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whisper.cpp
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Another shot at AVX-512 support

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pull/95/head
Georgi Gerganov 2 years ago
parent 01e037c6c6
commit 7fc52fa7ef
2 changed files with 24 additions and 55 deletions
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2
Makefile
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@ -43,7 +43,7 @@ endif
# feel free to update the Makefile for your architecture and send a pull request or issue
ifeq ($(UNAME_M),x86_64)
# AVX 512
CFLAGS += -mavx512f -mavx512dq -mfma -mf16c
CFLAGS += -mavx512f -mfma -mf16c
# AVX 256
#CFLAGS += -mavx -mavx2 -mfma -mf16c

77
ggml.c
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@ -568,37 +568,16 @@ inline static void ggml_vec_dot_f16(const int n, float * restrict s, ggml_fp16_t
__m512 x0, x1, x2, x3;
__m512 y0, y1, y2, y3;
__m256 t0lo, t0hi, t1lo, t1hi, t2lo, t2hi, t3lo, t3hi;
for (int i = 0; i < n64; i += 64) {
// TODO: is this the best way to do this?
t0lo = _mm256_loadu_ps((const float*)(x + i + 0 ));
t0hi = _mm256_loadu_ps((const float*)(x + i + 8 ));
t1lo = _mm256_loadu_ps((const float*)(x + i + 16));
t1hi = _mm256_loadu_ps((const float*)(x + i + 24));
t2lo = _mm256_loadu_ps((const float*)(x + i + 32));
t2hi = _mm256_loadu_ps((const float*)(x + i + 40));
t3lo = _mm256_loadu_ps((const float*)(x + i + 48));
t3hi = _mm256_loadu_ps((const float*)(x + i + 56));
x0 = _mm512_insertf32x8(_mm512_castps256_ps512(t0lo), t0hi, 1);
x1 = _mm512_insertf32x8(_mm512_castps256_ps512(t1lo), t1hi, 1);
x2 = _mm512_insertf32x8(_mm512_castps256_ps512(t2lo), t2hi, 1);
x3 = _mm512_insertf32x8(_mm512_castps256_ps512(t3lo), t3hi, 1);
t0lo = _mm256_loadu_ps((const float*)(y + i + 0 ));
t0hi = _mm256_loadu_ps((const float*)(y + i + 8 ));
t1lo = _mm256_loadu_ps((const float*)(y + i + 16));
t1hi = _mm256_loadu_ps((const float*)(y + i + 24));
t2lo = _mm256_loadu_ps((const float*)(y + i + 32));
t2hi = _mm256_loadu_ps((const float*)(y + i + 40));
t3lo = _mm256_loadu_ps((const float*)(y + i + 48));
t3hi = _mm256_loadu_ps((const float*)(y + i + 56));
y0 = _mm512_insertf32x8(_mm512_castps256_ps512(t0lo), t0hi, 1);
y1 = _mm512_insertf32x8(_mm512_castps256_ps512(t1lo), t1hi, 1);
y2 = _mm512_insertf32x8(_mm512_castps256_ps512(t2lo), t2hi, 1);
y3 = _mm512_insertf32x8(_mm512_castps256_ps512(t3lo), t3hi, 1);
x0 = _mm512_cvtph_ps(_mm256_loadu_si256((__m256i*)(x + i + 0 )));
x1 = _mm512_cvtph_ps(_mm256_loadu_si256((__m256i*)(x + i + 16)));
x2 = _mm512_cvtph_ps(_mm256_loadu_si256((__m256i*)(x + i + 32)));
x3 = _mm512_cvtph_ps(_mm256_loadu_si256((__m256i*)(x + i + 48)));
y0 = _mm512_cvtph_ps(_mm256_loadu_si256((__m256i*)(y + i + 0 )));
