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Unverified Commit ec7aafc0 authored by velonica0's avatar velonica0 Committed by GitHub
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[CPU][RISC-V] Support multiple RVV VLEN targets via compile-time dispatch (#39478) 


Signed-off-by: default avatarvelonica0 <like@mail.nankai.edu.cn>
parent 6097afb9
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cmake/cpu_extension.cmake
View file @ ec7aafc0
...@@ -161,16 +161,49 @@ elseif (S390_FOUND) ...@@ -161,16 +161,49 @@ elseif (S390_FOUND)
"-mtune=native") "-mtune=native")
elseif (CMAKE_SYSTEM_PROCESSOR MATCHES "riscv64") elseif (CMAKE_SYSTEM_PROCESSOR MATCHES "riscv64")
message(STATUS "RISC-V detected") message(STATUS "RISC-V detected")
if(RVV_BF16_FOUND) # VLLM_RVV_VLEN selects the target VLEN. Auto-detected from /proc/cpuinfo
message(STATUS "BF16 extension detected") # by default; override with -DVLLM_RVV_VLEN=128 or -DVLLM_RVV_VLEN=256.
set(MARCH_FLAGS -march=rv64gcv_zvfh_zfbfmin_zvfbfmin_zvl128b -mrvv-vector-bits=zvl -mabi=lp64d) if(NOT DEFINED VLLM_RVV_VLEN)
add_compile_definitions(RISCV_BF16_SUPPORT) # Auto-detect: find the largest zvl<N>b in /proc/cpuinfo isa line.
elseif (RVV_FP16_FOUND) if(EXISTS /proc/cpuinfo)
message(WARNING "BF16 functionality is not available") file(READ /proc/cpuinfo _cpuinfo)
set(MARCH_FLAGS -march=rv64gcv_zvfh_zvl128b -mrvv-vector-bits=zvl -mabi=lp64d) set(_best 0)
foreach(_n IN ITEMS 128 256 512 1024)
if(_cpuinfo MATCHES "zvl${_n}b")
set(_best ${_n})
endif()
endforeach()
if(_best GREATER 0)
set(VLLM_RVV_VLEN ${_best})
endif()
endif()
# If auto-detect failed (no /proc/cpuinfo or no zvl<N>b reported)
# but the compiler supports RVV, require explicit specification.
if(NOT DEFINED VLLM_RVV_VLEN AND (RVV_FP16_FOUND OR RVV_BF16_FOUND))
message(FATAL_ERROR
"RISC-V RVV is available but VLEN could not be auto-detected. "
"Please specify VLEN explicitly:\n"
" -DVLLM_RVV_VLEN=128 (for VLEN=128 hardware)\n"
" -DVLLM_RVV_VLEN=256 (for VLEN=256 hardware, e.g. Spacemit X100)\n"
" -DVLLM_RVV_VLEN=0 (force scalar, no RVV)")
endif()
endif()
if(VLLM_RVV_VLEN AND VLLM_RVV_VLEN GREATER 0)
message(STATUS "RISC-V RVV VLEN=${VLLM_RVV_VLEN}")
if(RVV_BF16_FOUND)
message(STATUS "BF16 extension detected")
set(MARCH_FLAGS -march=rv64gcv_zvfh_zfbfmin_zvfbfmin_zvl${VLLM_RVV_VLEN}b -mrvv-vector-bits=zvl -mabi=lp64d)
add_compile_definitions(RISCV_BF16_SUPPORT)
elseif(RVV_FP16_FOUND)
message(WARNING "BF16 functionality is not available")
set(MARCH_FLAGS -march=rv64gcv_zvfh_zvl${VLLM_RVV_VLEN}b -mrvv-vector-bits=zvl -mabi=lp64d)
else()
message(STATUS "compile riscv with scalar (no FP16/BF16)")
set(MARCH_FLAGS -march=rv64gc)
endif()
else() else()
message(STATUS "compile riscv with scalar") message(STATUS "compile riscv with scalar")
list(APPEND CXX_COMPILE_FLAGS "-march=rv64gc") set(MARCH_FLAGS -march=rv64gc)
endif() endif()
list(APPEND CXX_COMPILE_FLAGS ${MARCH_FLAGS}) list(APPEND CXX_COMPILE_FLAGS ${MARCH_FLAGS})
else() else()
......
csrc/cpu/cpu_types_riscv.hpp
View file @ ec7aafc0
#ifndef CPU_TYPES_RISCV_HPP #ifndef CPU_TYPES_RISCV_HPP
#define CPU_TYPES_RISCV_HPP #define CPU_TYPES_RISCV_HPP
#include <algorithm> // RISC-V Vector (RVV) CPU type definitions for vLLM.
#include <cmath> //
#include <cstring> // Supports multiple VLENs via compile-time dispatch. The compiler defines
#include <iostream> // __riscv_v_min_vlen from the zvl<N>b extension in -march. The defs header
#include <limits> // maps VLEN to the correct LMUL suffixes, and the impl header provides
#include <riscv_vector.h> // VLEN-independent class implementations.
#include <torch/all.h> //
// To add support for a new VLEN, add the LMUL mapping in
// cpu_types_riscv_defs.hpp (the impl header needs no changes).
// ============================================================================ #ifndef __riscv_vector
// Vector Register Type Definitions (VLEN=128 bits) #error "cpu_types_riscv.hpp included in a non-RVV translation unit"
// ============================================================================
typedef vfloat16m1_t fixed_vfloat16m1_t
__attribute__((riscv_rvv_vector_bits(128)));
typedef vfloat16m2_t fixed_vfloat16m2_t
__attribute__((riscv_rvv_vector_bits(256)));
typedef vfloat32m1_t fixed_vfloat32m1_t
__attribute__((riscv_rvv_vector_bits(128)));
typedef vfloat32m2_t fixed_vfloat32m2_t
__attribute__((riscv_rvv_vector_bits(256)));
typedef vfloat32m4_t fixed_vfloat32m4_t
__attribute__((riscv_rvv_vector_bits(512)));
typedef vfloat32m8_t fixed_vfloat32m8_t
__attribute__((riscv_rvv_vector_bits(1024)));
typedef vint32m2_t fixed_vint32m2_t __attribute__((riscv_rvv_vector_bits(256)));
typedef vint32m4_t fixed_vint32m4_t __attribute__((riscv_rvv_vector_bits(512)));
typedef vuint16m1_t fixed_vuint16m1_t
__attribute__((riscv_rvv_vector_bits(128)));
typedef vuint16m2_t fixed_vuint16m2_t
__attribute__((riscv_rvv_vector_bits(256)));
typedef vuint16m4_t fixed_vuint16m4_t
__attribute__((riscv_rvv_vector_bits(512)));
#ifdef RISCV_BF16_SUPPORT
typedef vbfloat16m1_t fixed_vbfloat16m1_t
__attribute__((riscv_rvv_vector_bits(128)));
typedef vbfloat16m2_t fixed_vbfloat16m2_t
__attribute__((riscv_rvv_vector_bits(256)));
typedef vbfloat16m4_t fixed_vbfloat16m4_t
__attribute__((riscv_rvv_vector_bits(512)));
#endif
namespace vec_op {
#ifdef RISCV_BF16_SUPPORT
#define VLLM_DISPATCH_CASE_FLOATING_TYPES(...) \
AT_DISPATCH_CASE(at::ScalarType::Float, __VA_ARGS__) \
AT_DISPATCH_CASE(at::ScalarType::Half, __VA_ARGS__) \
AT_DISPATCH_CASE(at::ScalarType::BFloat16, __VA_ARGS__)
#else
#define VLLM_DISPATCH_CASE_FLOATING_TYPES(...) \
AT_DISPATCH_CASE(at::ScalarType::Float, __VA_ARGS__) \
AT_DISPATCH_CASE(at::ScalarType::Half, __VA_ARGS__)
#endif #endif
#define VLLM_DISPATCH_FLOATING_TYPES(TYPE, NAME, ...) \ #ifndef __riscv_v_min_vlen
AT_DISPATCH_SWITCH(TYPE, NAME, VLLM_DISPATCH_CASE_FLOATING_TYPES(__VA_ARGS__)) #error "compiler did not define __riscv_v_min_vlen; pass -march=...zvl<N>b"
#define FORCE_INLINE __attribute__((always_inline)) inline
namespace {
template <typename T, T... indexes, typename F>
constexpr void unroll_loop_item(std::integer_sequence<T, indexes...>, F&& f) {
(f(std::integral_constant<T, indexes>{}), ...);
};
} // namespace
template <typename T, T count, typename F,
typename = std::enable_if_t<std::is_invocable_v<F, T>>>
constexpr void unroll_loop(F&& f) {
unroll_loop_item(std::make_integer_sequence<T, count>{}, std::forward<F>(f));
}
template <typename T>
struct Vec {
constexpr static int get_elem_num() { return T::VEC_ELEM_NUM; };
};
struct FP32Vec8;
struct FP32Vec16;
// ============================================================================
// FP16 Implementation
// ============================================================================
struct FP16Vec8 : public Vec<FP16Vec8> {
constexpr static int VEC_ELEM_NUM = 8;
fixed_vfloat16m1_t reg;
explicit FP16Vec8(const void* ptr)
: reg(__riscv_vle16_v_f16m1(static_cast<const _Float16*>(ptr),
VEC_ELEM_NUM)) {};
explicit FP16Vec8(const FP32Vec8&);
void save(void* ptr) const {
__riscv_vse16_v_f16m1(static_cast<_Float16*>(ptr), reg, VEC_ELEM_NUM);
}
void save(void* ptr, int elem_num) const {
__riscv_vse16_v_f16m1(static_cast<_Float16*>(ptr), reg, elem_num);
}
void save_strided(void* ptr, ptrdiff_t stride) const {
ptrdiff_t byte_stride = stride * sizeof(_Float16);
__riscv_vsse16_v_f16m1(static_cast<_Float16*>(ptr), byte_stride, reg,
VEC_ELEM_NUM);
}
};
struct FP16Vec16 : public Vec<FP16Vec16> {
constexpr static int VEC_ELEM_NUM = 16;
fixed_vfloat16m2_t reg;
explicit FP16Vec16(const void* ptr)
: reg(__riscv_vle16_v_f16m2(static_cast<const _Float16*>(ptr),
VEC_ELEM_NUM)) {};
explicit FP16Vec16(const FP32Vec16& vec);
void save(void* ptr) const {
__riscv_vse16_v_f16m2(static_cast<_Float16*>(ptr), reg, VEC_ELEM_NUM);
}
void save(void* ptr, int elem_num) const {
__riscv_vse16_v_f16m2(static_cast<_Float16*>(ptr), reg, elem_num);
}
void save_strided(void* ptr, ptrdiff_t stride) const {
ptrdiff_t byte_stride = stride * sizeof(_Float16);
__riscv_vsse16_v_f16m2(static_cast<_Float16*>(ptr), byte_stride, reg,
VEC_ELEM_NUM);
}
};
