model_name stringclasses 1
value | dataset_name stringclasses 1
value | method_group stringclasses 2
values | variant_name stringlengths 8 36 | best_accuracy float64 0.39 0.71 | final_accuracy float64 0.36 0.71 | final_f1_score float64 0.35 0.71 | total_energy_j float64 343k 727k | total_energy_kwh float64 0.1 0.2 | total_time_sec float64 4.58k 9.69k | total_co2_kg float64 0.05 0.1 | peak_vram_mb float64 3.28k 4.44k | num_parameters int64 20.3M 20.3M | nonzero_parameters int64 20.3M 20.3M | flops_or_macs float64 | model_size_mb float64 78 78 |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
effnetv2_s | cifar100 | cumulative_ablation | C0_baseline | 0.4075 | 0.3893 | 0.380174 | 719,694.851077 | 0.199915 | 9,529.088878 | 0.09496 | 4,276.268066 | 20,305,588 | 20,305,588 | null | 78.047485 |
effnetv2_s | cifar100 | cumulative_ablation | C5_cache_amp_gradaccum_adaptivelr_l1 | 0.7016 | 0.7016 | 0.700857 | 348,584.572512 | 0.096829 | 4,671.625259 | 0.045994 | 3,514.631836 | 20,305,588 | 20,305,588 | null | 78.047485 |
effnetv2_s | cifar100 | cumulative_ablation | C3_cache_amp_gradaccum | 0.6111 | 0.6063 | 0.607742 | 343,255.068153 | 0.095349 | 4,577.647082 | 0.045291 | 3,447.270508 | 20,305,588 | 20,305,588 | null | 78.047485 |
effnetv2_s | cifar100 | cumulative_ablation | C2_cache_amp | 0.5411 | 0.5411 | 0.53222 | 353,351.096322 | 0.098153 | 4,755.724461 | 0.046623 | 4,220.992676 | 20,305,588 | 20,305,588 | null | 78.047485 |
effnetv2_s | cifar100 | cumulative_ablation | C4_cache_amp_gradaccum_adaptivelr | 0.7096 | 0.7095 | 0.709578 | 343,462.845928 | 0.095406 | 4,587.17475 | 0.045318 | 3,447.270508 | 20,305,588 | 20,305,588 | null | 78.047485 |
effnetv2_s | cifar100 | cumulative_ablation | C1_cache | 0.4502 | 0.4336 | 0.422574 | 719,342.185259 | 0.199817 | 9,533.118624 | 0.094913 | 3,280.489746 | 20,305,588 | 20,305,588 | null | 78.047485 |
effnetv2_s | cifar100 | cumulative_ablation | C6_full_e2am | 0.7017 | 0.7017 | 0.700828 | 359,654.397144 | 0.099904 | 4,811.688165 | 0.047454 | 4,303.745605 | 20,305,588 | 20,305,588 | null | 78.047485 |
effnetv2_s | cifar100 | individual_methods | M6_eag_only | 0.401 | 0.3601 | 0.353792 | 719,728.67323 | 0.199925 | 9,519.850924 | 0.094964 | 4,357.766602 | 20,305,588 | 20,305,588 | null | 78.047485 |
effnetv2_s | cifar100 | individual_methods | M3_grad_accum_only | 0.5408 | 0.5378 | 0.529794 | 714,388.122359 | 0.198441 | 9,629.036025 | 0.09426 | 4,357.766602 | 20,305,588 | 20,305,588 | null | 78.047485 |
effnetv2_s | cifar100 | individual_methods | M1_cache_only | 0.419 | 0.4048 | 0.390691 | 717,076.113324 | 0.199188 | 9,688.777062 | 0.094614 | 3,275.489746 | 20,305,588 | 20,305,588 | null | 78.047485 |
effnetv2_s | cifar100 | individual_methods | M2_amp_only | 0.524 | 0.5133 | 0.510378 | 344,278.617321 | 0.095633 | 4,607.844692 | 0.045426 | 4,141.994141 | 20,305,588 | 20,305,588 | null | 78.047485 |
effnetv2_s | cifar100 | individual_methods | M0_baseline_fp32 | 0.39 | 0.3639 | 0.348463 | 716,245.914604 | 0.198957 | 9,331.550753 | 0.094505 | 4,357.766602 | 20,305,588 | 20,305,588 | null | 78.047485 |
effnetv2_s | cifar100 | individual_methods | M4_l1_sparsity_only | 0.4378 | 0.4206 | 0.406935 | 726,744.936494 | 0.201874 | 9,629.383928 | 0.09589 | 4,437.841797 | 20,305,588 | 20,305,588 | null | 78.047485 |
effnetv2_s | cifar100 | individual_methods | M5_adaptive_lr_only | 0.5975 | 0.5975 | 0.593194 | 718,248.776608 | 0.199514 | 9,677.777307 | 0.094769 | 4,357.766602 | 20,305,588 | 20,305,588 | null | 78.047485 |
effnetv2_s | cifar100 | individual_methods | M7_full_e2am | 0.709 | 0.7089 | 0.709078 | 368,820.755853 | 0.10245 | 4,969.657219 | 0.048664 | 3,511.881836 | 20,305,588 | 20,305,588 | null | 78.047485 |
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