individual_methods/M6_eag_only/metrics_summary.json
9
+ effnetv2_s::tiny_imagenet::individual_methods::M2_amp_only,/kaggle/working/E2AM-EffNetV2-TIN/tiny_imagenet/individual_methods/M2_amp_only,runs/tiny_imagenet/individual_methods/M2_amp_only,effnetv2_s,tiny_imagenet,individual_methods,M2_amp_only,M2,50,50,0.3541,0.316,0.5908,0.29404092167122764,0.3770824968592864,0.316,9387.331252336502,697223.2055240303,0.19367311264556397,0.09199472850664284,0.475,4229.9833984375,20433688,20433688,78.53614807128906,,True,none,1,0.0,False,128,32,2,"['Tesla T4', 'Tesla T4']",12.8,2.10.0+cu128,3.12.12,completed,2026-05-20T12:28:31Z,/kaggle/working/E2AM-EffNetV2-TIN/tiny_imagenet/individual_methods/M2_amp_only/metrics_summary.json
10
+ effnetv2_s::tiny_imagenet::cumulative_ablation::C5_cache_amp_gradaccum_adaptivelr_l1,/kaggle/working/E2AM-EffNetV2-TIN/tiny_imagenet/cumulative_ablation/C5_cache_amp_gradaccum_adaptivelr_l1,runs/tiny_imagenet/cumulative_ablation/C5_cache_amp_gradaccum_adaptivelr_l1,effnetv2_s,tiny_imagenet,cumulative_ablation,C5_cache_amp_gradaccum_adaptivelr_l1,C5,50,50,0.5708,0.5708,0.8125,0.5653354983135468,0.5681472949345349,0.5708,9943.097280025482,739216.8172919098,0.2053380048033083,0.09753555228157143,0.475,3518.37255859375,20433688,20433688,78.53614807128906,,True,cosine,2,1e-08,False,128,32,2,"['Tesla T4', 'Tesla T4']",12.8,2.10.0+cu128,3.12.12,completed,2026-05-20T21:54:50Z,/kaggle/working/E2AM-EffNetV2-TIN/tiny_imagenet/cumulative_ablation/C5_cache_amp_gradaccum_adaptivelr_l1/metrics_summary.json
11
+ effnetv2_s::tiny_imagenet::cumulative_ablation::C1_cache,/kaggle/working/E2AM-EffNetV2-TIN/tiny_imagenet/cumulative_ablation/C1_cache,runs/tiny_imagenet/cumulative_ablation/C1_cache,effnetv2_s,tiny_imagenet,cumulative_ablation,C1_cache,C1,50,50,0.2502,0.2028,0.4566,0.1949103022392003,0.291396428394183,0.2028,19311.573588371277,1445139.206839809,0.4014275574555025,0.1906780897913636,0.475,4358.75732421875,20433688,20433688,78.53614807128906,,False,none,1,0.0,False,64,32,2,"['Tesla T4', 'Tesla T4']",12.8,2.10.0+cu128,3.12.12,completed,2026-05-21T13:04:01Z,/kaggle/working/E2AM-EffNetV2-TIN/tiny_imagenet/cumulative_ablation/C1_cache/metrics_summary.json
12
+ effnetv2_s::tiny_imagenet::cumulative_ablation::C6_full_e2am,/kaggle/working/E2AM-EffNetV2-TIN/tiny_imagenet/cumulative_ablation/C6_full_e2am,runs/tiny_imagenet/cumulative_ablation/C6_full_e2am,effnetv2_s,tiny_imagenet,cumulative_ablation,C6_full_e2am,C6,50,50,0.5708,0.5708,0.8125,0.5653354983135468,0.5681472949345349,0.5708,9939.098759174347,738944.0320090081,0.20526223111361336,0.09749955977896638,0.475,3518.37255859375,20433688,20433688,78.53614807128906,,True,cosine,2,1e-08,True,128,32,2,"['Tesla T4', 'Tesla T4']",12.8,2.10.0+cu128,3.12.12,completed,2026-05-21T00:49:13Z,/kaggle/working/E2AM-EffNetV2-TIN/tiny_imagenet/cumulative_ablation/C6_full_e2am/metrics_summary.json
13
+ effnetv2_s::tiny_imagenet::cumulative_ablation::C2_cache_amp,/kaggle/working/E2AM-EffNetV2-TIN/tiny_imagenet/cumulative_ablation/C2_cache_amp,runs/tiny_imagenet/cumulative_ablation/C2_cache_amp,effnetv2_s,tiny_imagenet,cumulative_ablation,C2_cache_amp,C2,50,50,0.3465,0.3288,0.6134,0.3187290301283518,0.3702904882980039,0.3288,9632.562858581543,712632.4652320796,0.19795346256446655,0.09402789471812158,0.475,4146.99609375,20433688,20433688,78.53614807128906,,True,none,1,0.0,False,128,32,2,"['Tesla T4', 'Tesla T4']",12.8,2.10.0+cu128,3.12.12,completed,2026-05-20T13:00:05Z,/kaggle/working/E2AM-EffNetV2-TIN/tiny_imagenet/cumulative_ablation/C2_cache_amp/metrics_summary.json
14
