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Leverage the existing GGML_F32_VEC helpers to vectorize ggml_vec_set_f32 for faster fills #16522

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Leverage the existing GGML_F32_VEC helpers to vectorize ggml_vec_set_f32 for faster fills #16522

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3308759
Leverage the existing GGML_F32_VEC helpers to broadcast the fill valu…
Oct 11, 2025
dff1173
Vectorize additional f32 helper loops
Oct 11, 2025
e4189f7
Normalize f32 helper tails for ggml vec ops
Oct 13, 2025
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96 changes: 91 additions & 5 deletions ggml/src/ggml-cpu/vec.h
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Original file line number Diff line number Diff line change
Expand Up @@ -77,16 +77,85 @@ inline static void ggml_vec_add_f16 (const int n, ggml_fp16_t * z, const ggml_fp
z[i] = GGML_CPU_FP32_TO_FP16(GGML_CPU_FP16_TO_FP32(x[i]) + GGML_CPU_FP16_TO_FP32(y[i]));
}
}
inline static void ggml_vec_add1_f32(const int n, float * z, const float * x, const float v) { for (int i = 0; i < n; ++i) z[i] = x[i] + v; }
inline static void ggml_vec_acc_f32 (const int n, float * y, const float * x) { for (int i = 0; i < n; ++i) y[i] += x[i]; }
inline static void ggml_vec_acc1_f32(const int n, float * y, const float v) { for (int i = 0; i < n; ++i) y[i] += v; }
inline static void ggml_vec_add1_f32(const int n, float * z, const float * x, const float v) {
int i = 0;
#if defined(GGML_SIMD)
const int np = (n & ~(GGML_F32_STEP - 1));

GGML_F32_VEC vv = GGML_F32_VEC_SET1(v);

for (; i < np; i += GGML_F32_STEP) {
for (int j = 0; j < GGML_F32_ARR; ++j) {
GGML_F32_VEC ax = GGML_F32_VEC_LOAD(x + i + j*GGML_F32_EPR);
GGML_F32_VEC az = GGML_F32_VEC_ADD(ax, vv);
GGML_F32_VEC_STORE(z + i + j*GGML_F32_EPR, az);
}
}
#endif
for (; i < n; ++i) {
z[i] = x[i] + v;
}
}
inline static void ggml_vec_acc_f32 (const int n, float * y, const float * x) {
int i = 0;
#if defined(GGML_SIMD)
const int np = (n & ~(GGML_F32_STEP - 1));

for (; i < np; i += GGML_F32_STEP) {
for (int j = 0; j < GGML_F32_ARR; ++j) {
GGML_F32_VEC ay = GGML_F32_VEC_LOAD(y + i + j*GGML_F32_EPR);
GGML_F32_VEC ax = GGML_F32_VEC_LOAD(x + i + j*GGML_F32_EPR);
ay = GGML_F32_VEC_ADD(ay, ax);
GGML_F32_VEC_STORE(y + i + j*GGML_F32_EPR, ay);
}
}
#endif
for (; i < n; ++i) {
y[i] += x[i];
}
}
inline static void ggml_vec_acc1_f32(const int n, float * y, const float v) {
int i = 0;
#if defined(GGML_SIMD)
const int np = (n & ~(GGML_F32_STEP - 1));

GGML_F32_VEC vv = GGML_F32_VEC_SET1(v);

for (; i < np; i += GGML_F32_STEP) {
for (int j = 0; j < GGML_F32_ARR; ++j) {
GGML_F32_VEC ay = GGML_F32_VEC_LOAD(y + i + j*GGML_F32_EPR);
ay = GGML_F32_VEC_ADD(ay, vv);
GGML_F32_VEC_STORE(y + i + j*GGML_F32_EPR, ay);
}
}
#endif
for (; i < n; ++i) {
y[i] += v;
}
}
inline static void ggml_vec_sub_f32 (const int n, float * z, const float * x, const float * y) { for (int i = 0; i < n; ++i) z[i] = x[i] - y[i]; }
inline static void ggml_vec_sub_f16 (const int n, ggml_fp16_t * z, const ggml_fp16_t * x, const ggml_fp16_t * y) {
for (int i = 0; i < n; ++i) {
z[i] = GGML_CPU_FP32_TO_FP16(GGML_CPU_FP16_TO_FP32(x[i]) - GGML_CPU_FP16_TO_FP32(y[i]));
}
}
inline static void ggml_vec_set_f32 (const int n, float * x, const float v) { for (int i = 0; i < n; ++i) x[i] = v; }
inline static void ggml_vec_set_f32 (const int n, float * x, const float v) {
int i = 0;
#if defined(GGML_SIMD)
const int np = (n & ~(GGML_F32_STEP - 1));

GGML_F32_VEC vx = GGML_F32_VEC_SET1(v);

for (; i < np; i += GGML_F32_STEP) {
for (int j = 0; j < GGML_F32_ARR; ++j) {
GGML_F32_VEC_STORE(x + i + j*GGML_F32_EPR, vx);
}
}
#endif
for (; i < n; ++i) {
x[i] = v;
}
}
inline static void ggml_vec_cpy_f32 (const int n, float * y, const float * x) { for (int i = 0; i < n; ++i) y[i] = x[i]; }
inline static void ggml_vec_neg_f32 (const int n, float * y, const float * x) { for (int i = 0; i < n; ++i) y[i] = -x[i]; }
inline static void ggml_vec_neg_f16 (const int n, ggml_fp16_t * y, const ggml_fp16_t * x) {
Expand All @@ -95,7 +164,24 @@ inline static void ggml_vec_neg_f16 (const int n, ggml_fp16_t * y, const ggml_fp
}
}

inline static void ggml_vec_mul_f32 (const int n, float * z, const float * x, const float * y) { for (int i = 0; i < n; ++i) z[i] = x[i]*y[i]; }
inline static void ggml_vec_mul_f32 (const int n, float * z, const float * x, const float * y) {
int i = 0;
#if defined(GGML_SIMD)
const int np = (n & ~(GGML_F32_STEP - 1));

for (; i < np; i += GGML_F32_STEP) {
for (int j = 0; j < GGML_F32_ARR; ++j) {
GGML_F32_VEC ax = GGML_F32_VEC_LOAD(x + i + j*GGML_F32_EPR);
GGML_F32_VEC ay = GGML_F32_VEC_LOAD(y + i + j*GGML_F32_EPR);
GGML_F32_VEC az = GGML_F32_VEC_MUL(ax, ay);
GGML_F32_VEC_STORE(z + i + j*GGML_F32_EPR, az);
}
}
#endif
for (; i < n; ++i) {
z[i] = x[i]*y[i];
}
}
inline static void ggml_vec_mul_f16 (const int n, ggml_fp16_t * z, const ggml_fp16_t * x, const ggml_fp16_t * y) {
for (int i = 0; i < n; ++i) {
z[i] = GGML_CPU_FP32_TO_FP16(GGML_CPU_FP16_TO_FP32(x[i]) * GGML_CPU_FP16_TO_FP32(y[i]));
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