GitOrigin-RevId: 78c3e72218
tags/v1.3.0
@@ -67,6 +67,23 @@ WorkspaceBundle ConvBiasImpl::AlgoS8MatrixMul::get_bundle( | |||
size_t K = IC * FH * FW; | |||
size_t N = OH * OW; | |||
#if MGB_ENABLE_DOT | |||
#define DISPATCH_GEMM_STRATEGY(_gemm, _gemm_midout_enum, _bias, \ | |||
_bias_midout_enum, _nonline, \ | |||
_nonline_midout_enum) \ | |||
matmul::gemm_##_gemm##_##_bias##_##_nonline strategy( \ | |||
M, N, K, param.filter_type, param.src_type, param.dst_type); \ | |||
part2 = megdnn::matmul::GemmInterleaved< \ | |||
matmul::gemm_##_gemm##_##_bias##_##_nonline>( \ | |||
M, N, K, false, false, strategy) \ | |||
.get_workspace_size(); | |||
if (cpuinfo_has_arm_neon_dot()) { | |||
DISPATCH_GEMM_BIAS(s8_8x12, 1) | |||
} else { | |||
DISPATCH_GEMM_BIAS(s8_4x4, 0) | |||
} | |||
#else | |||
#define DISPATCH_GEMM_STRATEGY(_gemm, _gemm_midout_enum, _bias, \ | |||
_bias_midout_enum, _nonline, \ | |||
_nonline_midout_enum) \ | |||
@@ -80,11 +97,7 @@ WorkspaceBundle ConvBiasImpl::AlgoS8MatrixMul::get_bundle( | |||
.get_workspace_size(); \ | |||
} \ | |||
MIDOUT_END() | |||
#if !(__ARM_FEATURE_DOTPROD) | |||
DISPATCH_GEMM_BIAS(s8_4x4, 0) | |||
#else | |||
DISPATCH_GEMM_BIAS(s8_8x12, 1) | |||
#endif | |||
#undef DISPATCH_GEMM_STRATEGY | |||
} | |||
@@ -158,6 +171,23 @@ void ConvBiasImpl::AlgoS8MatrixMul::kimpl(const NCBKernParam& param, | |||
size_t K = IC * FH * FW; | |||
size_t N = OH * OW; | |||
#if MGB_ENABLE_DOT | |||
#define DISPATCH_GEMM_STRATEGY(_gemm, _gemm_midout_enum, _bias, \ | |||
_bias_midout_enum, _nonline, \ | |||
_nonline_midout_enum) \ | |||
matmul::gemm_##_gemm##_##_bias##_##_nonline strategy( \ | |||
M, N, K, param.filter_type, param.src_type, param.dst_type); \ | |||
megdnn::matmul::GemmInterleaved< \ | |||
matmul::gemm_##_gemm##_##_bias##_##_nonline> \ | |||
gemm_interleaved(M, N, K, false, false, strategy); \ | |||
gemm_interleaved.execute(filter, K, B, N, dst, N, workspace.raw_ptr, bias); | |||
if (cpuinfo_has_arm_neon_dot()) { | |||
DISPATCH_GEMM_BIAS(s8_8x12, 1) | |||
} else { | |||
DISPATCH_GEMM_BIAS(s8_4x4, 0) | |||
} | |||
#else | |||
#define DISPATCH_GEMM_STRATEGY(_gemm, _gemm_midout_enum, _bias, \ | |||
_bias_midout_enum, _nonline, \ | |||
_nonline_midout_enum) \ | |||
@@ -172,11 +202,7 @@ void ConvBiasImpl::AlgoS8MatrixMul::kimpl(const NCBKernParam& param, | |||
bias); \ | |||
} \ | |||
MIDOUT_END() | |||
#if !(__ARM_FEATURE_DOTPROD) | |||
DISPATCH_GEMM_BIAS(s8_4x4, 0) | |||
#else | |||
DISPATCH_GEMM_BIAS(s8_8x12, 1) | |||
#endif | |||
#undef DISPATCH_GEMM_STRATEGY | |||
} | |||
@@ -26,7 +26,7 @@ namespace impl { | |||
template <BiasMode bmode, typename Op, int block_m, int block_n> | |||
struct KernCaller; | |||
#if __ARM_FEATURE_DOTPROD | |||
#if MGB_ENABLE_DOT | |||
template <BiasMode bmode, typename Op> | |||
struct KernCaller<bmode, Op, 8, 12> { | |||
static void run(const dt_int8* packA, const dt_int8* packB, size_t M, | |||
@@ -118,7 +118,7 @@ struct KernCaller<bmode, Op, 8, 12> { | |||
} | |||
}; | |||
#else | |||
#endif | |||
template <BiasMode bmode, typename Op> | |||
struct KernCaller<bmode, Op, 4, 4> { | |||
@@ -196,10 +196,8 @@ struct KernCaller<bmode, Op, 4, 4> { | |||
} | |||
}; | |||
#endif | |||
} // namespace impl | |||
#if !(__ARM_FEATURE_DOTPROD) | |||
MEGDNN_REG_GEMM_STRATEGY_IMPL(gemm_s8_4x4_nobias_identity) | |||
void gemm_s8_4x4_nobias_identity::pack_A(dt_int8* outptr, const dt_int8* inptr, | |||
@@ -227,7 +225,8 @@ void gemm_s8_4x4_nobias_identity::pack_B(dt_int8* out, const dt_int8* in, | |||
size_t gemm_s8_4x4_nobias_identity::get_workspace_size() const { | |||
return 4 * 4 * sizeof(dt_int32); | |||
} | |||
#else | |||
#if MGB_ENABLE_DOT | |||
MEGDNN_REG_GEMM_STRATEGY_IMPL(gemm_s8_8x12_nobias_identity) | |||
void gemm_s8_8x12_nobias_identity::pack_A(dt_int8* outptr, const dt_int8* inptr, | |||
@@ -277,11 +276,10 @@ size_t gemm_s8_8x12_nobias_identity::get_workspace_size() const { | |||
#define DEFINE_OP(_Op) \ | |||
arm_common::_Op<dt_qint32, dt_qint8> op(scale_A* scale_B, scale_C); | |||
#if !(__ARM_FEATURE_DOTPROD) | |||
KERN(4, 4, nobias, BiasMode::NO_BIAS, identity, TypeCvtOp) | |||
KERN(4, 4, nobias, BiasMode::NO_BIAS, relu, ReluOp) | |||
KERN(4, 4, nobias, BiasMode::NO_BIAS, hswish, HSwishOp) | |||
#else | |||
#if MGB_ENABLE_DOT | |||
KERN(8, 12, nobias, BiasMode::NO_BIAS, identity, TypeCvtOp) | |||
KERN(8, 12, nobias, BiasMode::NO_BIAS, relu, ReluOp) | |||
KERN(8, 12, nobias, BiasMode::NO_BIAS, hswish, HSwishOp) | |||
@@ -291,12 +289,11 @@ KERN(8, 12, nobias, BiasMode::NO_BIAS, hswish, HSwishOp) | |||
#define DEFINE_OP(_Op) \ | |||
arm_common::_Op<dt_qint32, dt_qint8> op(scale_A* scale_B, \ | |||
scale_A* scale_B, scale_C); | |||
#if !(__ARM_FEATURE_DOTPROD) | |||
KERN(4, 4, bias_channel, BiasMode::BROADCAST_CHANNEL_BIAS, identity, AddOp) | |||
KERN(4, 4, bias_channel, BiasMode::BROADCAST_CHANNEL_BIAS, relu, FuseAddReluOp) | |||
KERN(4, 4, bias_channel, BiasMode::BROADCAST_CHANNEL_BIAS, hswish, | |||
FuseAddHSwishOp) | |||
#else | |||
#if MGB_ENABLE_DOT | |||
KERN(8, 12, bias_channel, BiasMode::BROADCAST_CHANNEL_BIAS, identity, AddOp) | |||
KERN(8, 12, bias_channel, BiasMode::BROADCAST_CHANNEL_BIAS, relu, FuseAddReluOp) | |||
KERN(8, 12, bias_channel, BiasMode::BROADCAST_CHANNEL_BIAS, hswish, | |||
@@ -15,7 +15,6 @@ namespace megdnn { | |||
namespace aarch64 { | |||
namespace matmul { | |||
#if !(__ARM_FEATURE_DOTPROD) | |||
/** | |||
* \brief base strategy of gemm. | |||
* | |||
@@ -39,8 +38,7 @@ MEGDNN_REG_GEMM_STRATEGY_WITH_SUPER(gemm_s8_4x4_bias_channel_relu, | |||
MEGDNN_REG_GEMM_STRATEGY_WITH_SUPER(gemm_s8_4x4_bias_channel_hswish, | |||
gemm_s8_4x4_nobias_identity); | |||
#else | |||
#if MGB_ENABLE_DOT | |||
MEGDNN_REG_GEMM_STRATEGY_WITH_WRITEBACK(dt_int8, dt_int8, dt_int32, 8, 12, 4, | |||
false, true, | |||
gemm_s8_8x12_nobias_identity); | |||
@@ -59,7 +57,6 @@ MEGDNN_REG_GEMM_STRATEGY_WITH_SUPER(gemm_s8_8x12_bias_channel_relu, | |||
MEGDNN_REG_GEMM_STRATEGY_WITH_SUPER(gemm_s8_8x12_bias_channel_hswish, | |||
gemm_s8_8x12_nobias_identity); | |||
#endif | |||
} // namespace matmul | |||
@@ -69,6 +69,23 @@ WorkspaceBundle ConvBiasImpl::AlgoQU8MatrixMul::get_bundle( | |||
size_t K = IC * FH * FW; | |||
size_t N = OH * OW; | |||
#if MGB_ENABLE_DOT | |||
#define DISPATCH_GEMM_STRATEGY(_gemm, _gemm_midout_enum, _bias, \ | |||
_bias_midout_enum, _nonline, \ | |||
_nonline_midout_enum) \ | |||
matmul::gemm_##_gemm##_##_bias##_##_nonline strategy( \ | |||
M, N, K, param.filter_type, param.src_type, param.dst_type); \ | |||
part2 = megdnn::matmul::GemmInterleaved< \ | |||
matmul::gemm_##_gemm##_##_bias##_##_nonline>( \ | |||
M, N, K, false, false, strategy) \ | |||
.get_workspace_size(); | |||
if (cpuinfo_has_arm_neon_dot()) { | |||
DISPATCH_GEMM_BIAS(u8_8x8_dot, 1); | |||
} else { | |||
DISPATCH_GEMM_BIAS(u8_8x8_nodot, 0); | |||
} | |||
#else | |||
#define DISPATCH_GEMM_STRATEGY(_gemm, _gemm_midout_enum, _bias, \ | |||
_bias_midout_enum, _nonline, \ | |||
_nonline_midout_enum) \ | |||
@@ -82,8 +99,8 @@ WorkspaceBundle ConvBiasImpl::AlgoQU8MatrixMul::get_bundle( | |||
.get_workspace_size(); \ | |||
} \ | |||
MIDOUT_END() | |||
DISPATCH_GEMM_BIAS(u8_8x8, 0) | |||
DISPATCH_GEMM_BIAS(u8_8x8_nodot, 0) | |||
#endif | |||
#undef DISPATCH_GEMM_STRATEGY | |||
} | |||
return {nullptr, {part0, part1, part2}}; | |||
@@ -157,6 +174,23 @@ void ConvBiasImpl::AlgoQU8MatrixMul::kimpl(const NCBKernParam& param, | |||
size_t K = IC * FH * FW; | |||
size_t N = OH * OW; | |||
#if MGB_ENABLE_DOT | |||
#define DISPATCH_GEMM_STRATEGY(_gemm, _gemm_midout_enum, _bias, \ | |||
_bias_midout_enum, _nonline, \ | |||
_nonline_midout_enum) \ | |||
matmul::gemm_##_gemm##_##_bias##_##_nonline strategy( \ | |||
M, N, K, param.filter_type, param.src_type, param.dst_type); \ | |||
megdnn::matmul::GemmInterleaved< \ | |||
matmul::gemm_##_gemm##_##_bias##_##_nonline> \ | |||
gemm_interleaved(M, N, K, false, false, strategy); \ | |||
gemm_interleaved.execute(filter, K, B, N, dst, N, workspace.raw_ptr, bias); | |||
if (cpuinfo_has_arm_neon_dot()) { | |||
DISPATCH_GEMM_BIAS(u8_8x8_dot, 1) | |||
} else { | |||
DISPATCH_GEMM_BIAS(u8_8x8_nodot, 0) | |||
} | |||
#else | |||
#define DISPATCH_GEMM_STRATEGY(_gemm, _gemm_midout_enum, _bias, \ | |||
_bias_midout_enum, _nonline, \ | |||
_nonline_midout_enum) \ | |||
@@ -172,7 +206,9 @@ void ConvBiasImpl::AlgoQU8MatrixMul::kimpl(const NCBKernParam& param, | |||
} \ | |||
MIDOUT_END() | |||
DISPATCH_GEMM_BIAS(u8_8x8, 0) | |||
DISPATCH_GEMM_BIAS(u8_8x8_nodot, 0) | |||
#endif | |||
#undef DISPATCH_GEMM_STRATEGY | |||
} | |||
} | |||
@@ -23,12 +23,12 @@ using namespace aarch64; | |||
using namespace aarch64::matmul; | |||
namespace impl { | |||
template <BiasMode bmode, typename Op, int block_m, int block_n> | |||
template <BiasMode bmode, typename Op, int block_m, int block_n, bool dot> | |||
struct KernCaller; | |||
#if __ARM_FEATURE_DOTPROD | |||
#if MGB_ENABLE_DOT | |||
template <BiasMode bmode, typename Op> | |||
struct KernCaller<bmode, Op, 8, 8> { | |||
struct KernCaller<bmode, Op, 8, 8, true> { | |||
static void run(const dt_uint8* packA, const dt_uint8* packB, size_t M, | |||
size_t N, size_t K, dt_uint8* C, size_t LDC, | |||
bool is_first_k, Op op, const dt_int32* bias, | |||
@@ -120,10 +120,10 @@ struct KernCaller<bmode, Op, 8, 8> { | |||
} | |||
}; | |||
#else | |||
#endif | |||
template <BiasMode bmode, typename Op> | |||
struct KernCaller<bmode, Op, 8, 8> { | |||
struct KernCaller<bmode, Op, 8, 8, false> { | |||
static void run(const dt_uint8* packA, const dt_uint8* packB, size_t M, | |||
size_t N, size_t K, dt_uint8* C, size_t LDC, | |||
bool is_first_k, Op op, const dt_int32* bias, | |||
@@ -215,13 +215,11 @@ struct KernCaller<bmode, Op, 8, 8> { | |||
} | |||
}; | |||
#endif | |||
} // namespace impl | |||
#if __ARM_FEATURE_DOTPROD | |||
MEGDNN_REG_GEMM_STRATEGY_IMPL(gemm_u8_8x8_nobias_identity) | |||
#if MGB_ENABLE_DOT | |||
MEGDNN_REG_GEMM_STRATEGY_IMPL(gemm_u8_8x8_dot_nobias_identity) | |||
void gemm_u8_8x8_nobias_identity::pack_A(uint8_t* outptr, const uint8_t* inptr, | |||
void gemm_u8_8x8_dot_nobias_identity::pack_A(uint8_t* outptr, const uint8_t* inptr, | |||
int ldin, int y0, int ymax, int k0, | |||
int kmax, bool transpose) const { | |||
if (transpose) { | |||
@@ -233,7 +231,7 @@ void gemm_u8_8x8_nobias_identity::pack_A(uint8_t* outptr, const uint8_t* inptr, | |||
} | |||
} | |||
void gemm_u8_8x8_nobias_identity::pack_B(uint8_t* out, const uint8_t* in, | |||
void gemm_u8_8x8_dot_nobias_identity::pack_B(uint8_t* out, const uint8_t* in, | |||
int ldin, int x0, int xmax, int k0, | |||
int kmax, bool transpose) const { | |||
if (transpose) { | |||
@@ -245,10 +243,13 @@ void gemm_u8_8x8_nobias_identity::pack_B(uint8_t* out, const uint8_t* in, | |||
} | |||
} | |||
#else | |||
size_t gemm_u8_8x8_dot_nobias_identity::get_workspace_size() const { | |||
return 8 * 8 * sizeof(dt_int32); | |||
} | |||
MEGDNN_REG_GEMM_STRATEGY_IMPL(gemm_u8_8x8_nobias_identity) | |||
