model_name stringclasses 1
value | dataset_name stringclasses 1
value | method_group stringclasses 2
values | variant_name stringlengths 8 36 | best_accuracy float64 0.77 0.79 | final_accuracy float64 0.76 0.78 | final_f1_score float64 0.76 0.78 | total_energy_j float64 81.5k 182k | total_energy_kwh float64 0.02 0.05 | total_time_sec float64 1.13k 2.47k | total_co2_kg float64 0.01 0.02 | peak_vram_mb float64 626 3.09k | num_parameters int64 27.9M 27.9M | nonzero_parameters int64 27.9M 27.9M | flops_or_macs float64 | model_size_mb float64 106 106 |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
convnextv2_tiny | cifar10 | individual_methods | M4_l1_sparsity_only | 0.7721 | 0.7715 | 0.771009 | 182,282.386647 | 0.050634 | 2,468.02655 | 0.024051 | 692.348633 | 27,874,186 | 27,874,186 | null | 106.331581 |
convnextv2_tiny | cifar10 | individual_methods | M7_full_e2am | 0.7795 | 0.7795 | 0.779494 | 100,900.199892 | 0.028028 | 1,390.739841 | 0.013313 | 931.428711 | 27,874,186 | 27,874,186 | null | 106.331581 |
convnextv2_tiny | cifar10 | individual_methods | M5_adaptive_lr_only | 0.7706 | 0.7706 | 0.770631 | 161,830.446116 | 0.044953 | 2,189.9007 | 0.021353 | 3,088.17627 | 27,874,186 | 27,874,186 | null | 106.331581 |
convnextv2_tiny | cifar10 | individual_methods | M2_amp_only | 0.777 | 0.7715 | 0.770666 | 91,150.738875 | 0.02532 | 1,278.445493 | 0.012027 | 718.546387 | 27,874,186 | 27,874,186 | null | 106.331581 |
convnextv2_tiny | cifar10 | individual_methods | M0_baseline_fp32 | 0.7781 | 0.7715 | 0.771374 | 163,073.239717 | 0.045298 | 2,194.135099 | 0.021517 | 626.797852 | 27,874,186 | 27,874,186 | null | 106.331581 |
convnextv2_tiny | cifar10 | individual_methods | M1_cache_only | 0.7796 | 0.7725 | 0.770884 | 158,310.295608 | 0.043975 | 2,139.187263 | 0.020888 | 626.46875 | 27,874,186 | 27,874,186 | null | 106.331581 |
convnextv2_tiny | cifar10 | individual_methods | M3_grad_accum_only | 0.7671 | 0.763 | 0.761879 | 144,285.431987 | 0.040079 | 1,966.276869 | 0.019038 | 695.02002 | 27,874,186 | 27,874,186 | null | 106.331581 |
convnextv2_tiny | cifar10 | individual_methods | M6_eag_only | 0.7734 | 0.7714 | 0.770344 | 165,975.130757 | 0.046104 | 2,228.265188 | 0.021899 | 626.797852 | 27,874,186 | 27,874,186 | null | 106.331581 |
convnextv2_tiny | cifar10 | cumulative_ablation | C2_cache_amp | 0.7661 | 0.7598 | 0.757313 | 89,384.519062 | 0.024829 | 1,256.411976 | 0.011794 | 718.546387 | 27,874,186 | 27,874,186 | null | 106.331581 |
convnextv2_tiny | cifar10 | cumulative_ablation | C5_cache_amp_gradaccum_adaptivelr_l1 | 0.7792 | 0.7789 | 0.778934 | 91,034.087827 | 0.025287 | 1,251.139563 | 0.012011 | 931.428711 | 27,874,186 | 27,874,186 | null | 106.331581 |
convnextv2_tiny | cifar10 | cumulative_ablation | C0_baseline | 0.7804 | 0.7701 | 0.769951 | 158,879.244433 | 0.044133 | 2,162.78177 | 0.020963 | 3,088.17627 | 27,874,186 | 27,874,186 | null | 106.331581 |
convnextv2_tiny | cifar10 | cumulative_ablation | C1_cache | 0.7877 | 0.7767 | 0.775134 | 155,053.875426 | 0.043071 | 2,108.200095 | 0.020458 | 626.46875 | 27,874,186 | 27,874,186 | null | 106.331581 |
convnextv2_tiny | cifar10 | cumulative_ablation | C6_full_e2am | 0.7796 | 0.779 | 0.779007 | 91,692.428594 | 0.02547 | 1,291.407552 | 0.012098 | 932.678711 | 27,874,186 | 27,874,186 | null | 106.331581 |
convnextv2_tiny | cifar10 | cumulative_ablation | C4_cache_amp_gradaccum_adaptivelr | 0.7793 | 0.7784 | 0.77848 | 82,301.201248 | 0.022861 | 1,133.070484 | 0.010859 | 825.421875 | 27,874,186 | 27,874,186 | null | 106.331581 |
convnextv2_tiny | cifar10 | cumulative_ablation | C3_cache_amp_gradaccum | 0.7835 | 0.7731 | 0.772637 | 81,493.96187 | 0.022637 | 1,132.514756 | 0.010753 | 826.171875 | 27,874,186 | 27,874,186 | null | 106.331581 |
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