feat(accel): aarch64 int8 dot product — SDOT and plain NEON
`dot_i8` had an AVX2 kernel and a scalar fallback, so on aarch64 the
quantised HNSW index ran the scalar loop. It now dispatches to one of
two NEON kernels:
- `dot_i8_dotprod`: the ARMv8.2 dot-product instruction, `SDOT`, which
multiplies and accumulates sixteen i8 pairs into four i32 lanes per
instruction. Present on Cortex-A76 and later (Raspberry Pi 5, current
Android phones), Neoverse-N1 (Graviton2, Ampere Altra) and every Apple
Silicon generation. Issued as inline assembly because the `vdotq_s32`
intrinsic is still behind the unstable `stdarch_neon_dotprod` feature;
inline asm is stable on aarch64.
- `dot_i8`: plain NEON for cores without the extension — `vmull_s8`
widens to i16 (even -128 * -128 fits) and `vpadalq_s16` folds adjacent
pairs into i32 accumulators, so nothing overflows.
Selected at runtime with `is_aarch64_feature_detected!("dotprod")`.
Verified on a Raspberry Pi 5 (Cortex-A76, `asimddp` present), not just
compiled — the aarch64 code is cfg'd out on x86, so x86 CI never builds
or lints it:
- both kernels bit-exact against scalar at every length, tails and
extremes included. Each is tested directly rather than through
dispatch, because dispatch only takes one path on a given CPU: on the
Pi, testing through it alone would never have run the plain-NEON
fallback at all.
- mutation-checked: dropping the SDOT kernel's second accumulator fails
at length 32, and using the low half twice in the NEON kernel fails at
length 16 — the first lengths that exercise each.
- the ANN suite passes, including int8 recall against ground truth.
- clippy clean with -D warnings on aarch64.
Co-Authored-By: Claude Opus 5 (1M context) <[email protected]>
This commit is contained in:
@@ -180,3 +180,130 @@ pub fn checksum_fletcher32(data: &[u8]) -> u32 {
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(sum2 << 16) | sum1
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}
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/// NEON dot product of two `i8` slices, widened to `i32`, for any aarch64 CPU.
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///
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/// `vmull_s8` multiplies eight lanes into `i16` — even `-128 * -128` is 16 384,
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/// inside `i16` — and `vpadalq_s16` adds adjacent pairs of those into `i32`
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/// accumulators, so nothing can overflow before the final horizontal sum.
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///
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/// CPUs with the ARMv8.2 dot-product extension should use
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/// [`dot_i8_dotprod`], which does the multiply and the accumulate in one
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/// instruction.
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///
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/// # Safety
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/// Caller must ensure aarch64 target (NEON always available).
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// SAFETY: NEON is always available on aarch64 targets; caller guarantees aarch64.
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#[target_feature(enable = "neon")]
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pub unsafe fn dot_i8(a: &[i8], b: &[i8]) -> i32 {
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assert_eq!(a.len(), b.len());
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let len = a.len();
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let mut i = 0;
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let mut acc0 = vdupq_n_s32(0);
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let mut acc1 = vdupq_n_s32(0);
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while i + 16 <= len {
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// SAFETY: NEON is available per the # Safety contract, and both
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// 16-byte loads start at an index checked against `len` above.
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unsafe {
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let va = vld1q_s8(a.as_ptr().add(i));
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let vb = vld1q_s8(b.as_ptr().add(i));
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acc0 = vpadalq_s16(acc0, vmull_s8(vget_low_s8(va), vget_low_s8(vb)));
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acc1 = vpadalq_s16(acc1, vmull_high_s8(va, vb));
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}
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i += 16;
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}
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let mut sum = vaddvq_s32(vaddq_s32(acc0, acc1));
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while i < len {
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sum += i32::from(a[i]) * i32::from(b[i]);
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i += 1;
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}
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sum
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}
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/// One `SDOT`: for each of the four `i32` lanes of `acc`, add the dot
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/// product of the corresponding four `i8` pairs from `a` and `b`.
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///
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/// Written as inline assembly because the `vdotq_s32` intrinsic is still
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/// behind the unstable `stdarch_neon_dotprod` feature; inline assembly is
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/// stable on aarch64.
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///
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/// # Safety
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/// Caller must ensure the CPU supports the `dotprod` extension.
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#[inline]
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#[target_feature(enable = "neon,dotprod")]
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unsafe fn sdot(acc: int32x4_t, a: int8x16_t, b: int8x16_t) -> int32x4_t {
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let mut acc = acc;
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// SAFETY: `dotprod` is enabled for this function and the caller
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// guarantees the CPU supports it. The instruction reads only its three
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// vector registers and touches no memory.
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unsafe {
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std::arch::asm!(
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"sdot {acc:v}.4s, {a:v}.16b, {b:v}.16b",
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acc = inout(vreg) acc,
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a = in(vreg) a,
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b = in(vreg) b,
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options(pure, nomem, nostack),
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);
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}
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acc
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}
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/// NEON dot product of two `i8` slices using the ARMv8.2 dot-product
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/// extension (`SDOT`): sixteen multiply-accumulates per instruction, straight
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/// into `i32` lanes.
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///
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/// Present on the cores this crate actually runs on — Cortex-A76 and later
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/// (Raspberry Pi 5, current Android phones), Neoverse-N1 (Graviton2, Ampere
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/// Altra), and every Apple Silicon generation.
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///
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/// # Safety
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/// Caller must verify `is_aarch64_feature_detected!("dotprod")`.
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// SAFETY: caller has verified the dotprod extension at runtime.
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#[target_feature(enable = "neon,dotprod")]
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pub unsafe fn dot_i8_dotprod(a: &[i8], b: &[i8]) -> i32 {
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assert_eq!(a.len(), b.len());
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let len = a.len();
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let mut i = 0;
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let mut acc0 = vdupq_n_s32(0);
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let mut acc1 = vdupq_n_s32(0);
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// Two independent accumulators so consecutive SDOTs are not serialised on
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// one register.
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while i + 32 <= len {
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// SAFETY: dotprod is available per the # Safety contract, and every
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// 16-byte load starts at an index checked against `len` above.
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unsafe {
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acc0 = sdot(
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acc0,
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vld1q_s8(a.as_ptr().add(i)),
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vld1q_s8(b.as_ptr().add(i)),
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);
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acc1 = sdot(
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acc1,
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vld1q_s8(a.as_ptr().add(i + 16)),
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vld1q_s8(b.as_ptr().add(i + 16)),
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);
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}
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i += 32;
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}
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if i + 16 <= len {
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// SAFETY: as above; the load is bounds-checked by this condition.
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unsafe {
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acc0 = sdot(
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acc0,
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vld1q_s8(a.as_ptr().add(i)),
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vld1q_s8(b.as_ptr().add(i)),
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);
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}
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i += 16;
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}
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let mut sum = vaddvq_s32(vaddq_s32(acc0, acc1));
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while i < len {
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sum += i32::from(a[i]) * i32::from(b[i]);
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i += 1;
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}
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sum
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}
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