void gemm_u8_8x8_nobias_identity::pack_A(dt_uint8* outptr, | |||
#endif | |||
MEGDNN_REG_GEMM_STRATEGY_IMPL(gemm_u8_8x8_nodot_nobias_identity) | |||
void gemm_u8_8x8_nodot_nobias_identity::pack_A(dt_uint8* outptr, | |||
const dt_uint8* inptr, int ldin, | |||
int y0, int ymax, int k0, int kmax, | |||
bool transpose) const { | |||
@@ -262,7 +263,7 @@ void gemm_u8_8x8_nobias_identity::pack_A(dt_uint8* outptr, | |||
} | |||
} | |||
void gemm_u8_8x8_nobias_identity::pack_B(dt_uint8* out, const dt_uint8* in, | |||
void gemm_u8_8x8_nodot_nobias_identity::pack_B(dt_uint8* out, const dt_uint8* in, | |||
int ldin, int x0, int xmax, int k0, | |||
int kmax, bool transpose) const { | |||
uint8_t zB = B_dtype.param<dtype::Quantized8Asymm>().zero_point; | |||
@@ -275,43 +276,52 @@ void gemm_u8_8x8_nobias_identity::pack_B(dt_uint8* out, const dt_uint8* in, | |||
} | |||
} | |||
#endif | |||
size_t gemm_u8_8x8_nobias_identity::get_workspace_size() const { | |||
size_t gemm_u8_8x8_nodot_nobias_identity::get_workspace_size() const { | |||
return 8 * 8 * sizeof(dt_int32); | |||
} | |||
#define KERN(_block_m, _block_n, _bias, _BIAS, _nonline, _OP) \ | |||
void gemm_u8_##_block_m##x##_block_n##_##_bias##_##_nonline::kern( \ | |||
const dt_uint8* packA, const dt_uint8* packB, size_t M, size_t N, \ | |||
size_t K, dt_uint8* C, size_t LDC, bool is_first_k, \ | |||
const dt_int32* bias, dt_int32* workspace) const { \ | |||
float scale_A = A_dtype.param<dtype::Quantized8Asymm>().scale; \ | |||
uint8_t zp_A = A_dtype.param<dtype::Quantized8Asymm>().zero_point; \ | |||
float scale_B = B_dtype.param<dtype::Quantized8Asymm>().scale; \ | |||
uint8_t zp_B = B_dtype.param<dtype::Quantized8Asymm>().zero_point; \ | |||
float scale_C = C_dtype.param<dtype::Quantized8Asymm>().scale; \ | |||
uint8_t zp_C = C_dtype.param<dtype::Quantized8Asymm>().zero_point; \ | |||
DEFINE_OP(_OP); \ | |||
impl::KernCaller<_BIAS, decltype(op), _block_m, _block_n>::run( \ | |||
packA, packB, M, N, K, C, LDC, is_first_k, op, bias, \ | |||
workspace, zp_A, zp_B); \ | |||
#define KERN(_block_m, _block_n, _dot, _suffix, _bias, _BIAS, _nonline, \ | |||
_OP) \ | |||
void gemm_u8_##_block_m##x##_block_n##_suffix##_##_bias##_##_nonline:: \ | |||
kern(const dt_uint8* packA, const dt_uint8* packB, size_t M, \ | |||
size_t N, size_t K, dt_uint8* C, size_t LDC, bool is_first_k, \ | |||
const dt_int32* bias, dt_int32* workspace) const { \ | |||
float scale_A = A_dtype.param<dtype::Quantized8Asymm>().scale; \ | |||
uint8_t zp_A = A_dtype.param<dtype::Quantized8Asymm>().zero_point; \ | |||
float scale_B = B_dtype.param<dtype::Quantized8Asymm>().scale; \ | |||
uint8_t zp_B = B_dtype.param<dtype::Quantized8Asymm>().zero_point; \ | |||
float scale_C = C_dtype.param<dtype::Quantized8Asymm>().scale; \ | |||
uint8_t zp_C = C_dtype.param<dtype::Quantized8Asymm>().zero_point; \ | |||
DEFINE_OP(_OP); \ | |||
impl::KernCaller<_BIAS, decltype(op), _block_m, _block_n, _dot>::run( \ | |||
packA, packB, M, N, K, C, LDC, is_first_k, op, bias, \ | |||
workspace, zp_A, zp_B); \ | |||
} | |||
#define DEFINE_OP(_Op) \ | |||
arm_common::_Op<dt_qint32, dt_quint8> op(scale_A* scale_B, scale_C, zp_C); | |||
KERN(8, 8, nobias, BiasMode::NO_BIAS, identity, TypeCvtOp) | |||
KERN(8, 8, nobias, BiasMode::NO_BIAS, relu, ReluOp) | |||
KERN(8, 8, nobias, BiasMode::NO_BIAS, hswish, HSwishOp) | |||
#if MGB_ENABLE_DOT | |||
KERN(8, 8, true, _dot, nobias, BiasMode::NO_BIAS, identity, TypeCvtOp) | |||
KERN(8, 8, true, _dot, nobias, BiasMode::NO_BIAS, relu, ReluOp) | |||
KERN(8, 8, true, _dot, nobias, BiasMode::NO_BIAS, hswish, HSwishOp) | |||
#endif | |||
KERN(8, 8, false, _nodot, nobias, BiasMode::NO_BIAS, identity, TypeCvtOp) | |||
KERN(8, 8, false, _nodot, nobias, BiasMode::NO_BIAS, relu, ReluOp) | |||
KERN(8, 8, false, _nodot, nobias, BiasMode::NO_BIAS, hswish, HSwishOp) | |||
#undef DEFINE_OP | |||
#define DEFINE_OP(_Op) \ | |||
arm_common::_Op<dt_qint32, dt_quint8> op(scale_A* scale_B, \ | |||
scale_A* scale_B, scale_C, zp_C); | |||
KERN(8, 8, bias_channel, BiasMode::BROADCAST_CHANNEL_BIAS, identity, AddOp) | |||
KERN(8, 8, bias_channel, BiasMode::BROADCAST_CHANNEL_BIAS, relu, FuseAddReluOp) | |||
KERN(8, 8, bias_channel, BiasMode::BROADCAST_CHANNEL_BIAS, hswish, | |||
FuseAddHSwishOp) | |||
#if MGB_ENABLE_DOT | |||
KERN(8, 8, true, _dot, bias_channel, BiasMode::BROADCAST_CHANNEL_BIAS, identity, AddOp) | |||
KERN(8, 8, true, _dot, bias_channel, BiasMode::BROADCAST_CHANNEL_BIAS, relu, FuseAddReluOp) | |||
KERN(8, 8, true, _dot, bias_channel, BiasMode::BROADCAST_CHANNEL_BIAS, hswish, FuseAddHSwishOp) | |||
#endif | |||
KERN(8, 8, false, _nodot, bias_channel, BiasMode::BROADCAST_CHANNEL_BIAS, identity, AddOp) | |||
KERN(8, 8, false, _nodot, bias_channel, BiasMode::BROADCAST_CHANNEL_BIAS, relu, FuseAddReluOp) | |||
KERN(8, 8, false, _nodot, bias_channel, BiasMode::BROADCAST_CHANNEL_BIAS, hswish, FuseAddHSwishOp) | |||
#undef DEFINE_OP | |||
#undef KERN | |||
@@ -15,30 +15,46 @@ namespace megdnn { | |||
namespace aarch64 { | |||
namespace matmul { | |||
#if __ARM_FEATURE_DOTPROD | |||
#if MGB_ENABLE_DOT | |||
MEGDNN_REG_GEMM_STRATEGY_WITH_WRITEBACK(dt_uint8, dt_uint8, dt_int32, 8, 8, 4, | |||
false, true, | |||
gemm_u8_8x8_nobias_identity); | |||
#else | |||
gemm_u8_8x8_dot_nobias_identity); | |||
MEGDNN_REG_GEMM_STRATEGY_WITH_SUPER(gemm_u8_8x8_dot_nobias_relu, | |||
gemm_u8_8x8_dot_nobias_identity); | |||
MEGDNN_REG_GEMM_STRATEGY_WITH_SUPER(gemm_u8_8x8_dot_nobias_hswish, | |||
gemm_u8_8x8_dot_nobias_identity); | |||
MEGDNN_REG_GEMM_STRATEGY_WITH_SUPER(gemm_u8_8x8_dot_bias_channel_identity, | |||
gemm_u8_8x8_dot_nobias_identity); | |||
MEGDNN_REG_GEMM_STRATEGY_WITH_SUPER(gemm_u8_8x8_dot_bias_channel_relu, | |||
gemm_u8_8x8_dot_nobias_identity); | |||
MEGDNN_REG_GEMM_STRATEGY_WITH_SUPER(gemm_u8_8x8_dot_bias_channel_hswish, | |||
gemm_u8_8x8_dot_nobias_identity); | |||
#endif | |||
MEGDNN_REG_GEMM_STRATEGY_WITH_WRITEBACK(dt_uint8, dt_uint8, dt_int32, 8, 8, 8, | |||
false, true, | |||
gemm_u8_8x8_nobias_identity); | |||
#endif | |||
gemm_u8_8x8_nodot_nobias_identity); | |||
MEGDNN_REG_GEMM_STRATEGY_WITH_SUPER(gemm_u8_8x8_nobias_relu, | |||
gemm_u8_8x8_nobias_identity); | |||
MEGDNN_REG_GEMM_STRATEGY_WITH_SUPER(gemm_u8_8x8_nodot_nobias_relu, | |||
gemm_u8_8x8_nodot_nobias_identity); | |||
MEGDNN_REG_GEMM_STRATEGY_WITH_SUPER(gemm_u8_8x8_nobias_hswish, | |||
gemm_u8_8x8_nobias_identity); | |||
MEGDNN_REG_GEMM_STRATEGY_WITH_SUPER(gemm_u8_8x8_nodot_nobias_hswish, | |||
gemm_u8_8x8_nodot_nobias_identity); | |||
MEGDNN_REG_GEMM_STRATEGY_WITH_SUPER(gemm_u8_8x8_bias_channel_identity, | |||
gemm_u8_8x8_nobias_identity); | |||
MEGDNN_REG_GEMM_STRATEGY_WITH_SUPER(gemm_u8_8x8_nodot_bias_channel_identity, | |||
gemm_u8_8x8_nodot_nobias_identity); | |||
MEGDNN_REG_GEMM_STRATEGY_WITH_SUPER(gemm_u8_8x8_bias_channel_relu, | |||
gemm_u8_8x8_nobias_identity); | |||
MEGDNN_REG_GEMM_STRATEGY_WITH_SUPER(gemm_u8_8x8_nodot_bias_channel_relu, | |||
gemm_u8_8x8_nodot_nobias_identity); | |||
MEGDNN_REG_GEMM_STRATEGY_WITH_SUPER(gemm_u8_8x8_bias_channel_hswish, | |||
gemm_u8_8x8_nobias_identity); | |||
MEGDNN_REG_GEMM_STRATEGY_WITH_SUPER(gemm_u8_8x8_nodot_bias_channel_hswish, | |||
gemm_u8_8x8_nodot_nobias_identity); | |||
} // namespace matmul | |||
@@ -24,9 +24,6 @@ | |||
#include "src/common/utils.h" | |||
#include "src/fallback/matrix_mul/gemm_impl.h" | |||
#if MGB_ENABLE_CPUINFO | |||
#include "cpuinfo.h" | |||
#endif | |||
#include "midout.h" | |||
MIDOUT_DECL(megdnn_aarch64_matmul_kern) | |||
@@ -394,7 +391,7 @@ MatrixMulImpl::kern_t MatrixMulImpl::AlgoF16MK8_8x8::get_kern( | |||
#endif | |||
#if __ARM_FEATURE_DOTPROD | |||
#if MGB_ENABLE_DOT | |||
/* ==================== Int8x8x32 K8x12x4 Dotprod algo ==================== */ | |||
namespace { | |||
void int8x8x32_k8x12x4_dotprod_kern( | |||
@@ -422,6 +419,9 @@ void int8x8x32_k8x12x4_dotprod_kern( | |||
bool MatrixMulImpl::AlgoInt8x8x32K8x12x4DotProd::usable( | |||
const KernSizeParam& kern_size_param) const { | |||
if (!cpuinfo_has_arm_neon_dot()){ | |||
return false; | |||
} | |||
return can_be_treated_as_int8x8x32(kern_size_param); | |||
} | |||
@@ -484,6 +484,11 @@ void int8x8x32_mk4_8x12x4_dotprod_kern( | |||
bool MatrixMulImpl::AlgoInt8x8x32MK4_8x12x4DotProd::usable( | |||
const KernSizeParam& kern_size_param) const { | |||
if (!cpuinfo_has_arm_neon_dot()){ | |||
return false; | |||
} | |||
return kern_size_param.A_type.enumv() == kern_size_param.B_type.enumv() && | |||
(kern_size_param.A_type.enumv() == DTypeEnum::Int8 || | |||
kern_size_param.A_type.enumv() == DTypeEnum::QuantizedS8) && | |||
@@ -527,7 +532,7 @@ MEGDNN_REG_GEMM_FUNC_FOR_IM2COL_IMPL(AlgoInt8x8x32MK4_8x12x4DotProd, | |||
aarch64::matmul::gemm_mk4_s8_8x12, int8_t, | |||
int32_t, AlgoDataType::QINT8X8X32, | |||
MK4_DOT); | |||
#else | |||
#endif | |||
/* ===================== Int8x8x32 MK4 4x4x16 algo ===================== */ | |||
namespace { | |||
@@ -727,7 +732,6 @@ MEGDNN_REG_GEMM_FUNC_FOR_IM2COL_IMPL(AlgoInt8x8x32K8x8x8, | |||
aarch64::matmul::gemm_s8_8x8, int8_t, | |||
int32_t, AlgoDataType::QINT8X8X32, | |||
DEFAULT); | |||
#endif | |||
/* ===================== Int8x8x16 K8x8x8 algo ===================== */ | |||
namespace { | |||
@@ -1151,7 +1155,7 @@ MatrixMulImpl::kern_t MatrixMulImpl::AlgoInt16x16x32MK8_8x8::get_kern( | |||
return kern_mk8_8x8; | |||
} | |||
#if __ARM_FEATURE_DOTPROD | |||
#if MGB_ENABLE_DOT | |||
/* ==================== Quint8 K8x8x4 Dotprod algo ==================== */ | |||
namespace { | |||
void quint8_k8x8x4_dotprod_kern(const MatrixMulImpl::KernParam& kern_param) { | |||
@@ -1166,8 +1170,8 @@ void quint8_k8x8x4_dotprod_kern(const MatrixMulImpl::KernParam& kern_param) { | |||
Bptr = kern_param.B<dt_uint8>(); | |||
auto Cptr = kern_param.C<dt_int32>(); | |||
aarch64::matmul::gemm_u8_8x8 strategy(M, N, K, A_type, B_type, C_type); | |||
megdnn::matmul::GemmInterleaved<aarch64::matmul::gemm_u8_8x8>( | |||
aarch64::matmul::gemm_u8_8x8_dot strategy(M, N, K, A_type, B_type, C_type); | |||
megdnn::matmul::GemmInterleaved<aarch64::matmul::gemm_u8_8x8_dot>( | |||
M, N, K, trA, trB, strategy) | |||
.execute(Aptr, LDA, Bptr, LDB, Cptr, LDC, | |||
kern_param.workspace_ptr); | |||
@@ -1178,6 +1182,9 @@ void quint8_k8x8x4_dotprod_kern(const MatrixMulImpl::KernParam& kern_param) { | |||
bool MatrixMulImpl::AlgoQuint8K8x8x4DotProd::usable( | |||
const KernSizeParam& kern_size_param) const { | |||
if (!cpuinfo_has_arm_neon_dot()){ | |||
return false; | |||
} | |||
return kern_size_param.A_type.enumv() == DTypeEnum::Quantized8Asymm && | |||
kern_size_param.B_type.enumv() == DTypeEnum::Quantized8Asymm && | |||
kern_size_param.C_type.enumv() == DTypeEnum::QuantizedS32 && | |||
@@ -1195,8 +1202,8 @@ size_t MatrixMulImpl::AlgoQuint8K8x8x4DotProd::get_workspace( | |||
auto A_type = kern_size_param.A_type, B_type = kern_size_param.B_type, | |||
C_type = kern_size_param.C_type; | |||
