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ggml : simplify Arm fp16 CPU logic (ggml/1177)
Browse files* ggml : simlpify Arm fp16 CPU logic
ggml-ci
* cont : bring back CUDA/MUSA checks
ggml-ci
- ggml/src/ggml-cpu/ggml-cpu-impl.h +2 -19
- ggml/src/ggml-cpu/simd-mappings.h +4 -4
- ggml/src/ggml-impl.h +17 -19
ggml/src/ggml-cpu/ggml-cpu-impl.h
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@@ -4,13 +4,13 @@
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#include "ggml.h"
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#include "ggml-impl.h"
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#include <stdlib.h> // load `stdlib.h` before other headers to work around MinGW bug: https://sourceforge.net/p/mingw-w64/bugs/192/
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//#include <stddef.h>
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#include <stdbool.h>
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#include <string.h> // memcpy
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#include <math.h> // fabsf
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-
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#ifdef __cplusplus
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extern "C" {
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#endif
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@@ -69,33 +69,16 @@ struct ggml_compute_params {
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#endif
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#if defined(__ARM_FEATURE_SVE)
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#include <arm_sve.h>
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#include <sys/prctl.h>
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#endif
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// 16-bit float
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// on Arm, we use __fp16
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// on x86, we use uint16_t
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#if defined(__ARM_NEON)
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//
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//
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// $ ln -sfn /Library/Developer/CommandLineTools/usr/lib/clang/13.1.6/include/arm_neon.h ./src/
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//
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#include <arm_neon.h>
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#ifdef _MSC_VER
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typedef uint16_t ggml_fp16_internal_t;
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#define ggml_vld1q_u32(w,x,y,z) { ((w) + ((uint64_t)(x) << 32)), ((y) + ((uint64_t)(z) << 32)) }
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#else
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typedef __fp16 ggml_fp16_internal_t;
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#define ggml_vld1q_u32(w,x,y,z) { (w), (x), (y), (z) }
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-
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#endif // _MSC_VER
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#if !defined(__aarch64__)
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#include "ggml.h"
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#include "ggml-impl.h"
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+
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#include <stdlib.h> // load `stdlib.h` before other headers to work around MinGW bug: https://sourceforge.net/p/mingw-w64/bugs/192/
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//#include <stddef.h>
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#include <stdbool.h>
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#include <string.h> // memcpy
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#include <math.h> // fabsf
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#ifdef __cplusplus
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extern "C" {
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#endif
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#endif
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#if defined(__ARM_FEATURE_SVE)
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#include <sys/prctl.h>
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#endif
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#if defined(__ARM_NEON)
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// ref: https://github.com/ggml-org/llama.cpp/pull/5404
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#ifdef _MSC_VER
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#define ggml_vld1q_u32(w,x,y,z) { ((w) + ((uint64_t)(x) << 32)), ((y) + ((uint64_t)(z) << 32)) }
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#else
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#define ggml_vld1q_u32(w,x,y,z) { (w), (x), (y), (z) }
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#endif // _MSC_VER
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#if !defined(__aarch64__)
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ggml/src/ggml-cpu/simd-mappings.h
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@@ -71,7 +71,7 @@
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#define GGML_F16x8 float16x8_t
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#define GGML_F16x8_ZERO vdupq_n_f16(0.0f)
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#define GGML_F16x8_SET1(x) vdupq_n_f16(x)
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#define GGML_F16x8_LOAD(x) vld1q_f16((const
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#define GGML_F16x8_STORE vst1q_f16
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#define GGML_F16x8_FMA(a, b, c) vfmaq_f16(a, b, c)
