model_name stringclasses 1
value | dataset_name stringclasses 1
value | method_group stringclasses 2
values | variant_name stringlengths 8 36 | best_accuracy float64 0.26 0.73 | final_accuracy float64 0.16 0.73 | final_f1_score float64 0.14 0.73 | total_energy_j float64 842k 1.86M | total_energy_kwh float64 0.23 0.52 | total_time_sec float64 11.1k 24.6k | total_co2_kg float64 0.11 0.24 | peak_vram_mb float64 5.43k 14.6k | num_parameters int64 4.44M 4.44M | nonzero_parameters int64 4.44M 4.44M | flops_or_macs float64 | model_size_mb float64 17 17 |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
mobilevitv2_100 | cifar100 | individual_methods | M1_cache_only | 0.2719 | 0.2178 | 0.186196 | 1,806,913.257414 | 0.50192 | 23,896.124512 | 0.238412 | 14,572.847168 | 4,440,141 | 4,440,141 | null | 16.997311 |
mobilevitv2_100 | cifar100 | individual_methods | M2_amp_only | 0.4428 | 0.4063 | 0.387418 | 957,004.456979 | 0.265835 | 12,850.731724 | 0.126271 | 5,429.226563 | 4,440,141 | 4,440,141 | null | 16.997311 |
mobilevitv2_100 | cifar100 | individual_methods | M5_adaptive_lr_only | 0.5651 | 0.5651 | 0.557624 | 1,855,351.867201 | 0.515376 | 24,572.083282 | 0.244803 | 14,572.847168 | 4,440,141 | 4,440,141 | null | 16.997311 |
mobilevitv2_100 | cifar100 | individual_methods | M6_eag_only | 0.2914 | 0.2914 | 0.261644 | 1,815,907.707085 | 0.504419 | 24,010.794821 | 0.239599 | 14,572.847168 | 4,440,141 | 4,440,141 | null | 16.997311 |
mobilevitv2_100 | cifar100 | individual_methods | M0_baseline_fp32 | 0.2644 | 0.1925 | 0.158594 | 1,809,573.052235 | 0.502659 | 23,951.706339 | 0.238763 | 14,572.847168 | 4,440,141 | 4,440,141 | null | 16.997311 |
mobilevitv2_100 | cifar100 | individual_methods | M4_l1_sparsity_only | 0.256 | 0.1618 | 0.141884 | 1,807,331.08464 | 0.502036 | 23,947.290393 | 0.238467 | 5,879.291016 | 4,440,141 | 4,440,141 | null | 16.997311 |
mobilevitv2_100 | cifar100 | individual_methods | M7_full_e2am | 0.7307 | 0.7307 | 0.730448 | 992,495.219748 | 0.275693 | 13,298.367206 | 0.130954 | 5,446.795898 | 4,440,141 | 4,440,141 | null | 16.997311 |
mobilevitv2_100 | cifar100 | individual_methods | M3_grad_accum_only | 0.4483 | 0.3897 | 0.382011 | 1,757,600.131171 | 0.488222 | 23,150.279279 | 0.231906 | 14,572.847168 | 4,440,141 | 4,440,141 | null | 16.997311 |
mobilevitv2_100 | cifar100 | cumulative_ablation | C6_full_e2am | 0.7232 | 0.7226 | 0.722903 | 993,554.065876 | 0.275987 | 13,332.666749 | 0.131094 | 6,391.376465 | 4,440,141 | 4,440,141 | null | 16.997311 |
mobilevitv2_100 | cifar100 | cumulative_ablation | C1_cache | 0.2951 | 0.2401 | 0.209243 | 1,671,528.605713 | 0.464314 | 22,034.656142 | 0.220549 | 5,878.541016 | 4,440,141 | 4,440,141 | null | 16.997311 |
mobilevitv2_100 | cifar100 | cumulative_ablation | C3_cache_amp_gradaccum | 0.5739 | 0.5481 | 0.547445 | 845,339.030496 | 0.234816 | 11,112.77492 | 0.111538 | 5,446.147461 | 4,440,141 | 4,440,141 | null | 16.997311 |
mobilevitv2_100 | cifar100 | cumulative_ablation | C5_cache_amp_gradaccum_adaptivelr_l1 | 0.7253 | 0.7253 | 0.725363 | 942,027.611209 | 0.261674 | 12,605.076839 | 0.124295 | 6,391.376465 | 4,440,141 | 4,440,141 | null | 16.997311 |
mobilevitv2_100 | cifar100 | cumulative_ablation | C0_baseline | 0.284 | 0.2063 | 0.184535 | 1,725,874.824523 | 0.47941 | 22,880.842071 | 0.22772 | 14,572.847168 | 4,440,141 | 4,440,141 | null | 16.997311 |
mobilevitv2_100 | cifar100 | cumulative_ablation | C2_cache_amp | 0.4484 | 0.3197 | 0.301896 | 842,245.999805 | 0.233957 | 11,076.828961 | 0.11113 | 6,391.626465 | 4,440,141 | 4,440,141 | null | 16.997311 |
mobilevitv2_100 | cifar100 | cumulative_ablation | C4_cache_amp_gradaccum_adaptivelr | 0.718 | 0.715 | 0.714103 | 914,679.288662 | 0.254078 | 11,851.860039 | 0.120687 | 6,391.376465 | 4,440,141 | 4,440,141 | null | 16.997311 |
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