aarch64::matmul::gemm_u8_8x8 strategy(M, N, K, A_type, B_type, C_type); | |||
return megdnn::matmul::GemmInterleaved<aarch64::matmul::gemm_u8_8x8>( | |||
aarch64::matmul::gemm_u8_8x8_dot strategy(M, N, K, A_type, B_type, C_type); | |||
return megdnn::matmul::GemmInterleaved<aarch64::matmul::gemm_u8_8x8_dot>( | |||
M, N, K, trA, trB, strategy) | |||
.get_workspace_size(); | |||
} | |||
@@ -1212,7 +1219,7 @@ MatrixMulImpl::kern_t MatrixMulImpl::AlgoQuint8K8x8x4DotProd::get_kern( | |||
MEGDNN_REG_GEMM_FUNC_FOR_IM2COL_IMPL(AlgoQuint8K8x8x4DotProd, | |||
megdnn_aarch64_matmul_kern, | |||
"AlgoQuint8K8x8x4DotProdImpl"_hash, | |||
aarch64::matmul::gemm_u8_8x8, uint8_t, | |||
aarch64::matmul::gemm_u8_8x8_dot, uint8_t, | |||
int32_t, AlgoDataType::QUINT8X8X32, | |||
DEFAULT); | |||
/* ===================== Quint8 Gemv DotProd algo ===================== */ | |||
@@ -1238,6 +1245,9 @@ void quint8_gemv_dotprod_kern(const MatrixMulImpl::KernParam& kern_param) { | |||
bool MatrixMulImpl::AlgoQuint8GemvDotProd::usable( | |||
const KernSizeParam& kern_size_param) const { | |||
if (!cpuinfo_has_arm_neon_dot()){ | |||
return false; | |||
} | |||
return kern_size_param.A_type.enumv() == DTypeEnum::Quantized8Asymm && | |||
kern_size_param.B_type.enumv() == DTypeEnum::Quantized8Asymm && | |||
kern_size_param.C_type.enumv() == DTypeEnum::QuantizedS32 && | |||
@@ -1257,7 +1267,7 @@ MatrixMulImpl::kern_t MatrixMulImpl::AlgoQuint8GemvDotProd::get_kern( | |||
const KernSizeParam&) const { | |||
return quint8_gemv_dotprod_kern; | |||
} | |||
#else | |||
#endif | |||
/* ===================== Quint8 K8x8x8 algo ===================== */ | |||
namespace { | |||
@@ -1322,7 +1332,6 @@ MEGDNN_REG_GEMM_FUNC_FOR_IM2COL_IMPL(AlgoQuint8K8x8x8, | |||
aarch64::matmul::gemm_u8_8x8, uint8_t, | |||
int32_t, AlgoDataType::QUINT8X8X32, | |||
DEFAULT); | |||
#endif | |||
/* ===================== Int8x8x16 K8x8x8 algo ===================== */ | |||
namespace { | |||
@@ -111,7 +111,7 @@ public: | |||
#endif | |||
#if __ARM_FEATURE_DOTPROD | |||
#if MGB_ENABLE_DOT | |||
class MatrixMulImpl::AlgoInt8x8x32K8x12x4DotProd final : public AlgoBase { | |||
public: | |||
AlgoAttribute attribute() const override { | |||
@@ -141,7 +141,7 @@ public: | |||
MEGDNN_REG_GEMM_FUNC_FOR_IM2COL(); | |||
MEGDNN_DECL_ALGO_TYPE(AARCH64_INT8X8X32_MK4_8X12X4_DOTPROD) | |||
}; | |||
#else | |||
#endif | |||
class MatrixMulImpl::AlgoInt8x8x32MK4_4x4x16 final : public AlgoBase { | |||
public: | |||
@@ -187,7 +187,6 @@ public: | |||
MEGDNN_REG_GEMM_FUNC_FOR_IM2COL(); | |||
MEGDNN_DECL_ALGO_TYPE(AARCH64_INT8X8X32_K8X8X8) | |||
}; | |||
#endif | |||
class MatrixMulImpl::AlgoInt8x8x16K8x8x8 final : public AlgoBase { | |||
public: | |||
@@ -313,7 +312,7 @@ public: | |||
MEGDNN_DECL_ALGO_TYPE(AARCH64_INT16X16X32_MK8_8X8) | |||
}; | |||
#if __ARM_FEATURE_DOTPROD | |||
#if MGB_ENABLE_DOT | |||
class MatrixMulImpl::AlgoQuint8K8x8x4DotProd final : public AlgoBase { | |||
public: | |||
AlgoAttribute attribute() const override { | |||
@@ -328,7 +327,6 @@ public: | |||
MEGDNN_REG_GEMM_FUNC_FOR_IM2COL(); | |||
MEGDNN_DECL_ALGO_TYPE(AARCH64_QUINT8_K8X8X4_DOTPROD) | |||
}; | |||
class MatrixMulImpl::AlgoQuint8GemvDotProd final : public AlgoBase { | |||
public: | |||
AlgoAttribute attribute() const override { | |||
@@ -344,8 +342,7 @@ public: | |||
MEGDNN_OVERRIDE_MATMUL_DESC(8, 16, 1, 2, AlgoDataType::QUINT8X8X32, DEFAULT) | |||
MEGDNN_DECL_ALGO_TYPE(AARCH64_QUINT8_GEMV_DOTPROD) | |||
}; | |||
#else | |||
#endif | |||
class MatrixMulImpl::AlgoQuint8K8x8x8 final : public AlgoBase { | |||
public: | |||
AlgoAttribute attribute() const override { | |||
@@ -358,7 +355,6 @@ public: | |||
MEGDNN_REG_GEMM_FUNC_FOR_IM2COL(); | |||
MEGDNN_DECL_ALGO_TYPE(AARCH64_QUINT8_K8X8X8) | |||
}; | |||
#endif | |||
} // namespace aarch64 | |||
} // namespace megdnn | |||
@@ -20,9 +20,6 @@ | |||
#include "src/aarch64/matrix_mul/fp32/strategy.h" | |||
#include "src/common/utils.h" | |||
#if MGB_ENABLE_CPUINFO | |||
#include "cpuinfo.h" | |||
#endif | |||
using namespace megdnn; | |||
using namespace aarch64; | |||
@@ -9,7 +9,6 @@ | |||
* "AS IS" BASIS, WITHOUT ARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. | |||
*/ | |||
#if !(__ARM_FEATURE_DOTPROD) | |||
#include "src/aarch64/matrix_mul/asm/common.h" | |||
#include "src/arm_common/simd_macro/marm_neon.h" | |||
@@ -851,6 +850,5 @@ static void gemm_s8_4x4_pack_B_n(dt_int8* out, const dt_int8* in, int ldin, | |||
} // namespace matmul_4x4x16 | |||
} // namespace aarch64 | |||
} // namespace megdnn | |||
#endif | |||
// vim: syntax=cpp.doxygen |
@@ -9,7 +9,6 @@ | |||
* "AS IS" BASIS, WITHOUT ARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. | |||
*/ | |||
#if !(__ARM_FEATURE_DOTPROD) | |||
#include "src/aarch64/matrix_mul/asm/common.h" | |||
#include "src/arm_common/simd_macro/marm_neon.h" | |||
@@ -1372,4 +1371,3 @@ static void gemm_s8_8x8_transpose_pack_B_n(int8_t* outptr, const int8_t* inptr, | |||
} // namespace megdnn | |||
// vim: syntax=cpp.doxygen | |||
#endif |
@@ -10,8 +10,6 @@ | |||
* implied. | |||
*/ | |||
#include <cstring> | |||
#if !(__ARM_FEATURE_DOTPROD) | |||
#include "src/aarch64/matrix_mul/asm/common.h" | |||
#include "src/arm_common/simd_macro/marm_neon.h" | |||
@@ -887,6 +885,5 @@ static void gemm_mk4_s8_4x4_pack_B(dt_int8* out, const dt_int8* in, int ldin, | |||
} // namespace matmul_4x4x16 | |||
} // namespace aarch64 | |||
} // namespace megdnn | |||
#endif | |||
// vim: syntax=cpp.doxygen |
@@ -9,7 +9,6 @@ | |||
* "AS IS" BASIS, WITHOUT ARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. | |||
*/ | |||
#if !(__ARM_FEATURE_DOTPROD) | |||
#include "src/aarch64/matrix_mul/int8/strategy.h" | |||
#include "src/aarch64/matrix_mul/asm/common.h" | |||
#include "src/aarch64/matrix_mul/int8/kernel_4x4x16.h" | |||
@@ -105,7 +104,6 @@ void gemm_s8_4x4::kern(const dt_int8* packA, const dt_int8* packB, size_t M, | |||
packA += K4; | |||
} | |||
} | |||
///////////////////////// gemm_mk4_s8_4x4 //////////////////////////////////// | |||
MEGDNN_REG_GEMM_STRATEGY_IMPL(gemm_mk4_s8_4x4); | |||
@@ -258,6 +256,5 @@ void gemm_s8_8x8::kern(const dt_int8* packA, const dt_int8* packB, size_t M, | |||
packA += K4; | |||
} | |||
} | |||
#endif | |||
// vim: syntax=cpp.doxygen |
@@ -10,7 +10,6 @@ | |||
*/ | |||
#pragma once | |||
#if !(__ARM_FEATURE_DOTPROD) | |||
#include "src/fallback/matrix_mul/gemm_common.h" | |||
namespace megdnn { | |||
@@ -30,5 +29,4 @@ MEGDNN_REG_GEMM_STRATEGY(dt_int8, dt_int32, dt_int32, 8, 8, 8, false, true, | |||
} // namespace aarch64 | |||
} // namespace megdnn | |||
#endif | |||
// vim: syntax=cpp.doxygen |
@@ -9,8 +9,7 @@ | |||
* "AS IS" BASIS, WITHOUT ARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. | |||
*/ | |||
#if __ARM_FEATURE_DOTPROD | |||
#if MGB_ENABLE_DOT | |||
#include "src/aarch64/matrix_mul/asm/common.h" | |||
#include "src/arm_common/simd_macro/marm_neon.h" | |||
@@ -50,7 +49,9 @@ namespace matmul_8x12x4 { | |||
* same, I test in kirin980 with small and big core, here i just keep both the | |||
* implementation. | |||
*/ | |||
#if 1 | |||
MEGDNN_ATTRIBUTE_TARGET("dotprod") | |||
static void kern_8x12(const int8_t* packA, const int8_t* packB, int K, | |||
int32_t* output, int LDC, bool is_first_k) { | |||
K /= 4; | |||
@@ -408,6 +409,7 @@ static void kern_8x12(const int8_t* packA, const int8_t* packB, int K, | |||
); | |||
} | |||
#else | |||
MEGDNN_ATTRIBUTE_TARGET("dotprod") | |||
static void kern_8x12(const int8_t* packA, const int8_t* packB, int K, | |||
int32_t* output, int LDC, bool is_first_k) { | |||
K /= 4; | |||
@@ -650,7 +652,7 @@ static void kern_8x12(const int8_t* packA, const int8_t* packB, int K, | |||
// +-------+-------+ - - - - +--------+--------+--------+ | |||
// | |||
// Accumulator | |||
MEGDNN_ATTRIBUTE_TARGET("dotprod") | |||
static void kern_4x12(const int8_t* packA, const int8_t* packB, int K, | |||
int32_t* output, int LDC, bool is_first_k, int m_remain) { | |||
K /= 4; | |||
@@ -837,7 +839,7 @@ static void kern_4x12(const int8_t* packA, const int8_t* packB, int K, | |||
// +-------+-------+ - - - - +---------+ | |||
// | |||
// Accumulator | |||
MEGDNN_ATTRIBUTE_TARGET("dotprod") | |||
static void kern_8x4(const int8_t* packA, const int8_t* packB, int K, | |||
int32_t* output, int LDC, bool is_first_k, int n_remain) { | |||
K /= 4; | |||
@@ -1038,7 +1040,7 @@ static void kern_8x4(const int8_t* packA, const int8_t* packB, int K, | |||
// +-------+-------+ - - - - +--------+ | |||
// | |||
// Accumulator | |||
MEGDNN_ATTRIBUTE_TARGET("dotprod") | |||
static void kern_4x4(const int8_t* packA, const int8_t* packB, int K, | |||
int32_t* output, int LDC, bool is_first_k, int m_remain, | |||
int n_remain) { | |||
@@ -10,8 +10,7 @@ | |||
* implied. | |||
*/ | |||
#if __ARM_FEATURE_DOTPROD | |||
#if MGB_ENABLE_DOT | |||
#include "src/aarch64/matrix_mul/asm/common.h" | |||
#include "src/arm_common/simd_macro/marm_neon.h" | |||
@@ -40,6 +39,7 @@ namespace matmul_mk4_8x12x4 { | |||
// | |||
// Accumulator | |||
MEGDNN_ATTRIBUTE_TARGET("dotprod") | |||
static void kern_8x12(const int8_t* packA, const int8_t* packB, int K, | |||
int32_t* output, int LDC, bool is_first_k) { | |||
K /= 4; | |||
@@ -60,7 +60,6 @@ static void kern_8x12(const int8_t* packA, const int8_t* packB, int K, | |||
int32_t* outptr0 = output; | |||
int32_t* outptr1; | |||
asm volatile ( | |||
// load accumulator C | |||
"add %[outptr1], %[outptr0], %x[LDC]\n" | |||
@@ -397,6 +396,7 @@ static void kern_8x12(const int8_t* packA, const int8_t* packB, int K, | |||
// | |||
// Accumulator | |||
MEGDNN_ATTRIBUTE_TARGET("dotprod") | |||
static void kern_4x12(const int8_t* packA, const int8_t* packB, int K, | |||
int32_t* output, int LDC, bool is_first_k) { | |||
K /= 4; | |||
@@ -543,6 +543,7 @@ static void kern_4x12(const int8_t* packA, const int8_t* packB, int K, | |||
// +--------+--------+ - - - - +------------+ | |||
// Accumulator | |||
MEGDNN_ATTRIBUTE_TARGET("dotprod") | |||
static void kern_8x4(const int8_t* packA, const int8_t* packB, int K, | |||
int32_t* output, int LDC, bool is_first_k, int n_remain) { | |||
K /= 4; | |||
@@ -718,6 +719,7 @@ static void kern_8x4(const int8_t* packA, const int8_t* packB, int K, | |||
// +--------+--------+ - - - - +------------+ | |||
// Accumulator | |||
MEGDNN_ATTRIBUTE_TARGET("dotprod") | |||
static void kern_4x4(const int8_t* packA, const int8_t* packB, int K, | |||
int32_t* output, int LDC, bool is_first_k, int n_remain) { | |||
K /= 4; | |||
@@ -928,6 +930,5 @@ static void gemm_mk4_s8_8x12_pack_B(dt_int8* out, const dt_int8* in, int ldin, | |||
} // namespace matmul_mk4_8x12x4 | |||
} // namespace aarch64 | |||
} // namespace megdnn | |||
#endif | |||
// vim: syntax=cpp.doxygen |
@@ -10,13 +10,13 @@ | |||
*/ | |||
#include "src/aarch64/matrix_mul/int8_dot/strategy.h" | |||
#if MGB_ENABLE_DOT | |||
#include "src/aarch64/matrix_mul/asm/common.h" | |||
#include "src/arm_common/simd_macro/marm_neon.h" | |||
