tongminglaic/ako4x/benchmark

Claude Code and agent skill by tongminglaic/ako4x

Trust tier 3
  • community
Source check pending

Checking that the SKILL.md file is still in the repository.

Reference for the active benchmark harness — what it IS and how it behaves (the active benchmark is flashinfer-bench). Covers config.toml structure (`[solution]`/`[build]`/`[benchmark]` tables), the status enum, the workload / fresh-inputs model, reference-baseline + scoring mechanics, tolerance keys, TVM-FFI builder link limits, and the silent-skip cascade. Invoke whenever you decode a bench status string, hit an unfamiliar config.toml field, suspect "correctness passed but the headline is implausible", or need to know what's frozen before proposing a bench edit — do NOT guess field or status semantics. Bench commands and noise methodology (A/B compare, variance check, drift cancellation) live in the `bench` skill.

Install

npx vskill@latest install tongminglaic/ako4x/benchmark

SKILL.md

Benchmark

The active benchmark harness — what this project's bench skill is a frontend for. Reference for what the benchmark is and how it behaves — distinct from the bench skill which covers how to drive it from the harness shim. The active benchmark is flashinfer-bench; this skill is the single home for its schema, status, scoring, and frozen-for-comparability behavior. Detailed body: benchmark.md.

When this skill applies:

  • Looking up a config.toml field you don't recognize.
  • Decoding a status string from bench output (COMPILE_ERROR, INCORRECT_NUMERICAL, etc.).
  • Reasoning about why correctness "passed" but the headline looks too good (silent-skip cascade ends here).
  • Checking what's frozen for bench comparability (scoring/baseline/tolerance) before proposing a harness edit.
  • Understanding the TVM-FFI link limit for C++/CUDA (no compile-time linking) and which kernel libraries are disallowed (cuBLAS / cuDNN) vs. allowed building blocks (CUTLASS, the DSLs) — see "Valid solution: write your own kernel".

Security

  • Security scanPassed, 95 of 100Pattern checks on the skill's files.
  • Model reviewPassed

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Quality evaluation

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Source

Popularity

Repository stars
74
Repository forks
13
7-day trend score
22

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