python benchmark artifact¶
Source JSON: results/dissertacao/2026-05-19/python/literature_comparison.json
Metadata¶
- Dimensions: 10
- Independent runs: 30
- Algorithms: GIVP-full, DE, PSO, GA, CMA-ES, SA
- Functions: Sphere, Rosenbrock, Rastrigin, Ackley, Griewank, Schwefel
Regenerate¶
Generated charts¶
Runtime mean was not present in the source summary, so no runtime SVG was generated for this artifact.
Function-level summary¶
| Function | GIVP-full mean +- std | DE mean +- std | Runtime ratio (GIVP-full/DE) |
|---|---|---|---|
| Sphere | 2.1596e-04 +- 6.5965e-05 | 8.6522e-16 +- 2.6400e-15 | - |
| Rosenbrock | 0.454837 +- 0.302549 | 0.398658 +- 1.2164 | - |
| Rastrigin | 0.82034 +- 0.474688 | 7.3627 +- 3.4327 | - |
| Ackley | 0.153705 +- 0.038312 | 4.0266e-08 +- 4.6537e-08 | - |
| Griewank | 0.179301 +- 0.029824 | 0.093362 +- 0.039847 | - |
| Schwefel | 124.47 +- 117.98 | 3.9481 +- 21.6238 | - |
Detailed summary rows¶
| Function | Algorithm | Mean +- std | Median | Mean nfev | Mean time (s) |
|---|---|---|---|---|---|
| Ackley | CMA-ES | 4.5724e-05 +- 4.3195e-05 | 3.4432e-05 | 1.9910e+03 | - |
| Ackley | DE | 4.0266e-08 +- 4.6537e-08 | 1.9728e-08 | 3.0521e+04 | - |
| Ackley | GA | 0.026778 +- 0.008892 | 0.02571 | 2.0000e+04 | - |
| Ackley | GIVP-full | 0.153705 +- 0.038312 | 0.15978 | 4.7712e+05 | - |
| Ackley | PSO | 0.001615 +- 0.001505 | 0.001012 | 5.0000e+03 | - |
| Ackley | SA | 6.6208e-09 +- 9.5599e-10 | 6.5900e-09 | 1.2049e+06 | - |
| Griewank | CMA-ES | 0.011403 +- 0.00896 | 0.009857 | 1.9910e+03 | - |
| Griewank | DE | 0.093362 +- 0.039847 | 0.087454 | 3.0300e+04 | - |
| Griewank | GA | 0.065004 +- 0.028439 | 0.064693 | 2.0000e+04 | - |
| Griewank | GIVP-full | 0.179301 +- 0.029824 | 0.177612 | 5.9052e+05 | - |
| Griewank | PSO | 0.303843 +- 0.227856 | 0.253365 | 5.0000e+03 | - |
| Griewank | SA | 1.8476e-12 +- 2.5699e-12 | 6.0085e-13 | 6.7091e+05 | - |
| Rastrigin | CMA-ES | 20.1077 +- 10.4082 | 19.8991 | 1.9910e+03 | - |
| Rastrigin | DE | 7.3627 +- 3.4327 | 6.9647 | 3.0253e+04 | - |
| Rastrigin | GA | 0.002528 +- 0.001197 | 0.002513 | 2.0000e+04 | - |
| Rastrigin | GIVP-full | 0.82034 +- 0.474688 | 1.0052 | 5.5704e+05 | - |
| Rastrigin | PSO | 6.6183 +- 3.1734 | 5.9511 | 5.0000e+03 | - |
| Rastrigin | SA | 0 +- 0 | 0 | 5.1744e+05 | - |
| Rosenbrock | CMA-ES | 11.8099 +- 20.0700 | 5.4002 | 1.9910e+03 | - |
| Rosenbrock | DE | 0.398658 +- 1.2164 | 1.9532e-10 | 3.0487e+04 | - |
| Rosenbrock | GA | 6.3301 +- 9.1481 | 4.9590 | 2.0000e+04 | - |
| Rosenbrock | GIVP-full | 0.454837 +- 0.302549 | 0.407402 | 6.0645e+05 | - |
| Rosenbrock | PSO | 25.6057 +- 35.8611 | 7.2440 | 5.0000e+03 | - |
| Rosenbrock | SA | 5.4603e-12 +- 4.4247e-12 | 3.5654e-12 | 1.2773e+06 | - |
| Schwefel | CMA-ES | 1.3878e+03 +- 455.40 | 1.5215e+03 | 1.9910e+03 | - |
| Schwefel | DE | 3.9481 +- 21.6238 | 1.2729e-04 | 3.0206e+04 | - |
| Schwefel | GA | 43.4386 +- 65.8567 | 0.016285 | 2.0000e+04 | - |
| Schwefel | GIVP-full | 124.47 +- 117.98 | 118.44 | 4.3824e+05 | - |
| Schwefel | PSO | 1.0921e+03 +- 281.30 | 1.0902e+03 | 5.0000e+03 | - |
| Schwefel | SA | 1.2728e-04 +- 1.7466e-10 | 1.2728e-04 | 5.7521e+05 | - |
| Sphere | CMA-ES | 1.3570e-11 +- 1.6981e-11 | 6.0036e-12 | 1.9910e+03 | - |
| Sphere | DE | 8.6522e-16 +- 2.6400e-15 | 9.2624e-17 | 3.0161e+04 | - |
| Sphere | GA | 1.6080e-05 +- 1.1831e-05 | 1.3514e-05 | 2.0000e+04 | - |
| Sphere | GIVP-full | 2.1596e-04 +- 6.5965e-05 | 2.3351e-04 | 6.1013e+05 | - |
| Sphere | PSO | 3.0353e-08 +- 4.5269e-08 | 1.0038e-08 | 5.0000e+03 | - |
| Sphere | SA | 8.0809e-17 +- 2.0488e-17 | 8.2282e-17 | 4.7193e+05 | - |