+ effnetv2_s::tiny_imagenet::cumulative_ablation::C0_baseline,/kaggle/working/E2AM-EffNetV2-TIN/tiny_imagenet/cumulative_ablation/C0_baseline,runs/tiny_imagenet/cumulative_ablation/C0_baseline,effnetv2_s,tiny_imagenet,cumulative_ablation,C0_baseline,C0,50,50,0.2475,0.2367,0.503,0.21126754685035634,0.273370088853778,0.23670000000000002,19800.469193696976,1482909.3487123142,0.4119192635311984,0.19566165017731924,0.475,4358.75732421875,20433688,20433688,78.53614807128906,,False,none,1,0.0,False,64,32,2,"['Tesla T4', 'Tesla T4']",12.8,2.10.0+cu128,3.12.12,completed,2026-05-21T07:03:00Z,/kaggle/working/E2AM-EffNetV2-TIN/tiny_imagenet/cumulative_ablation/C0_baseline/metrics_summary.json
15
+ effnetv2_s::tiny_imagenet::cumulative_ablation::C4_cache_amp_gradaccum_adaptivelr,/kaggle/working/E2AM-EffNetV2-TIN/tiny_imagenet/cumulative_ablation/C4_cache_amp_gradaccum_adaptivelr,runs/tiny_imagenet/cumulative_ablation/C4_cache_amp_gradaccum_adaptivelr,effnetv2_s,tiny_imagenet,cumulative_ablation,C4_cache_amp_gradaccum_adaptivelr,C4,50,50,0.5738,0.5738,0.8162,0.5686480650736732,0.5703649661126633,0.5738,9831.056418895721,729532.9497632972,0.2026480416009159,0.09625781976043499,0.475,4228.9833984375,20433688,20433688,78.53614807128906,,True,cosine,2,0.0,False,128,32,2,"['Tesla T4', 'Tesla T4']",12.8,2.10.0+cu128,3.12.12,completed,2026-05-20T19:00:35Z,/kaggle/working/E2AM-EffNetV2-TIN/tiny_imagenet/cumulative_ablation/C4_cache_amp_gradaccum_adaptivelr/metrics_summary.json
16
+ effnetv2_s::tiny_imagenet::cumulative_ablation::C3_cache_amp_gradaccum,/kaggle/working/E2AM-EffNetV2-TIN/tiny_imagenet/cumulative_ablation/C3_cache_amp_gradaccum,runs/tiny_imagenet/cumulative_ablation/C3_cache_amp_gradaccum,effnetv2_s,tiny_imagenet,cumulative_ablation,C3_cache_amp_gradaccum,C3,50,50,0.4436,0.4436,0.7242,0.439476251604306,0.48249705812733806,0.4436,9765.76681804657,724321.9327641955,0.20120053687894318,0.09557025501749802,0.475,3453.76123046875,20433688,20433688,78.53614807128906,,True,none,2,0.0,False,128,32,2,"['Tesla T4', 'Tesla T4']",12.8,2.10.0+cu128,3.12.12,completed,2026-05-20T15:51:06Z,/kaggle/working/E2AM-EffNetV2-TIN/tiny_imagenet/cumulative_ablation/C3_cache_amp_gradaccum/metrics_summary.json
paper_tables/cumulative_ablation_table.csv CHANGED
@@ -1,8 +1,8 @@
1
  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
2
- effnetv2_s,tiny_imagenet,cumulative_ablation,C4_cache_amp_gradaccum_adaptivelr,0.5738,0.5738,0.5686480650736732,729532.9497632972,0.2026480416009159,9831.056418895721,0.09625781976043499,4228.9833984375,20433688.0,20433688.0,,78.53614807128906
3
- effnetv2_s,tiny_imagenet,cumulative_ablation,C5_cache_amp_gradaccum_adaptivelr_l1,0.5708,0.5708,0.5653354983135468,739216.8172919098,0.2053380048033083,9943.097280025482,0.09753555228157143,3518.37255859375,20433688.0,20433688.0,,78.53614807128906
4
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5
- effnetv2_s,tiny_imagenet,cumulative_ablation,C0_baseline,0.2475,0.2367,0.21126754685035634,1482909.3487123142,0.4119192635311984,19800.469193696976,0.19566165017731924,4358.75732421875,20433688.0,20433688.0,,78.53614807128906
6
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7
- effnetv2_s,tiny_imagenet,cumulative_ablation,C3_cache_amp_gradaccum,0.4436,0.4436,0.439476251604306,724321.9327641955,0.20120053687894318,9765.76681804657,0.09557025501749802,3453.76123046875,20433688.0,20433688.0,,78.53614807128906
8
- effnetv2_s,tiny_imagenet,cumulative_ablation,C6_full_e2am,0.5708,0.5708,0.5653354983135468,738944.0320090081,0.20526223111361336,9939.098759174347,0.09749955977896638,3518.37255859375,20433688.0,20433688.0,,78.53614807128906
 
1
  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
2
+ 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