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#define GGML_F16x8_ADD vaddq_f16
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@@ -99,7 +99,7 @@
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#define GGML_F16_VEC_ZERO GGML_F16x8_ZERO
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#define GGML_F16_VEC_SET1 GGML_F16x8_SET1
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#define GGML_F16_VEC_LOAD(p, i) GGML_F16x8_LOAD(p)
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#define GGML_F16_VEC_STORE(p, r, i) GGML_F16x8_STORE((
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#define GGML_F16_VEC_FMA GGML_F16x8_FMA
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#define GGML_F16_VEC_ADD GGML_F16x8_ADD
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#define GGML_F16_VEC_MUL GGML_F16x8_MUL
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@@ -114,7 +114,7 @@
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#define GGML_F32Cx4 float32x4_t
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#define GGML_F32Cx4_ZERO vdupq_n_f32(0.0f)
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#define GGML_F32Cx4_SET1(x) vdupq_n_f32(x)
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#define GGML_F32Cx4_LOAD(x) vcvt_f32_f16(vld1_f16((const
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#define GGML_F32Cx4_STORE(x, y) vst1_f16(x, vcvt_f16_f32(y))
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#define GGML_F32Cx4_FMA(a, b, c) vfmaq_f32(a, b, c)
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#define GGML_F32Cx4_ADD vaddq_f32
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@@ -125,7 +125,7 @@
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#define GGML_F16_VEC_ZERO GGML_F32Cx4_ZERO
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#define GGML_F16_VEC_SET1 GGML_F32Cx4_SET1
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#define GGML_F16_VEC_LOAD(p, i) GGML_F32Cx4_LOAD(p)
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#define GGML_F16_VEC_STORE(p, r, i) GGML_F32Cx4_STORE((
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#define GGML_F16_VEC_FMA GGML_F32Cx4_FMA
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#define GGML_F16_VEC_ADD GGML_F32Cx4_ADD
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#define GGML_F16_VEC_MUL GGML_F32Cx4_MUL
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#define GGML_F16x8 float16x8_t
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#define GGML_F16x8_ZERO vdupq_n_f16(0.0f)
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#define GGML_F16x8_SET1(x) vdupq_n_f16(x)
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#define GGML_F16x8_LOAD(x) vld1q_f16((const __fp16 *)(x))
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#define GGML_F16x8_STORE vst1q_f16
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#define GGML_F16x8_FMA(a, b, c) vfmaq_f16(a, b, c)
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#define GGML_F16x8_ADD vaddq_f16
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#define GGML_F16_VEC_ZERO GGML_F16x8_ZERO
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#define GGML_F16_VEC_SET1 GGML_F16x8_SET1
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#define GGML_F16_VEC_LOAD(p, i) GGML_F16x8_LOAD(p)
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#define GGML_F16_VEC_STORE(p, r, i) GGML_F16x8_STORE((__fp16 *)(p), (r)[i])
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#define GGML_F16_VEC_FMA GGML_F16x8_FMA
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#define GGML_F16_VEC_ADD GGML_F16x8_ADD
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#define GGML_F16_VEC_MUL GGML_F16x8_MUL
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#define GGML_F32Cx4 float32x4_t
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#define GGML_F32Cx4_ZERO vdupq_n_f32(0.0f)
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#define GGML_F32Cx4_SET1(x) vdupq_n_f32(x)
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#define GGML_F32Cx4_LOAD(x) vcvt_f32_f16(vld1_f16((const __fp16 *)(x)))
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#define GGML_F32Cx4_STORE(x, y) vst1_f16(x, vcvt_f16_f32(y))
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#define GGML_F32Cx4_FMA(a, b, c) vfmaq_f32(a, b, c)
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#define GGML_F32Cx4_ADD vaddq_f32
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#define GGML_F16_VEC_ZERO GGML_F32Cx4_ZERO
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#define GGML_F16_VEC_SET1 GGML_F32Cx4_SET1
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#define GGML_F16_VEC_LOAD(p, i) GGML_F32Cx4_LOAD(p)
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#define GGML_F16_VEC_STORE(p, r, i) GGML_F32Cx4_STORE((__fp16 *)(p), r[i])
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#define GGML_F16_VEC_FMA GGML_F32Cx4_FMA
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#define GGML_F16_VEC_ADD GGML_F32Cx4_ADD
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#define GGML_F16_VEC_MUL GGML_F32Cx4_MUL
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ggml/src/ggml-impl.h
CHANGED
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@@ -16,14 +16,6 @@
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#include <arm_sve.h>
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#endif // __ARM_FEATURE_SVE
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-
#if defined(__ARM_NEON) && !defined(__CUDACC__) && !defined(__MUSACC__)
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// if YCM cannot find <arm_neon.h>, make a symbolic link to it, for example:
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//
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// $ ln -sfn /Library/Developer/CommandLineTools/usr/lib/clang/13.1.6/include/arm_neon.h ./src/
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//
