model_name stringclasses 1
value | dataset_name stringclasses 1
value | method_group stringclasses 2
values | variant_name stringlengths 8 36 | best_accuracy float64 0.44 0.49 | final_accuracy float64 0.44 0.49 | final_f1_score float64 0.44 0.49 | total_energy_j float64 84.8k 173k | total_energy_kwh float64 0.02 0.05 | total_time_sec float64 1.19k 2.34k | total_co2_kg float64 0.01 0.02 | peak_vram_mb float64 628 3.09k | num_parameters int64 27.9M 27.9M | nonzero_parameters int64 27.9M 27.9M | flops_or_macs float64 | model_size_mb float64 107 107 |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
convnextv2_tiny | cifar100 | individual_methods | M7_full_e2am | 0.4463 | 0.4448 | 0.441717 | 91,694.71793 | 0.025471 | 1,268.05826 | 0.012099 | 932.505371 | 27,943,396 | 27,943,396 | null | 106.595596 |
convnextv2_tiny | cifar100 | individual_methods | M6_eag_only | 0.4637 | 0.4608 | 0.458487 | 153,959.896986 | 0.042767 | 2,073.286658 | 0.020314 | 627.874512 | 27,943,396 | 27,943,396 | null | 106.595596 |
convnextv2_tiny | cifar100 | individual_methods | M1_cache_only | 0.4666 | 0.4589 | 0.460345 | 154,057.093852 | 0.042794 | 2,077.183454 | 0.020327 | 627.54541 | 27,943,396 | 27,943,396 | null | 106.595596 |
convnextv2_tiny | cifar100 | individual_methods | M2_amp_only | 0.4638 | 0.4594 | 0.458821 | 90,528.068601 | 0.025147 | 1,257.566161 | 0.011945 | 719.623047 | 27,943,396 | 27,943,396 | null | 106.595596 |
convnextv2_tiny | cifar100 | individual_methods | M3_grad_accum_only | 0.4684 | 0.463 | 0.462592 | 139,084.393011 | 0.038635 | 1,888.362897 | 0.018351 | 696.09668 | 27,943,396 | 27,943,396 | null | 106.595596 |
convnextv2_tiny | cifar100 | individual_methods | M0_baseline_fp32 | 0.4672 | 0.4661 | 0.466202 | 153,662.513313 | 0.042684 | 2,068.907128 | 0.020275 | 627.874512 | 27,943,396 | 27,943,396 | null | 106.595596 |
convnextv2_tiny | cifar100 | individual_methods | M5_adaptive_lr_only | 0.4948 | 0.4929 | 0.490699 | 154,598.810704 | 0.042944 | 2,101.672768 | 0.020398 | 3,089.236328 | 27,943,396 | 27,943,396 | null | 106.595596 |
convnextv2_tiny | cifar100 | individual_methods | M4_l1_sparsity_only | 0.4659 | 0.4642 | 0.460442 | 173,041.204535 | 0.048067 | 2,339.425704 | 0.022832 | 693.425293 | 27,943,396 | 27,943,396 | null | 106.595596 |
convnextv2_tiny | cifar100 | cumulative_ablation | C6_full_e2am | 0.4877 | 0.4877 | 0.485796 | 111,102.024057 | 0.030862 | 1,526.316048 | 0.014659 | 823.827148 | 27,943,396 | 27,943,396 | null | 106.595596 |
convnextv2_tiny | cifar100 | cumulative_ablation | C5_cache_amp_gradaccum_adaptivelr_l1 | 0.4877 | 0.4877 | 0.485796 | 108,496.735116 | 0.030138 | 1,497.214903 | 0.014316 | 823.827148 | 27,943,396 | 27,943,396 | null | 106.595596 |
convnextv2_tiny | cifar100 | cumulative_ablation | C3_cache_amp_gradaccum | 0.4391 | 0.4375 | 0.435263 | 84,844.13168 | 0.023568 | 1,188.136457 | 0.011195 | 828.623535 | 27,943,396 | 27,943,396 | null | 106.595596 |
convnextv2_tiny | cifar100 | cumulative_ablation | C0_baseline | 0.4673 | 0.4635 | 0.461504 | 158,303.723998 | 0.043973 | 2,173.807987 | 0.020887 | 3,089.236328 | 27,943,396 | 27,943,396 | null | 106.595596 |
convnextv2_tiny | cifar100 | cumulative_ablation | C2_cache_amp | 0.4638 | 0.4594 | 0.458821 | 94,235.543093 | 0.026177 | 1,325.177114 | 0.012434 | 719.623047 | 27,943,396 | 27,943,396 | null | 106.595596 |
convnextv2_tiny | cifar100 | cumulative_ablation | C1_cache | 0.4632 | 0.4596 | 0.458719 | 157,449.609434 | 0.043736 | 2,153.703215 | 0.020775 | 627.54541 | 27,943,396 | 27,943,396 | null | 106.595596 |
convnextv2_tiny | cifar100 | cumulative_ablation | C4_cache_amp_gradaccum_adaptivelr | 0.4887 | 0.4879 | 0.485931 | 100,026.099568 | 0.027785 | 1,389.065647 | 0.013198 | 719.623047 | 27,943,396 | 27,943,396 | null | 106.595596 |
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