3
+ 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
4
+ 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
5
+ 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
6
+ 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
7
+ 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
8
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paper_tables/equal_epoch_comparison.csv CHANGED
@@ -1,4 +1,5 @@
1
  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
2
- effnetv2_s,tiny_imagenet,cumulative_ablation,C0_baseline,0.2475,0.2367,0.21126754685035634,1482909.3487123142,0.4119192635311984,19800.469193696976,0.19566165017731924,4358.75732421875,20433688.0,20433688.0,,78.53614807128906
3
- effnetv2_s,tiny_imagenet,cumulative_ablation,C6_full_e2am,0.5708,0.5708,0.5653354983135468,738944.0320090081,0.20526223111361336,9939.098759174347,0.09749955977896638,3518.37255859375,20433688.0,20433688.0,,78.53614807128906
4
- effnetv2_s,tiny_imagenet,individual_methods,M7_full_e2am,0.5805,0.5805,0.575147313173946,721653.1458821703,0.20045920718949176,9682.665334701538,0.09521812341500858,3519.12255859375,20433688.0,20433688.0,,78.53614807128906
 
 
1
  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
2
+ 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
3
+ 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
4
+ 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
5
+ 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
paper_tables/individual_method_study.csv CHANGED
@@ -1,7 +1,9 @@
1
  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
2
- effnetv2_s,tiny_imagenet,individual_methods,M1_cache_only,0.2451,0.1981,0.1829452299811285,1419903.9479109242,0.3944177633085901,19007.647489786148,0.18734843757158012,4358.75732421875,20433688.0,20433688.0,,78.53614807128906
3
- effnetv2_s,tiny_imagenet,individual_methods,M3_grad_accum_only,0.3467,0.3352,0.32429801105572165,1411645.6268399907,0.39212378523333075,18791.001306295395,0.18625879798583214,3383.490234375,20433688.0,20433688.0,,78.53614807128906
4
- effnetv2_s,tiny_imagenet,individual_methods,M7_full_e2am,0.5805,0.5805,0.575147313173946,721653.1458821703,0.20045920718949176,9682.665334701538,0.09521812341500858,3519.12255859375,20433688.0,20433688.0,,78.53614807128906
5
- effnetv2_s,tiny_imagenet,individual_methods,M4_l1_sparsity_only,0.1199,,,,,,,3371.9833984375,,,,
6
- effnetv2_s,tiny_imagenet,individual_methods,M2_amp_only,0.3541,0.316,0.29404092167122764,697223.2055240303,0.19367311264556397,9387.331252336502,0.09199472850664284,4229.9833984375,20433688.0,20433688.0,,78.53614807128906
7
- effnetv2_s,tiny_imagenet,individual_methods,M5_adaptive_lr_only,0.4611,0.4611,0.449640824435746,1432503.4575608147,0.3979176271002263,19208.21226501465,0.18901087287260743,4358.75732421875,20433688.0,20433688.0,,78.53614807128906
 
 
 
1
  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
2
+ 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
3
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4
+ 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
5
+ 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
6
+ 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
7
+ 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
8
+ 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
9
+ 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
paper_tables/training_results_table.csv CHANGED
@@ -1,14 +1,16 @@
1
  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
2
- effnetv2_s,tiny_imagenet,cumulative_ablation,C4_cache_amp_gradaccum_adaptivelr,0.5738,0.5738,0.5686480650736732,729532.9497632972,0.2026480416009159,9831.056418895721,0.09625781976043499,4228.9833984375,20433688.0,20433688.0,,78.53614807128906
