timmyy123/llm-hub/update-fusion-table

Claude Code and agent skill by timmyy123/llm-hub

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Regenerate a per-device test-fusion baseline (tests/fusion/MTL.csv, ...) after fusion patterns or the dummy-model set change. Use when test-fusion --check fails.

Install

npx vskill@latest install timmyy123/llm-hub/update-fusion-table

SKILL.md

The same SKILL.md was published earlier as ggml-org/llama.cpp/update-fusion-table.

Update a fusion baseline

tests/fusion/<BACKEND>.csv is the test-fusion golden baseline: arch,moe,mode,label,count, where count is how many times a fusion label matched per graph run. See tests/fusion/README.md.

Re-record only when the counts moved for the reason the contributor intended. A row failing on nmse_fus (> 1e-4) is a fused-vs-unfused correctness bug, not baseline drift - fix it, never record it away.

Steps

sh
cmake -B build -DCMAKE_BUILD_TYPE=Release -DGGML_METAL=ON # enable the target backend
cmake --build build --config Release --target test-llama-archs --target test-fusion -j
rm -rf build-ci-models && mkdir -p build-ci-models # always regenerate
./build/bin/test-llama-archs -o build-ci-models
D=MTL0; B=tests/fusion/MTL.csv; T=/tmp/$(basename $B) # keep the target backend/device in sync
./build/bin/test-fusion --models build-ci-models --device $D --check $B # read the FAIL rows
./build/bin/test-fusion --models build-ci-models --device $D --record $T
diff $B $T
cp $T $B
./build/bin/test-fusion --models build-ci-models --device $D --check $B # 0 failed, exit 0
  • Read the diff before applying it. Every added, removed or changed row must be explainable by the

change under review; an unexplained row means the run picked up something unintended.

  • expected 0 in a FAIL row = no baseline row for that label (new arch, or a fusion newly

firing); non-zero expected = count changed; fusion ... is no longer matched = row stopped firing.

  • --record rewrites the whole file, so never record a partial run (--model FILE, a filtered

models dir) - it drops the rows of every architecture that was not run.

  • --record marks every row ok; only the --check run validates.

Security

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