opt-merge-multi-launch-kernels
opt-merge-multi-launch-kernels is an MLOps & model serving skill for AI agents, published by Xilinx in the mlir-air repository on GitHub. Skillspace rates opt-merge-multi-launch-kernels D (64/100) and it passed the safety scan; the rating is based on static analysis only.
Procedural recipe for fusing multiple `air.launch` kernels into one multi-launch ELF (single XRT invocation). Invoked by phase-4-prefill-optimization and phase-5-decode-optimization to fuse kernel groups when building NEW model-specific fused ELFs (kernel-first path). Reduces XRT dispatch overhead (~50–200 µs per call on NPU2).
- Grade
- D
- Quality
- 64 / 100
- Safety
- Passed
- GitHub stars
- 142
Unproven: rated by static analysis only, not yet compared head-to-head.
This rating describes the version of the repository we crawled; it may have changed since, so go by its current files.
Our review
- Architecture
- 93 / 100
- Maturity
- Basic: a single SKILL.md
- Security scan
- No issues found
- License
- MIT
- Adoption
- Adopted by 0 other repositories, in 0 collections
Not checked yet
- Not judged on the rubric yet (not a contender in its category)
- No blind task eval yet
- Scope (portable / vendor / repo-internal) not assessed; only the top of each category is read for scope
- Sibling files (scripts, references) not fetched; security scan covers SKILL.md only
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