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Migrate the package and examples to the tensor-native PyTorch implementation, add benchmark evidence, and add the guarded post-training convergence protocol with TensorBoard progress monitoring and hash-verified recovery. Constraint: Preserve one-shot official-test sealing and auditable research artifacts Rejected: Commit local .omc runs and downloaded datasets | multi-gigabyte runtime state is machine-local Confidence: high Scope-risk: broad Not-tested: Production CUDA run on pieroot-server
2.8 KiB
2.8 KiB
| 1 | Workload | Phase | Method | Accuracy | NLL | Brier | ECE | Margin | WallTimeSeconds | ParameterMultiplier | InferenceMultiplier |
|---|---|---|---|---|---|---|---|---|---|---|---|
| 2 | mnist | validation | reference_single_10e | 98.2300 | 0.060105 | 0.027982 | 0.003458 | 0.969858 | 0.0000 | 1.0 | 1.0 |
| 3 | mnist | validation | best_single_10e | 98.2900 | 0.054029 | 0.025526 | 0.002795 | 0.971419 | 0.0000 | 1.0 | 1.0 |
| 4 | mnist | validation | single_50e | 98.5200 | 0.073988 | 0.024922 | 0.009463 | 0.989411 | 0.0000 | 1.0 | 1.0 |
| 5 | mnist | validation | uniform_ensemble | 98.6300 | 0.046385 | 0.021527 | 0.006228 | 0.965339 | 0.0000 | 5.0 | 5.0 |
| 6 | mnist | validation | uniform_temperature | 98.6300 | 0.045355 | 0.021099 | 0.002518 | 0.972273 | 0.0412 | 5.0 | 5.0 |
| 7 | mnist | validation | slsqp_weights | 98.6000 | 0.045902 | 0.021307 | 0.005994 | 0.965581 | 0.0097 | 5.0 | 5.0 |
| 8 | mnist | validation | pso_weights | 98.6100 | 0.045902 | 0.021307 | 0.005893 | 0.965582 | 1.8925 | 5.0 | 5.0 |
| 9 | mnist | official_test | reference_single_10e | 98.4700 | 0.044991 | 0.022366 | 0.003516 | 0.970575 | 0.0000 | 1.0 | 1.0 |
| 10 | mnist | official_test | best_single_10e | 98.5500 | 0.044944 | 0.022052 | 0.002515 | 0.974650 | 0.0000 | 1.0 | 1.0 |
| 11 | mnist | official_test | single_50e | 98.6000 | 0.062102 | 0.022912 | 0.008283 | 0.988829 | 0.0000 | 1.0 | 1.0 |
| 12 | mnist | official_test | uniform_ensemble | 98.8600 | 0.036184 | 0.018010 | 0.006311 | 0.968415 | 0.0000 | 5.0 | 5.0 |
| 13 | mnist | official_test | uniform_temperature | 98.8600 | 0.034129 | 0.017658 | 0.003340 | 0.974869 | 0.0000 | 5.0 | 5.0 |
| 14 | mnist | official_test | slsqp_weights | 98.8300 | 0.036179 | 0.017989 | 0.005818 | 0.969195 | 0.0000 | 5.0 | 5.0 |
| 15 | mnist | official_test | pso_weights | 98.8300 | 0.036178 | 0.017989 | 0.005817 | 0.969196 | 0.0000 | 5.0 | 5.0 |
| 16 | fashion_mnist | validation | reference_single_10e | 89.4700 | 0.303799 | 0.150671 | 0.012197 | 0.808017 | 0.0000 | 1.0 | 1.0 |
| 17 | fashion_mnist | validation | best_single_10e | 89.4700 | 0.303799 | 0.150671 | 0.012197 | 0.808017 | 0.0000 | 1.0 | 1.0 |
| 18 | fashion_mnist | validation | single_50e | 90.3200 | 0.289660 | 0.142115 | 0.024556 | 0.869484 | 0.0000 | 1.0 | 1.0 |
| 19 | fashion_mnist | validation | uniform_ensemble | 90.2800 | 0.286751 | 0.142881 | 0.023702 | 0.795588 | 0.0000 | 5.0 | 5.0 |
| 20 | fashion_mnist | validation | uniform_temperature | 90.2800 | 0.285048 | 0.141557 | 0.011886 | 0.814383 | 0.0414 | 5.0 | 5.0 |
| 21 | fashion_mnist | validation | slsqp_weights | 90.4200 | 0.285338 | 0.142289 | 0.023705 | 0.798413 | 0.0104 | 5.0 | 5.0 |
| 22 | fashion_mnist | validation | pso_weights | 90.4200 | 0.285338 | 0.142289 | 0.023661 | 0.798397 | 1.8963 | 5.0 | 5.0 |
| 23 | fashion_mnist | official_test | reference_single_10e | 88.9000 | 0.314516 | 0.161465 | 0.005320 | 0.805307 | 0.0000 | 1.0 | 1.0 |
| 24 | fashion_mnist | official_test | best_single_10e | 88.9000 | 0.314516 | 0.161465 | 0.005320 | 0.805307 | 0.0000 | 1.0 | 1.0 |
| 25 | fashion_mnist | official_test | single_50e | 89.9300 | 0.302348 | 0.148289 | 0.026401 | 0.865728 | 0.0000 | 1.0 | 1.0 |
| 26 | fashion_mnist | official_test | uniform_ensemble | 89.6500 | 0.293522 | 0.151400 | 0.019111 | 0.791698 | 0.0000 | 5.0 | 5.0 |
| 27 | fashion_mnist | official_test | uniform_temperature | 89.6500 | 0.291996 | 0.150581 | 0.007597 | 0.810594 | 0.0000 | 5.0 | 5.0 |
| 28 | fashion_mnist | official_test | slsqp_weights | 89.5400 | 0.291696 | 0.150558 | 0.017186 | 0.794293 | 0.0000 | 5.0 | 5.0 |
| 29 | fashion_mnist | official_test | pso_weights | 89.5400 | 0.291700 | 0.150559 | 0.017378 | 0.794274 | 0.0000 | 5.0 | 5.0 |