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hack-house/hh/scripts/bench/workflows.json
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leetcrypt 7fb3911550 feat(bench): multi-language capability benchmark + model picker
Add bench-lang.py + bench/ package: a third benchmark axis answering
"which open-source model is best for my workflow?" across Python,
JavaScript, Go, Rust and Bash.

- MultiPL-E (Go/Rust/JS/Bash) + original HumanEval (Python), loaded via
  the HF datasets-server REST API with on-disk cache — no datasets/
  pyarrow dependency.
- Completions go straight to Ollama /api/generate with raw=True so
  instruct models continue the code instead of replying with prose.
- Code runs in rootless, network-less podman (safe default) with a
  host-toolchain fallback; pass@1/pass@k via the HumanEval estimator.
- run/score separation: results persist to a scorecard JSON, then
  `pick --workflow ops` re-ranks without re-running any model.
- Extensible: a new language is one Lang entry; a new workflow is one
  block in workflows.json.

Also fix a --runs grant-persistence bug in bench-sandbox.py: the grant
leaked across runs, invalidating the L0-nogrant refusal test on runs 2+.
Each run now revokes the ACL and starts ungranted.

Co-Authored-By: Claude Opus 4.6 <noreply@anthropic.com>
2026-06-17 09:39:27 -07:00

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{
"_comment": "Workflow profiles weight per-language capability into one score. Weights need not sum to 1; they are normalised at scoring time. Add a profile here to teach the model-picker a new kind of user.",
"balanced": {
"label": "Balanced polyglot",
"weights": {"python": 1, "javascript": 1, "go": 1, "rust": 1, "bash": 1}
},
"ops": {
"label": "Ops / shell automation",
"weights": {"bash": 3, "python": 2, "go": 1, "javascript": 0.5, "rust": 0.5}
},
"backend": {
"label": "Backend services",
"weights": {"go": 3, "rust": 2, "python": 2, "javascript": 1, "bash": 1}
},
"webdev": {
"label": "Web development",
"weights": {"javascript": 3, "python": 2, "bash": 1, "go": 1, "rust": 0.5}
},
"systems": {
"label": "Systems programming",
"weights": {"rust": 3, "go": 2, "python": 1, "bash": 1, "javascript": 0.5}
}
}