Commit Graph
4 Commits
Author SHA1 Message Date
osobhandClaude Opus 5 97e65f2adf feat(accel): runtime-dispatched int8 dot product
The int8-quantised HNSW index compared vectors with a scalar loop that
the compiler vectorised for the x86-64 baseline (SSE2), while the f32
path it was measured against goes through `clawhdf5-accel` and runs
AVX2. So the ~13% throughput cost recorded for `quantized_index` was a
missing kernel rather than a property of int8.

`clawhdf5_accel::dot_i8` adds a scalar fallback and an AVX2 path:
sign-extend each 16-byte half to i16, then `madd_epi16`, which
multiplies and sums adjacent pairs straight into i32 lanes. It is
dispatched through the same detected backend as the f32 kernels, and
the index now calls it.

Integer arithmetic, so the SIMD path must agree with scalar bit for
bit — tested at lengths that are and are not multiples of the block,
and at the -128 extreme for overflow.

Co-Authored-By: Claude Opus 5 (1M context) <[email protected]>
2026-09-20 17:30:56 -07:00
osobhandClaude Fable 5.1 a3f7c6fe89 style: cargo fmt --all
Formatting only. cargo fmt --check was already failing on main (accel SIMD
kernels, agent, format, migrate, bench); CI now enforces it.

Co-Authored-By: Claude Fable 5.1 <[email protected]>
2026-09-19 05:36:23 -07:00
clawhdf5 committer agentandClaude Sonnet 5 377c8b6f17 fix(accel): restore f32::EPSILON near-zero-denom guard in cosine_similarity
CI / test (pull_request) Canceled after 0s
The SIMD migration weakened the near-zero-norm guard in all four
clawhdf5-accel cosine_similarity backends (scalar/avx2/avx512/neon)
from `denom < f32::EPSILON` to `denom == 0.0`. Vectors with a tiny
but nonzero norm (denom in (0, 1.19e-7)) fell through to dot/denom
and scored as identical instead of maximally dissimilar, diverging
from the pre-SIMD scalar loop's documented fallback behavior.

Restores the epsilon threshold in all four backends so
`1.0 - cosine_similarity(...)` in hnsw.rs::compute_distance
reproduces the old fallback exactly. Adds regression tests in
clawhdf5-accel and clawhdf5-ann locking in the near-zero-norm case.

Co-Authored-By: Claude Sonnet 5 <[email protected]>
2026-08-17 13:28:43 +00:00
redclawsystems 3f222f6956 Merge pull request 'docs(clawhdf5): document DType variants, fix unresolved doc links' (#17) from sdlc-docs/clawhdf5-types-20260514-165210 into main 2026-05-14 23:54:48 +00:00