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Benchmarks

The benchmarks/ directory contains comparison harnesses that run POUNCE against upstream Ipopt across several test suites: the Vanderbei CUTE-in-AMPL collection, Mittelmann ampl-nlp, CHO parameter estimation, GasLib pipelines, water-network design, electrolyte thermodynamics, AC optimal power flow, and large-scale synthetic NLPs. Every suite is .nl-driven — a directory of AMPL .nl files solved by both pounce and ipopt.

Common targets:

make benchmark              # full sweep: every suite + composite report
make benchmark-report       # regenerate benchmarks/BENCHMARK_REPORT.md
make benchmark-cho          # one suite at a time
make benchmark-gas
make benchmark-water
make benchmark-mittelmann
make benchmark-vanderbei    # Vanderbei CUTE-in-AMPL collection (733 problems)

One suite is deliberately not .nl-driven: the warm-start benchmark measures the cost of solving a sequence of related problems, cold versus warm, across all three of POUNCE's solve paths. Carrying a working set between solves needs an in-process handle, so it runs through the Python API instead of the CLI, and it reports on its own rather than into the composite report.

The benchmark inputs themselves — the .nl problem files — and the per-run logs and JSON results are regenerated locally and not tracked in the repository. See benchmarks/README.md for the full list and per-suite details.