// ============================================================================
// BF16 Implementation
// ============================================================================
#ifdef RISCV_BF16_SUPPORT
FORCE_INLINE fixed_vuint16m1_t bf16_to_u16(fixed_vbfloat16m1_t v) {
return __riscv_vreinterpret_v_bf16m1_u16m1(v);
}
FORCE_INLINE fixed_vuint16m2_t bf16_to_u16(fixed_vbfloat16m2_t v) {
return __riscv_vreinterpret_v_bf16m2_u16m2(v);
}
FORCE_INLINE fixed_vuint16m4_t bf16_to_u16(fixed_vbfloat16m4_t v) {
return __riscv_vreinterpret_v_bf16m4_u16m4(v);
}
struct BF16Vec8 : public Vec<BF16Vec8> {
constexpr static int VEC_ELEM_NUM = 8;
fixed_vbfloat16m1_t reg;
explicit BF16Vec8(const void* ptr)
: reg(__riscv_vreinterpret_v_u16m1_bf16m1(__riscv_vle16_v_u16m1(
reinterpret_cast<const uint16_t*>(ptr), VEC_ELEM_NUM))) {};
explicit BF16Vec8(fixed_vbfloat16m1_t data) : reg(data) {};
explicit BF16Vec8(const FP32Vec8&);
void save(void* ptr) const {
__riscv_vse16_v_u16m1(reinterpret_cast<uint16_t*>(ptr), bf16_to_u16(reg),
VEC_ELEM_NUM);
}
void save(void* ptr, int elem_num) const {
__riscv_vse16_v_u16m1(reinterpret_cast<uint16_t*>(ptr), bf16_to_u16(reg),
elem_num);
}
void save_strided(void* ptr, ptrdiff_t stride) const {
ptrdiff_t byte_stride = stride * sizeof(uint16_t);
__riscv_vsse16_v_u16m1(reinterpret_cast<uint16_t*>(ptr), byte_stride,
bf16_to_u16(reg), VEC_ELEM_NUM);
}
};
struct BF16Vec16 : public Vec<BF16Vec16> {
constexpr static int VEC_ELEM_NUM = 16;
fixed_vbfloat16m2_t reg;
explicit BF16Vec16(const void* ptr)
: reg(__riscv_vreinterpret_v_u16m2_bf16m2(__riscv_vle16_v_u16m2(
reinterpret_cast<const uint16_t*>(ptr), VEC_ELEM_NUM))) {};
explicit BF16Vec16(fixed_vbfloat16m2_t data) : reg(data) {};
explicit BF16Vec16(const FP32Vec16&);
void save(void* ptr) const {
__riscv_vse16_v_u16m2(reinterpret_cast<uint16_t*>(ptr), bf16_to_u16(reg),
VEC_ELEM_NUM);
}
void save(void* ptr, int elem_num) const {
__riscv_vse16_v_u16m2(reinterpret_cast<uint16_t*>(ptr), bf16_to_u16(reg),
elem_num);
}
void save_strided(void* ptr, ptrdiff_t stride) const {
ptrdiff_t byte_stride = stride * sizeof(uint16_t);
__riscv_vsse16_v_u16m2(reinterpret_cast<uint16_t*>(ptr), byte_stride,
bf16_to_u16(reg), VEC_ELEM_NUM);
}
};
struct BF16Vec32 : public Vec<BF16Vec32> {
constexpr static int VEC_ELEM_NUM = 32;
fixed_vbfloat16m4_t reg;
explicit BF16Vec32(const void* ptr)
: reg(__riscv_vreinterpret_v_u16m4_bf16m4(__riscv_vle16_v_u16m4(
reinterpret_cast<const uint16_t*>(ptr), VEC_ELEM_NUM))) {};
explicit BF16Vec32(fixed_vbfloat16m4_t data) : reg(data) {};
explicit BF16Vec32(const BF16Vec8& v) {
fixed_vuint16m1_t u16_val = bf16_to_u16(v.reg);
fixed_vuint16m4_t u16_combined =
__riscv_vcreate_v_u16m1_u16m4(u16_val, u16_val, u16_val, u16_val);
reg = __riscv_vreinterpret_v_u16m4_bf16m4(u16_combined);
};
void save(void* ptr) const {
__riscv_vse16_v_u16m4(reinterpret_cast<uint16_t*>(ptr), bf16_to_u16(reg),
VEC_ELEM_NUM);
}
void save(void* ptr, int elem_num) const {
__riscv_vse16_v_u16m4(reinterpret_cast<uint16_t*>(ptr), bf16_to_u16(reg),
elem_num);
}
void save_strided(void* ptr, ptrdiff_t stride) const {
ptrdiff_t byte_stride = stride * sizeof(uint16_t);
__riscv_vsse16_v_u16m4(reinterpret_cast<uint16_t*>(ptr), byte_stride,
bf16_to_u16(reg), VEC_ELEM_NUM);
}
};
#else
// ============================================================================
// BF16 Fallback Implementation (FP32 Simulation)
// ============================================================================
struct BF16Vec8 : public Vec<BF16Vec8> {
constexpr static int VEC_ELEM_NUM = 8;
fixed_vfloat32m2_t reg_fp32;
explicit BF16Vec8(const void* ptr) {
const uint16_t* u16 = static_cast<const uint16_t*>(ptr);
float tmp[8];
for (int i = 0; i < 8; ++i) {
uint32_t v = static_cast<uint32_t>(u16[i]) << 16;
std::memcpy(&tmp[i], &v, 4);
}
reg_fp32 = __riscv_vle32_v_f32m2(tmp, 8);
}
explicit BF16Vec8(const FP32Vec8&);
void save(void* ptr) const {
float tmp[8];
__riscv_vse32_v_f32m2(tmp, reg_fp32, 8);
uint16_t* u16 = static_cast<uint16_t*>(ptr);
for (int i = 0; i < 8; ++i) {
uint32_t v;
std::memcpy(&v, &tmp[i], 4);
u16[i] = static_cast<uint16_t>(v >> 16);
}
}
void save(void* ptr, int elem_num) const {
float tmp[8];
__riscv_vse32_v_f32m2(tmp, reg_fp32, 8);
uint16_t* u16 = static_cast<uint16_t*>(ptr);
for (int i = 0; i < elem_num; ++i) {
uint32_t v;
std::memcpy(&v, &tmp[i], 4);
u16[i] = static_cast<uint16_t>(v >> 16);
}
}
void save_strided(void* ptr, ptrdiff_t stride) const {
float tmp[8];
__riscv_vse32_v_f32m2(tmp, reg_fp32, 8);
uint8_t* u8 = static_cast<uint8_t*>(ptr);
ptrdiff_t byte_stride = stride * sizeof(uint16_t);
for (int i = 0; i < 8; ++i) {
uint32_t v;
std::memcpy(&v, &tmp[i], 4);
uint16_t val = static_cast<uint16_t>(v >> 16);
*reinterpret_cast<uint16_t*>(u8 + i * byte_stride) = val;
}
}
};
struct BF16Vec16 : public Vec<BF16Vec16> {
constexpr static int VEC_ELEM_NUM = 16;
fixed_vfloat32m4_t reg_fp32;
explicit BF16Vec16(const void* ptr) {
const uint16_t* u16 = static_cast<const uint16_t*>(ptr);
float tmp[16];
for (int i = 0; i < 16; ++i) {
uint32_t v = static_cast<uint32_t>(u16[i]) << 16;
std::memcpy(&tmp[i], &v, 4);
}
reg_fp32 = __riscv_vle32_v_f32m4(tmp, 16);
}
explicit BF16Vec16(const FP32Vec16&);
void save(void* ptr) const {
float tmp[16];
__riscv_vse32_v_f32m4(tmp, reg_fp32, 16);
uint16_t* u16 = static_cast<uint16_t*>(ptr);
for (int i = 0; i < 16; ++i) {
uint32_t v;
std::memcpy(&v, &tmp[i], 4);
u16[i] = static_cast<uint16_t>(v >> 16);
}
}
void save(void* ptr, int elem_num) const {
float tmp[16];
__riscv_vse32_v_f32m4(tmp, reg_fp32, 16);
uint16_t* u16 = static_cast<uint16_t*>(ptr);
for (int i = 0; i < elem_num; ++i) {
uint32_t v;
std::memcpy(&v, &tmp[i], 4);
u16[i] = static_cast<uint16_t>(v >> 16);
}
}
void save_strided(void* ptr, ptrdiff_t stride) const {
float tmp[16];
__riscv_vse32_v_f32m4(tmp, reg_fp32, 16);
uint8_t* u8 = static_cast<uint8_t*>(ptr);
ptrdiff_t byte_stride = stride * sizeof(uint16_t);
for (int i = 0; i < 16; ++i) {
uint32_t v;
std::memcpy(&v, &tmp[i], 4);
uint16_t val = static_cast<uint16_t>(v >> 16);
*reinterpret_cast<uint16_t*>(u8 + i * byte_stride) = val;
}
}
};
struct BF16Vec32 : public Vec<BF16Vec32> {
constexpr static int VEC_ELEM_NUM = 32;
fixed_vfloat32m8_t reg_fp32;
explicit BF16Vec32(const void* ptr) {
const uint16_t* u16 = static_cast<const uint16_t*>(ptr);
float tmp[32];
for (int i = 0; i < 32; ++i) {
uint32_t v = static_cast<uint32_t>(u16[i]) << 16;
std::memcpy(&tmp[i], &v, 4);
}
reg_fp32 = __riscv_vle32_v_f32m8(tmp, 32);
}
explicit BF16Vec32(const BF16Vec8& v) {
float tmp_small[8];
__riscv_vse32_v_f32m2(tmp_small, v.reg_fp32, 8);
float tmp_large[32];
for (int i = 0; i < 4; ++i) {
std::memcpy(tmp_large + (i * 8), tmp_small, 8 * sizeof(float));
}
reg_fp32 = __riscv_vle32_v_f32m8(tmp_large, 32);
}
void save(void* ptr) const {
float tmp[32];
__riscv_vse32_v_f32m8(tmp, reg_fp32, 32);
uint16_t* u16 = static_cast<uint16_t*>(ptr);
for (int i = 0; i < 32; ++i) {
uint32_t v;
std::memcpy(&v, &tmp[i], 4);
u16[i] = static_cast<uint16_t>(v >> 16);
}
}
void save(void* ptr, int elem_num) const {
float tmp[32];
__riscv_vse32_v_f32m8(tmp, reg_fp32, 32);
uint16_t* u16 = static_cast<uint16_t*>(ptr);
for (int i = 0; i < elem_num; ++i) {
uint32_t v;
std::memcpy(&v, &tmp[i], 4);
u16[i] = static_cast<uint16_t>(v >> 16);
}
}
void save_strided(void* ptr, ptrdiff_t stride) const {
float tmp[32];
__riscv_vse32_v_f32m8(tmp, reg_fp32, 32);
uint8_t* u8 = static_cast<uint8_t*>(ptr);
ptrdiff_t byte_stride = stride * sizeof(uint16_t);
for (int i = 0; i < 32; ++i) {
uint32_t v;
std::memcpy(&v, &tmp[i], 4);
uint16_t val = static_cast<uint16_t>(v >> 16);
*reinterpret_cast<uint16_t*>(u8 + i * byte_stride) = val;
}
}
};
#endif
// ============================================================================
// FP32 Implementation
// ============================================================================
struct FP32Vec4 : public Vec<FP32Vec4> {
constexpr static int VEC_ELEM_NUM = 4;
fixed_vfloat32m1_t reg;
explicit FP32Vec4(float v) : reg(__riscv_vfmv_v_f_f32m1(v, VEC_ELEM_NUM)) {};
explicit FP32Vec4() : reg(__riscv_vfmv_v_f_f32m1(0.0f, VEC_ELEM_NUM)) {};
