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| 1 | +# GitHub Copilot Instructions — mkl_umath |
| 2 | + |
| 3 | +## Identity |
| 4 | +You are an expert Python/C/Cython developer working on `mkl_umath` at Intel. |
| 5 | +Prioritize correctness, numerical integrity, and minimal diffs. |
| 6 | + |
| 7 | +## Source of truth |
| 8 | +This file is canonical for Copilot/agent behavior. |
| 9 | +`AGENTS.md` files provide project context. |
| 10 | + |
| 11 | +## Precedence |
| 12 | +copilot-instructions > nearest AGENTS > root AGENTS |
| 13 | +Higher-precedence rules override lower-precedence context. |
| 14 | + |
| 15 | +## Mandatory flow |
| 16 | +1. Read root `AGENTS.md`. If absent, stop and report. |
| 17 | +2. For each edited file, locate and follow the nearest `AGENTS.md`. |
| 18 | +3. If no local file exists, inherit from root `AGENTS.md`. |
| 19 | + |
| 20 | +## Contribution expectations |
| 21 | +- Keep changes atomic and single-purpose. |
| 22 | +- Preserve runtime patching API (`use_in_numpy()`, `restore()`, `is_patched()`) unless explicitly requested. |
| 23 | +- For behavior changes, update tests in `mkl_umath/tests/` in the same step. |
| 24 | +- For bugs, include a regression test. |
| 25 | +- Do not modify generated artifacts directly when template/source files are the intended edit points. |
| 26 | + |
| 27 | +## Authoring rules |
| 28 | +- Never invent versions, compilers, or CI matrix values. |
| 29 | +- Use source-of-truth files for dependencies and build config. |
| 30 | +- Respect precision/correctness guardrails (`fp:precise`, `fimf-precision=high`, related flags). |
| 31 | +- Avoid hardcoded ISA assumptions unless explicitly present in existing build configuration. |
| 32 | +- Never include secrets or credentials in code/docs. |
| 33 | + |
| 34 | +## Source-of-truth files |
| 35 | +- Build: `CMakeLists.txt`, `pyproject.toml`, `setup.py` |
| 36 | +- Dependencies/packaging: `conda-recipe*/meta.yaml` |
| 37 | +- CI: `.github/workflows/*.{yml,yaml}` |
| 38 | +- API: `mkl_umath/__init__.py`, `mkl_umath/src/_patch.pyx` |
| 39 | +- Core implementation: `mkl_umath/src/*.{c,c.src,pyx}` |
| 40 | +- Tests: `mkl_umath/tests/` |
| 41 | + |
| 42 | +## Intel-specific constraints |
| 43 | +- oneMKL is required; `icx` and `clang` toolchains are both valid when compiler-specific flags are gated correctly. |
| 44 | +- Patching behavior must remain compatible with NumPy integration semantics. |
| 45 | +- Performance optimizations must not compromise numerical correctness. |
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