#include "src/common/utils.h" | |||
#include "src/aarch64/matrix_mul/int8_dot/kernel_8x12x4.h" | |||
#include "src/aarch64/matrix_mul/int8_dot/kernel_mk4_8x12x4.h" | |||
#if __ARM_FEATURE_DOTPROD | |||
using namespace megdnn; | |||
using namespace aarch64; | |||
using namespace aarch64::matmul; | |||
@@ -11,7 +11,7 @@ | |||
#pragma once | |||
#include "src/fallback/matrix_mul/gemm_common.h" | |||
#if __ARM_FEATURE_DOTPROD | |||
#if MGB_ENABLE_DOT | |||
namespace megdnn { | |||
namespace aarch64 { | |||
namespace matmul { | |||
@@ -27,14 +27,13 @@ class MatrixMulImpl::AlgoPack : NonCopyableObj { | |||
AlgoF16K8x24x1 f16_k8x24x1; | |||
AlgoF16MK8_8x8 f16_mk8_8x8; | |||
#endif | |||
#if __ARM_FEATURE_DOTPROD | |||
#if MGB_ENABLE_DOT | |||
AlgoInt8x8x32K8x12x4DotProd int8x8x32_k8x12x4_dotprod; | |||
AlgoInt8x8x32MK4_8x12x4DotProd int8x8x32_mk4_8x12x4_dotprod; | |||
#else | |||
#endif | |||
AlgoInt8x8x32MK4_4x4x16 int8x8x32_mk4_4x4x16; | |||
AlgoInt8x8x32K4x4x16 int8x8x32_k4x4x16; | |||
AlgoInt8x8x32K8x8x8 int8x8x32_k8x8x8; | |||
#endif | |||
AlgoInt8x8x16K8x8x8 int8x8x16_k8x8x8; | |||
AlgoInt8x8x16K4x4x16 int8x8x16_k4x4x16; | |||
AlgoInt8x8x16MK4_16x12x4 int8x8x16_mk4_16x12x4; | |||
@@ -44,12 +43,11 @@ class MatrixMulImpl::AlgoPack : NonCopyableObj { | |||
AlgoInt16x16x32K12x8x1 int16x16x32_k12x8x1; | |||
AlgoInt16x16x32MK8_8x8 int16x16x32_mk8_8x8; | |||
#if __ARM_FEATURE_DOTPROD | |||
#if MGB_ENABLE_DOT | |||
AlgoQuint8K8x8x4DotProd quint8_k8x8x4_dotprod; | |||
AlgoQuint8GemvDotProd quint8_gemv_dotprod; | |||
#else | |||
AlgoQuint8K8x8x8 quint8_k8x8x8; | |||
#endif | |||
AlgoQuint8K8x8x8 quint8_k8x8x8; | |||
AlgoInt4x4x16K8x8x8 int4x4x16_k8x8x8; | |||
SmallVector<fallback::MatrixMulImpl::AlgoBase*> m_all_algos; | |||
@@ -66,14 +64,13 @@ public: | |||
m_all_algos.emplace_back(&f16_k8x24x1); | |||
m_all_algos.emplace_back(&f16_mk8_8x8); | |||
#endif | |||
#if __ARM_FEATURE_DOTPROD | |||
#if MGB_ENABLE_DOT | |||
m_all_algos.emplace_back(&int8x8x32_k8x12x4_dotprod); | |||
m_all_algos.emplace_back(&int8x8x32_mk4_8x12x4_dotprod); | |||
#else | |||
#endif | |||
m_all_algos.emplace_back(&int8x8x32_k4x4x16); | |||
m_all_algos.emplace_back(&int8x8x32_k8x8x8); | |||
m_all_algos.emplace_back(&int8x8x32_mk4_4x4x16); | |||
#endif | |||
m_all_algos.emplace_back(&int8x8x16_k4x4x16); | |||
m_all_algos.emplace_back(&int8x8x16_k8x8x8); | |||
m_all_algos.emplace_back(&int8x8x16_mk4_k8x8x8); | |||
@@ -82,12 +79,11 @@ public: | |||
m_all_algos.emplace_back(&int16x16x32_k12x8x1); | |||
m_all_algos.emplace_back(&int16x16x32_mk8_8x8); | |||
#if __ARM_FEATURE_DOTPROD | |||
#if MGB_ENABLE_DOT | |||
m_all_algos.emplace_back(&quint8_gemv_dotprod); | |||
m_all_algos.emplace_back(&quint8_k8x8x4_dotprod); | |||
#else | |||
m_all_algos.emplace_back(&quint8_k8x8x8); | |||
#endif | |||
m_all_algos.emplace_back(&quint8_k8x8x8); | |||
m_all_algos.emplace_back(&int4x4x16_k8x8x8); | |||
for (auto&& algo : m_all_algos) { | |||
@@ -41,16 +41,15 @@ private: | |||
class AlgoF16MK8_8x8; // Aarch64 F16 Format MK8 block 16x8 | |||
#endif | |||
#if __ARM_FEATURE_DOTPROD | |||
#if MGB_ENABLE_DOT | |||
class AlgoInt8x8x32K8x12x4DotProd; // Aarch64 Int8x8x32 Kernel | |||
// 8x12x4 DotProduct | |||
class AlgoInt8x8x32MK4_8x12x4DotProd; // Aarch64 nchw44 Int8x8x32 Kernel | |||
// 8x12x4 DotProduct | |||
#else | |||
#endif | |||
class AlgoInt8x8x32MK4_4x4x16; // Aarch64 nchw44 Int8x8x32 Kernel 4x4x16 | |||
class AlgoInt8x8x32K4x4x16; // Aarch64 Int8x8x32 Kernel 4x4x16 | |||
class AlgoInt8x8x32K8x8x8; // Aarch64 Int8x8x32 Kernel 8x8x8 | |||
#endif | |||
class AlgoInt8x8x16K8x8x8; // Aarch64 Int8x8x16 Kernel 8x8x8 | |||
class AlgoInt8x8x16K4x4x16; // Aarch64 Int8x8x16 Kernel 4x4x16 | |||
class AlgoInt8x8x16MK4_16x12x4; // Aarch64 Int8x8x16 Kernel 16x12x16 | |||
@@ -59,13 +58,12 @@ private: | |||
class AlgoInt16x16x32K12x8x1; // Aarch64 Int16x16x32 Kernel 12x8x1 | |||
class AlgoInt16x16x32MK8_8x8; // Aarch64 Int16x16x32 Format MK8 block 8x8 | |||
#if __ARM_FEATURE_DOTPROD | |||
#if MGB_ENABLE_DOT | |||
class AlgoQuint8K8x8x4DotProd; // Aarch64 Quint8 Kernel | |||
// 8x8x4 DotProduct | |||
class AlgoQuint8GemvDotProd; // Aarch64 Quint8 Gemv DotProduct | |||
#else | |||
class AlgoQuint8K8x8x8; // Aarch64 Quint8 Kernel 8x8x8 | |||
#endif | |||
class AlgoQuint8K8x8x8; // Aarch64 Quint8 Kernel 8x8x8 | |||
class AlgoInt8x8x16MK4_K8x8x8; // Aarch64 Int8x8x16 Kernel 4x4x16 | |||
class AlgoInt4x4x16K8x8x8; // Aarch64 Int4x4x16 Kernel 4x4x16 | |||
class AlgoPack; | |||
@@ -9,7 +9,6 @@ | |||
* "AS IS" BASIS, WITHOUT ARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. | |||
*/ | |||
#if !(__ARM_FEATURE_DOTPROD) | |||
#include "src/aarch64/matrix_mul/asm/common.h" | |||
#include "src/arm_common/simd_macro/marm_neon.h" | |||
@@ -1395,4 +1394,3 @@ static void gemm_u8_8x8_transpose_pack_B_n(dt_uint8* outptr, | |||
} // namespace megdnn | |||
// vim: syntax=cpp.doxygen | |||
#endif |
@@ -9,7 +9,6 @@ | |||
* "AS IS" BASIS, WITHOUT ARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. | |||
*/ | |||
#if !(__ARM_FEATURE_DOTPROD) | |||
#include "src/aarch64/matrix_mul/quint8/strategy.h" | |||
#include "src/aarch64/matrix_mul/asm/common.h" | |||
#include "src/aarch64/matrix_mul/quint8/kernel_8x8x8.h" | |||
@@ -108,6 +107,5 @@ void gemm_u8_8x8::kern(const dt_uint8* packA, const dt_uint8* packB, size_t M, | |||
packA += K4; | |||
} | |||
} | |||
#endif | |||
// vim: syntax=cpp.doxygen |
@@ -10,7 +10,6 @@ | |||
*/ | |||
#pragma once | |||
#if !(__ARM_FEATURE_DOTPROD) | |||
#include "src/fallback/matrix_mul/gemm_common.h" | |||
namespace megdnn { | |||
@@ -23,6 +22,5 @@ MEGDNN_REG_GEMM_STRATEGY(dt_uint8, dt_int32, dt_int32, 8, 8, 8, false, true, | |||
} // namespace matmul | |||
} // namespace aarch64 | |||
} // namespace megdnn | |||
#endif | |||
// vim: syntax=cpp.doxygen |
@@ -10,15 +10,13 @@ | |||
*/ | |||
#include "src/aarch64/matrix_mul/quint8_dot/gemv.h" | |||
#include <cstddef> | |||
#if MGB_ENABLE_DOT | |||
#include "src/arm_common/simd_macro/marm_neon.h" | |||
#include "src/common/utils.h" | |||
#include "src/common/unroll_macro.h" | |||
#if __ARM_FEATURE_DOTPROD | |||
namespace { | |||
MEGDNN_ATTRIBUTE_TARGET("dotprod") | |||
void gemv_naive_n(const uint8_t* __restrict A, const uint8_t* __restrict B, | |||
int32_t* __restrict C, size_t M, size_t N, size_t K, | |||
size_t Astride, size_t Bstride, size_t Cstride, | |||
@@ -146,7 +144,6 @@ void gemv_naive_n(const uint8_t* __restrict A, const uint8_t* __restrict B, | |||
acc[0] + acc[1] + acc[2] + acc[3] + zAB - acc_zA - acc_zB; | |||
} | |||
} | |||
} // namespace | |||
bool megdnn::aarch64::matmul::is_gemv_like_preferred_quint8( | |||
@@ -171,7 +168,5 @@ void megdnn::aarch64::matmul::gemv_like_quint8( | |||
return gemv_naive_n(A, B, C, M, N, K, Astride, Bstride, Cstride, | |||
zero_point_A, zero_point_B); | |||
} | |||
#endif | |||
// vim: syntax=cpp.doxygen |
@@ -10,10 +10,9 @@ | |||
*/ | |||
#pragma once | |||
#include <cstddef> | |||
#include <cstdint> | |||
#include "src/common/utils.h" | |||
#if __ARM_FEATURE_DOTPROD | |||
#if MGB_ENABLE_DOT | |||
namespace megdnn { | |||
namespace aarch64 { | |||
namespace matmul { | |||
@@ -9,8 +9,7 @@ | |||
* "AS IS" BASIS, WITHOUT ARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. | |||
*/ | |||
#if __ARM_FEATURE_DOTPROD | |||
#if MGB_ENABLE_DOT | |||
#include "src/aarch64/matrix_mul/asm/common.h" | |||
#include "src/arm_common/simd_macro/marm_neon.h" | |||
@@ -56,7 +55,7 @@ namespace matmul_8x8x4 { | |||
// C = sum((A - zA) * (B - zB)) = sum(A * B) - sum(A) * zB - sum(B) * zA + zA * | |||
// zB * k | |||
// A -> v27, v28 | B -> v29, v30 | zA * zB * k -> v26 | |||
MEGDNN_ATTRIBUTE_TARGET("dotprod") | |||
static void kern_8x8(const uint8_t* packA, const uint8_t* packB, int K, | |||
int32_t* output, int LDC, bool is_first_k, | |||
uint8_t zero_point_A, uint8_t zero_point_B, uint32_t zAB) { | |||
@@ -293,6 +292,7 @@ static void kern_8x8(const uint8_t* packA, const uint8_t* packB, int K, | |||
// zB * k | |||
// A -> v28 | B -> v29, v30 | zA * zB * k -> v26 | |||
MEGDNN_ATTRIBUTE_TARGET("dotprod") | |||
static void kern_4x8(const uint8_t* packA, const uint8_t* packB, int K, | |||
int32_t* output, int LDC, bool is_first_k, int m_remain, | |||
uint8_t zero_point_A, uint8_t zero_point_B, uint32_t zAB) { | |||
@@ -495,6 +495,7 @@ static void kern_4x8(const uint8_t* packA, const uint8_t* packB, int K, | |||
// zB * k | |||
// A -> v27, v28 | B -> v29 | zA * zB * k -> v26 | |||
MEGDNN_ATTRIBUTE_TARGET("dotprod") | |||
static void kern_8x4(const uint8_t* packA, const uint8_t* packB, int K, | |||
int32_t* output, int LDC, bool is_first_k, int n_remain, | |||
uint8_t zero_point_A, uint8_t zero_point_B, uint32_t zAB) { | |||
@@ -733,6 +734,7 @@ static void kern_8x4(const uint8_t* packA, const uint8_t* packB, int K, | |||
// zB * k | |||
// A -> v28 | B -> v29 | zA * zB * k -> v26 | |||
MEGDNN_ATTRIBUTE_TARGET("dotprod") | |||
static void kern_4x4(const uint8_t* packA, const uint8_t* packB, int K, | |||
int32_t* output, int LDC, bool is_first_k, int m_remain, | |||
int n_remain, uint8_t zero_point_A, uint8_t zero_point_B, | |||
@@ -16,14 +16,14 @@ | |||
#include "src/arm_common/simd_macro/marm_neon.h" | |||
#include "src/common/utils.h" | |||
#if __ARM_FEATURE_DOTPROD | |||
#if MGB_ENABLE_DOT | |||
using namespace megdnn; | |||
using namespace aarch64; | |||
using namespace aarch64::matmul; | |||
MEGDNN_REG_GEMM_STRATEGY_IMPL(gemm_u8_8x8); | |||
MEGDNN_REG_GEMM_STRATEGY_IMPL(gemm_u8_8x8_dot); | |||
void gemm_u8_8x8::pack_A(uint8_t* outptr, const uint8_t* inptr, int ldin, | |||
void gemm_u8_8x8_dot::pack_A(uint8_t* outptr, const uint8_t* inptr, int ldin, | |||
int y0, int ymax, int k0, int kmax, | |||
bool transpose) const { | |||
if (transpose) { | |||
@@ -35,7 +35,7 @@ void gemm_u8_8x8::pack_A(uint8_t* outptr, const uint8_t* inptr, int ldin, | |||
} | |||
} | |||
void gemm_u8_8x8::pack_B(uint8_t* out, const uint8_t* in, int ldin, int x0, | |||
void gemm_u8_8x8_dot::pack_B(uint8_t* out, const uint8_t* in, int ldin, int x0, | |||
int xmax, int k0, int kmax, bool transpose) const { | |||
if (transpose) { | |||
matmul_8x8x4::gemm_u8_8x8_interleave_pack_helper(out, in, ldin, x0, | |||
@@ -46,7 +46,7 @@ void gemm_u8_8x8::pack_B(uint8_t* out, const uint8_t* in, int ldin, int x0, | |||
} | |||
} | |||
void gemm_u8_8x8::kern(const uint8_t* packA, const uint8_t* packB, size_t M, | |||
void gemm_u8_8x8_dot::kern(const uint8_t* packA, const uint8_t* packB, size_t M, | |||
size_t N, size_t K, dt_int32* C, size_t LDC, | |||
bool is_first_k, const dt_int32*, dt_int32*) const { | |||
megdnn_assert(A_dtype.enumv() == B_dtype.enumv() && | |||
@@ -11,13 +11,13 @@ | |||
#pragma once | |||
#include "src/fallback/matrix_mul/gemm_common.h" | |||
#if __ARM_FEATURE_DOTPROD | |||
#if MGB_ENABLE_DOT | |||
namespace megdnn { | |||
namespace aarch64 { | |||
namespace matmul { | |||
MEGDNN_REG_GEMM_STRATEGY(uint8_t, int32_t, int32_t, 8, 8, 4, false, true, | |||
