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qgemm_kernel_avx2.cpp
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/*++
Copyright (c) Microsoft Corporation. All rights reserved.
Licensed under the MIT License.
Module Name:
qgemm_kernel_avx2.cpp
Abstract:
This module implements QGEMM kernels for avx2.
--*/
#include "mlasi.h"
#include "qgemm.h"
//
// Stores a vector to transpose a 4x4 byte vector using vpshufb.
//
MLAS_INTERNAL_DATA MLAS_DECLSPEC_ALIGN(const uint8_t MlasTranspose4x4BytesAvx[16], 16) =
{ 0, 4, 8, 12, 1, 5, 9, 13, 2, 6, 10, 14, 3, 7, 11, 15 };
//
// Define the prototypes of the AVX2/AVX512 routines written in assembly.
//
extern "C" {
void
MLASCALL
MlasGemmU8S8CopyPackAAvx2(
uint8_t* D,
const uint8_t* A,
size_t lda,
size_t CountM,
size_t CountK,
int32_t* RowSumBuffer
);
void
MLASCALL
MlasGemmU8S8CopyPackBAvx2(
uint8_t* D,
const uint8_t* B,
size_t ldb,
size_t CountN,
size_t CountK,
int32_t* ColumnSumBuffer,
bool BIsSigned
);
void
MLASCALL
MlasGemmU8U8CopyPackAAvx2(
int16_t* D,
const uint8_t* A,
size_t lda,
size_t CountM,
size_t CountK,
int32_t* RowSumBuffer
);
void
MLASCALL
MlasGemmU8U8CopyPackBAvx2(
uint8_t* D,
const uint8_t* B,
size_t ldb,
size_t CountN,
size_t CountK,
int32_t* ColumnSumBuffer
);
}
struct MLAS_GEMM_U8S8_KERNEL_AVX2
{
typedef uint8_t PackedAType;
typedef uint8_t PackedBType;
typedef uint8_t OffsetAType;
typedef int8_t OffsetBType;
static constexpr size_t PackedK = 4;
static constexpr MLAS_GEMM_QUANT_STRIDES Strides{ 24, 256, 128 };
static constexpr MLAS_GEMM_QUANT_STRIDES PackedStrides{ 48, 256, 384 };
};
constexpr size_t MLAS_GEMM_U8S8_KERNEL_AVX2::PackedK;
constexpr MLAS_GEMM_QUANT_STRIDES MLAS_GEMM_U8S8_KERNEL_AVX2::Strides;
constexpr MLAS_GEMM_QUANT_STRIDES MLAS_GEMM_U8S8_KERNEL_AVX2::PackedStrides;
template<>
MLAS_FORCEINLINE
bool
MlasGemmQuantTryGemvKernel<MLAS_GEMM_U8S8_KERNEL_AVX2>(
const uint8_t* A,
const uint8_t* B,
size_t ldb,
int32_t* C,
size_t CountK,
size_t CountN,
bool AIsSigned,
bool BIsSigned
)
{
if (!AIsSigned && BIsSigned) {
GetMlasPlatform().GemvU8S8Kernel(A, B, C, CountK, CountN, ldb);
return true;
}
return false;
}
template<>
MLAS_FORCEINLINE constexpr
int32_t
MlasGemmQuantFixupZeroPointB<MLAS_GEMM_U8S8_KERNEL_AVX2>(
int32_t ZeroPointB,
bool BIsSigned
)
{
if (!BIsSigned) {
ZeroPointB = MLAS_GEMM_U8S8_KERNEL_AVX2::OffsetBType(ZeroPointB ^ 0x80);
}
return ZeroPointB;
}
template<>
MLAS_FORCEINLINE
void
MlasGemmQuantCopyPackA<MLAS_GEMM_U8S8_KERNEL_AVX2>(
MLAS_GEMM_U8S8_KERNEL_AVX2::PackedAType* D,
const uint8_t* A,
size_t lda,
size_t CountM,
size_t CountK,
int32_t* RowSumBuffer,
bool AIsSigned
)
{
MLAS_UNREFERENCED_PARAMETER(AIsSigned);
MlasGemmU8S8CopyPackAAvx2(D, A, lda, CountM, CountK, RowSumBuffer);
}
template<>
MLAS_FORCEINLINE
void
MlasGemmQuantCopyPackB<MLAS_GEMM_U8S8_KERNEL_AVX2>(
MLAS_GEMM_U8S8_KERNEL_AVX2::PackedBType* D,
const uint8_t* B,
size_t ldb,
size_t CountN,
size_t CountK,
int32_t* ColumnSumBuffer,
bool BIsSigned
)
{