explicit FP32Vec4(const float* ptr)
: reg(__riscv_vle32_v_f32m1(ptr, VEC_ELEM_NUM)) {};
explicit FP32Vec4(fixed_vfloat32m1_t data) : reg(data) {};
explicit FP32Vec4(const FP32Vec4& data) : reg(data.reg) {};
void save(float* ptr) const { __riscv_vse32_v_f32m1(ptr, reg, VEC_ELEM_NUM); }
void save(float* ptr, int elem_num) const {
__riscv_vse32_v_f32m1(ptr, reg, elem_num);
}
};
struct FP32Vec8 : public Vec<FP32Vec8> {
constexpr static int VEC_ELEM_NUM = 8;
fixed_vfloat32m2_t reg;
explicit FP32Vec8(float v) : reg(__riscv_vfmv_v_f_f32m2(v, VEC_ELEM_NUM)) {};
explicit FP32Vec8() : reg(__riscv_vfmv_v_f_f32m2(0.0f, VEC_ELEM_NUM)) {};
explicit FP32Vec8(const float* ptr)
: reg(__riscv_vle32_v_f32m2(ptr, VEC_ELEM_NUM)) {};
explicit FP32Vec8(fixed_vfloat32m2_t data) : reg(data) {};
explicit FP32Vec8(const FP32Vec8& data) : reg(data.reg) {};
explicit FP32Vec8(const FP16Vec8& v)
: reg(__riscv_vfwcvt_f_f_v_f32m2(v.reg, VEC_ELEM_NUM)) {};
explicit FP32Vec8(fixed_vfloat16m1_t v)
: reg(__riscv_vfwcvt_f_f_v_f32m2(v, VEC_ELEM_NUM)) {};
#ifdef RISCV_BF16_SUPPORT
explicit FP32Vec8(fixed_vbfloat16m1_t v)
: reg(__riscv_vfwcvtbf16_f_f_v_f32m2(v, VEC_ELEM_NUM)) {};
explicit FP32Vec8(const BF16Vec8& v)
: reg(__riscv_vfwcvtbf16_f_f_v_f32m2(v.reg, VEC_ELEM_NUM)) {};
#else
explicit FP32Vec8(const BF16Vec8& v) : reg(v.reg_fp32) {};
#endif #endif
float reduce_sum() const { #include "cpu_types_riscv_defs.hpp"
fixed_vfloat32m1_t scalar = __riscv_vfmv_s_f_f32m1(0.0f, 1); #include "cpu_types_riscv_impl.hpp"
scalar = __riscv_vfredusum_vs_f32m2_f32m1(reg, scalar, VEC_ELEM_NUM);
return __riscv_vfmv_f_s_f32m1_f32(scalar);
}
FP32Vec8 operator*(const FP32Vec8& b) const {
return FP32Vec8(__riscv_vfmul_vv_f32m2(reg, b.reg, VEC_ELEM_NUM));
}
FP32Vec8 operator+(const FP32Vec8& b) const {
return FP32Vec8(__riscv_vfadd_vv_f32m2(reg, b.reg, VEC_ELEM_NUM));
}
FP32Vec8 operator-(const FP32Vec8& b) const {
return FP32Vec8(__riscv_vfsub_vv_f32m2(reg, b.reg, VEC_ELEM_NUM));
}
FP32Vec8 operator/(const FP32Vec8& b) const {
return FP32Vec8(__riscv_vfdiv_vv_f32m2(reg, b.reg, VEC_ELEM_NUM));
}
FP32Vec8 min(const FP32Vec8& b) const {
return FP32Vec8(__riscv_vfmin_vv_f32m2(reg, b.reg, VEC_ELEM_NUM));
}
FP32Vec8 max(const FP32Vec8& b) const {
return FP32Vec8(__riscv_vfmax_vv_f32m2(reg, b.reg, VEC_ELEM_NUM));
}
FP32Vec8 abs() const {
return FP32Vec8(__riscv_vfabs_v_f32m2(reg, VEC_ELEM_NUM));
}
FP32Vec8 min(const FP32Vec8& b, int elem_num) const {
return FP32Vec8(__riscv_vfmin_vv_f32m2(reg, b.reg, elem_num));
}
FP32Vec8 max(const FP32Vec8& b, int elem_num) const {
return FP32Vec8(__riscv_vfmax_vv_f32m2(reg, b.reg, elem_num));
}
FP32Vec8 clamp(const FP32Vec8& min_v, const FP32Vec8& max_v) const {
fixed_vfloat32m2_t temp =
__riscv_vfmax_vv_f32m2(min_v.reg, reg, VEC_ELEM_NUM);
return FP32Vec8(__riscv_vfmin_vv_f32m2(max_v.reg, temp, VEC_ELEM_NUM));
}
void save(float* ptr) const { __riscv_vse32_v_f32m2(ptr, reg, VEC_ELEM_NUM); }
void save(float* ptr, int elem_num) const {
__riscv_vse32_v_f32m2(ptr, reg, elem_num);
}
void save_strided(float* ptr, ptrdiff_t stride) const {
ptrdiff_t byte_stride = stride * sizeof(float);
__riscv_vsse32_v_f32m2(ptr, byte_stride, reg, VEC_ELEM_NUM);
}
FP32Vec8 exp() const {
const float inv_ln2 = 1.44269504088896341f;
fixed_vfloat32m2_t x_scaled =
__riscv_vfmul_vf_f32m2(reg, inv_ln2, VEC_ELEM_NUM);
fixed_vint32m2_t n_int = __riscv_vfcvt_x_f_v_i32m2(x_scaled, VEC_ELEM_NUM);
fixed_vfloat32m2_t n_float = __riscv_vfcvt_f_x_v_f32m2(n_int, VEC_ELEM_NUM);
fixed_vfloat32m2_t r =
__riscv_vfsub_vv_f32m2(x_scaled, n_float, VEC_ELEM_NUM);
fixed_vfloat32m2_t poly =
__riscv_vfmv_v_f_f32m2(0.001333355810164f, VEC_ELEM_NUM);
poly = __riscv_vfmul_vv_f32m2(poly, r, VEC_ELEM_NUM);
poly = __riscv_vfadd_vf_f32m2(poly, 0.009618129107628f, VEC_ELEM_NUM);
poly = __riscv_vfmul_vv_f32m2(poly, r, VEC_ELEM_NUM);
poly = __riscv_vfadd_vf_f32m2(poly, 0.055504108664821f, VEC_ELEM_NUM);
poly = __riscv_vfmul_vv_f32m2(poly, r, VEC_ELEM_NUM);
poly = __riscv_vfadd_vf_f32m2(poly, 0.240226506959101f, VEC_ELEM_NUM);
poly = __riscv_vfmul_vv_f32m2(poly, r, VEC_ELEM_NUM);
poly = __riscv_vfadd_vf_f32m2(poly, 0.693147180559945f, VEC_ELEM_NUM);
poly = __riscv_vfmul_vv_f32m2(poly, r, VEC_ELEM_NUM);
poly = __riscv_vfadd_vf_f32m2(poly, 1.0f, VEC_ELEM_NUM);
fixed_vint32m2_t biased_exp =
__riscv_vadd_vx_i32m2(n_int, 127, VEC_ELEM_NUM);
biased_exp = __riscv_vmax_vx_i32m2(biased_exp, 0, VEC_ELEM_NUM);
fixed_vint32m2_t exponent_bits =
__riscv_vsll_vx_i32m2(biased_exp, 23, VEC_ELEM_NUM);
fixed_vfloat32m2_t scale =
__riscv_vreinterpret_v_i32m2_f32m2(exponent_bits);
return FP32Vec8(__riscv_vfmul_vv_f32m2(poly, scale, VEC_ELEM_NUM));
}
FP32Vec8 tanh() const {
fixed_vfloat32m2_t x_clamped = __riscv_vfmin_vf_f32m2(
__riscv_vfmax_vf_f32m2(reg, -9.0f, VEC_ELEM_NUM), 9.0f, VEC_ELEM_NUM);
fixed_vfloat32m2_t x2 =
__riscv_vfmul_vf_f32m2(x_clamped, 2.0f, VEC_ELEM_NUM);
FP32Vec8 exp_val = FP32Vec8(x2).exp();
fixed_vfloat32m2_t num =
__riscv_vfsub_vf_f32m2(exp_val.reg, 1.0f, VEC_ELEM_NUM);
fixed_vfloat32m2_t den =
__riscv_vfadd_vf_f32m2(exp_val.reg, 1.0f, VEC_ELEM_NUM);
return FP32Vec8(__riscv_vfdiv_vv_f32m2(num, den, VEC_ELEM_NUM));
}
FP32Vec8 er() const {
const float p = 0.3275911f, a1 = 0.254829592f, a2 = -0.284496736f,
a3 = 1.421413741f, a4 = -1.453152027f, a5 = 1.061405429f;
fixed_vfloat32m2_t abs_x = __riscv_vfabs_v_f32m2(reg, VEC_ELEM_NUM);
fixed_vfloat32m2_t t = __riscv_vfadd_vf_f32m2(
__riscv_vfmul_vf_f32m2(abs_x, p, VEC_ELEM_NUM), 1.0f, VEC_ELEM_NUM);
t = __riscv_vfrdiv_vf_f32m2(t, 1.0f, VEC_ELEM_NUM);
fixed_vfloat32m2_t poly = __riscv_vfmv_v_f_f32m2(a5, VEC_ELEM_NUM);
poly = __riscv_vfadd_vf_f32m2(__riscv_vfmul_vv_f32m2(poly, t, VEC_ELEM_NUM),
a4, VEC_ELEM_NUM);
poly = __riscv_vfadd_vf_f32m2(__riscv_vfmul_vv_f32m2(poly, t, VEC_ELEM_NUM),
a3, VEC_ELEM_NUM);
poly = __riscv_vfadd_vf_f32m2(__riscv_vfmul_vv_f32m2(poly, t, VEC_ELEM_NUM),
a2, VEC_ELEM_NUM);
poly = __riscv_vfadd_vf_f32m2(__riscv_vfmul_vv_f32m2(poly, t, VEC_ELEM_NUM),
a1, VEC_ELEM_NUM);
poly = __riscv_vfmul_vv_f32m2(poly, t, VEC_ELEM_NUM);
fixed_vfloat32m2_t exp_val =
FP32Vec8(__riscv_vfneg_v_f32m2(
__riscv_vfmul_vv_f32m2(abs_x, abs_x, VEC_ELEM_NUM),
VEC_ELEM_NUM))
.exp()
.reg;
fixed_vfloat32m2_t res = __riscv_vfrsub_vf_f32m2(
__riscv_vfmul_vv_f32m2(poly, exp_val, VEC_ELEM_NUM), 1.0f,
VEC_ELEM_NUM);
vbool16_t mask = __riscv_vmflt_vf_f32m2_b16(reg, 0.0f, VEC_ELEM_NUM);
return FP32Vec8(__riscv_vfneg_v_f32m2_m(mask, res, VEC_ELEM_NUM));
}
};
struct FP32Vec16 : public Vec<FP32Vec16> {
constexpr static int VEC_ELEM_NUM = 16;
fixed_vfloat32m4_t reg;
explicit FP32Vec16(float v) : reg(__riscv_vfmv_v_f_f32m4(v, VEC_ELEM_NUM)) {};
explicit FP32Vec16() : reg(__riscv_vfmv_v_f_f32m4(0.0f, VEC_ELEM_NUM)) {};
explicit FP32Vec16(const float* ptr)
: reg(__riscv_vle32_v_f32m4(ptr, VEC_ELEM_NUM)) {};
explicit FP32Vec16(fixed_vfloat32m4_t data) : reg(data) {};
explicit FP32Vec16(const FP32Vec8& data)
: reg(__riscv_vcreate_v_f32m2_f32m4(data.reg, data.reg)) {};
explicit FP32Vec16(const FP32Vec16& data) : reg(data.reg) {};
explicit FP32Vec16(const FP16Vec16& v);
#ifdef RISCV_BF16_SUPPORT
explicit FP32Vec16(fixed_vbfloat16m2_t v)
: reg(__riscv_vfwcvtbf16_f_f_v_f32m4(v, VEC_ELEM_NUM)) {};
explicit FP32Vec16(const BF16Vec16& v)
: reg(__riscv_vfwcvtbf16_f_f_v_f32m4(v.reg, VEC_ELEM_NUM)) {};
#else
explicit FP32Vec16(const BF16Vec16& v) : reg(v.reg_fp32) {};
#endif
FP32Vec16 operator+(const FP32Vec16& b) const {
return FP32Vec16(__riscv_vfadd_vv_f32m4(reg, b.reg, VEC_ELEM_NUM));
}
FP32Vec16 operator-(const FP32Vec16& b) const {
return FP32Vec16(__riscv_vfsub_vv_f32m4(reg, b.reg, VEC_ELEM_NUM));
}
FP32Vec16 operator*(const FP32Vec16& b) const {
return FP32Vec16(__riscv_vfmul_vv_f32m4(reg, b.reg, VEC_ELEM_NUM));
}
FP32Vec16 operator/(const FP32Vec16& b) const {
return FP32Vec16(__riscv_vfdiv_vv_f32m4(reg, b.reg, VEC_ELEM_NUM));
}
FP32Vec16 fma(const FP32Vec16& a, const FP32Vec16& b) const {
return FP32Vec16(__riscv_vfmacc_vv_f32m4(reg, a.reg, b.reg, VEC_ELEM_NUM));
}
float reduce_sum() const {
fixed_vfloat32m1_t scalar = __riscv_vfmv_s_f_f32m1(0.0f, 1);