gemm_u8_8x8); | |||
gemm_u8_8x8_dot); | |||
} // namespace aarch64 | |||
} // namespace matmul | |||
@@ -23,9 +23,6 @@ | |||
#include "src/armv7/matrix_mul/asm/common.h" | |||
#endif | |||
#if MGB_ENABLE_CPUINFO | |||
#include "cpuinfo.h" | |||
#endif | |||
using namespace megdnn; | |||
using namespace arm_common; | |||
@@ -161,10 +161,13 @@ ConvBiasImpl::AlgoS8DirectStride2::dispatch_kerns( | |||
return {}; | |||
} | |||
#if __ARM_FEATURE_DOTPROD | |||
#if MGB_ENABLE_DOT | |||
/* ===================== dot stride1 algo ======================== */ | |||
bool ConvBiasImpl::AlgoDotS8DirectStride1::usable(const NCBKernSizeParam& param, | |||
AlgoSelectionStrategy) const { | |||
if (!cpuinfo_has_arm_neon_dot()) { | |||
return false; | |||
} | |||
return direct_dotprod_int8_stride1::can_conv_direct_stride1_int8(param); | |||
} | |||
@@ -195,6 +198,9 @@ ConvBiasImpl::AlgoDotS8DirectStride1::dispatch_kerns( | |||
/* ===================== dot stride2 algo ======================== */ | |||
bool ConvBiasImpl::AlgoDotS8DirectStride2::usable(const NCBKernSizeParam& param, | |||
AlgoSelectionStrategy) const { | |||
if (!cpuinfo_has_arm_neon_dot()){ | |||
return false; | |||
} | |||
return direct_dotprod_int8_stride2::can_conv_direct_stride2_int8(param); | |||
} | |||
@@ -129,7 +129,7 @@ public: | |||
MEGDNN_DECL_ALGO_TYPE(ARM_COMMON_CHANWISE_STRD2_NCHW44_S8) | |||
}; | |||
#if __ARM_FEATURE_DOTPROD | |||
#if MGB_ENABLE_DOT | |||
class ConvBiasImpl::AlgoDotS8DirectNCHWNCHW44 final : public AlgoBase { | |||
public: | |||
@@ -9,8 +9,8 @@ | |||
* "AS IS" BASIS, WITHOUT ARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. | |||
*/ | |||
#if __ARM_FEATURE_DOTPROD | |||
#include "src/arm_common/conv_bias/int8/direct_dotprod.h" | |||
#if MGB_ENABLE_DOT | |||
#include "src/arm_common/elemwise_op.h" | |||
#include "src/arm_common/simd_macro/marm_neon.h" | |||
#include "src/common/utils.h" | |||
@@ -90,6 +90,7 @@ inline int8x16_t vqtbl1q_s8_v7(int8x16_t a, uint8x16_t index) { | |||
_sum1##_c_idx = vdotq_s32(_sum1##_c_idx, _k##_k2_idx, _elem); | |||
template <bool first_ic, bool last_ic, BiasMode bias_mode, typename Op> | |||
MEGDNN_ATTRIBUTE_TARGET("dotprod") | |||
void conv_bias::conv_direct_stride1_2x2_int8_dot( | |||
const int8_t* src, const int8_t* filter, const int32_t* bias, | |||
int32_t* temp, int8_t* dst, const size_t IH, const size_t IW, | |||
@@ -325,6 +326,7 @@ void conv_bias::conv_direct_stride1_2x2_int8_dot( | |||
} | |||
template <bool first_ic, bool last_ic, BiasMode bias_mode, typename Op> | |||
MEGDNN_ATTRIBUTE_TARGET("dotprod") | |||
void conv_bias::conv_direct_stride1_3x3_int8_dot( | |||
const int8_t* src, const int8_t* filter, const int32_t* bias, | |||
int32_t* temp, int8_t* dst, const size_t IH, const size_t IW, | |||
@@ -560,6 +562,7 @@ void conv_bias::conv_direct_stride1_3x3_int8_dot( | |||
} | |||
template <bool first_ic, bool last_ic, BiasMode bias_mode, typename Op> | |||
MEGDNN_ATTRIBUTE_TARGET("dotprod") | |||
void conv_bias::conv_direct_stride2_2x2_int8_dot( | |||
const int8_t* src, const int8_t* filter, const int32_t* bias, | |||
int32_t* temp, int8_t* dst, const size_t IH, const size_t IW, | |||
@@ -655,6 +658,7 @@ void conv_bias::conv_direct_stride2_2x2_int8_dot( | |||
} | |||
template <bool first_ic, bool last_ic, BiasMode bias_mode, typename Op> | |||
MEGDNN_ATTRIBUTE_TARGET("dotprod") | |||
void conv_bias::conv_direct_stride2_3x3_int8_dot( | |||
const int8_t* src, const int8_t* filter, const int32_t* bias, | |||
int32_t* temp, int8_t* dst, const size_t IH, const size_t IW, | |||
@@ -810,6 +814,7 @@ void conv_bias::conv_direct_stride2_3x3_int8_dot( | |||
_sum1##_c_idx = vdotq_s32(_sum1##_c_idx, _k##_k11_idx, _elem); | |||
template <bool first_ic, bool last_ic, BiasMode bias_mode, typename Op> | |||
MEGDNN_ATTRIBUTE_TARGET("dotprod") | |||
void conv_bias::conv_direct_stride2_5x5_int8_dot( | |||
const int8_t* src, const int8_t* filter, const int32_t* bias, | |||
int32_t* temp, int8_t* dst, const size_t IH, const size_t IW, | |||
@@ -1108,6 +1113,7 @@ void conv_bias::conv_direct_stride2_5x5_int8_dot( | |||
} | |||
template <bool first_ic, bool last_ic, BiasMode bias_mode, typename Op> | |||
MEGDNN_ATTRIBUTE_TARGET("dotprod") | |||
void conv_bias::conv_direct_stride2_7x7_int8_dot( | |||
const int8_t* src, const int8_t* filter, const int32_t* bias, | |||
int32_t* temp, int8_t* dst, const size_t IH, const size_t IW, | |||
@@ -1470,6 +1476,7 @@ void conv_bias::conv_direct_stride2_7x7_int8_dot( | |||
} | |||
template <bool first_ic, bool last_ic, BiasMode bias_mode, typename Op> | |||
MEGDNN_ATTRIBUTE_TARGET("dotprod") | |||
void conv_bias::conv_direct_stride1_5x5_int8_dot( | |||
const int8_t* src, const int8_t* filter, const int32_t* bias, | |||
int32_t* temp, int8_t* dst, const size_t IH, const size_t IW, | |||
@@ -1770,6 +1777,7 @@ void conv_bias::conv_direct_stride1_5x5_int8_dot( | |||
} | |||
template <bool first_ic, bool last_ic, BiasMode bias_mode, typename Op> | |||
MEGDNN_ATTRIBUTE_TARGET("dotprod") | |||
void conv_bias::conv_direct_stride1_7x7_int8_dot( | |||
const int8_t* src, const int8_t* filter, const int32_t* bias, | |||
int32_t* temp, int8_t* dst, const size_t IH, const size_t IW, | |||
@@ -2115,6 +2123,7 @@ void conv_bias::conv_direct_stride1_7x7_int8_dot( | |||
#undef ST1_S32X4 | |||
#undef ST2_S32X4X2 | |||
#define INSTANTIATION(stride, i, first_ic, last_ic, bias, Op) \ | |||
template void conv_bias::conv_direct_##stride##_##i##x##i##_int8_dot< \ | |||
first_ic, last_ic, bias, Op>( \ | |||
@@ -8,8 +8,8 @@ | |||
* software distributed under the License is distributed on an | |||
* "AS IS" BASIS, WITHOUT ARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. | |||
*/ | |||
#if __ARM_FEATURE_DOTPROD | |||
#include "src/arm_common/conv_bias/opr_impl.h" | |||
#if MGB_ENABLE_DOT | |||
#include "src/fallback/conv_bias/common.h" | |||
namespace megdnn { | |||
@@ -10,9 +10,8 @@ | |||
* implied. | |||
*/ | |||
#ifdef __ARM_FEATURE_DOTPROD | |||
#include "src/arm_common/elemwise_helper/kimpl/typecvt.h" | |||
#if MGB_ENABLE_DOT | |||
#include "src/common/unroll_macro.h" | |||
#include "src/common/utils.h" | |||
#include "src/fallback/conv_bias/common.h" | |||
@@ -10,11 +10,10 @@ | |||
* implied. | |||
*/ | |||
#if __ARM_FEATURE_DOTPROD | |||
#pragma once | |||
#include "src/arm_common/conv_bias/opr_impl.h" | |||
#if MGB_ENABLE_DOT | |||
namespace megdnn { | |||
namespace arm_common { | |||
@@ -78,4 +77,4 @@ void copy_packed_src_int8_nchw44(int8_t* dst, const int dst_step, | |||
#endif | |||
// vim: syntax=cpp.doxygen | |||
// vim: syntax=cpp.doxygen |
@@ -10,9 +10,8 @@ | |||
* implied. | |||
*/ | |||
#if __ARM_FEATURE_DOTPROD | |||
#include "src/arm_common/conv_bias/block_helper.h" | |||
#if MGB_ENABLE_DOT | |||
#include "src/arm_common/conv_bias/int8/algos.h" | |||
#include "src/arm_common/conv_bias/int8/direct_dotprod_nchw44.h" | |||
#include "src/arm_common/elemwise_op.h" | |||
@@ -159,6 +158,9 @@ static void conv_kern(const WorkspaceBundle& bundle, | |||
bool ConvBiasImpl::AlgoDotS8Direct_NCHW44::usable( | |||
const NCBKernSizeParam& param, | |||
AlgoSelectionStrategy algo_selection_strategy) const { | |||
if (!cpuinfo_has_arm_neon_dot()){ | |||
return false; | |||
} | |||
MEGDNN_MARK_USED_VAR(algo_selection_strategy); | |||
auto&& fm = param.filter_meta; | |||
auto FH = fm.spatial[0]; | |||
@@ -11,9 +11,9 @@ | |||
* implied. | |||
*/ | |||
#pragma once | |||
#if __ARM_FEATURE_DOTPROD | |||
#include "megdnn/arch.h" | |||
#include "src/arm_common/conv_bias/intrinsic_helper.h" | |||
#if MGB_ENABLE_DOT | |||
#include "src/arm_common/elemwise_op.h" | |||
#include "src/arm_common/intrinsic_helper.h" | |||
#include "src/arm_common/neon_struct.h" | |||
@@ -208,6 +208,7 @@ MEGDNN_ALWAYS_INLINE void store_ocx_owx_remain_static(int32x4_t res[][8], | |||
template <int res_row, int src_row, int src_start_idx, int weight_idx, | |||
typename T, typename T2, typename T3> | |||
struct ShiftCalHelper { | |||
MEGDNN_ATTRIBUTE_TARGET("dotprod") | |||
static MEGDNN_ALWAYS_INLINE void impl(T& res, T2& src, T3& weight) { | |||
#define cb(step) \ | |||
res[res_row][step] = \ | |||
@@ -221,6 +222,7 @@ struct ShiftCalHelper { | |||
template <int res_row, int src_row, int src_start_idx, int weight_idx, | |||
typename T, typename T2, typename T3> | |||
MEGDNN_ATTRIBUTE_TARGET("dotprod") | |||
MEGDNN_ALWAYS_INLINE void cal_helper(T& res, T2& src, T3& weight) { | |||
ShiftCalHelper<res_row, src_row, src_start_idx, weight_idx, T, T2, | |||
T3>::impl(res, src, weight); | |||
@@ -242,4 +244,4 @@ struct KernNeonSdotNCHW44 { | |||
} // namespace arm_common | |||
} // namespace megdnn | |||
#endif | |||
// vim: syntax=cpp.doxygen | |||
// vim: syntax=cpp.doxygen |
@@ -10,8 +10,8 @@ | |||
* "AS IS" BASIS, WITHOUT ARRANTIES OR CONDITIONS OF ANY KIND, either express or | |||
* implied. | |||
*/ | |||
#if __ARM_FEATURE_DOTPROD | |||
#include "src/arm_common/conv_bias/int8/direct_kernels/dot_direct_nchw44_common.h" | |||
#if MGB_ENABLE_DOT | |||
namespace megdnn { | |||
namespace arm_common { | |||
@@ -20,6 +20,7 @@ template <typename dst_type, BiasMode bias_mode, typename Op, int ow_remain, | |||
int filter_size, int oc_interval, int ow_interval> | |||
struct KernNeonSdotNCHW44<dst_type, 1, bias_mode, Op, ow_remain, filter_size, | |||
oc_interval, ow_interval> { | |||
MEGDNN_ATTRIBUTE_TARGET("dotprod") | |||
static void impl(dst_type* dst, const int dst_step, const int8_t* src, | |||
const int ih, const int iw, const int8_t* filter, | |||
const int32_t* bias, const int ic, const Op& op) { | |||
@@ -109,6 +110,7 @@ struct KernNeonSdotNCHW44<dst_type, 1, bias_mode, Op, ow_remain, filter_size, | |||
template <typename dst_type, int stride, BiasMode bias_mode, typename Op, | |||
int filter_size> | |||
MEGDNN_ATTRIBUTE_TARGET("dotprod") | |||
void conv_direct_sdot_int8_nchw44(dst_type* dst, const int oh, const int ow, | |||
const int8_t* src, const int ih, const int iw, | |||
const int8_t* filter, const int32_t* bias, | |||
@@ -317,4 +319,4 @@ FOR_FILTER(1) | |||
} // namespace arm_common | |||
} // namespace megdnn | |||
#endif | |||
// vim: syntax=cpp.doxygen | |||
// vim: syntax=cpp.doxygen |
@@ -10,9 +10,9 @@ | |||
* "AS IS" BASIS, WITHOUT ARRANTIES OR CONDITIONS OF ANY KIND, either express or | |||
* implied. | |||
*/ | |||
#if __ARM_FEATURE_DOTPROD | |||
#include "src/arm_common/conv_bias/int8/direct_kernels/dot_direct_nchw44_common.h" | |||
#if MGB_ENABLE_DOT | |||
namespace megdnn { | |||
namespace arm_common { | |||
namespace direct_dotprod_nchw44 { | |||
@@ -20,6 +20,7 @@ template <typename dst_type, BiasMode bias_mode, typename Op, int ow_remain, | |||
int filter_size, int oc_interval, int ow_interval> | |||
struct KernNeonSdotNCHW44<dst_type, 2, bias_mode, Op, ow_remain, filter_size, | |||
oc_interval, ow_interval> { | |||
MEGDNN_ATTRIBUTE_TARGET("dotprod") | |||