MlasGemmU8S8CopyPackBAvx2(D, B, ldb, CountN, CountK, ColumnSumBuffer, BIsSigned);
}
template<>
MLAS_FORCEINLINE
size_t
MlasGemmQuantKernel<MLAS_GEMM_U8S8_KERNEL_AVX2>(
const MLAS_GEMM_U8S8_KERNEL_AVX2::PackedAType* A,
const MLAS_GEMM_U8S8_KERNEL_AVX2::PackedBType* B,
int32_t* C,
size_t PackedCountK,
size_t CountM,
size_t CountN,
size_t ldc,
const int32_t* RowSumBuffer,
const int32_t* ColumnSumBuffer,
const int32_t* ZeroPointB,
bool ZeroMode
)
{
return GetMlasPlatform().GemmU8S8Kernel(A, B, C, PackedCountK, CountM, CountN, ldc,
RowSumBuffer, ColumnSumBuffer, ZeroPointB, ZeroMode);
}
const MLAS_GEMM_QUANT_DISPATCH MlasGemmU8S8DispatchAvx2 = {
MlasGemmQuantOperation<MLAS_GEMM_U8S8_KERNEL_AVX2>,
MlasGemmQuantPackedOperation<MLAS_GEMM_U8S8_KERNEL_AVX2>,
MlasGemmQuantCopyPackB<MLAS_GEMM_U8S8_KERNEL_AVX2>,
MLAS_GEMM_U8S8_KERNEL_AVX2::PackedK,
MLAS_GEMM_U8S8_KERNEL_AVX2::PackedStrides.K,
6 // assembly kernel M stride
};
struct MLAS_GEMM_U8U8_KERNEL_AVX2
{
typedef int16_t PackedAType;
typedef uint8_t PackedBType;
typedef uint8_t OffsetAType;
typedef uint8_t OffsetBType;
static constexpr size_t PackedK = 2;
static constexpr MLAS_GEMM_QUANT_STRIDES Strides{ 24, 256, 128 };
static constexpr MLAS_GEMM_QUANT_STRIDES PackedStrides{ 48, 256, 384 };
};
constexpr size_t MLAS_GEMM_U8U8_KERNEL_AVX2::PackedK;
constexpr MLAS_GEMM_QUANT_STRIDES MLAS_GEMM_U8U8_KERNEL_AVX2::Strides;
constexpr MLAS_GEMM_QUANT_STRIDES MLAS_GEMM_U8U8_KERNEL_AVX2::PackedStrides;
template<>
MLAS_FORCEINLINE
void
MlasGemmQuantCopyPackA<MLAS_GEMM_U8U8_KERNEL_AVX2>(
MLAS_GEMM_U8U8_KERNEL_AVX2::PackedAType* D,
const uint8_t* A,
size_t lda,
size_t CountM,
size_t CountK,
int32_t* RowSumBuffer,
bool AIsSigned
)
{
MLAS_UNREFERENCED_PARAMETER(AIsSigned);
MlasGemmU8U8CopyPackAAvx2(D, A, lda, CountM, CountK, RowSumBuffer);
}
template<>
MLAS_FORCEINLINE
void
MlasGemmQuantCopyPackB<MLAS_GEMM_U8U8_KERNEL_AVX2>(
MLAS_GEMM_U8U8_KERNEL_AVX2::PackedBType* D,
const uint8_t* B,
size_t ldb,
size_t CountN,
size_t CountK,
int32_t* ColumnSumBuffer,
bool BIsSigned
)
{
MLAS_UNREFERENCED_PARAMETER(BIsSigned);
MlasGemmU8U8CopyPackBAvx2(D, B, ldb, CountN, CountK, ColumnSumBuffer);
}
template<>
MLAS_FORCEINLINE
size_t
MlasGemmQuantKernel<MLAS_GEMM_U8U8_KERNEL_AVX2>(
const MLAS_GEMM_U8U8_KERNEL_AVX2::PackedAType* A,
const MLAS_GEMM_U8U8_KERNEL_AVX2::PackedBType* B,
int32_t* C,
size_t PackedCountK,
size_t CountM,
size_t CountN,
size_t ldc,
const int32_t* RowSumBuffer,
const int32_t* ColumnSumBuffer,
const int32_t* ZeroPointB,
bool ZeroMode
)
{
return GetMlasPlatform().GemmU8U8Kernel(A, B, C, PackedCountK, CountM, CountN, ldc,
RowSumBuffer, ColumnSumBuffer, ZeroPointB, ZeroMode);
}
const MLAS_GEMM_QUANT_DISPATCH MlasGemmU8U8DispatchAvx2 = {
MlasGemmQuantOperation<MLAS_GEMM_U8U8_KERNEL_AVX2>,
MlasGemmQuantPackedOperation<MLAS_GEMM_U8U8_KERNEL_AVX2>,
MlasGemmQuantCopyPackB<MLAS_GEMM_U8U8_KERNEL_AVX2>,
MLAS_GEMM_U8U8_KERNEL_AVX2::PackedK,
MLAS_GEMM_U8U8_KERNEL_AVX2::PackedStrides.K,
6 // assembly kernel M stride
};