scalar = __riscv_vfredusum_vs_f32m4_f32m1(reg, scalar, VEC_ELEM_NUM);
return __riscv_vfmv_f_s_f32m1_f32(scalar);
}
float reduce_max() const {
fixed_vfloat32m1_t scalar =
__riscv_vfmv_s_f_f32m1(std::numeric_limits<float>::lowest(), 1);
scalar = __riscv_vfredmax_vs_f32m4_f32m1(reg, scalar, VEC_ELEM_NUM);
return __riscv_vfmv_f_s_f32m1_f32(scalar);
}
float reduce_min() const {
fixed_vfloat32m1_t scalar =
__riscv_vfmv_s_f_f32m1(std::numeric_limits<float>::max(), 1);
scalar = __riscv_vfredmin_vs_f32m4_f32m1(reg, scalar, VEC_ELEM_NUM);
return __riscv_vfmv_f_s_f32m1_f32(scalar);
}
template <int group_size>
float reduce_sub_sum(int idx) {
static_assert(VEC_ELEM_NUM % group_size == 0);
const int start = idx * group_size;
vuint32m4_t indices = __riscv_vid_v_u32m4(VEC_ELEM_NUM);
vbool8_t mask = __riscv_vmand_mm_b8(
__riscv_vmsgeu_vx_u32m4_b8(indices, start, VEC_ELEM_NUM),
__riscv_vmsltu_vx_u32m4_b8(indices, start + group_size, VEC_ELEM_NUM),
VEC_ELEM_NUM);
fixed_vfloat32m1_t scalar = __riscv_vfmv_s_f_f32m1(0.0f, 1);
scalar =
__riscv_vfredusum_vs_f32m4_f32m1_m(mask, reg, scalar, VEC_ELEM_NUM);
return __riscv_vfmv_f_s_f32m1_f32(scalar);
};
FP32Vec16 max(const FP32Vec16& b) const {
return FP32Vec16(__riscv_vfmax_vv_f32m4(reg, b.reg, VEC_ELEM_NUM));
}
FP32Vec16 min(const FP32Vec16& b) const {
return FP32Vec16(__riscv_vfmin_vv_f32m4(reg, b.reg, VEC_ELEM_NUM));
}
FP32Vec16 abs() const {
return FP32Vec16(__riscv_vfabs_v_f32m4(reg, VEC_ELEM_NUM));
}
FP32Vec16 clamp(const FP32Vec16& min_v, const FP32Vec16& max_v) const {
return FP32Vec16(__riscv_vfmin_vv_f32m4(
max_v.reg, __riscv_vfmax_vv_f32m4(min_v.reg, reg, VEC_ELEM_NUM),
VEC_ELEM_NUM));
}
void save(float* ptr) const { __riscv_vse32_v_f32m4(ptr, reg, VEC_ELEM_NUM); }
void save(float* ptr, int elem_num) const {
__riscv_vse32_v_f32m4(ptr, reg, elem_num);
}
void save_strided(float* ptr, ptrdiff_t stride) const {
ptrdiff_t byte_stride = stride * sizeof(float);
__riscv_vsse32_v_f32m4(ptr, byte_stride, reg, VEC_ELEM_NUM);
}
FP32Vec16 exp() const {
const float inv_ln2 = 1.44269504088896341f;
fixed_vfloat32m4_t x_scaled =
__riscv_vfmul_vf_f32m4(reg, inv_ln2, VEC_ELEM_NUM);
fixed_vint32m4_t n_int = __riscv_vfcvt_x_f_v_i32m4(x_scaled, VEC_ELEM_NUM);
fixed_vfloat32m4_t n_float = __riscv_vfcvt_f_x_v_f32m4(n_int, VEC_ELEM_NUM);
fixed_vfloat32m4_t r =
__riscv_vfsub_vv_f32m4(x_scaled, n_float, VEC_ELEM_NUM);
fixed_vfloat32m4_t poly =
__riscv_vfmv_v_f_f32m4(0.001333355810164f, VEC_ELEM_NUM);
poly = __riscv_vfadd_vf_f32m4(__riscv_vfmul_vv_f32m4(poly, r, VEC_ELEM_NUM),
0.009618129107628f, VEC_ELEM_NUM);
poly = __riscv_vfadd_vf_f32m4(__riscv_vfmul_vv_f32m4(poly, r, VEC_ELEM_NUM),
0.055504108664821f, VEC_ELEM_NUM);
poly = __riscv_vfadd_vf_f32m4(__riscv_vfmul_vv_f32m4(poly, r, VEC_ELEM_NUM),
0.240226506959101f, VEC_ELEM_NUM);
poly = __riscv_vfadd_vf_f32m4(__riscv_vfmul_vv_f32m4(poly, r, VEC_ELEM_NUM),
0.693147180559945f, VEC_ELEM_NUM);
poly = __riscv_vfadd_vf_f32m4(__riscv_vfmul_vv_f32m4(poly, r, VEC_ELEM_NUM),
1.0f, VEC_ELEM_NUM);
fixed_vint32m4_t biased_exp = __riscv_vmax_vx_i32m4(
__riscv_vadd_vx_i32m4(n_int, 127, VEC_ELEM_NUM), 0, VEC_ELEM_NUM);
fixed_vfloat32m4_t scale = __riscv_vreinterpret_v_i32m4_f32m4(
__riscv_vsll_vx_i32m4(biased_exp, 23, VEC_ELEM_NUM));
return FP32Vec16(__riscv_vfmul_vv_f32m4(poly, scale, VEC_ELEM_NUM));
}
FP32Vec16 tanh() const {
fixed_vfloat32m4_t x_clamped = __riscv_vfmin_vf_f32m4(
__riscv_vfmax_vf_f32m4(reg, -9.0f, VEC_ELEM_NUM), 9.0f, VEC_ELEM_NUM);
FP32Vec16 exp_val =
FP32Vec16(__riscv_vfmul_vf_f32m4(x_clamped, 2.0f, VEC_ELEM_NUM)).exp();
return FP32Vec16(__riscv_vfdiv_vv_f32m4(
__riscv_vfsub_vf_f32m4(exp_val.reg, 1.0f, VEC_ELEM_NUM),
__riscv_vfadd_vf_f32m4(exp_val.reg, 1.0f, VEC_ELEM_NUM), VEC_ELEM_NUM));
}
FP32Vec16 er() const {
const float p = 0.3275911f, a1 = 0.254829592f, a2 = -0.284496736f,
a3 = 1.421413741f, a4 = -1.453152027f, a5 = 1.061405429f;
fixed_vfloat32m4_t abs_x = __riscv_vfabs_v_f32m4(reg, VEC_ELEM_NUM);
fixed_vfloat32m4_t t = __riscv_vfrdiv_vf_f32m4(
__riscv_vfadd_vf_f32m4(__riscv_vfmul_vf_f32m4(abs_x, p, VEC_ELEM_NUM),
1.0f, VEC_ELEM_NUM),
1.0f, VEC_ELEM_NUM);
fixed_vfloat32m4_t poly = __riscv_vfmv_v_f_f32m4(a5, VEC_ELEM_NUM);
poly = __riscv_vfadd_vf_f32m4(__riscv_vfmul_vv_f32m4(poly, t, VEC_ELEM_NUM),
a4, VEC_ELEM_NUM);
poly = __riscv_vfadd_vf_f32m4(__riscv_vfmul_vv_f32m4(poly, t, VEC_ELEM_NUM),
a3, VEC_ELEM_NUM);
poly = __riscv_vfadd_vf_f32m4(__riscv_vfmul_vv_f32m4(poly, t, VEC_ELEM_NUM),
a2, VEC_ELEM_NUM);
poly = __riscv_vfadd_vf_f32m4(__riscv_vfmul_vv_f32m4(poly, t, VEC_ELEM_NUM),
a1, VEC_ELEM_NUM);
poly = __riscv_vfmul_vv_f32m4(poly, t, VEC_ELEM_NUM);
fixed_vfloat32m4_t exp_val =
FP32Vec16(__riscv_vfneg_v_f32m4(
__riscv_vfmul_vv_f32m4(abs_x, abs_x, VEC_ELEM_NUM),
VEC_ELEM_NUM))
.exp()
.reg;
fixed_vfloat32m4_t res = __riscv_vfrsub_vf_f32m4(
__riscv_vfmul_vv_f32m4(poly, exp_val, VEC_ELEM_NUM), 1.0f,
VEC_ELEM_NUM);
vbool8_t mask = __riscv_vmflt_vf_f32m4_b8(reg, 0.0f, VEC_ELEM_NUM);
return FP32Vec16(__riscv_vfneg_v_f32m4_m(mask, res, VEC_ELEM_NUM));
}
};
// ============================================================================
// Type Traits & Global Helpers
// ============================================================================
template <typename T>
struct VecType {
using vec_type = void;
using vec_t = void;
};
template <typename T>
using vec_t = typename VecType<T>::vec_type;
template <>
struct VecType<float> {
using vec_type = FP32Vec8;
using vec_t = FP32Vec8;
};
template <>
struct VecType<c10::Half> {
using vec_type = FP16Vec8;
using vec_t = FP16Vec8;
};
template <>
struct VecType<c10::BFloat16> {
using vec_type = BF16Vec8;
using vec_t = BF16Vec8;
};
template <typename T>
void storeFP32(float v, T* ptr) {
*ptr = v;
}
template <>
inline void storeFP32<c10::Half>(float v, c10::Half* ptr) {
*reinterpret_cast<_Float16*>(ptr) = static_cast<_Float16>(v);
}
inline FP16Vec16::FP16Vec16(const FP32Vec16& v) {
reg = __riscv_vfncvt_f_f_w_f16m2(v.reg, VEC_ELEM_NUM);
}
inline FP16Vec8::FP16Vec8(const FP32Vec8& v) {
reg = __riscv_vfncvt_f_f_w_f16m1(v.reg, VEC_ELEM_NUM);
}
inline FP32Vec16::FP32Vec16(const FP16Vec16& v) {
reg = __riscv_vfwcvt_f_f_v_f32m4(v.reg, VEC_ELEM_NUM);
}
inline void fma(FP32Vec16& acc, const FP32Vec16& a, const FP32Vec16& b) {
acc = acc.fma(a, b);
}
#ifdef RISCV_BF16_SUPPORT
template <>
inline void storeFP32<c10::BFloat16>(float v, c10::BFloat16* ptr) {
*ptr = static_cast<__bf16>(v);
};
inline BF16Vec8::BF16Vec8(const FP32Vec8& v)
: reg(__riscv_vfncvtbf16_f_f_w_bf16m1(v.reg, VEC_ELEM_NUM)) {};
inline BF16Vec16::BF16Vec16(const FP32Vec16& v)
: reg(__riscv_vfncvtbf16_f_f_w_bf16m2(v.reg, VEC_ELEM_NUM)) {};
#else
template <>
inline void storeFP32<c10::BFloat16>(float v, c10::BFloat16* ptr) {
uint32_t val;
std::memcpy(&val, &v, 4);
*reinterpret_cast<uint16_t*>(ptr) = static_cast<uint16_t>(val >> 16);
}
inline BF16Vec8::BF16Vec8(const FP32Vec8& v) : reg_fp32(v.reg) {}
inline BF16Vec16::BF16Vec16(const FP32Vec16& v) : reg_fp32(v.reg) {}
#endif
inline void prefetch(const void* addr) { __builtin_prefetch(addr, 0, 1); }
} // namespace vec_op
#ifndef CPU_KERNEL_GUARD_IN
#define CPU_KERNEL_GUARD_IN(NAME)
#endif
#ifndef CPU_KERNEL_GUARD_OUT
#define CPU_KERNEL_GUARD_OUT(NAME)
#endif
#endif // CPU_TYPES_RISCV_HPP #endif // CPU_TYPES_RISCV_HPP
\ No newline at end of file
csrc/cpu/cpu_types_riscv_defs.hpp 0 → 100644
View file @ ec7aafc0
#ifndef CPU_TYPES_RISCV_DEFS_HPP
#define CPU_TYPES_RISCV_DEFS_HPP
// VLEN-to-LMUL mapping for RISC-V Vector extension.
//
// LMUL_<N> expands to the LMUL suffix giving N total bits of vector data:
// VLEN=128: LMUL_128=m1, LMUL_256=m2, LMUL_512=m4, LMUL_1024=m8
// VLEN=256: LMUL_128=mf2, LMUL_256=m1, LMUL_512=m2, LMUL_1024=m4
#include <riscv_vector.h>
#if __riscv_v_min_vlen == 128
#define LMUL_128 m1
#define LMUL_256 m2
#define LMUL_512 m4
#define LMUL_1024 m8
#define BOOL_256 b16
#define BOOL_512 b8
#elif __riscv_v_min_vlen == 256
#define LMUL_128 mf2
#define LMUL_256 m1
#define LMUL_512 m2
#define LMUL_1024 m4
#define BOOL_256 b32
#define BOOL_512 b16
#else
#error "cpu_types_riscv_defs.hpp: unsupported __riscv_v_min_vlen"
#endif
// Token-paste helpers.