static void impl(dst_type* dst, const int dst_step, const int8_t* src, | |||
const int ih, const int iw, const int8_t* filter, | |||
const int32_t* bias, const int ic, const Op& op) { | |||
@@ -110,6 +111,7 @@ struct KernNeonSdotNCHW44<dst_type, 2, bias_mode, Op, ow_remain, filter_size, | |||
template <typename dst_type, int stride, BiasMode bias_mode, typename Op, | |||
int filter_size> | |||
MEGDNN_ATTRIBUTE_TARGET("dotprod") | |||
void conv_direct_sdot_int8_nchw44(dst_type* dst, const int oh, const int ow, | |||
const int8_t* src, const int ih, const int iw, | |||
const int8_t* filter, const int32_t* bias, | |||
@@ -319,4 +321,4 @@ FOR_FILTER(2) | |||
} // namespace megdnn | |||
#endif | |||
// vim: syntax=cpp.doxygen | |||
// vim: syntax=cpp.doxygen |
@@ -11,8 +11,8 @@ | |||
* implied. | |||
*/ | |||
#if __ARM_FEATURE_DOTPROD | |||
#include "src/arm_common/conv_bias/int8/dot_direct_nchw_nchw44_kern.h" | |||
#if MGB_ENABLE_DOT | |||
namespace megdnn { | |||
namespace arm_common { | |||
namespace dot_direct_nchw_nchw44 { | |||
@@ -20,6 +20,7 @@ namespace dot_direct_nchw_nchw44 { | |||
template <int src_idx, int weight_idx, typename Func, typename T, typename T2, | |||
typename T3, typename T4> | |||
struct ShiftCalHelper<src_idx, weight_idx, 2, Func, 8, 1, T, T2, T3, T4> { | |||
MEGDNN_ATTRIBUTE_TARGET("dotprod") | |||
static void impl(T& c, T2& src, T3& weight) { | |||
#define cb(step) \ | |||
c[0][step] = Func::template impl<(src_idx + step) % 4>( \ | |||
@@ -35,6 +36,7 @@ struct ShiftCalHelper<src_idx, weight_idx, 2, Func, 8, 1, T, T2, T3, T4> { | |||
template <int src_idx, int weight_idx, typename Func, typename T, typename T2, | |||
typename T3, typename T4> | |||
struct ShiftCalHelper<src_idx, weight_idx, 1, Func, 8, 1, T, T2, T3, T4> { | |||
MEGDNN_ATTRIBUTE_TARGET("dotprod") | |||
static void impl(T& c, T2& src, T3& weight) { | |||
#define cb(step) \ | |||
c[0][step] = Func::template impl<(src_idx + step) % 4>( \ | |||
@@ -49,6 +51,7 @@ template <BiasMode bias_mode, typename Op, int remain_w, int oc_block, | |||
int ow_block> | |||
struct KerNeonDotXXs2Nchw44Int8<bias_mode, Op, remain_w, 2, oc_block, ow_block, | |||
1> { | |||
MEGDNN_ATTRIBUTE_TARGET("dotprod") | |||
static void impl(const int8_t* src_ptr, const int8_t* weight_ptr, | |||
const int32_t* bias_ptr, int8_t* dst_ptr, int ic, int ih, | |||
int iw, int ld_dst_oc, const Op& op) { | |||
@@ -97,6 +100,7 @@ template <BiasMode bias_mode, typename Op, int remain_w, int oc_block, | |||
int ow_block> | |||
struct KerNeonDotXXs2Nchw44Int8<bias_mode, Op, remain_w, 3, oc_block, ow_block, | |||
1> { | |||
MEGDNN_ATTRIBUTE_TARGET("dotprod") | |||
static void impl(const int8_t* src_ptr, const int8_t* weight_ptr, | |||
const int32_t* bias_ptr, int8_t* dst_ptr, int ic, int ih, | |||
int iw, int ld_dst_oc, const Op& op) { | |||
@@ -151,6 +155,7 @@ template <BiasMode bias_mode, typename Op, int remain_w, int oc_block, | |||
int ow_block> | |||
struct KerNeonDotXXs2Nchw44Int8<bias_mode, Op, remain_w, 5, oc_block, ow_block, | |||
1> { | |||
MEGDNN_ATTRIBUTE_TARGET("dotprod") | |||
static void impl(const int8_t* src_ptr, const int8_t* weight_ptr, | |||
const int32_t* bias_ptr, int8_t* dst_ptr, int ic, int ih, | |||
int iw, int ld_dst_oc, const Op& op) { | |||
@@ -200,6 +205,7 @@ template <BiasMode bias_mode, typename Op, int remain_w, int oc_block, | |||
int ow_block> | |||
struct KerNeonDotXXs2Nchw44Int8<bias_mode, Op, remain_w, 7, oc_block, ow_block, | |||
1> { | |||
MEGDNN_ATTRIBUTE_TARGET("dotprod") | |||
static void impl(const int8_t* src_ptr, const int8_t* weight_ptr, | |||
const int32_t* bias_ptr, int8_t* dst_ptr, int ic, int ih, | |||
int iw, int ld_dst_oc, const Op& op) { | |||
@@ -302,6 +308,7 @@ void pack_src_int8_nchw_nchw44_dot<1>(int8_t* sptr_base, | |||
} | |||
template <BiasMode bias_mode, typename Op, int filter_size, int stride> | |||
MEGDNN_ATTRIBUTE_TARGET("dotprod") | |||
void conv_direct_int8_nchw_nchw44_dot(const int8_t* src, const int8_t* filter, | |||
const int32_t* bias, int32_t* temp, | |||
int8_t* dst, const int oc, const int ic, | |||
@@ -445,4 +452,4 @@ DISPATCH_CONV_KERN(1); | |||
} // namespace arm_common | |||
} // namespace megdnn | |||
#endif | |||
// vim: syntax=cpp.doxygen | |||
// vim: syntax=cpp.doxygen |
@@ -10,8 +10,8 @@ | |||
* "AS IS" BASIS, WITHOUT ARRANTIES OR CONDITIONS OF ANY KIND, either express or | |||
* implied. | |||
*/ | |||
#if __ARM_FEATURE_DOTPROD | |||
#include "src/arm_common/conv_bias/int8/dot_direct_nchw_nchw44_kern.h" | |||
#if MGB_ENABLE_DOT | |||
namespace megdnn { | |||
namespace arm_common { | |||
namespace dot_direct_nchw_nchw44 { | |||
@@ -19,6 +19,7 @@ namespace dot_direct_nchw_nchw44 { | |||
template <int src_idx, int weight_idx, typename Func, typename T, typename T2, | |||
typename T3, typename T4> | |||
struct ShiftCalHelper<src_idx, weight_idx, 2, Func, 8, 2, T, T2, T3, T4> { | |||
MEGDNN_ATTRIBUTE_TARGET("dotprod") | |||
static void impl(T& c, T2& src, T3& weight) { | |||
#define cb(step) \ | |||
c[0][step * 2] = Func::template impl<(src_idx + step) % 4>( \ | |||
@@ -42,6 +43,7 @@ struct ShiftCalHelper<src_idx, weight_idx, 2, Func, 8, 2, T, T2, T3, T4> { | |||
template <int src_idx, int weight_idx, typename Func, typename T, typename T2, | |||
typename T3, typename T4> | |||
struct ShiftCalHelper<src_idx, weight_idx, 1, Func, 8, 2, T, T2, T3, T4> { | |||
MEGDNN_ATTRIBUTE_TARGET("dotprod") | |||
static void impl(T& c, T2& src, T3& weight) { | |||
#define cb(step) \ | |||
c[0][step * 2] = Func::template impl<(src_idx + step) % 4>( \ | |||
@@ -60,6 +62,7 @@ template <BiasMode bias_mode, typename Op, int remain_w, int oc_block, | |||
int ow_block> | |||
struct KerNeonDotXXs2Nchw44Int8<bias_mode, Op, remain_w, 2, oc_block, ow_block, | |||
2> { | |||
MEGDNN_ATTRIBUTE_TARGET("dotprod") | |||
static void impl(const int8_t* src_ptr, const int8_t* weight_ptr, | |||
const int32_t* bias_ptr, int8_t* dst_ptr, int ic, int ih, | |||
int iw, int ld_dst_oc, const Op& op) { | |||
@@ -111,6 +114,7 @@ template <BiasMode bias_mode, typename Op, int remain_w, int oc_block, | |||
int ow_block> | |||
struct KerNeonDotXXs2Nchw44Int8<bias_mode, Op, remain_w, 3, oc_block, ow_block, | |||
2> { | |||
MEGDNN_ATTRIBUTE_TARGET("dotprod") | |||
static void impl(const int8_t* src_ptr, const int8_t* weight_ptr, | |||
const int32_t* bias_ptr, int8_t* dst_ptr, int ic, int ih, | |||
int iw, int ld_dst_oc, const Op& op) { | |||
@@ -169,6 +173,7 @@ template <BiasMode bias_mode, typename Op, int remain_w, int oc_block, | |||
int ow_block> | |||
struct KerNeonDotXXs2Nchw44Int8<bias_mode, Op, remain_w, 5, oc_block, ow_block, | |||
2> { | |||
MEGDNN_ATTRIBUTE_TARGET("dotprod") | |||
static void impl(const int8_t* src_ptr, const int8_t* weight_ptr, | |||
const int32_t* bias_ptr, int8_t* dst_ptr, int ic, int ih, | |||
int iw, int ld_dst_oc, const Op& op) { | |||
@@ -224,6 +229,7 @@ template <BiasMode bias_mode, typename Op, int remain_w, int oc_block, | |||
int ow_block> | |||
struct KerNeonDotXXs2Nchw44Int8<bias_mode, Op, remain_w, 7, oc_block, ow_block, | |||
2> { | |||
MEGDNN_ATTRIBUTE_TARGET("dotprod") | |||
static void impl(const int8_t* src_ptr, const int8_t* weight_ptr, | |||
const int32_t* bias_ptr, int8_t* dst_ptr, int ic, int ih, | |||
int iw, int ld_dst_oc, const Op& op) { | |||
@@ -289,6 +295,7 @@ void pack_src_int8_nchw_nchw44_dot<2>( | |||
} | |||
template <BiasMode bias_mode, typename Op, int filter_size, int stride> | |||
MEGDNN_ATTRIBUTE_TARGET("dotprod") | |||
void conv_direct_int8_nchw_nchw44_dot(const int8_t* src, const int8_t* filter, | |||
const int32_t* bias, int32_t* temp, | |||
int8_t* dst, const int oc, const int ic, | |||
@@ -434,4 +441,4 @@ DISPATCH_CONV_KERN(2); | |||
} // namespace megdnn | |||
#endif | |||
// vim: syntax=cpp.doxygen | |||
// vim: syntax=cpp.doxygen |
@@ -10,8 +10,8 @@ | |||
* "AS IS" BASIS, WITHOUT ARRANTIES OR CONDITIONS OF ANY KIND, either express | |||
* or implied. | |||
*/ | |||
#if __ARM_FEATURE_DOTPROD | |||
#include "megdnn/oprs.h" | |||
#if MGB_ENABLE_DOT | |||
#include "src/arm_common/conv_bias/block_helper.h" | |||
#include "src/arm_common/conv_bias/int8/algos.h" | |||
#include "src/arm_common/conv_bias/int8/dot_direct_nchw_nchw44_kern.h" | |||
@@ -175,6 +175,9 @@ static void do_conv_kern(const WorkspaceBundle& bundle, | |||
bool ConvBiasImpl::AlgoDotS8DirectNCHWNCHW44::usable( | |||
const NCBKernSizeParam& param, AlgoSelectionStrategy) const { | |||
if (!cpuinfo_has_arm_neon_dot()){ | |||
return false; | |||
} | |||
return nchw_nchwxx_valid<NchwNchwxxType::NCHW44_INT8_DOT>( | |||
param.src_type.enumv(), param.filter_type.enumv(), | |||
param.dst_type.enumv(), param.filter_meta, param.bias_mode, | |||
@@ -11,9 +11,9 @@ | |||
* implied. | |||
*/ | |||
#pragma once | |||
#if __ARM_FEATURE_DOTPROD | |||
#include "src/arm_common/conv_bias/intrinsic_helper.h" | |||
#if MGB_ENABLE_DOT | |||
#include "src/arm_common/elemwise_op.h" | |||
#include "src/arm_common/simd_macro/marm_neon.h" | |||
#include "src/common/unroll_macro.h" | |||
@@ -8,9 +8,9 @@ | |||
* software distributed under the License is distributed on an | |||
* "AS IS" BASIS, WITHOUT ARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. | |||
*/ | |||
#if __ARM_FEATURE_DOTPROD | |||
#include "src/arm_common/conv_bias/int8/stride1_dotprod.h" | |||
#if MGB_ENABLE_DOT | |||
#include "megdnn/oprs.h" | |||
#include "src/arm_common/conv_bias/int8/direct_dotprod.h" | |||
#include "src/arm_common/conv_bias/int8/strategy.h" | |||
@@ -8,10 +8,10 @@ | |||
* software distributed under the License is distributed on an | |||
* "AS IS" BASIS, WITHOUT ARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. | |||
*/ | |||
#if __ARM_FEATURE_DOTPROD | |||
#pragma once | |||
#include "src/arm_common/conv_bias/opr_impl.h" | |||
#if MGB_ENABLE_DOT | |||
namespace megdnn { | |||
namespace arm_common { | |||
namespace direct_dotprod_int8_stride1 { | |||
@@ -9,8 +9,8 @@ | |||
* "AS IS" BASIS, WITHOUT ARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. | |||
*/ | |||
#if __ARM_FEATURE_DOTPROD | |||
#include "src/arm_common/conv_bias/int8/stride2_dotprod.h" | |||
#if MGB_ENABLE_DOT | |||
#include "megdnn/oprs.h" | |||
#include "src/arm_common/conv_bias/int8/direct_dotprod.h" | |||
#include "src/arm_common/conv_bias/int8/strategy.h" | |||
@@ -9,9 +9,9 @@ | |||
* "AS IS" BASIS, WITHOUT ARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. | |||
*/ | |||
#if __ARM_FEATURE_DOTPROD | |||
#pragma once | |||
#include "src/arm_common/conv_bias/opr_impl.h" | |||
#if MGB_ENABLE_DOT | |||
namespace megdnn { | |||
namespace arm_common { | |||
@@ -60,7 +60,7 @@ class ConvBiasImpl::AlgoPack : NonCopyableObj { | |||
AlgoS8x8x16ChanWiseStride1Stride2NCHW44 | |||
s8x8x16_channel_wise_stride1_stride2_nchw44; | |||
#if __ARM_FEATURE_DOTPROD | |||
#if MGB_ENABLE_DOT | |||
AlgoDotS8DirectStride1 ds8_direct_stride1; | |||
AlgoDotS8DirectStride2 ds8_direct_stride2; | |||
