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authorIwan Kawrakow <iwan.kawrakow@gmail.com>2024-07-24 08:02:56 +0200
committerIwan Kawrakow <iwan.kawrakow@gmail.com>2024-07-24 08:04:47 +0200
commit6b4167164cdde5dd21b3786bebc0688f5023f326 (patch)
tree4698a915ed6cab82f2de3e4f1bce773185dc102f
parent2e49f0172f6c11b286a410039ad87433099bc1b9 (diff)
iqk_mul_mat(NEON): special case for n not divisible by 8
Else fp16 PP performance drops by nearly a factor of 2 compared to what we had before.
-rw-r--r--iqk_mul_mat.cpp61
1 files changed, 39 insertions, 22 deletions
diff --git a/iqk_mul_mat.cpp b/iqk_mul_mat.cpp
index c83d2d84..b29e182b 100644
--- a/iqk_mul_mat.cpp
+++ b/iqk_mul_mat.cpp
@@ -4235,11 +4235,10 @@ template <int nrc> struct QF16 final : public QF16Base {
const __fp16 * y[nrc_y];
};
-template <int nrc_y, int nrc_x>
+template <int nrc_y, int nrc_x, bool is_multiple_of_k_step>
IQK_NOINLINE void mul_mat_f16_f16_NxN(int n, const char * cx, size_t bx, int ix0, const DataInfo& info) {
assert(n%QF16Base::k_step == 0);
int nb = n/QF16Base::k_step;
- int nb4 = n/4;
QF16<nrc_y> y(info);
QF16<nrc_x> x(cx + ix0*bx, bx);
QF16Base::Data xv[nrc_x];
@@ -4264,15 +4263,18 @@ IQK_NOINLINE void mul_mat_f16_f16_NxN(int n, const char * cx, size_t bx, int ix0
for (int ix = 0; ix < nrc_x; ++ix) acc[nrc_x*iy + ix] = QF16Base::acc(acc[nrc_x*iy + ix], yv, xv[ix]);
}
}
- for (int i = (QF16Base::k_step/4)*nb; i < nb4; ++i) {
- yv = y.load_tail(0, i);
- for (int ix = 0; ix < nrc_x; ++ix) {
- xv[ix] = x.load_tail(ix, i);
- acc[ix] = QF16Base::acc(acc[ix], yv, xv[ix]);
- }
- for (int iy = 1; iy < nrc_y; ++iy) {
- yv = y.load_tail(iy, i);
- for (int ix = 0; ix < nrc_x; ++ix) acc[nrc_x*iy + ix] = QF16Base::acc(acc[nrc_x*iy + ix], yv, xv[ix]);
+ if constexpr (!is_multiple_of_k_step) {
+ int nb4 = n/4;
+ for (int i = (QF16Base::k_step/4)*nb; i < nb4; ++i) {
+ yv = y.load_tail(0, i);
+ for (int ix = 0; ix < nrc_x; ++ix) {
+ xv[ix] = x.load_tail(ix, i);
+ acc[ix] = QF16Base::acc(acc[ix], yv, xv[ix]);
+ }
+ for (int iy = 1; iy < nrc_y; ++iy) {
+ yv = y.load_tail(iy, i);
+ for (int ix = 0; ix < nrc_x; ++ix) acc[nrc_x*iy + ix] = QF16Base::acc(acc[nrc_x*iy + ix], yv, xv[ix]);
+ }
}
}
for (int iy = 0; iy < nrc_y; ++iy) for (int ix = 0; ix < nrc_x; ++ix) info.store(ix0+ix, iy, QF16Base::hsum(acc[nrc_x*iy+ix]));
@@ -4283,17 +4285,32 @@ void mul_mat_f16_f16_T(int n, const void * vx, size_t bx, const DataInfo& info,
GGML_ASSERT(n%4 == 0);
constexpr int k_nx = 5;
const char * cx = (const char *)vx;
- for (int ix = 0; ix < nrc_x/k_nx; ++ix) {
- mul_mat_f16_f16_NxN<nrc_y, k_nx>(n, cx, bx, ix*k_nx, info);
- }
- int last_x = k_nx*(nrc_x/k_nx);
- if (last_x == nrc_x) return;
- int nx = nrc_x - last_x;
- switch (nx) {
- case 1: mul_mat_f16_f16_NxN<nrc_y, 1>(n, cx, bx, last_x, info); break;
- case 2: mul_mat_f16_f16_NxN<nrc_y, 2>(n, cx, bx, last_x, info); break;
- case 3: mul_mat_f16_f16_NxN<nrc_y, 3>(n, cx, bx, last_x, info); break;
- case 4: mul_mat_f16_f16_NxN<nrc_y, 4>(n, cx, bx, last_x, info); break;
+ if (n%QF16Base::k_step == 0) {
+ for (int ix = 0; ix < nrc_x/k_nx; ++ix) {
+ mul_mat_f16_f16_NxN<nrc_y, k_nx, true>(n, cx, bx, ix*k_nx, info);
+ }
+ int last_x = k_nx*(nrc_x/k_nx);
+ if (last_x == nrc_x) return;
+ int nx = nrc_x - last_x;
+ switch (nx) {
+ case 1: mul_mat_f16_f16_NxN<nrc_y, 1, true>(n, cx, bx, last_x, info); break;
+ case 2: mul_mat_f16_f16_NxN<nrc_y, 2, true>(n, cx, bx, last_x, info); break;
+ case 3: mul_mat_f16_f16_NxN<nrc_y, 3, true>(n, cx, bx, last_x, info); break;
+ case 4: mul_mat_f16_f16_NxN<nrc_y, 4, true>(n, cx, bx, last_x, info); break;
+ }
+ } else {
+ for (int ix = 0; ix < nrc_x/k_nx; ++ix) {
+ mul_mat_f16_f16_NxN<nrc_y, k_nx, false>(n, cx, bx, ix*k_nx, info);
+ }
+ int last_x = k_nx*(nrc_x/k_nx);
+ if (last_x == nrc_x) return;
+ int nx = nrc_x - last_x;
+ switch (nx) {
+ case 1: mul_mat_f16_f16_NxN<nrc_y, 1, false>(n, cx, bx, last_x, info); break;
+ case 2: mul_mat_f16_f16_NxN<nrc_y, 2, false>(n, cx, bx, last_x, info); break;
+ case 3: mul_mat_f16_f16_NxN<nrc_y, 3, false>(n, cx, bx, last_x, info); break;
+ case 4: mul_mat_f16_f16_NxN<nrc_y, 4, false>(n, cx, bx, last_x, info); break;
+ }
}
}