3
- effnetv2_s,tiny_imagenet,cumulative_ablation,C5_cache_amp_gradaccum_adaptivelr_l1,0.5708,0.5708,0.5653354983135468,739216.8172919098,0.2053380048033083,9943.097280025482,0.09753555228157143,3518.37255859375,20433688.0,20433688.0,,78.53614807128906
4
- effnetv2_s,tiny_imagenet,cumulative_ablation,C1_cache,0.2502,0.2028,0.1949103022392003,1445139.206839809,0.4014275574555025,19311.573588371277,0.1906780897913636,4358.75732421875,20433688.0,20433688.0,,78.53614807128906
5
- effnetv2_s,tiny_imagenet,cumulative_ablation,C0_baseline,0.2475,0.2367,0.21126754685035634,1482909.3487123142,0.4119192635311984,19800.469193696976,0.19566165017731924,4358.75732421875,20433688.0,20433688.0,,78.53614807128906
6
- effnetv2_s,tiny_imagenet,cumulative_ablation,C2_cache_amp,0.3465,0.3288,0.3187290301283518,712632.4652320796,0.19795346256446655,9632.562858581543,0.09402789471812158,4146.99609375,20433688.0,20433688.0,,78.53614807128906
7
- effnetv2_s,tiny_imagenet,cumulative_ablation,C3_cache_amp_gradaccum,0.4436,0.4436,0.439476251604306,724321.9327641955,0.20120053687894318,9765.76681804657,0.09557025501749802,3453.76123046875,20433688.0,20433688.0,,78.53614807128906
8
- effnetv2_s,tiny_imagenet,cumulative_ablation,C6_full_e2am,0.5708,0.5708,0.5653354983135468,738944.0320090081,0.20526223111361336,9939.098759174347,0.09749955977896638,3518.37255859375,20433688.0,20433688.0,,78.53614807128906
9
- effnetv2_s,tiny_imagenet,individual_methods,M1_cache_only,0.2451,0.1981,0.1829452299811285,1419903.9479109242,0.3944177633085901,19007.647489786148,0.18734843757158012,4358.75732421875,20433688.0,20433688.0,,78.53614807128906
10
- effnetv2_s,tiny_imagenet,individual_methods,M3_grad_accum_only,0.3467,0.3352,0.32429801105572165,1411645.6268399907,0.39212378523333075,18791.001306295395,0.18625879798583214,3383.490234375,20433688.0,20433688.0,,78.53614807128906
11
- effnetv2_s,tiny_imagenet,individual_methods,M7_full_e2am,0.5805,0.5805,0.575147313173946,721653.1458821703,0.20045920718949176,9682.665334701538,0.09521812341500858,3519.12255859375,20433688.0,20433688.0,,78.53614807128906
12
- effnetv2_s,tiny_imagenet,individual_methods,M4_l1_sparsity_only,0.1199,,,,,,,3371.9833984375,,,,
13
- effnetv2_s,tiny_imagenet,individual_methods,M2_amp_only,0.3541,0.316,0.29404092167122764,697223.2055240303,0.19367311264556397,9387.331252336502,0.09199472850664284,4229.9833984375,20433688.0,20433688.0,,78.53614807128906
14
- effnetv2_s,tiny_imagenet,individual_methods,M5_adaptive_lr_only,0.4611,0.4611,0.449640824435746,1432503.4575608147,0.3979176271002263,19208.21226501465,0.18901087287260743,4358.75732421875,20433688.0,20433688.0,,78.53614807128906
 
 
 
1
  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
2
+ 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
3
+ 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
4
+ 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
5
+ 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
6
+ 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
7
+ 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
8
+ 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
9
+ 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
10
+ 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
11
+ 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
12
+ 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
13
+ 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
14
+ 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
15
+ 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
16
+ 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