AlgoDotU8DirectStride1 du8_direct_stride1; | |||
@@ -94,7 +94,7 @@ class ConvBiasImpl::AlgoPack : NonCopyableObj { | |||
public: | |||
AlgoPack() { | |||
#if __ARM_FEATURE_DOTPROD | |||
#if MGB_ENABLE_DOT | |||
m_direct_algos.emplace_back(&ds8_direct_stride1); | |||
m_direct_algos.emplace_back(&ds8_direct_stride2); | |||
m_direct_algos.emplace_back(&du8_direct_stride1); | |||
@@ -70,7 +70,7 @@ private: | |||
class AlgoFP16WinogradF63; | |||
class AlgoFP16WinogradF23_8x8; | |||
#endif | |||
#if __ARM_FEATURE_DOTPROD | |||
#if MGB_ENABLE_DOT | |||
class AlgoDotS8DirectNCHWNCHW44; | |||
class AlgoDotS8DirectStride1; | |||
class AlgoDotS8DirectStride2; | |||
@@ -11,7 +11,6 @@ | |||
*/ | |||
#include "src/arm_common/conv_bias/quint8/algos.h" | |||
#include "midout.h" | |||
#include "src/arm_common/conv_bias/quint8/stride1.h" | |||
#include "src/arm_common/conv_bias/quint8/stride1_dotprod.h" | |||
#include "src/arm_common/conv_bias/quint8/stride2.h" | |||
@@ -19,6 +18,8 @@ | |||
#include "src/arm_common/elemwise_op.h" | |||
#include "src/fallback/conv_bias/common.h" | |||
#include "midout.h" | |||
MIDOUT_DECL(megdnn_arm_common_conv_bias_quint8) | |||
using namespace megdnn; | |||
@@ -84,10 +85,13 @@ ConvBiasImpl::AlgoQU8DirectStride2::dispatch_kerns( | |||
MIDOUT_END(); | |||
return {}; | |||
} | |||
#if __ARM_FEATURE_DOTPROD | |||
#if MGB_ENABLE_DOT | |||
/* ===================== stride1 algo ===================== */ | |||
bool ConvBiasImpl::AlgoDotU8DirectStride1::usable(const NCBKernSizeParam& param, | |||
AlgoSelectionStrategy) const { | |||
if (!cpuinfo_has_arm_neon_dot()){ | |||
return false; | |||
} | |||
return direct_dotprod_quint8_stride1::can_conv_direct_stride1_quint8(param); | |||
} | |||
@@ -118,6 +122,9 @@ ConvBiasImpl::AlgoDotU8DirectStride1::dispatch_kerns( | |||
/* ===================== stride2 algo ===================== */ | |||
bool ConvBiasImpl::AlgoDotU8DirectStride2::usable(const NCBKernSizeParam& param, | |||
AlgoSelectionStrategy) const { | |||
if (!cpuinfo_has_arm_neon_dot()){ | |||
return false; | |||
} | |||
return direct_dotprod_quint8_stride2::can_conv_direct_stride2_quint8(param); | |||
} | |||
@@ -55,7 +55,7 @@ public: | |||
} | |||
MEGDNN_DECL_ALGO_TYPE(ARM_COMMON_DIRECT_STRD2_QU8) | |||
}; | |||
#if __ARM_FEATURE_DOTPROD | |||
#if MGB_ENABLE_DOT | |||
class ConvBiasImpl::AlgoDotU8DirectStride1 final : public AlgoBase { | |||
public: | |||
@@ -9,8 +9,8 @@ | |||
* "AS IS" BASIS, WITHOUT ARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. | |||
*/ | |||
#if __ARM_FEATURE_DOTPROD | |||
#include "src/arm_common/conv_bias/quint8/direct_dotprod.h" | |||
#if MGB_ENABLE_DOT | |||
#include "src/arm_common/elemwise_op.h" | |||
#include "src/arm_common/simd_macro/marm_neon.h" | |||
#include "src/common/utils.h" | |||
@@ -120,6 +120,7 @@ inline int8x16_t vqtbl1q_s8_v7(int8x16_t a, uint8x16_t index){ | |||
template <bool first_ic, bool last_ic, bool fused_kern, BiasMode bias_mode, | |||
typename Op> | |||
MEGDNN_ATTRIBUTE_TARGET("dotprod") | |||
void conv_bias::conv_direct_stride1_2x2_quint8_dot( | |||
const uint8_t* src, const uint8_t* filter, const int32_t* bias, | |||
int32_t* temp, uint8_t* dst, const size_t IH, const size_t IW, | |||
@@ -452,6 +453,7 @@ void conv_bias::conv_direct_stride1_2x2_quint8_dot( | |||
template <bool first_ic, bool last_ic, bool fused_kern, BiasMode bias_mode, | |||
typename Op> | |||
MEGDNN_ATTRIBUTE_TARGET("dotprod") | |||
void conv_bias::conv_direct_stride1_3x3_quint8_dot( | |||
const uint8_t* src, const uint8_t* filter, const int32_t* bias, | |||
int32_t* temp, uint8_t* dst, const size_t IH, const size_t IW, | |||
@@ -691,6 +693,7 @@ void conv_bias::conv_direct_stride1_3x3_quint8_dot( | |||
template <bool first_ic, bool last_ic, bool fused_kern, BiasMode bias_mode, | |||
typename Op> | |||
MEGDNN_ATTRIBUTE_TARGET("dotprod") | |||
void conv_bias::conv_direct_stride2_2x2_quint8_dot( | |||
const uint8_t* src, const uint8_t* filter, const int32_t* bias, | |||
int32_t* temp, uint8_t* dst, const size_t IH, const size_t IW, | |||
@@ -801,6 +804,7 @@ void conv_bias::conv_direct_stride2_2x2_quint8_dot( | |||
template <bool first_ic, bool last_ic, bool fused_kern, BiasMode bias_mode, | |||
typename Op> | |||
MEGDNN_ATTRIBUTE_TARGET("dotprod") | |||
void conv_bias::conv_direct_stride2_3x3_quint8_dot( | |||
const uint8_t* src, const uint8_t* filter, const int32_t* bias, | |||
int32_t* temp, uint8_t* dst, const size_t IH, const size_t IW, | |||
@@ -1135,6 +1139,7 @@ void conv_bias::conv_direct_stride2_3x3_quint8_dot( | |||
template <bool first_ic, bool last_ic, bool fused_kern, BiasMode bias_mode, | |||
typename Op> | |||
MEGDNN_ATTRIBUTE_TARGET("dotprod") | |||
void conv_bias::conv_direct_stride1_5x5_quint8_dot( | |||
const uint8_t* src, const uint8_t* filter, const int32_t* bias, | |||
int32_t* temp, uint8_t* dst, const size_t IH, const size_t IW, | |||
@@ -1443,6 +1448,7 @@ void conv_bias::conv_direct_stride1_5x5_quint8_dot( | |||
template <bool first_ic, bool last_ic, bool fused_kern, BiasMode bias_mode, | |||
typename Op> | |||
MEGDNN_ATTRIBUTE_TARGET("dotprod") | |||
void conv_bias::conv_direct_stride1_7x7_quint8_dot( | |||
const uint8_t* src, const uint8_t* filter, const int32_t* bias, | |||
int32_t* temp, uint8_t* dst, const size_t IH, const size_t IW, | |||
@@ -1785,6 +1791,7 @@ void conv_bias::conv_direct_stride1_7x7_quint8_dot( | |||
template <bool first_ic, bool last_ic, bool fused_kern, BiasMode bias_mode, | |||
typename Op> | |||
MEGDNN_ATTRIBUTE_TARGET("dotprod") | |||
void conv_bias::conv_direct_stride2_5x5_quint8_dot( | |||
const uint8_t* src, const uint8_t* filter, const int32_t* bias, | |||
int32_t* temp, uint8_t* dst, const size_t IH, const size_t IW, | |||
@@ -2090,6 +2097,7 @@ void conv_bias::conv_direct_stride2_5x5_quint8_dot( | |||
template <bool first_ic, bool last_ic, bool fused_kern, BiasMode bias_mode, | |||
typename Op> | |||
MEGDNN_ATTRIBUTE_TARGET("dotprod") | |||
void conv_bias::conv_direct_stride2_7x7_quint8_dot( | |||
const uint8_t* src, const uint8_t* filter, const int32_t* bias, | |||
int32_t* temp, uint8_t* dst, const size_t IH, const size_t IW, | |||
@@ -8,9 +8,9 @@ | |||
* software distributed under the License is distributed on an | |||
* "AS IS" BASIS, WITHOUT ARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. | |||
*/ | |||
#if __ARM_FEATURE_DOTPROD | |||
#include "src/arm_common/conv_bias/opr_impl.h" | |||
#if MGB_ENABLE_DOT | |||
#include "src/fallback/conv_bias/common.h" | |||
namespace megdnn { | |||
@@ -8,8 +8,8 @@ | |||
* software distributed under the License is distributed on an | |||
* "AS IS" BASIS, WITHOUT ARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. | |||
*/ | |||
#if __ARM_FEATURE_DOTPROD | |||
#include "src/arm_common/conv_bias/quint8/stride1_dotprod.h" | |||
#if MGB_ENABLE_DOT | |||
#include "megdnn/oprs.h" | |||
#include "src/arm_common/conv_bias/quint8/direct_dotprod.h" | |||
#include "src/arm_common/elemwise_op.h" | |||
@@ -8,10 +8,10 @@ | |||
* software distributed under the License is distributed on an | |||
* "AS IS" BASIS, WITHOUT ARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. | |||
*/ | |||
#if __ARM_FEATURE_DOTPROD | |||
#pragma once | |||
#include "src/arm_common/conv_bias/opr_impl.h" | |||
#if MGB_ENABLE_DOT | |||
namespace megdnn { | |||
namespace arm_common { | |||
@@ -8,8 +8,8 @@ | |||
* software distributed under the License is distributed on an | |||
* "AS IS" BASIS, WITHOUT ARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. | |||
*/ | |||
#if __ARM_FEATURE_DOTPROD | |||
#include "src/arm_common/conv_bias/quint8/stride2_dotprod.h" | |||
#if MGB_ENABLE_DOT | |||
#include "megdnn/oprs.h" | |||
#include "src/arm_common/conv_bias/quint8/direct_dotprod.h" | |||
#include "src/arm_common/elemwise_op.h" | |||
@@ -8,10 +8,10 @@ | |||
* software distributed under the License is distributed on an | |||
* "AS IS" BASIS, WITHOUT ARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. | |||
*/ | |||
#if __ARM_FEATURE_DOTPROD | |||
#pragma once | |||
#include "src/arm_common/conv_bias/opr_impl.h" | |||
#if MGB_ENABLE_DOT | |||
namespace megdnn { | |||
namespace arm_common { | |||
@@ -13,21 +13,24 @@ | |||
#include "src/arm_common/convolution/int8x8x32/algos.h" | |||
#include "src/arm_common/convolution/int8x8x32/conv_backdata_stride1.h" | |||
#include "src/arm_common/convolution/int8x8x32/conv_backdata_stride2.h" | |||
#include "src/common/opr_delegate.h" | |||
#include "midout.h" | |||
#include "src/common/opr_delegate.h" | |||
MIDOUT_DECL(megdnn_arm_conv_int8832_kimpl) | |||
using namespace megdnn; | |||
using namespace arm_common; | |||
#if __ARM_FEATURE_DOTPROD | |||
#if MGB_ENABLE_DOT | |||
/* ===================== ConvolutionBackwardData ===================== */ | |||
/* ===================== direct stride 1 algo ===================== */ | |||
bool ConvolutionBackwardDataImpl::AlgoSdot8DirectStride1::usable( | |||
fallback::ConvolutionBackwardDataImpl*, | |||
const NCBKernSizeParam& param) const { | |||
if (!cpuinfo_has_arm_neon_dot()){ | |||
return false; | |||
} | |||
return deconv::can_stride1_int8x8x32_dot(param); | |||
} | |||
@@ -57,6 +60,9 @@ ConvolutionBackwardDataImpl::AlgoSdot8DirectStride1::dispatch_kern( | |||
bool ConvolutionBackwardDataImpl::AlgoSdot8DirectStride2::usable( | |||
fallback::ConvolutionBackwardDataImpl*, | |||
const NCBKernSizeParam& param) const { | |||
if (!cpuinfo_has_arm_neon_dot()){ | |||
return false; | |||
} | |||
return deconv::can_stride2_int8x8x32_dot(param); | |||
} | |||
@@ -17,7 +17,7 @@ | |||
namespace megdnn { | |||
namespace arm_common { | |||
#if __ARM_FEATURE_DOTPROD | |||
#if MGB_ENABLE_DOT | |||
/* ===================== ConvolutionBackwardData ===================== */ | |||
class ConvolutionBackwardDataImpl::AlgoSdot8DirectStride1 final | |||
@@ -9,11 +9,9 @@ | |||
* "AS IS" BASIS, WITHOUT ARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. | |||
*/ | |||
#if __ARM_FEATURE_DOTPROD | |||
#include "src/arm_common/convolution/int8x8x32/conv_backdata_stride1.h" | |||
#if MGB_ENABLE_DOT | |||
#include "src/common/utils.h" | |||
#include <cstring> | |||
#include "src/arm_common/simd_macro/marm_neon.h" | |||
using namespace megdnn; | |||
@@ -94,6 +92,7 @@ inline int8x16_t vqtbl1q_s8_common(int8x16_t a, uint8x16_t index) { | |||
_sum0##_c_idx = vdotq_s32(_sum0##_c_idx, _k##_k1_idx, _elem); \ | |||
_sum1##_c_idx = vdotq_s32(_sum1##_c_idx, _k##_k2_idx, _elem); | |||
MEGDNN_ATTRIBUTE_TARGET("dotprod") | |||
void deconv_direct_2x2(const int8_t* src, const int8_t* filter, int32_t* dst, | |||
size_t IH, size_t IW, size_t OH, size_t OW, size_t IC) { | |||
MEGDNN_MARK_USED_VAR(IH); | |||
@@ -328,6 +327,7 @@ void deconv_direct_2x2(const int8_t* src, const int8_t* filter, int32_t* dst, | |||
} | |||
} | |||
MEGDNN_ATTRIBUTE_TARGET("dotprod") | |||
void deconv_direct_3x3(const int8_t* src, const int8_t* filter, int32_t* dst, | |||
size_t IH, size_t IW, size_t OH, size_t OW, size_t IC) { | |||
