model_name stringclasses 1
value | dataset_name stringclasses 1
value | method_group stringclasses 2
values | variant_name stringlengths 8 36 | best_accuracy float64 0.1 0.93 | final_accuracy float64 0.1 0.93 | final_f1_score float64 0.02 0.93 | total_energy_j float64 874k 1.97M | total_energy_kwh float64 0.24 0.55 | total_time_sec float64 11.6k 26.2k | total_co2_kg float64 0.12 0.26 | peak_vram_mb float64 5.44k 14.6k | num_parameters int64 4.39M 4.39M | nonzero_parameters int64 4.39M 4.39M | flops_or_macs float64 | model_size_mb float64 16.8 16.8 |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
mobilevitv2_100 | cifar10 | cumulative_ablation | C1_cache | 0.671 | 0.6531 | 0.646936 | 1,970,450.296128 | 0.547347 | 26,205.291671 | 0.25999 | 5,878.096191 | 4,393,971 | 4,393,971 | null | 16.821186 |
mobilevitv2_100 | cifar10 | cumulative_ablation | C5_cache_amp_gradaccum_adaptivelr_l1 | 0.9206 | 0.9206 | 0.920398 | 921,749.10598 | 0.256041 | 12,257.013793 | 0.12162 | 6,391.021973 | 4,393,971 | 4,393,971 | null | 16.821186 |
mobilevitv2_100 | cifar10 | cumulative_ablation | C4_cache_amp_gradaccum_adaptivelr | 0.9285 | 0.9285 | 0.928357 | 891,802.176378 | 0.247723 | 11,828.003571 | 0.117668 | 5,445.515625 | 4,393,971 | 4,393,971 | null | 16.821186 |
mobilevitv2_100 | cifar10 | cumulative_ablation | C0_baseline | 0.6561 | 0.6201 | 0.618364 | 1,763,698.933724 | 0.489916 | 23,158.456726 | 0.23271 | 14,572.309082 | 4,393,971 | 4,393,971 | null | 16.821186 |
mobilevitv2_100 | cifar10 | cumulative_ablation | C2_cache_amp | 0.7397 | 0.6484 | 0.636755 | 874,496.449381 | 0.242916 | 11,594.91461 | 0.115385 | 6,390.271973 | 4,393,971 | 4,393,971 | null | 16.821186 |
mobilevitv2_100 | cifar10 | cumulative_ablation | C3_cache_amp_gradaccum | 0.8276 | 0.7941 | 0.798305 | 886,203.857702 | 0.246168 | 11,765.44777 | 0.11693 | 5,445.515625 | 4,393,971 | 4,393,971 | null | 16.821186 |
mobilevitv2_100 | cifar10 | cumulative_ablation | C6_full_e2am | 0.9298 | 0.9298 | 0.92973 | 912,476.497958 | 0.253466 | 12,086.259775 | 0.120396 | 5,444.515625 | 4,393,971 | 4,393,971 | null | 16.821186 |
mobilevitv2_100 | cifar10 | individual_methods | M0_baseline_fp32 | 0.6971 | 0.4145 | 0.362704 | 1,673,100.023877 | 0.46475 | 22,137.977786 | 0.220756 | 14,572.309082 | 4,393,971 | 4,393,971 | null | 16.821186 |
mobilevitv2_100 | cifar10 | individual_methods | M7_full_e2am | 0.9219 | 0.9219 | 0.921703 | 991,434.194145 | 0.275398 | 13,151.041107 | 0.130814 | 5,444.515625 | 4,393,971 | 4,393,971 | null | 16.821186 |
mobilevitv2_100 | cifar10 | individual_methods | M6_eag_only | 0.6509 | 0.6054 | 0.59173 | 1,727,996.458176 | 0.479999 | 22,936.595914 | 0.228 | 5,878.096191 | 4,393,971 | 4,393,971 | null | 16.821186 |
mobilevitv2_100 | cifar10 | individual_methods | M5_adaptive_lr_only | 0.8682 | 0.8682 | 0.867469 | 1,884,161.087337 | 0.523378 | 24,931.336966 | 0.248605 | 14,572.309082 | 4,393,971 | 4,393,971 | null | 16.821186 |
mobilevitv2_100 | cifar10 | individual_methods | M3_grad_accum_only | 0.7694 | 0.6857 | 0.672263 | 1,870,616.194399 | 0.519616 | 24,864.942419 | 0.246817 | 14,572.309082 | 4,393,971 | 4,393,971 | null | 16.821186 |
mobilevitv2_100 | cifar10 | individual_methods | M4_l1_sparsity_only | 0.6888 | 0.5565 | 0.546611 | 1,884,255.493069 | 0.523404 | 25,183.234609 | 0.248617 | 14,573.932617 | 4,393,971 | 4,393,971 | null | 16.821186 |
mobilevitv2_100 | cifar10 | individual_methods | M1_cache_only | 0.6739 | 0.6186 | 0.60421 | 1,783,428.938896 | 0.495397 | 23,559.515508 | 0.235314 | 5,878.096191 | 4,393,971 | 4,393,971 | null | 16.821186 |
mobilevitv2_100 | cifar10 | individual_methods | M2_amp_only | 0.1 | 0.1 | 0.018182 | 949,809.768221 | 0.263836 | 12,604.734083 | 0.125322 | 6,390.271973 | 4,393,971 | 4,393,971 | null | 16.821186 |
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