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Benchmarks

Scripts used to produce the numbers in the main README and docs/DEVELOPMENT.md. All scripts write their CSV output to the current directory (gitignored).

Script Compares
benchmark.py / benchmark_v2.py TRust-BO vs BoTorch (TuRBO-1) vs HEBO vs Random
benchmark_50d.py 50D Ackley: TRust-BO vs Random vs GP
benchmark_native.py Native Phase 2 (Rust) vs TandemEngineV2 (sklearn) vs TRust-BO
benchmark_multi_tr.py / _v2.py Multi Trust Region (TuRBO-M, experimental)
benchmark_tandem.py / _v2.py Deprecated sklearn TandemEngine

Comparison baselines require extra dependencies not used by TRust-BO itself (botorch, hebo, scikit-learn); install them as needed per script.