#define _RVV_P2(a, b) a##b
#define _RVV_P3(a, b, c) a##b##c
#define _RVV_P4(a, b, c, d) a##b##c##d
#define RVVTYPE(base, lmul, suffix) _RVV_P3(base, lmul, suffix)
#define RVVI(base, lmul) _RVV_P2(base, lmul)
#define RVVI3(base, lmul, suffix) _RVV_P3(base, lmul, suffix)
#define RVVI4(a, b, c, d) _RVV_P4(a, b, c, d)
// For mask intrinsics: RVVIB(base, LMUL_256, BOOL_256) → base##m2##_##b16
#define _RVV_PB(base, lmul, btype) base##lmul##_##btype
#define RVVIB(base, lmul, btype) _RVV_PB(base, lmul, btype)
// ---- Semantic fixed-vector typedefs (named by element count) ----
// float16
typedef RVVTYPE(vfloat16, LMUL_128, _t) fixed_fp16x8_t
__attribute__((riscv_rvv_vector_bits(128)));
typedef RVVTYPE(vfloat16, LMUL_256, _t) fixed_fp16x16_t
__attribute__((riscv_rvv_vector_bits(256)));
// float32
typedef RVVTYPE(vfloat32, LMUL_128, _t) fixed_fp32x4_t
__attribute__((riscv_rvv_vector_bits(128)));
typedef RVVTYPE(vfloat32, LMUL_256, _t) fixed_fp32x8_t
__attribute__((riscv_rvv_vector_bits(256)));
typedef RVVTYPE(vfloat32, LMUL_512, _t) fixed_fp32x16_t
__attribute__((riscv_rvv_vector_bits(512)));
typedef RVVTYPE(vfloat32, LMUL_1024, _t) fixed_fp32x32_t
__attribute__((riscv_rvv_vector_bits(1024)));
// int32
typedef RVVTYPE(vint32, LMUL_256, _t) fixed_i32x8_t
__attribute__((riscv_rvv_vector_bits(256)));
typedef RVVTYPE(vint32, LMUL_512, _t) fixed_i32x16_t
__attribute__((riscv_rvv_vector_bits(512)));
// uint16
typedef RVVTYPE(vuint16, LMUL_128, _t) fixed_u16x8_t
__attribute__((riscv_rvv_vector_bits(128)));
typedef RVVTYPE(vuint16, LMUL_256, _t) fixed_u16x16_t
__attribute__((riscv_rvv_vector_bits(256)));
typedef RVVTYPE(vuint16, LMUL_512, _t) fixed_u16x32_t
__attribute__((riscv_rvv_vector_bits(512)));
// bfloat16
#ifdef RISCV_BF16_SUPPORT
typedef RVVTYPE(vbfloat16, LMUL_128, _t) fixed_bf16x8_t
__attribute__((riscv_rvv_vector_bits(128)));
typedef RVVTYPE(vbfloat16, LMUL_256, _t) fixed_bf16x16_t
__attribute__((riscv_rvv_vector_bits(256)));
typedef RVVTYPE(vbfloat16, LMUL_512, _t) fixed_bf16x32_t
__attribute__((riscv_rvv_vector_bits(512)));
#endif
// ---- Reduction accumulator type (always m1 = one register of f32) ----
// Used for scalar reductions; only element [0] is meaningful.
typedef vfloat32m1_t rvv_f32_accum_t
__attribute__((riscv_rvv_vector_bits(__riscv_v_min_vlen)));
// ---- Mask types for f32 elements ----
#if __riscv_v_min_vlen == 128
typedef vbool16_t rvv_mask_f32x8_t;
typedef vbool8_t rvv_mask_f32x16_t;
#elif __riscv_v_min_vlen == 256
typedef vbool32_t rvv_mask_f32x8_t;
typedef vbool16_t rvv_mask_f32x16_t;
#endif
#endif // CPU_TYPES_RISCV_DEFS_HPP
csrc/cpu/cpu_types_riscv_impl.hpp 0 → 100644
View file @ ec7aafc0
#ifndef CPU_TYPES_RISCV_IMPL_HPP
#define CPU_TYPES_RISCV_IMPL_HPP
// Shared implementation of RVV vector-type wrapper classes.
// This file is VLEN-independent: it uses the semantic type names and
// RVVI() intrinsic macros from cpu_types_riscv_defs.hpp.
//
// DO NOT include this file directly; include cpu_types_riscv.hpp instead.
#include <algorithm>
#include <cmath>
#include <cstring>
#include <iostream>
#include <limits>
#include <torch/all.h>
namespace vec_op {
#ifdef RISCV_BF16_SUPPORT
#define VLLM_DISPATCH_CASE_FLOATING_TYPES(...) \
AT_DISPATCH_CASE(at::ScalarType::Float, __VA_ARGS__) \
AT_DISPATCH_CASE(at::ScalarType::Half, __VA_ARGS__) \
AT_DISPATCH_CASE(at::ScalarType::BFloat16, __VA_ARGS__)
#else
#define VLLM_DISPATCH_CASE_FLOATING_TYPES(...) \
AT_DISPATCH_CASE(at::ScalarType::Float, __VA_ARGS__) \
AT_DISPATCH_CASE(at::ScalarType::Half, __VA_ARGS__)
#endif
#define VLLM_DISPATCH_FLOATING_TYPES(TYPE, NAME, ...) \
AT_DISPATCH_SWITCH(TYPE, NAME, VLLM_DISPATCH_CASE_FLOATING_TYPES(__VA_ARGS__))
#define FORCE_INLINE __attribute__((always_inline)) inline
namespace {
template <typename T, T... indexes, typename F>
constexpr void unroll_loop_item(std::integer_sequence<T, indexes...>, F&& f) {
(f(std::integral_constant<T, indexes>{}), ...);
};
} // namespace
template <typename T, T count, typename F,
typename = std::enable_if_t<std::is_invocable_v<F, T>>>
constexpr void unroll_loop(F&& f) {
unroll_loop_item(std::make_integer_sequence<T, count>{}, std::forward<F>(f));
}
template <typename T>
struct Vec {
constexpr static int get_elem_num() { return T::VEC_ELEM_NUM; };
};
struct FP32Vec8;
struct FP32Vec16;
// ============================================================================
// FP16 Implementation
// ============================================================================
struct FP16Vec8 : public Vec<FP16Vec8> {
constexpr static int VEC_ELEM_NUM = 8;
fixed_fp16x8_t reg;
explicit FP16Vec8(const void* ptr)
: reg(RVVI(__riscv_vle16_v_f16, LMUL_128)(
static_cast<const _Float16*>(ptr), VEC_ELEM_NUM)) {};
explicit FP16Vec8(const FP32Vec8&);
void save(void* ptr) const {
RVVI(__riscv_vse16_v_f16, LMUL_128)(static_cast<_Float16*>(ptr), reg,
VEC_ELEM_NUM);
}
void save(void* ptr, int elem_num) const {
RVVI(__riscv_vse16_v_f16, LMUL_128)(static_cast<_Float16*>(ptr), reg,
elem_num);
}
void save_strided(void* ptr, ptrdiff_t stride) const {
ptrdiff_t byte_stride = stride * sizeof(_Float16);
RVVI(__riscv_vsse16_v_f16, LMUL_128)(static_cast<_Float16*>(ptr),
byte_stride, reg, VEC_ELEM_NUM);
}
};
struct FP16Vec16 : public Vec<FP16Vec16> {
constexpr static int VEC_ELEM_NUM = 16;
fixed_fp16x16_t reg;
explicit FP16Vec16(const void* ptr)
: reg(RVVI(__riscv_vle16_v_f16, LMUL_256)(
static_cast<const _Float16*>(ptr), VEC_ELEM_NUM)) {};
explicit FP16Vec16(const FP32Vec16& vec);
void save(void* ptr) const {
RVVI(__riscv_vse16_v_f16, LMUL_256)(static_cast<_Float16*>(ptr), reg,
VEC_ELEM_NUM);
}
void save(void* ptr, int elem_num) const {
RVVI(__riscv_vse16_v_f16, LMUL_256)(static_cast<_Float16*>(ptr), reg,
elem_num);
}
void save_strided(void* ptr, ptrdiff_t stride) const {
ptrdiff_t byte_stride = stride * sizeof(_Float16);
RVVI(__riscv_vsse16_v_f16, LMUL_256)(static_cast<_Float16*>(ptr),
byte_stride, reg, VEC_ELEM_NUM);
}
};
// ============================================================================
// BF16 Implementation
// ============================================================================
#ifdef RISCV_BF16_SUPPORT
FORCE_INLINE fixed_u16x8_t bf16_to_u16(fixed_bf16x8_t v) {
return RVVI4(__riscv_vreinterpret_v_bf16, LMUL_128, _u16, LMUL_128)(v);
}
FORCE_INLINE fixed_u16x16_t bf16_to_u16(fixed_bf16x16_t v) {
return RVVI4(__riscv_vreinterpret_v_bf16, LMUL_256, _u16, LMUL_256)(v);
}
FORCE_INLINE fixed_u16x32_t bf16_to_u16(fixed_bf16x32_t v) {
return RVVI4(__riscv_vreinterpret_v_bf16, LMUL_512, _u16, LMUL_512)(v);
}
struct BF16Vec8 : public Vec<BF16Vec8> {
constexpr static int VEC_ELEM_NUM = 8;
fixed_bf16x8_t reg;
explicit BF16Vec8(const void* ptr)
: reg(RVVI4(__riscv_vreinterpret_v_u16, LMUL_128, _bf16,
LMUL_128)(RVVI(__riscv_vle16_v_u16, LMUL_128)(
reinterpret_cast<const uint16_t*>(ptr), VEC_ELEM_NUM))) {};
explicit BF16Vec8(fixed_bf16x8_t data) : reg(data) {};
explicit BF16Vec8(const FP32Vec8&);
void save(void* ptr) const {
RVVI(__riscv_vse16_v_u16, LMUL_128)(reinterpret_cast<uint16_t*>(ptr),
bf16_to_u16(reg), VEC_ELEM_NUM);
}
void save(void* ptr, int elem_num) const {
RVVI(__riscv_vse16_v_u16, LMUL_128)(reinterpret_cast<uint16_t*>(ptr),
bf16_to_u16(reg), elem_num);
}
void save_strided(void* ptr, ptrdiff_t stride) const {
ptrdiff_t byte_stride = stride * sizeof(uint16_t);
RVVI(__riscv_vsse16_v_u16, LMUL_128)(reinterpret_cast<uint16_t*>(ptr),
byte_stride, bf16_to_u16(reg),
VEC_ELEM_NUM);
}
};
struct BF16Vec16 : public Vec<BF16Vec16> {
constexpr static int VEC_ELEM_NUM = 16;
fixed_bf16x16_t reg;
explicit BF16Vec16(const void* ptr)
: reg(RVVI4(__riscv_vreinterpret_v_u16, LMUL_256, _bf16,
LMUL_256)(RVVI(__riscv_vle16_v_u16, LMUL_256)(
reinterpret_cast<const uint16_t*>(ptr), VEC_ELEM_NUM))) {};
explicit BF16Vec16(fixed_bf16x16_t data) : reg(data) {};
explicit BF16Vec16(const FP32Vec16&);
void save(void* ptr) const {
RVVI(__riscv_vse16_v_u16, LMUL_256)(reinterpret_cast<uint16_t*>(ptr),
bf16_to_u16(reg), VEC_ELEM_NUM);
}
