cross-language benchmark: elastic hash 2-3x faster on both x86 and Apple M4#4

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joshuaisaact wants to merge 195 commits intomainfrom

autoresearch/cross-language-bench

Commits on Mar 23, 2026

Commits on Mar 24, 2026

add program-v3: paper-faithful multi-tier lookup research
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noinline getSlowPath for tier 1+ search (keep get() I-cache footprint small)
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limit getSlowPath to tier 1 only (tiers 2+ are empty at 99% load)
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Revert "limit getSlowPath to tier 1 only (tiers 2+ are empty at 99% load)"
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Reapply "limit getSlowPath to tier 1 only (tiers 2+ are empty at 99% load)"
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restore tier-0-only get() as clean base for insert-side experiments
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MAX_PROBES 7 -> 8 (more elements fit in tier 0)
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batch threshold 0.05 (95% fill) with MAX_PROBES=8
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Revert "batch threshold 0.05 (95% fill) with MAX_PROBES=8"
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Reapply "batch threshold 0.05 (95% fill) with MAX_PROBES=8"
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restore clean v3 baseline (MAX_PROBES=7, threshold=0.12)
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paper-faithful get(): noinline cold-hinted getOtherTiers for tier 1+
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use opaque function pointer for tier 1+ overflow (prevent LLVM codegen cascade)
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limit overflow to tier 1 only (tiers 2+ empty at 99% load)
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log v3 experiments
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early termination in overflow function (safe with 100% find rate)
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early termination in tier-0 loop (jump to overflow on empty slot)
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Revert "early termination in tier-0 loop (jump to overflow on empty slot)"
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log v3 early termination experiments
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v3 insights: elastic hash 40-65% faster than abseil at normal loads
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add verification program: are these results real?
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verification checks 1-3: capacity, shuffled access, size independence
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complete verification: realistic workloads, hash cost, shuffled access
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update README and PR with verified benchmark results
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verify: gcc vs clang abseil - no unfair compiler advantage
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string-key elastic hash: implementation, benchmarks, runner
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string key verification: 36-97% faster than abseil even with shuffled access
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comprehensive string key verification: advantage holds across lengths, sizes, despite slower hash
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cross-language benchmark: elastic hash vs abseil, Rust hashbrown, Go swiss.Map
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fair cross-language benchmark: ahash for Rust, pre-allocated strings for Go
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add M4 benchmark guide: test whether cache density advantage is x86-specific
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M4 benchmark: advantage grows to 2.59x (up from 1.74x on x86)
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M4 cross-language size sweep: elastic hash wins 16K-4M against all competitors
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