y1 = _mm512_cvtph_ps(_mm256_loadu_si256((__m256i*)(y + i + 16)));
y2 = _mm512_cvtph_ps(_mm256_loadu_si256((__m256i*)(y + i + 32)));
y3 = _mm512_cvtph_ps(_mm256_loadu_si256((__m256i*)(y + i + 48)));
sum0 = _mm512_fmadd_ps(x0, y0, sum0);
sum1 = _mm512_fmadd_ps(x1, y1, sum1);
@ -953,36 +932,26 @@ inline static void ggml_vec_mad_f16(const int n, ggml_fp16_t * restrict y, ggml_
__m512 x0, x1, x2, x3;
__m512 y0, y1, y2, y3;
__m256 t0lo, t0hi, t1lo, t1hi, t2lo, t2hi, t3lo, t3hi;
for (int i = 0; i < n64; i += 64) {
t0lo = _mm256_cvtph_ps(_mm_loadu_si128((__m128i*)(y + i + 0 )));
t0hi = _mm256_cvtph_ps(_mm_loadu_si128((__m128i*)(y + i + 8 )));
t1lo = _mm256_cvtph_ps(_mm_loadu_si128((__m128i*)(y + i + 16)));
t1hi = _mm256_cvtph_ps(_mm_loadu_si128((__m128i*)(y + i + 24)));
t2lo = _mm256_cvtph_ps(_mm_loadu_si128((__m128i*)(y + i + 32)));
t2hi = _mm256_cvtph_ps(_mm_loadu_si128((__m128i*)(y + i + 40)));
t3lo = _mm256_cvtph_ps(_mm_loadu_si128((__m128i*)(y + i + 48)));
t3hi = _mm256_cvtph_ps(_mm_loadu_si128((__m128i*)(y + i + 56)));
y0 = _mm512_insertf32x8(_mm512_castps256_ps512(t0lo), t0hi, 1);
y1 = _mm512_insertf32x8(_mm512_castps256_ps512(t1lo), t1hi, 1);
y2 = _mm512_insertf32x8(_mm512_castps256_ps512(t2lo), t2hi, 1);
y3 = _mm512_insertf32x8(_mm512_castps256_ps512(t3lo), t3hi, 1);
t0lo = _mm256_cvtph_ps(_mm_loadu_si128((__m128i*)(x + i + 0 )));
t0hi = _mm256_cvtph_ps(_mm_loadu_si128((__m128i*)(x + i + 8 )));
t1lo = _mm256_cvtph_ps(_mm_loadu_si128((__m128i*)(x + i + 16)));
t1hi = _mm256_cvtph_ps(_mm_loadu_si128((__m128i*)(x + i + 24)));
t2lo = _mm256_cvtph_ps(_mm_loadu_si128((__m128i*)(x + i + 32)));
t2hi = _mm256_cvtph_ps(_mm_loadu_si128((__m128i*)(x + i + 40)));
t3lo = _mm256_cvtph_ps(_mm_loadu_si128((__m128i*)(x + i + 48)));
t3hi = _mm256_cvtph_ps(_mm_loadu_si128((__m128i*)(x + i + 56)));
x0 = _mm512_cvtph_ps(_mm256_loadu_si256((__m256i*)(x + i + 0 )));
x1 = _mm512_cvtph_ps(_mm256_loadu_si256((__m256i*)(x + i + 16)));
x2 = _mm512_cvtph_ps(_mm256_loadu_si256((__m256i*)(x + i + 32)));
x3 = _mm512_cvtph_ps(_mm256_loadu_si256((__m256i*)(x + i + 48)));
y0 = _mm512_loadu_ps(y + i + 0 );
y1 = _mm512_loadu_ps(y + i + 16);
y2 = _mm512_loadu_ps(y + i + 32);
y3 = _mm512_loadu_ps(y + i + 48);
y0 = _mm512_fmadd_ps(x0, v16, y0);
y1 = _mm512_fmadd_ps(x1, v16, y1);
y2 = _mm512_fmadd_ps(x2, v16, y2);
y3 = _mm512_fmadd_ps(x3, v16, y3);
_mm256_storeu_si256((__m256i*)(y + i + 0 ), _mm512_cvtps_ph(y0, 0));
_mm256_storeu_si256((__m256i*)(y + i + 16), _mm512_cvtps_ph(y1, 0));
_mm256_storeu_si256((__m256i*)(y + i + 32), _mm512_cvtps_ph(y2, 0));
_mm256_storeu_si256((__m256i*)(y + i + 48), _mm512_cvtps_ph(y3, 0));
}
// leftovers

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