void save(void* ptr, int elem_num) const {
RVVI(__riscv_vse16_v_u16, LMUL_256)(reinterpret_cast<uint16_t*>(ptr),
bf16_to_u16(reg), elem_num);
}
void save_strided(void* ptr, ptrdiff_t stride) const {
ptrdiff_t byte_stride = stride * sizeof(uint16_t);
RVVI(__riscv_vsse16_v_u16, LMUL_256)(reinterpret_cast<uint16_t*>(ptr),
byte_stride, bf16_to_u16(reg),
VEC_ELEM_NUM);
}
};
struct BF16Vec32 : public Vec<BF16Vec32> {
constexpr static int VEC_ELEM_NUM = 32;
fixed_bf16x32_t reg;
explicit BF16Vec32(const void* ptr)
: reg(RVVI4(__riscv_vreinterpret_v_u16, LMUL_512, _bf16,
LMUL_512)(RVVI(__riscv_vle16_v_u16, LMUL_512)(
reinterpret_cast<const uint16_t*>(ptr), VEC_ELEM_NUM))) {};
explicit BF16Vec32(fixed_bf16x32_t data) : reg(data) {};
explicit BF16Vec32(const BF16Vec8& v) {
fixed_u16x8_t u16_val = bf16_to_u16(v.reg);
fixed_u16x32_t u16_combined =
RVVI4(__riscv_vcreate_v_u16, LMUL_128, _u16, LMUL_512)(
u16_val, u16_val, u16_val, u16_val);
reg = RVVI4(__riscv_vreinterpret_v_u16, LMUL_512, _bf16,
LMUL_512)(u16_combined);
};
void save(void* ptr) const {
RVVI(__riscv_vse16_v_u16, LMUL_512)(reinterpret_cast<uint16_t*>(ptr),
bf16_to_u16(reg), VEC_ELEM_NUM);
}
void save(void* ptr, int elem_num) const {
RVVI(__riscv_vse16_v_u16, LMUL_512)(reinterpret_cast<uint16_t*>(ptr),
bf16_to_u16(reg), elem_num);
}
void save_strided(void* ptr, ptrdiff_t stride) const {
ptrdiff_t byte_stride = stride * sizeof(uint16_t);
RVVI(__riscv_vsse16_v_u16, LMUL_512)(reinterpret_cast<uint16_t*>(ptr),
byte_stride, bf16_to_u16(reg),
VEC_ELEM_NUM);
}
};
#else
// ============================================================================
// BF16 Fallback Implementation (FP32 Simulation)
// ============================================================================
struct BF16Vec8 : public Vec<BF16Vec8> {
constexpr static int VEC_ELEM_NUM = 8;
fixed_fp32x8_t reg_fp32;
explicit BF16Vec8(const void* ptr) {
const uint16_t* u16 = static_cast<const uint16_t*>(ptr);
float tmp[8];
for (int i = 0; i < 8; ++i) {
uint32_t v = static_cast<uint32_t>(u16[i]) << 16;
std::memcpy(&tmp[i], &v, 4);
}
reg_fp32 = RVVI(__riscv_vle32_v_f32, LMUL_256)(tmp, 8);
}
explicit BF16Vec8(const FP32Vec8&);
void save(void* ptr) const {
float tmp[8];
RVVI(__riscv_vse32_v_f32, LMUL_256)(tmp, reg_fp32, 8);
uint16_t* u16 = static_cast<uint16_t*>(ptr);
for (int i = 0; i < 8; ++i) {
uint32_t v;
std::memcpy(&v, &tmp[i], 4);
u16[i] = static_cast<uint16_t>(v >> 16);
}
}
void save(void* ptr, int elem_num) const {
float tmp[8];
RVVI(__riscv_vse32_v_f32, LMUL_256)(tmp, reg_fp32, 8);
uint16_t* u16 = static_cast<uint16_t*>(ptr);
for (int i = 0; i < elem_num; ++i) {
uint32_t v;
std::memcpy(&v, &tmp[i], 4);
u16[i] = static_cast<uint16_t>(v >> 16);
}
}
void save_strided(void* ptr, ptrdiff_t stride) const {
float tmp[8];
RVVI(__riscv_vse32_v_f32, LMUL_256)(tmp, reg_fp32, 8);
uint8_t* u8 = static_cast<uint8_t*>(ptr);
ptrdiff_t byte_stride = stride * sizeof(uint16_t);
for (int i = 0; i < 8; ++i) {
uint32_t v;
std::memcpy(&v, &tmp[i], 4);
uint16_t val = static_cast<uint16_t>(v >> 16);
*reinterpret_cast<uint16_t*>(u8 + i * byte_stride) = val;
}
}
};
struct BF16Vec16 : public Vec<BF16Vec16> {
constexpr static int VEC_ELEM_NUM = 16;
fixed_fp32x16_t reg_fp32;
explicit BF16Vec16(const void* ptr) {
const uint16_t* u16 = static_cast<const uint16_t*>(ptr);
float tmp[16];
for (int i = 0; i < 16; ++i) {
uint32_t v = static_cast<uint32_t>(u16[i]) << 16;
std::memcpy(&tmp[i], &v, 4);
}
reg_fp32 = RVVI(__riscv_vle32_v_f32, LMUL_512)(tmp, 16);
}
explicit BF16Vec16(const FP32Vec16&);
void save(void* ptr) const {
float tmp[16];
RVVI(__riscv_vse32_v_f32, LMUL_512)(tmp, reg_fp32, 16);
uint16_t* u16 = static_cast<uint16_t*>(ptr);
for (int i = 0; i < 16; ++i) {
uint32_t v;
std::memcpy(&v, &tmp[i], 4);
u16[i] = static_cast<uint16_t>(v >> 16);
}
}
void save(void* ptr, int elem_num) const {
float tmp[16];
RVVI(__riscv_vse32_v_f32, LMUL_512)(tmp, reg_fp32, 16);
uint16_t* u16 = static_cast<uint16_t*>(ptr);
for (int i = 0; i < elem_num; ++i) {
uint32_t v;
std::memcpy(&v, &tmp[i], 4);
u16[i] = static_cast<uint16_t>(v >> 16);
}
}
void save_strided(void* ptr, ptrdiff_t stride) const {
float tmp[16];
RVVI(__riscv_vse32_v_f32, LMUL_512)(tmp, reg_fp32, 16);
uint8_t* u8 = static_cast<uint8_t*>(ptr);
ptrdiff_t byte_stride = stride * sizeof(uint16_t);
for (int i = 0; i < 16; ++i) {
uint32_t v;
std::memcpy(&v, &tmp[i], 4);
uint16_t val = static_cast<uint16_t>(v >> 16);
*reinterpret_cast<uint16_t*>(u8 + i * byte_stride) = val;
}
}
};
struct BF16Vec32 : public Vec<BF16Vec32> {
constexpr static int VEC_ELEM_NUM = 32;
fixed_fp32x32_t reg_fp32;
explicit BF16Vec32(const void* ptr) {
const uint16_t* u16 = static_cast<const uint16_t*>(ptr);
float tmp[32];
for (int i = 0; i < 32; ++i) {
uint32_t v = static_cast<uint32_t>(u16[i]) << 16;
std::memcpy(&tmp[i], &v, 4);
}
reg_fp32 = RVVI(__riscv_vle32_v_f32, LMUL_1024)(tmp, 32);
}
explicit BF16Vec32(const BF16Vec8& v) {
float tmp_small[8];
RVVI(__riscv_vse32_v_f32, LMUL_256)(tmp_small, v.reg_fp32, 8);
float tmp_large[32];
for (int i = 0; i < 4; ++i) {
std::memcpy(tmp_large + (i * 8), tmp_small, 8 * sizeof(float));
}
reg_fp32 = RVVI(__riscv_vle32_v_f32, LMUL_1024)(tmp_large, 32);
}
void save(void* ptr) const {
float tmp[32];
RVVI(__riscv_vse32_v_f32, LMUL_1024)(tmp, reg_fp32, 32);
uint16_t* u16 = static_cast<uint16_t*>(ptr);
for (int i = 0; i < 32; ++i) {
uint32_t v;
std::memcpy(&v, &tmp[i], 4);
u16[i] = static_cast<uint16_t>(v >> 16);
}
}
void save(void* ptr, int elem_num) const {
float tmp[32];
RVVI(__riscv_vse32_v_f32, LMUL_1024)(tmp, reg_fp32, 32);
uint16_t* u16 = static_cast<uint16_t*>(ptr);
for (int i = 0; i < elem_num; ++i) {
uint32_t v;
std::memcpy(&v, &tmp[i], 4);
u16[i] = static_cast<uint16_t>(v >> 16);
}
}
void save_strided(void* ptr, ptrdiff_t stride) const {
float tmp[32];
RVVI(__riscv_vse32_v_f32, LMUL_1024)(tmp, reg_fp32, 32);
uint8_t* u8 = static_cast<uint8_t*>(ptr);
ptrdiff_t byte_stride = stride * sizeof(uint16_t);
for (int i = 0; i < 32; ++i) {
uint32_t v;
std::memcpy(&v, &tmp[i], 4);
uint16_t val = static_cast<uint16_t>(v >> 16);
*reinterpret_cast<uint16_t*>(u8 + i * byte_stride) = val;
}
}
};
#endif
// ============================================================================
// FP32 Implementation
// ============================================================================
struct FP32Vec4 : public Vec<FP32Vec4> {
constexpr static int VEC_ELEM_NUM = 4;
fixed_fp32x4_t reg;
explicit FP32Vec4(float v)
: reg(RVVI(__riscv_vfmv_v_f_f32, LMUL_128)(v, VEC_ELEM_NUM)) {};
explicit FP32Vec4()
: reg(RVVI(__riscv_vfmv_v_f_f32, LMUL_128)(0.0f, VEC_ELEM_NUM)) {};
explicit FP32Vec4(const float* ptr)
: reg(RVVI(__riscv_vle32_v_f32, LMUL_128)(ptr, VEC_ELEM_NUM)) {};
explicit FP32Vec4(fixed_fp32x4_t data) : reg(data) {};
explicit FP32Vec4(const FP32Vec4& data) : reg(data.reg) {};
void save(float* ptr) const {
RVVI(__riscv_vse32_v_f32, LMUL_128)(ptr, reg, VEC_ELEM_NUM);
}
void save(float* ptr, int elem_num) const {
RVVI(__riscv_vse32_v_f32, LMUL_128)(ptr, reg, elem_num);
}
};
struct FP32Vec8 : public Vec<FP32Vec8> {
constexpr static int VEC_ELEM_NUM = 8;
fixed_fp32x8_t reg;
explicit FP32Vec8(float v)
: reg(RVVI(__riscv_vfmv_v_f_f32, LMUL_256)(v, VEC_ELEM_NUM)) {};
explicit FP32Vec8()
: reg(RVVI(__riscv_vfmv_v_f_f32, LMUL_256)(0.0f, VEC_ELEM_NUM)) {};
explicit FP32Vec8(const float* ptr)
: reg(RVVI(__riscv_vle32_v_f32, LMUL_256)(ptr, VEC_ELEM_NUM)) {};
explicit FP32Vec8(fixed_fp32x8_t data) : reg(data) {};
explicit FP32Vec8(const FP32Vec8& data) : reg(data.reg) {};
explicit FP32Vec8(const FP16Vec8& v)
: reg(RVVI(__riscv_vfwcvt_f_f_v_f32, LMUL_256)(v.reg, VEC_ELEM_NUM)) {};
explicit FP32Vec8(fixed_fp16x8_t v)
: reg(RVVI(__riscv_vfwcvt_f_f_v_f32, LMUL_256)(v, VEC_ELEM_NUM)) {};
#ifdef RISCV_BF16_SUPPORT
explicit FP32Vec8(fixed_bf16x8_t v)
: reg(RVVI(__riscv_vfwcvtbf16_f_f_v_f32, LMUL_256)(v, VEC_ELEM_NUM)) {};
explicit FP32Vec8(const BF16Vec8& v)
: reg(RVVI(__riscv_vfwcvtbf16_f_f_v_f32, LMUL_256)(v.reg, VEC_ELEM_NUM)) {
};
#else
