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-rw-r--r--ggml-quants.c54
1 files changed, 43 insertions, 11 deletions
diff --git a/ggml-quants.c b/ggml-quants.c
index 0eb52e48..e540fe4d 100644
--- a/ggml-quants.c
+++ b/ggml-quants.c
@@ -871,7 +871,10 @@ void quantize_row_q8_0(const float * restrict x, void * restrict vy, int64_t k)
block_q8_0 * restrict y = vy;
#if defined(__ARM_NEON)
+ block_q8_0_x4 * y4 = (block_q8_0_x4 *)vy;
+ int nb4 = 4*(nb/4);
for (int i = 0; i < nb; i++) {
+ int i4 = i/4, ir = i%4;
float32x4_t srcv [8];
float32x4_t asrcv[8];
float32x4_t amaxv[8];
@@ -888,16 +891,27 @@ void quantize_row_q8_0(const float * restrict x, void * restrict vy, int64_t k)
const float d = amax / ((1 << 7) - 1);
const float id = d ? 1.0f/d : 0.0f;
- y[i].d = GGML_FP32_TO_FP16(d);
+ if (i < nb4) {
+ y4[i4].d[ir] = GGML_FP32_TO_FP16(d);
+ } else {
+ y[i].d = GGML_FP32_TO_FP16(d);
+ }
for (int j = 0; j < 8; j++) {
const float32x4_t v = vmulq_n_f32(srcv[j], id);
const int32x4_t vi = vcvtnq_s32_f32(v);
- y[i].qs[4*j + 0] = vgetq_lane_s32(vi, 0);
- y[i].qs[4*j + 1] = vgetq_lane_s32(vi, 1);
- y[i].qs[4*j + 2] = vgetq_lane_s32(vi, 2);
- y[i].qs[4*j + 3] = vgetq_lane_s32(vi, 3);
+ if (i < nb4) {
+ y4[i4].qs[32*ir + 4*j + 0] = vgetq_lane_s32(vi, 0);
+ y4[i4].qs[32*ir + 4*j + 1] = vgetq_lane_s32(vi, 1);
+ y4[i4].qs[32*ir + 4*j + 2] = vgetq_lane_s32(vi, 2);
+ y4[i4].qs[32*ir + 4*j + 3] = vgetq_lane_s32(vi, 3);
+ } else {
+ y[i].qs[4*j + 0] = vgetq_lane_s32(vi, 0);
+ y[i].qs[4*j + 1] = vgetq_lane_s32(vi, 1);
+ y[i].qs[4*j + 2] = vgetq_lane_s32(vi, 2);
+ y[i].qs[4*j + 3] = vgetq_lane_s32(vi, 3);
+ }
}
}
#elif defined(__wasm_simd128__)
@@ -1191,7 +1205,10 @@ void quantize_row_q8_1(const float * restrict x, void * restrict vy, int64_t k)
block_q8_1 * restrict y = vy;
#if defined(__ARM_NEON)
+ block_q8_1_x4 * restrict y4 = vy;
+ int nb4 = 4*(nb/4);
for (int i = 0; i < nb; i++) {
+ int i4 = i/4, ir = i%4;
float32x4_t srcv [8];
float32x4_t asrcv[8];
float32x4_t amaxv[8];
@@ -1208,7 +1225,11 @@ void quantize_row_q8_1(const float * restrict x, void * restrict vy, int64_t k)
const float d = amax / ((1 << 7) - 1);
const float id = d ? 1.0f/d : 0.0f;
- y[i].d = GGML_FP32_TO_FP16(d);
+ if (i < nb4) {
+ y4[i4].d[ir] = GGML_FP32_TO_FP16(d);
+ } else {
+ y[i].d = GGML_FP32_TO_FP16(d);
+ }
int32x4_t accv = vdupq_n_s32(0);
@@ -1216,15 +1237,26 @@ void quantize_row_q8_1(const float * restrict x, void * restrict vy, int64_t k)
const float32x4_t v = vmulq_n_f32(srcv[j], id);
const int32x4_t vi = vcvtnq_s32_f32(v);
- y[i].qs[4*j + 0] = vgetq_lane_s32(vi, 0);
- y[i].qs[4*j + 1] = vgetq_lane_s32(vi, 1);
- y[i].qs[4*j + 2] = vgetq_lane_s32(vi, 2);
- y[i].qs[4*j + 3] = vgetq_lane_s32(vi, 3);
+ if (i < nb4) {
+ y4[i4].qs[QK8_1*ir + 4*j + 0] = vgetq_lane_s32(vi, 0);
+ y4[i4].qs[QK8_1*ir + 4*j + 1] = vgetq_lane_s32(vi, 1);
+ y4[i4].qs[QK8_1*ir + 4*j + 2] = vgetq_lane_s32(vi, 2);
+ y4[i4].qs[QK8_1*ir + 4*j + 3] = vgetq_lane_s32(vi, 3);
+ } else {
+ y[i].qs[4*j + 0] = vgetq_lane_s32(vi, 0);
+ y[i].qs[4*j + 1] = vgetq_lane_s32(vi, 1);
+ y[i].qs[4*j + 2] = vgetq_lane_s32(vi, 2);
+ y[i].qs[4*j + 3] = vgetq_lane_s32(vi, 3);
+ }
accv = vaddq_s32(accv, vi);
}
- y[i].s = GGML_FP32_TO_FP16(d * vaddvq_s32(accv));
+ if (i < nb4) {
+ y4[i4].d[ir+4] = GGML_FP32_TO_FP16(d * vaddvq_s32(accv));
+ } else {
+ y[i].s = GGML_FP32_TO_FP16(d * vaddvq_s32(accv));
+ }
}
#elif defined(__wasm_simd128__)
for (int i = 0; i < nb; i++) {