helion-rag: retrieval-augmented autotuning over CI artifacts#3045
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helion-rag: retrieval-augmented autotuning over CI artifacts#3045IshanAryendu wants to merge 1 commit into
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Adds scripts/helion_rag: turns CI autotuning artifacts into a searchable corpus and serves tiered lookups (Tier-0 exact workload_key match -> Tier-1 FAISS similarity -> Tier-2 miss), so a known workload returns its measured-best config instead of re-autotuning. Includes the package, unit tests, pyproject, README, and setup-helion-rag.sh. Builds on the per-config perf_stats dataset from #2861.
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Summary
Adds
scripts/helion_rag/— retrieval-augmented autotuning for Helion. It turns CI autotuning artifacts into a searchable corpus and serves tiered lookups:workload_keymatch → returns the measured-best config directly (no autotune)Includes the
helion_ragpackage (CLI, corpus/index/lookup, ingest/upload, runtime hook, hardware/manifest resolution), unit tests,pyproject.toml,README.md, andsetup-helion-rag.sh.Stacked on #2861 — depends on the per-config
perf_statsdataset it produces.