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#include <arm_neon.h>
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#endif
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#if defined(__F16C__)
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#include <immintrin.h>
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#endif
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// FP16 to FP32 conversion
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-
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#if defined(__ARM_NEON) && !defined(_MSC_VER) && !(defined(__CUDACC__) && __CUDACC_VER_MAJOR__ <= 11)
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#define GGML_COMPUTE_FP16_TO_FP32(x) ggml_compute_fp16_to_fp32(x)
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#define GGML_COMPUTE_FP32_TO_FP16(x) ggml_compute_fp32_to_fp16(x)
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#define GGML_FP16_TO_FP32(x) ggml_compute_fp16_to_fp32(x)
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static inline float ggml_compute_fp16_to_fp32(ggml_fp16_t h) {
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-
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memcpy(&tmp, &h, sizeof(ggml_fp16_t));
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return (float)tmp;
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}
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static inline ggml_fp16_t ggml_compute_fp32_to_fp16(float f) {
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ggml_fp16_t res;
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memcpy(&res, &tmp, sizeof(ggml_fp16_t));
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return res;
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}
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#define GGML_COMPUTE_FP16_TO_FP32(x) ggml_compute_fp16_to_fp32(x)
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#define GGML_COMPUTE_FP32_TO_FP16(x) ggml_compute_fp32_to_fp16(x)
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#endif // defined(__ARM_NEON) && (!defined(
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// precomputed f32 table for f16 (256 KB)
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// defined in ggml.c, initialized in ggml_init()
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#include <arm_sve.h>
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#endif // __ARM_FEATURE_SVE
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#if defined(__F16C__)
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#include <immintrin.h>
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#endif
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// FP16 to FP32 conversion
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// 16-bit float
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// on Arm, we use __fp16
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// on x86, we use uint16_t
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//
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// for old CUDA compilers (<= 11), we use uint16_t: ref https://github.com/ggml-org/llama.cpp/pull/10616
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// for MUSA compilers , we use uint16_t: ref https://github.com/ggml-org/llama.cpp/pull/11843
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//
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#if defined(__ARM_NEON) && !(defined(__CUDACC__) && __CUDACC_VER_MAJOR__ <= 11) && !defined(__MUSACC__)
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// if YCM cannot find <arm_neon.h>, make a symbolic link to it, for example:
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//
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// $ ln -sfn /Library/Developer/CommandLineTools/usr/lib/clang/13.1.6/include/arm_neon.h ./src/
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//
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#include <arm_neon.h>
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#define GGML_COMPUTE_FP16_TO_FP32(x) ggml_compute_fp16_to_fp32(x)
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#define GGML_COMPUTE_FP32_TO_FP16(x) ggml_compute_fp32_to_fp16(x)
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#define GGML_FP16_TO_FP32(x) ggml_compute_fp16_to_fp32(x)
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static inline float ggml_compute_fp16_to_fp32(ggml_fp16_t h) {
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__fp16 tmp;
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memcpy(&tmp, &h, sizeof(ggml_fp16_t));
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return (float)tmp;
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}
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static inline ggml_fp16_t ggml_compute_fp32_to_fp16(float f) {
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ggml_fp16_t res;
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__fp16 tmp = f;
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memcpy(&res, &tmp, sizeof(ggml_fp16_t));
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return res;
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}
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#define GGML_COMPUTE_FP16_TO_FP32(x) ggml_compute_fp16_to_fp32(x)
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#define GGML_COMPUTE_FP32_TO_FP16(x) ggml_compute_fp32_to_fp16(x)
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#endif // defined(__ARM_NEON) && !(defined(__CUDACC__) && __CUDACC_VER_MAJOR__ <= 11) && !defined(__MUSACC__)
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// precomputed f32 table for f16 (256 KB)
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// defined in ggml.c, initialized in ggml_init()
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