explicit FP32Vec8(const BF16Vec8& v) : reg(v.reg_fp32) {};
#endif
float reduce_sum() const {
rvv_f32_accum_t scalar = __riscv_vfmv_s_f_f32m1(0.0f, 1);
scalar = RVVI3(__riscv_vfredusum_vs_f32, LMUL_256, _f32m1)(reg, scalar,
VEC_ELEM_NUM);
return __riscv_vfmv_f_s_f32m1_f32(scalar);
}
FP32Vec8 operator*(const FP32Vec8& b) const {
return FP32Vec8(
RVVI(__riscv_vfmul_vv_f32, LMUL_256)(reg, b.reg, VEC_ELEM_NUM));
}
FP32Vec8 operator+(const FP32Vec8& b) const {
return FP32Vec8(
RVVI(__riscv_vfadd_vv_f32, LMUL_256)(reg, b.reg, VEC_ELEM_NUM));
}
FP32Vec8 operator-(const FP32Vec8& b) const {
return FP32Vec8(
RVVI(__riscv_vfsub_vv_f32, LMUL_256)(reg, b.reg, VEC_ELEM_NUM));
}
FP32Vec8 operator/(const FP32Vec8& b) const {
return FP32Vec8(
RVVI(__riscv_vfdiv_vv_f32, LMUL_256)(reg, b.reg, VEC_ELEM_NUM));
}
FP32Vec8 min(const FP32Vec8& b) const {
return FP32Vec8(
RVVI(__riscv_vfmin_vv_f32, LMUL_256)(reg, b.reg, VEC_ELEM_NUM));
}
FP32Vec8 max(const FP32Vec8& b) const {
return FP32Vec8(
RVVI(__riscv_vfmax_vv_f32, LMUL_256)(reg, b.reg, VEC_ELEM_NUM));
}
FP32Vec8 abs() const {
return FP32Vec8(RVVI(__riscv_vfabs_v_f32, LMUL_256)(reg, VEC_ELEM_NUM));
}
FP32Vec8 min(const FP32Vec8& b, int elem_num) const {
return FP32Vec8(RVVI(__riscv_vfmin_vv_f32, LMUL_256)(reg, b.reg, elem_num));
}
FP32Vec8 max(const FP32Vec8& b, int elem_num) const {
return FP32Vec8(RVVI(__riscv_vfmax_vv_f32, LMUL_256)(reg, b.reg, elem_num));
}
FP32Vec8 clamp(const FP32Vec8& min_v, const FP32Vec8& max_v) const {
fixed_fp32x8_t temp =
RVVI(__riscv_vfmax_vv_f32, LMUL_256)(min_v.reg, reg, VEC_ELEM_NUM);
return FP32Vec8(
RVVI(__riscv_vfmin_vv_f32, LMUL_256)(max_v.reg, temp, VEC_ELEM_NUM));
}
void save(float* ptr) const {
RVVI(__riscv_vse32_v_f32, LMUL_256)(ptr, reg, VEC_ELEM_NUM);
}
void save(float* ptr, int elem_num) const {
RVVI(__riscv_vse32_v_f32, LMUL_256)(ptr, reg, elem_num);
}
void save_strided(float* ptr, ptrdiff_t stride) const {
ptrdiff_t byte_stride = stride * sizeof(float);
RVVI(__riscv_vsse32_v_f32, LMUL_256)(ptr, byte_stride, reg, VEC_ELEM_NUM);
}
FP32Vec8 exp() const {
const float inv_ln2 = 1.44269504088896341f;
fixed_fp32x8_t x_scaled =
RVVI(__riscv_vfmul_vf_f32, LMUL_256)(reg, inv_ln2, VEC_ELEM_NUM);
fixed_i32x8_t n_int =
RVVI(__riscv_vfcvt_x_f_v_i32, LMUL_256)(x_scaled, VEC_ELEM_NUM);
fixed_fp32x8_t n_float =
RVVI(__riscv_vfcvt_f_x_v_f32, LMUL_256)(n_int, VEC_ELEM_NUM);
fixed_fp32x8_t r =
RVVI(__riscv_vfsub_vv_f32, LMUL_256)(x_scaled, n_float, VEC_ELEM_NUM);
fixed_fp32x8_t poly =
RVVI(__riscv_vfmv_v_f_f32, LMUL_256)(0.001333355810164f, VEC_ELEM_NUM);
poly = RVVI(__riscv_vfmul_vv_f32, LMUL_256)(poly, r, VEC_ELEM_NUM);
poly = RVVI(__riscv_vfadd_vf_f32, LMUL_256)(poly, 0.009618129107628f,
VEC_ELEM_NUM);
poly = RVVI(__riscv_vfmul_vv_f32, LMUL_256)(poly, r, VEC_ELEM_NUM);
poly = RVVI(__riscv_vfadd_vf_f32, LMUL_256)(poly, 0.055504108664821f,
VEC_ELEM_NUM);
poly = RVVI(__riscv_vfmul_vv_f32, LMUL_256)(poly, r, VEC_ELEM_NUM);
poly = RVVI(__riscv_vfadd_vf_f32, LMUL_256)(poly, 0.240226506959101f,
VEC_ELEM_NUM);
poly = RVVI(__riscv_vfmul_vv_f32, LMUL_256)(poly, r, VEC_ELEM_NUM);
poly = RVVI(__riscv_vfadd_vf_f32, LMUL_256)(poly, 0.693147180559945f,
VEC_ELEM_NUM);
poly = RVVI(__riscv_vfmul_vv_f32, LMUL_256)(poly, r, VEC_ELEM_NUM);
poly = RVVI(__riscv_vfadd_vf_f32, LMUL_256)(poly, 1.0f, VEC_ELEM_NUM);
fixed_i32x8_t biased_exp =
RVVI(__riscv_vadd_vx_i32, LMUL_256)(n_int, 127, VEC_ELEM_NUM);
biased_exp =
RVVI(__riscv_vmax_vx_i32, LMUL_256)(biased_exp, 0, VEC_ELEM_NUM);
fixed_i32x8_t exponent_bits =
RVVI(__riscv_vsll_vx_i32, LMUL_256)(biased_exp, 23, VEC_ELEM_NUM);
fixed_fp32x8_t scale = RVVI4(__riscv_vreinterpret_v_i32, LMUL_256, _f32,
LMUL_256)(exponent_bits);
return FP32Vec8(
RVVI(__riscv_vfmul_vv_f32, LMUL_256)(poly, scale, VEC_ELEM_NUM));
}
FP32Vec8 tanh() const {
fixed_fp32x8_t x_clamped = RVVI(__riscv_vfmin_vf_f32, LMUL_256)(
RVVI(__riscv_vfmax_vf_f32, LMUL_256)(reg, -9.0f, VEC_ELEM_NUM), 9.0f,
VEC_ELEM_NUM);
fixed_fp32x8_t x2 =
RVVI(__riscv_vfmul_vf_f32, LMUL_256)(x_clamped, 2.0f, VEC_ELEM_NUM);
FP32Vec8 exp_val = FP32Vec8(x2).exp();
fixed_fp32x8_t num =
RVVI(__riscv_vfsub_vf_f32, LMUL_256)(exp_val.reg, 1.0f, VEC_ELEM_NUM);
fixed_fp32x8_t den =
RVVI(__riscv_vfadd_vf_f32, LMUL_256)(exp_val.reg, 1.0f, VEC_ELEM_NUM);
return FP32Vec8(
RVVI(__riscv_vfdiv_vv_f32, LMUL_256)(num, den, VEC_ELEM_NUM));
}
FP32Vec8 er() const {
const float p = 0.3275911f, a1 = 0.254829592f, a2 = -0.284496736f,
a3 = 1.421413741f, a4 = -1.453152027f, a5 = 1.061405429f;
fixed_fp32x8_t abs_x =
RVVI(__riscv_vfabs_v_f32, LMUL_256)(reg, VEC_ELEM_NUM);
fixed_fp32x8_t t = RVVI(__riscv_vfadd_vf_f32, LMUL_256)(
RVVI(__riscv_vfmul_vf_f32, LMUL_256)(abs_x, p, VEC_ELEM_NUM), 1.0f,
VEC_ELEM_NUM);
t = RVVI(__riscv_vfrdiv_vf_f32, LMUL_256)(t, 1.0f, VEC_ELEM_NUM);
fixed_fp32x8_t poly =
RVVI(__riscv_vfmv_v_f_f32, LMUL_256)(a5, VEC_ELEM_NUM);
poly = RVVI(__riscv_vfadd_vf_f32, LMUL_256)(
RVVI(__riscv_vfmul_vv_f32, LMUL_256)(poly, t, VEC_ELEM_NUM), a4,
VEC_ELEM_NUM);
poly = RVVI(__riscv_vfadd_vf_f32, LMUL_256)(
RVVI(__riscv_vfmul_vv_f32, LMUL_256)(poly, t, VEC_ELEM_NUM), a3,
VEC_ELEM_NUM);
poly = RVVI(__riscv_vfadd_vf_f32, LMUL_256)(
RVVI(__riscv_vfmul_vv_f32, LMUL_256)(poly, t, VEC_ELEM_NUM), a2,
VEC_ELEM_NUM);
poly = RVVI(__riscv_vfadd_vf_f32, LMUL_256)(
RVVI(__riscv_vfmul_vv_f32, LMUL_256)(poly, t, VEC_ELEM_NUM), a1,
VEC_ELEM_NUM);
poly = RVVI(__riscv_vfmul_vv_f32, LMUL_256)(poly, t, VEC_ELEM_NUM);
fixed_fp32x8_t exp_val = FP32Vec8(RVVI(__riscv_vfneg_v_f32, LMUL_256)(
RVVI(__riscv_vfmul_vv_f32, LMUL_256)(
abs_x, abs_x, VEC_ELEM_NUM),
VEC_ELEM_NUM))
.exp()
.reg;
fixed_fp32x8_t res = RVVI(__riscv_vfrsub_vf_f32, LMUL_256)(
RVVI(__riscv_vfmul_vv_f32, LMUL_256)(poly, exp_val, VEC_ELEM_NUM), 1.0f,
VEC_ELEM_NUM);
rvv_mask_f32x8_t mask = RVVIB(__riscv_vmflt_vf_f32, LMUL_256, BOOL_256)(
reg, 0.0f, VEC_ELEM_NUM);
return FP32Vec8(
RVVI3(__riscv_vfneg_v_f32, LMUL_256, _m)(mask, res, VEC_ELEM_NUM));
}
};
struct FP32Vec16 : public Vec<FP32Vec16> {
constexpr static int VEC_ELEM_NUM = 16;
fixed_fp32x16_t reg;
explicit FP32Vec16(float v)
: reg(RVVI(__riscv_vfmv_v_f_f32, LMUL_512)(v, VEC_ELEM_NUM)) {};
explicit FP32Vec16()
: reg(RVVI(__riscv_vfmv_v_f_f32, LMUL_512)(0.0f, VEC_ELEM_NUM)) {};
explicit FP32Vec16(const float* ptr)
: reg(RVVI(__riscv_vle32_v_f32, LMUL_512)(ptr, VEC_ELEM_NUM)) {};
explicit FP32Vec16(fixed_fp32x16_t data) : reg(data) {};
explicit FP32Vec16(const FP32Vec8& data)
: reg(RVVI4(__riscv_vcreate_v_f32, LMUL_256, _f32, LMUL_512)(
data.reg, data.reg)) {};
explicit FP32Vec16(const FP32Vec16& data) : reg(data.reg) {};
explicit FP32Vec16(const FP16Vec16& v);
#ifdef RISCV_BF16_SUPPORT
explicit FP32Vec16(fixed_bf16x16_t v)
: reg(RVVI(__riscv_vfwcvtbf16_f_f_v_f32, LMUL_512)(v, VEC_ELEM_NUM)) {};
explicit FP32Vec16(const BF16Vec16& v)
: reg(RVVI(__riscv_vfwcvtbf16_f_f_v_f32, LMUL_512)(v.reg, VEC_ELEM_NUM)) {
};
#else
explicit FP32Vec16(const BF16Vec16& v) : reg(v.reg_fp32) {};
#endif
FP32Vec16 operator+(const FP32Vec16& b) const {
return FP32Vec16(
RVVI(__riscv_vfadd_vv_f32, LMUL_512)(reg, b.reg, VEC_ELEM_NUM));
}
FP32Vec16 operator-(const FP32Vec16& b) const {
return FP32Vec16(
RVVI(__riscv_vfsub_vv_f32, LMUL_512)(reg, b.reg, VEC_ELEM_NUM));
}
FP32Vec16 operator*(const FP32Vec16& b) const {
return FP32Vec16(
RVVI(__riscv_vfmul_vv_f32, LMUL_512)(reg, b.reg, VEC_ELEM_NUM));
}
FP32Vec16 operator/(const FP32Vec16& b) const {
return FP32Vec16(
RVVI(__riscv_vfdiv_vv_f32, LMUL_512)(reg, b.reg, VEC_ELEM_NUM));
}
FP32Vec16 fma(const FP32Vec16& a, const FP32Vec16& b) const {
return FP32Vec16(
RVVI(__riscv_vfmacc_vv_f32, LMUL_512)(reg, a.reg, b.reg, VEC_ELEM_NUM));
}
float reduce_sum() const {
rvv_f32_accum_t scalar = __riscv_vfmv_s_f_f32m1(0.0f, 1);
scalar = RVVI3(__riscv_vfredusum_vs_f32, LMUL_512, _f32m1)(reg, scalar,
VEC_ELEM_NUM);
return __riscv_vfmv_f_s_f32m1_f32(scalar);
}
float reduce_max() const {
rvv_f32_accum_t scalar =
__riscv_vfmv_s_f_f32m1(std::numeric_limits<float>::lowest(), 1);
scalar = RVVI3(__riscv_vfredmax_vs_f32, LMUL_512, _f32m1)(reg, scalar,
