model_name stringclasses 1
value | dataset_name stringclasses 1
value | method_group stringclasses 2
values | variant_name stringlengths 8 36 | best_accuracy float64 0.74 0.9 | final_accuracy float64 0.71 0.9 | final_f1_score float64 0.71 0.9 | total_energy_j float64 355k 755k | total_energy_kwh float64 0.1 0.21 | total_time_sec float64 4.77k 9.83k | total_co2_kg float64 0.05 0.1 | peak_vram_mb float64 3.27k 4.44k | num_parameters int64 20.2M 20.2M | nonzero_parameters int64 20.2M 20.2M | flops_or_macs float64 | model_size_mb float64 77.6 77.6 |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
effnetv2_s | cifar10 | cumulative_ablation | C1_cache | 0.7472 | 0.7147 | 0.715194 | 714,489.462595 | 0.198469 | 9,556.001816 | 0.094273 | 4,356.42627 | 20,190,298 | 20,190,298 | null | 77.607689 |
effnetv2_s | cifar10 | cumulative_ablation | C0_baseline | 0.7569 | 0.7569 | 0.756763 | 715,745.497968 | 0.198818 | 9,591.358462 | 0.094439 | 4,275.367188 | 20,190,298 | 20,190,298 | null | 77.607689 |
effnetv2_s | cifar10 | cumulative_ablation | C2_cache_amp | 0.8068 | 0.7846 | 0.780503 | 355,666.420015 | 0.098796 | 4,823.602003 | 0.046928 | 4,141.093262 | 20,190,298 | 20,190,298 | null | 77.607689 |
effnetv2_s | cifar10 | cumulative_ablation | C6_full_e2am | 0.904 | 0.9009 | 0.90076 | 362,560.412274 | 0.100711 | 4,914.646834 | 0.047838 | 3,517.291504 | 20,190,298 | 20,190,298 | null | 77.607689 |
effnetv2_s | cifar10 | cumulative_ablation | C5_cache_amp_gradaccum_adaptivelr_l1 | 0.904 | 0.9009 | 0.90076 | 362,231.533604 | 0.10062 | 4,909.434878 | 0.047794 | 3,517.291504 | 20,190,298 | 20,190,298 | null | 77.607689 |
effnetv2_s | cifar10 | cumulative_ablation | C3_cache_amp_gradaccum | 0.8345 | 0.8282 | 0.82655 | 355,558.282965 | 0.098766 | 4,810.303344 | 0.046914 | 3,451.180176 | 20,190,298 | 20,190,298 | null | 77.607689 |
effnetv2_s | cifar10 | cumulative_ablation | C4_cache_amp_gradaccum_adaptivelr | 0.8973 | 0.8973 | 0.896878 | 356,141.79611 | 0.098928 | 4,825.418664 | 0.046991 | 3,451.180176 | 20,190,298 | 20,190,298 | null | 77.607689 |
effnetv2_s | cifar10 | individual_methods | M7_full_e2am | 0.8974 | 0.8974 | 0.897066 | 361,860.222222 | 0.100517 | 4,846.892284 | 0.047745 | 3,517.291504 | 20,190,298 | 20,190,298 | null | 77.607689 |
effnetv2_s | cifar10 | individual_methods | M0_baseline_fp32 | 0.7565 | 0.7076 | 0.710483 | 748,873.583558 | 0.20802 | 9,714.07477 | 0.09881 | 3,274.149414 | 20,190,298 | 20,190,298 | null | 77.607689 |
effnetv2_s | cifar10 | individual_methods | M2_amp_only | 0.8013 | 0.7844 | 0.782524 | 355,110.990735 | 0.098642 | 4,774.621377 | 0.046855 | 4,141.093262 | 20,190,298 | 20,190,298 | null | 77.607689 |
effnetv2_s | cifar10 | individual_methods | M3_grad_accum_only | 0.8036 | 0.8036 | 0.80465 | 703,650.716264 | 0.195459 | 9,402.74931 | 0.092843 | 3,377.65918 | 20,190,298 | 20,190,298 | null | 77.607689 |
effnetv2_s | cifar10 | individual_methods | M6_eag_only | 0.759 | 0.7495 | 0.748992 | 748,944.61952 | 0.20804 | 9,713.186405 | 0.098819 | 3,274.149414 | 20,190,298 | 20,190,298 | null | 77.607689 |
effnetv2_s | cifar10 | individual_methods | M1_cache_only | 0.7582 | 0.7116 | 0.721166 | 706,609.564889 | 0.19628 | 9,440.229767 | 0.093233 | 3,279.649414 | 20,190,298 | 20,190,298 | null | 77.607689 |
effnetv2_s | cifar10 | individual_methods | M5_adaptive_lr_only | 0.8841 | 0.8841 | 0.883535 | 706,780.194146 | 0.196328 | 9,453.784048 | 0.093256 | 4,275.367188 | 20,190,298 | 20,190,298 | null | 77.607689 |
effnetv2_s | cifar10 | individual_methods | M4_l1_sparsity_only | 0.7394 | 0.7079 | 0.711569 | 755,073.079514 | 0.209743 | 9,834.075927 | 0.099628 | 4,436.501465 | 20,190,298 | 20,190,298 | null | 77.607689 |
No dataset card yet
- Downloads last month
- 692