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MODEL_CARD.md
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@@ -19,20 +19,20 @@ Energy-aware ResNet-50 from scratch on CIFAR-10.
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| method_group | variant_name | best_accuracy | final_f1_score | total_energy_j | total_energy_kwh | total_time_sec | total_co2_kg | peak_vram_mb | num_parameters |
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## Limitations
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| method_group | variant_name | best_accuracy | final_f1_score | total_energy_j | total_energy_kwh | total_time_sec | total_co2_kg | peak_vram_mb | num_parameters |
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|:--------------------|:-------------------------------------|----------------:|-----------------:|-----------------:|-------------------:|-----------------:|---------------:|---------------:|-----------------:|
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| cumulative_ablation | C0_baseline | 0.8442 | 0.83857 | 628916 | 0.174699 | 8464.02 | 0.082982 | 8918.25 | 23520842 |
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| cumulative_ablation | C4_cache_amp_gradaccum_adaptivelr | 0.9084 | 0.908445 | 256027 | 0.0711185 | 3475.86 | 0.0337813 | 3496.36 | 23520842 |
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| cumulative_ablation | C2_cache_amp | 0.8595 | 0.858567 | 238636 | 0.0662878 | 3188.63 | 0.0314867 | 4304.1 | 23520842 |
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| cumulative_ablation | C5_cache_amp_gradaccum_adaptivelr_l1 | 0.9151 | 0.914313 | 258527 | 0.0718131 | 3504.49 | 0.0341112 | 3588.3 | 23520842 |
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| cumulative_ablation | C3_cache_amp_gradaccum | 0.87 | 0.867989 | 256776 | 0.0713267 | 3478.64 | 0.0338802 | 3496.36 | 23520842 |
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| cumulative_ablation | C1_cache | 0.8452 | 0.805897 | 630655 | 0.175182 | 8494.63 | 0.0832114 | 3523.98 | 23520842 |
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| cumulative_ablation | C6_full_e2am | 0.9151 | 0.914313 | 258009 | 0.0716693 | 3503.01 | 0.0340429 | 3588.3 | 23520842 |
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| individual_methods | M0_baseline_fp32 | 0.8298 | 0.778633 | 572470 | 0.159019 | 7588.38 | 0.0755342 | 8918.25 | 23520842 |
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| individual_methods | M3_grad_accum_only | 0.872 | 0.861635 | 558641 | 0.155178 | 7331.69 | 0.0737095 | 3754 | 23520842 |
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| individual_methods | M4_l1_sparsity_only | 0.8387 | 0.822116 | 568184 | 0.157829 | 7447.29 | 0.0749688 | 3752.38 | 23520842 |
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| individual_methods | M5_adaptive_lr_only | 0.9397 | 0.938466 | 560302 | 0.155639 | 7368.43 | 0.0739287 | 3716.18 | 23520842 |
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| individual_methods | M1_cache_only | 0.8543 | 0.787845 | 561934 | 0.156093 | 7368.66 | 0.0741441 | 3716.18 | 23520842 |
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| individual_methods | M6_eag_only | 0.8452 | 0.842105 | 579947 | 0.161096 | 7653.85 | 0.0765208 | 3738.38 | 23520842 |
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| individual_methods | M7_full_e2am | 0.9088 | 0.907069 | 238963 | 0.0663786 | 3191.77 | 0.0315298 | 4589.37 | 23520842 |
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## Limitations
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