VEC_ELEM_NUM);
return __riscv_vfmv_f_s_f32m1_f32(scalar);
}
float reduce_min() const {
rvv_f32_accum_t scalar =
__riscv_vfmv_s_f_f32m1(std::numeric_limits<float>::max(), 1);
scalar = RVVI3(__riscv_vfredmin_vs_f32, LMUL_512, _f32m1)(reg, scalar,
VEC_ELEM_NUM);
return __riscv_vfmv_f_s_f32m1_f32(scalar);
}
template <int group_size>
float reduce_sub_sum(int idx) {
static_assert(VEC_ELEM_NUM % group_size == 0);
const int start = idx * group_size;
auto indices = RVVI(__riscv_vid_v_u32, LMUL_512)(VEC_ELEM_NUM);
rvv_mask_f32x16_t mask = RVVI(__riscv_vmand_mm_, BOOL_512)(
RVVIB(__riscv_vmsgeu_vx_u32, LMUL_512, BOOL_512)(indices, start,
VEC_ELEM_NUM),
RVVIB(__riscv_vmsltu_vx_u32, LMUL_512, BOOL_512)(
indices, start + group_size, VEC_ELEM_NUM),
VEC_ELEM_NUM);
rvv_f32_accum_t scalar = __riscv_vfmv_s_f_f32m1(0.0f, 1);
scalar = RVVI3(__riscv_vfredusum_vs_f32, LMUL_512, _f32m1_m)(
mask, reg, scalar, VEC_ELEM_NUM);
return __riscv_vfmv_f_s_f32m1_f32(scalar);
};
FP32Vec16 max(const FP32Vec16& b) const {
return FP32Vec16(
RVVI(__riscv_vfmax_vv_f32, LMUL_512)(reg, b.reg, VEC_ELEM_NUM));
}
FP32Vec16 min(const FP32Vec16& b) const {
return FP32Vec16(
RVVI(__riscv_vfmin_vv_f32, LMUL_512)(reg, b.reg, VEC_ELEM_NUM));
}
FP32Vec16 abs() const {
return FP32Vec16(RVVI(__riscv_vfabs_v_f32, LMUL_512)(reg, VEC_ELEM_NUM));
}
FP32Vec16 clamp(const FP32Vec16& min_v, const FP32Vec16& max_v) const {
return FP32Vec16(RVVI(__riscv_vfmin_vv_f32, LMUL_512)(
max_v.reg,
RVVI(__riscv_vfmax_vv_f32, LMUL_512)(min_v.reg, reg, VEC_ELEM_NUM),
VEC_ELEM_NUM));
}
void save(float* ptr) const {
RVVI(__riscv_vse32_v_f32, LMUL_512)(ptr, reg, VEC_ELEM_NUM);
}
void save(float* ptr, int elem_num) const {
RVVI(__riscv_vse32_v_f32, LMUL_512)(ptr, reg, elem_num);
}
void save_strided(float* ptr, ptrdiff_t stride) const {
ptrdiff_t byte_stride = stride * sizeof(float);
RVVI(__riscv_vsse32_v_f32, LMUL_512)(ptr, byte_stride, reg, VEC_ELEM_NUM);
}
FP32Vec16 exp() const {
const float inv_ln2 = 1.44269504088896341f;
fixed_fp32x16_t x_scaled =
RVVI(__riscv_vfmul_vf_f32, LMUL_512)(reg, inv_ln2, VEC_ELEM_NUM);
fixed_i32x16_t n_int =
RVVI(__riscv_vfcvt_x_f_v_i32, LMUL_512)(x_scaled, VEC_ELEM_NUM);
fixed_fp32x16_t n_float =
RVVI(__riscv_vfcvt_f_x_v_f32, LMUL_512)(n_int, VEC_ELEM_NUM);
fixed_fp32x16_t r =
RVVI(__riscv_vfsub_vv_f32, LMUL_512)(x_scaled, n_float, VEC_ELEM_NUM);
fixed_fp32x16_t poly =
RVVI(__riscv_vfmv_v_f_f32, LMUL_512)(0.001333355810164f, VEC_ELEM_NUM);
poly = RVVI(__riscv_vfadd_vf_f32, LMUL_512)(
RVVI(__riscv_vfmul_vv_f32, LMUL_512)(poly, r, VEC_ELEM_NUM),
0.009618129107628f, VEC_ELEM_NUM);
poly = RVVI(__riscv_vfadd_vf_f32, LMUL_512)(
RVVI(__riscv_vfmul_vv_f32, LMUL_512)(poly, r, VEC_ELEM_NUM),
0.055504108664821f, VEC_ELEM_NUM);
poly = RVVI(__riscv_vfadd_vf_f32, LMUL_512)(
RVVI(__riscv_vfmul_vv_f32, LMUL_512)(poly, r, VEC_ELEM_NUM),
0.240226506959101f, VEC_ELEM_NUM);
poly = RVVI(__riscv_vfadd_vf_f32, LMUL_512)(
RVVI(__riscv_vfmul_vv_f32, LMUL_512)(poly, r, VEC_ELEM_NUM),
0.693147180559945f, VEC_ELEM_NUM);
poly = RVVI(__riscv_vfadd_vf_f32, LMUL_512)(
RVVI(__riscv_vfmul_vv_f32, LMUL_512)(poly, r, VEC_ELEM_NUM), 1.0f,
VEC_ELEM_NUM);
fixed_i32x16_t biased_exp = RVVI(__riscv_vmax_vx_i32, LMUL_512)(
RVVI(__riscv_vadd_vx_i32, LMUL_512)(n_int, 127, VEC_ELEM_NUM), 0,
VEC_ELEM_NUM);
fixed_fp32x16_t scale =
RVVI4(__riscv_vreinterpret_v_i32, LMUL_512, _f32, LMUL_512)(
RVVI(__riscv_vsll_vx_i32, LMUL_512)(biased_exp, 23, VEC_ELEM_NUM));
return FP32Vec16(
RVVI(__riscv_vfmul_vv_f32, LMUL_512)(poly, scale, VEC_ELEM_NUM));
}
FP32Vec16 tanh() const {
fixed_fp32x16_t x_clamped = RVVI(__riscv_vfmin_vf_f32, LMUL_512)(
RVVI(__riscv_vfmax_vf_f32, LMUL_512)(reg, -9.0f, VEC_ELEM_NUM), 9.0f,
VEC_ELEM_NUM);
FP32Vec16 exp_val = FP32Vec16(RVVI(__riscv_vfmul_vf_f32, LMUL_512)(
x_clamped, 2.0f, VEC_ELEM_NUM))
.exp();
return FP32Vec16(RVVI(__riscv_vfdiv_vv_f32, LMUL_512)(
RVVI(__riscv_vfsub_vf_f32, LMUL_512)(exp_val.reg, 1.0f, VEC_ELEM_NUM),
RVVI(__riscv_vfadd_vf_f32, LMUL_512)(exp_val.reg, 1.0f, VEC_ELEM_NUM),
VEC_ELEM_NUM));
}
FP32Vec16 er() const {
const float p = 0.3275911f, a1 = 0.254829592f, a2 = -0.284496736f,
a3 = 1.421413741f, a4 = -1.453152027f, a5 = 1.061405429f;
fixed_fp32x16_t abs_x =
RVVI(__riscv_vfabs_v_f32, LMUL_512)(reg, VEC_ELEM_NUM);
fixed_fp32x16_t t = RVVI(__riscv_vfrdiv_vf_f32, LMUL_512)(
RVVI(__riscv_vfadd_vf_f32, LMUL_512)(
RVVI(__riscv_vfmul_vf_f32, LMUL_512)(abs_x, p, VEC_ELEM_NUM), 1.0f,
VEC_ELEM_NUM),
1.0f, VEC_ELEM_NUM);
fixed_fp32x16_t poly =
RVVI(__riscv_vfmv_v_f_f32, LMUL_512)(a5, VEC_ELEM_NUM);
poly = RVVI(__riscv_vfadd_vf_f32, LMUL_512)(
RVVI(__riscv_vfmul_vv_f32, LMUL_512)(poly, t, VEC_ELEM_NUM), a4,
VEC_ELEM_NUM);
poly = RVVI(__riscv_vfadd_vf_f32, LMUL_512)(
RVVI(__riscv_vfmul_vv_f32, LMUL_512)(poly, t, VEC_ELEM_NUM), a3,
VEC_ELEM_NUM);
poly = RVVI(__riscv_vfadd_vf_f32, LMUL_512)(
RVVI(__riscv_vfmul_vv_f32, LMUL_512)(poly, t, VEC_ELEM_NUM), a2,
VEC_ELEM_NUM);
poly = RVVI(__riscv_vfadd_vf_f32, LMUL_512)(
RVVI(__riscv_vfmul_vv_f32, LMUL_512)(poly, t, VEC_ELEM_NUM), a1,
VEC_ELEM_NUM);
poly = RVVI(__riscv_vfmul_vv_f32, LMUL_512)(poly, t, VEC_ELEM_NUM);
fixed_fp32x16_t exp_val =
FP32Vec16(RVVI(__riscv_vfneg_v_f32, LMUL_512)(
RVVI(__riscv_vfmul_vv_f32, LMUL_512)(abs_x, abs_x,
VEC_ELEM_NUM),
VEC_ELEM_NUM))
.exp()
.reg;
fixed_fp32x16_t res = RVVI(__riscv_vfrsub_vf_f32, LMUL_512)(
RVVI(__riscv_vfmul_vv_f32, LMUL_512)(poly, exp_val, VEC_ELEM_NUM), 1.0f,
VEC_ELEM_NUM);
rvv_mask_f32x16_t mask = RVVIB(__riscv_vmflt_vf_f32, LMUL_512, BOOL_512)(
reg, 0.0f, VEC_ELEM_NUM);
return FP32Vec16(
RVVI3(__riscv_vfneg_v_f32, LMUL_512, _m)(mask, res, VEC_ELEM_NUM));
}
};
// ============================================================================
// Type Traits & Global Helpers
// ============================================================================
template <typename T>
struct VecType {
using vec_type = void;
using vec_t = void;
};
template <typename T>
using vec_t = typename VecType<T>::vec_type;
template <>
struct VecType<float> {
using vec_type = FP32Vec8;
using vec_t = FP32Vec8;
};
template <>
struct VecType<c10::Half> {
using vec_type = FP16Vec8;
using vec_t = FP16Vec8;
};
template <>
struct VecType<c10::BFloat16> {
using vec_type = BF16Vec8;
using vec_t = BF16Vec8;
};
template <typename T>
void storeFP32(float v, T* ptr) {
*ptr = v;
}
template <>
inline void storeFP32<c10::Half>(float v, c10::Half* ptr) {
*reinterpret_cast<_Float16*>(ptr) = static_cast<_Float16>(v);
}
inline FP16Vec16::FP16Vec16(const FP32Vec16& v) {
reg = RVVI(__riscv_vfncvt_f_f_w_f16, LMUL_256)(v.reg, VEC_ELEM_NUM);
}
inline FP16Vec8::FP16Vec8(const FP32Vec8& v) {
reg = RVVI(__riscv_vfncvt_f_f_w_f16, LMUL_128)(v.reg, VEC_ELEM_NUM);
}
inline FP32Vec16::FP32Vec16(const FP16Vec16& v) {
reg = RVVI(__riscv_vfwcvt_f_f_v_f32, LMUL_512)(v.reg, VEC_ELEM_NUM);
}
inline void fma(FP32Vec16& acc, const FP32Vec16& a, const FP32Vec16& b) {
acc = acc.fma(a, b);
}
#ifdef RISCV_BF16_SUPPORT
template <>
inline void storeFP32<c10::BFloat16>(float v, c10::BFloat16* ptr) {
*ptr = static_cast<__bf16>(v);
};
inline BF16Vec8::BF16Vec8(const FP32Vec8& v)
: reg(RVVI(__riscv_vfncvtbf16_f_f_w_bf16, LMUL_128)(v.reg, VEC_ELEM_NUM)) {
};
inline BF16Vec16::BF16Vec16(const FP32Vec16& v)
: reg(RVVI(__riscv_vfncvtbf16_f_f_w_bf16, LMUL_256)(v.reg, VEC_ELEM_NUM)) {
};
#else
template <>
inline void storeFP32<c10::BFloat16>(float v, c10::BFloat16* ptr) {
uint32_t val;
std::memcpy(&val, &v, 4);
*reinterpret_cast<uint16_t*>(ptr) = static_cast<uint16_t>(val >> 16);
}
inline BF16Vec8::BF16Vec8(const FP32Vec8& v) : reg_fp32(v.reg) {}
inline BF16Vec16::BF16Vec16(const FP32Vec16& v) : reg_fp32(v.reg) {}
#endif
inline void prefetch(const void* addr) { __builtin_prefetch(addr, 0, 1); }
} // namespace vec_op
#ifndef CPU_KERNEL_GUARD_IN
#define CPU_KERNEL_GUARD_IN(NAME)
#endif
#ifndef CPU_KERNEL_GUARD_OUT
#define CPU_KERNEL_GUARD_OUT(NAME)
#endif
#endif // CPU_TYPES_RISCV_IMPL_HPP
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