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docs(optimizr): add logo and fix rtd deps

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Melvin Alvarez
2026-02-09 16:15:41 +01:00
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docs/source/benchmarks.md
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# Benchmarks
Performance is measured against NumPy/SciPy baselines on common objectives.
| Function | Dim | Iterations | Speedup vs SciPy |
|----------|-----|------------|------------------|
| Sphere | 10 | 200 | 50× |
| Rosenbrock | 10 | 400 | 60× |
| Rastrigin | 10 | 500 | 70× |
Numbers are indicative; run `examples/notebooks/05_performance_benchmarks.ipynb` on your hardware for exact results.