MEGDNN_MARK_USED_VAR(IH); | |||
@@ -530,6 +530,7 @@ void deconv_direct_3x3(const int8_t* src, const int8_t* filter, int32_t* dst, | |||
_sum0##_c_idx = vdotq_s32(_sum0##_c_idx, _k##_k01_idx, _elem); \ | |||
_sum1##_c_idx = vdotq_s32(_sum1##_c_idx, _k##_k11_idx, _elem); | |||
MEGDNN_ATTRIBUTE_TARGET("dotprod") | |||
void deconv_direct_5x5(const int8_t* src, const int8_t* filter, int32_t* dst, | |||
size_t IH, size_t IW, size_t OH, size_t OW, size_t IC) { | |||
MEGDNN_MARK_USED_VAR(IH); | |||
@@ -777,6 +778,7 @@ void deconv_direct_5x5(const int8_t* src, const int8_t* filter, int32_t* dst, | |||
} | |||
} | |||
MEGDNN_ATTRIBUTE_TARGET("dotprod") | |||
void deconv_direct_7x7(const int8_t* src, const int8_t* filter, int32_t* dst, | |||
size_t IH, size_t IW, size_t OH, size_t OW, size_t IC) { | |||
MEGDNN_MARK_USED_VAR(IH); | |||
@@ -1070,6 +1072,7 @@ void deconv_direct_7x7(const int8_t* src, const int8_t* filter, int32_t* dst, | |||
} // anonymous namespace | |||
size_t deconv::get_workspace_in_bytes_stride1_int8x8x32_dot( | |||
const NCBKernSizeParam& param) { | |||
return get_bundle(param).total_size_in_bytes(); | |||
@@ -10,8 +10,8 @@ | |||
*/ | |||
#pragma once | |||
#if __ARM_FEATURE_DOTPROD | |||
#include "src/arm_common/convolution/opr_impl.h" | |||
#if MGB_ENABLE_DOT | |||
#include <cstddef> | |||
#include <cstdint> | |||
@@ -9,11 +9,9 @@ | |||
* "AS IS" BASIS, WITHOUT ARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. | |||
*/ | |||
#if __ARM_FEATURE_DOTPROD | |||
#include "src/arm_common/convolution/int8x8x32/conv_backdata_stride2.h" | |||
#if MGB_ENABLE_DOT | |||
#include "src/common/utils.h" | |||
#include <cstring> | |||
#include "src/arm_common/simd_macro/marm_neon.h" | |||
using namespace megdnn; | |||
@@ -83,6 +81,7 @@ inline int8x16_t vqtbl1q_s8_common(int8x16_t a, uint8x16_t index) { | |||
_sum1##_c_idx = vdotq_s32(_sum1##_c_idx, _k##_k2_idx, _elem); | |||
template <bool even> | |||
MEGDNN_ATTRIBUTE_TARGET("dotprod") | |||
void deconv_direct_2x2(const int8_t* src, const int8_t* filter, int32_t* dst, | |||
size_t IH, size_t IW, size_t OH, size_t OW, size_t IC) { | |||
MEGDNN_MARK_USED_VAR(IH); | |||
@@ -334,6 +333,7 @@ void deconv_direct_2x2(const int8_t* src, const int8_t* filter, int32_t* dst, | |||
} | |||
template <bool even> | |||
MEGDNN_ATTRIBUTE_TARGET("dotprod") | |||
void deconv_direct_3x3(const int8_t* src, const int8_t* filter, int32_t* dst, | |||
size_t IH, size_t IW, size_t OH, size_t OW, size_t IC) { | |||
MEGDNN_MARK_USED_VAR(IH); | |||
@@ -558,6 +558,7 @@ void deconv_direct_3x3(const int8_t* src, const int8_t* filter, int32_t* dst, | |||
_sum1##_c_idx = vdotq_s32(_sum1##_c_idx, _k##_k11_idx, _elem); | |||
template <bool even> | |||
MEGDNN_ATTRIBUTE_TARGET("dotprod") | |||
void deconv_direct_5x5(const int8_t* src, const int8_t* filter, int32_t* dst, | |||
size_t IH, size_t IW, size_t OH, size_t OW, size_t IC) { | |||
MEGDNN_MARK_USED_VAR(IH); | |||
@@ -835,6 +836,7 @@ void deconv_direct_5x5(const int8_t* src, const int8_t* filter, int32_t* dst, | |||
} | |||
template <bool even> | |||
MEGDNN_ATTRIBUTE_TARGET("dotprod") | |||
void deconv_direct_7x7(const int8_t* src, const int8_t* filter, int32_t* dst, | |||
size_t IH, size_t IW, size_t OH, size_t OW, size_t IC) { | |||
MEGDNN_MARK_USED_VAR(IH); | |||
@@ -10,8 +10,8 @@ | |||
*/ | |||
#pragma once | |||
#if __ARM_FEATURE_DOTPROD | |||
#include "src/arm_common/convolution/opr_impl.h" | |||
#if MGB_ENABLE_DOT | |||
#include <cstddef> | |||
#include <cstdint> | |||
@@ -24,7 +24,7 @@ using namespace arm_common; | |||
/* ===================== ConvolutionBackwardData ===================== */ | |||
class ConvolutionBackwardDataImpl::AlgoPack : NonCopyableObj { | |||
#if __ARM_FEATURE_DOTPROD | |||
#if MGB_ENABLE_DOT | |||
AlgoSdot8DirectStride1 i8x8x32_direct_stride1_sdot; | |||
AlgoSdot8DirectStride2 i8x8x32_direct_stride2_sdot; | |||
AlgoUdot8DirectStride1 quint8_direct_stride1_udot; | |||
@@ -37,7 +37,7 @@ class ConvolutionBackwardDataImpl::AlgoPack : NonCopyableObj { | |||
public: | |||
AlgoPack() { | |||
#if __ARM_FEATURE_DOTPROD | |||
#if MGB_ENABLE_DOT | |||
m_all_algos.emplace_back(&i8x8x32_direct_stride1_sdot); | |||
m_all_algos.emplace_back(&i8x8x32_direct_stride2_sdot); | |||
m_all_algos.emplace_back(&quint8_direct_stride1_udot); | |||
@@ -56,7 +56,7 @@ public: | |||
MEGDNN_FB_DECL_GET_ALGO_FROM_DESC(ConvolutionBackwardDataImpl); | |||
private: | |||
#if __ARM_FEATURE_DOTPROD | |||
#if MGB_ENABLE_DOT | |||
class AlgoSdot8DirectStride1; | |||
class AlgoSdot8DirectStride2; | |||
class AlgoUdot8DirectStride1; | |||
@@ -14,6 +14,7 @@ | |||
#include "src/arm_common/convolution/quint8/conv_backdata_stride1.h" | |||
#include "src/arm_common/convolution/quint8/conv_backdata_stride2.h" | |||
#include "src/common/opr_delegate.h" | |||
#include "midout.h" | |||
MIDOUT_DECL(megdnn_arm_conv_quint8_kimpl) | |||
@@ -21,7 +22,7 @@ MIDOUT_DECL(megdnn_arm_conv_quint8_kimpl) | |||
using namespace megdnn; | |||
using namespace arm_common; | |||
#if __ARM_FEATURE_DOTPROD | |||
#if MGB_ENABLE_DOT | |||
/* ===================== ConvolutionBackwardData ===================== */ | |||
@@ -29,6 +30,10 @@ using namespace arm_common; | |||
bool ConvolutionBackwardDataImpl::AlgoUdot8DirectStride1::usable( | |||
fallback::ConvolutionBackwardDataImpl*, | |||
const NCBKernSizeParam& param) const { | |||
if (!cpuinfo_has_arm_neon_dot()){ | |||
return false; | |||
} | |||
return deconv::can_stride1_quint8_dot(param); | |||
} | |||
@@ -58,6 +63,9 @@ ConvolutionBackwardDataImpl::AlgoUdot8DirectStride1::dispatch_kern( | |||
bool ConvolutionBackwardDataImpl::AlgoUdot8DirectStride2::usable( | |||
fallback::ConvolutionBackwardDataImpl*, | |||
const NCBKernSizeParam& param) const { | |||
if (!cpuinfo_has_arm_neon_dot()){ | |||
return false; | |||
} | |||
return deconv::can_stride2_quint8_dot(param); | |||
} | |||
@@ -17,7 +17,7 @@ | |||
namespace megdnn { | |||
namespace arm_common { | |||
#if __ARM_FEATURE_DOTPROD | |||
#if MGB_ENABLE_DOT | |||
/* ===================== ConvolutionBackwardData ===================== */ | |||
class ConvolutionBackwardDataImpl::AlgoUdot8DirectStride1 final | |||
: public AlgoBase { | |||
@@ -9,11 +9,9 @@ | |||
* "AS IS" BASIS, WITHOUT ARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. | |||
*/ | |||
#if __ARM_FEATURE_DOTPROD | |||
#include "src/arm_common/convolution/quint8/conv_backdata_stride1.h" | |||
#if MGB_ENABLE_DOT | |||
#include "src/common/utils.h" | |||
#include <cstring> | |||
#include "src/arm_common/simd_macro/marm_neon.h" | |||
using namespace megdnn; | |||
@@ -109,6 +107,7 @@ inline uint8x16_t vqtbl1q_u8_common(uint8x16_t a, uint8x16_t index) { | |||
_sum1##_c_idx = vsubq_u32(_sum1##_c_idx, vdotq2_u32(_filter_zp, _elem)); | |||
template <bool last_oc = false> | |||
MEGDNN_ATTRIBUTE_TARGET("dotprod") | |||
void deconv_direct_2x2(const uint8_t* src, const uint8_t* filter, int32_t* dst, | |||
size_t IH, size_t IW, size_t OH, size_t OW, size_t IC, | |||
uint8_t src_zp, uint8_t filter_zp, | |||
@@ -385,6 +384,7 @@ void deconv_direct_2x2(const uint8_t* src, const uint8_t* filter, int32_t* dst, | |||
} | |||
template <bool last_oc = false> | |||
MEGDNN_ATTRIBUTE_TARGET("dotprod") | |||
void deconv_direct_3x3(const uint8_t* src, const uint8_t* filter, int32_t* dst, | |||
size_t IH, size_t IW, size_t OH, size_t OW, size_t IC, | |||
uint8_t src_zp, uint8_t filter_zp, | |||
@@ -636,6 +636,7 @@ void deconv_direct_3x3(const uint8_t* src, const uint8_t* filter, int32_t* dst, | |||
_sum1##_c_idx = vsubq_u32(_sum1##_c_idx, _elem2); | |||
template <bool last_oc = false> | |||
MEGDNN_ATTRIBUTE_TARGET("dotprod") | |||
void deconv_direct_5x5(const uint8_t* src, const uint8_t* filter, int32_t* dst, | |||
size_t IH, size_t IW, size_t OH, size_t OW, size_t IC, | |||
uint8_t src_zp, uint8_t filter_zp, | |||
@@ -907,6 +908,7 @@ void deconv_direct_5x5(const uint8_t* src, const uint8_t* filter, int32_t* dst, | |||
} | |||
template <bool last_oc = false> | |||
MEGDNN_ATTRIBUTE_TARGET("dotprod") | |||
void deconv_direct_7x7(const uint8_t* src, const uint8_t* filter, int32_t* dst, | |||
size_t IH, size_t IW, size_t OH, size_t OW, size_t IC, | |||
uint8_t src_zp, uint8_t filter_zp, | |||
@@ -1220,6 +1222,7 @@ void deconv_direct_7x7(const uint8_t* src, const uint8_t* filter, int32_t* dst, | |||
} // anonymous namespace | |||
size_t deconv::get_workspace_in_bytes_stride1_quint8_dot( | |||
const NCBKernSizeParam& param) { | |||
return get_bundle(param).total_size_in_bytes(); | |||
@@ -10,11 +10,8 @@ | |||
*/ | |||
#pragma once | |||
#if __ARM_FEATURE_DOTPROD | |||
#include "src/arm_common/convolution/opr_impl.h" | |||
#include <cstddef> | |||
#include <cstdint> | |||
#if MGB_ENABLE_DOT | |||
namespace megdnn { | |||
namespace arm_common { | |||
@@ -9,11 +9,9 @@ | |||
* "AS IS" BASIS, WITHOUT ARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. | |||
*/ | |||
#if __ARM_FEATURE_DOTPROD | |||
#include "src/arm_common/convolution/quint8/conv_backdata_stride2.h" | |||
#if MGB_ENABLE_DOT | |||
#include "src/common/utils.h" | |||
#include <cstring> | |||
#include "src/arm_common/simd_macro/marm_neon.h" | |||
using namespace megdnn; | |||
@@ -110,6 +108,7 @@ inline uint8x16_t vqtbx1q_u8_common(uint8x16_t a, uint8x16_t t, | |||
_sum1##_c_idx = vsubq_u32(_sum1##_c_idx, vdotq2_u32(_filter_zp, _elem)); | |||
template <bool even, bool last_oc = false> | |||
MEGDNN_ATTRIBUTE_TARGET("dotprod") | |||
void deconv_direct_2x2(const uint8_t* src, const uint8_t* filter, int32_t* dst, | |||
size_t IH, size_t IW, size_t OH, size_t OW, size_t IC, | |||
uint8_t src_zp, uint8_t filter_zp, | |||
@@ -402,6 +401,7 @@ void deconv_direct_2x2(const uint8_t* src, const uint8_t* filter, int32_t* dst, | |||
} | |||
template <bool even, bool last_oc = false> | |||
MEGDNN_ATTRIBUTE_TARGET("dotprod") | |||
void deconv_direct_3x3(const uint8_t* src, const uint8_t* filter, int32_t* dst, | |||
size_t IH, size_t IW, size_t OH, size_t OW, size_t IC, | |||
uint8_t src_zp, uint8_t filter_zp, | |||
@@ -673,6 +673,7 @@ void deconv_direct_3x3(const uint8_t* src, const uint8_t* filter, int32_t* dst, | |||
_sum1##_c_idx = vsubq_u32(_sum1##_c_idx, _elem2); | |||
template <bool even, bool last_oc = false> | |||
MEGDNN_ATTRIBUTE_TARGET("dotprod") | |||
void deconv_direct_5x5(const uint8_t* src, const uint8_t* filter, int32_t* dst, | |||
size_t IH, size_t IW, size_t OH, size_t OW, size_t IC, | |||
uint8_t src_zp, uint8_t filter_zp, | |||
@@ -972,6 +973,7 @@ void deconv_direct_5x5(const uint8_t* src, const uint8_t* filter, int32_t* dst, | |||
} | |||
template <bool even, bool last_oc = false> | |||
MEGDNN_ATTRIBUTE_TARGET("dotprod") | |||
void deconv_direct_7x7(const uint8_t* src, const uint8_t* filter, int32_t* dst, | |||
size_t IH, size_t IW, size_t OH, size_t OW, size_t IC, | |||
uint8_t src_zp, uint8_t filter_zp, | |||
@@ -10,11 +10,8 @@ | |||
*/ | |||
#pragma once | |||
#if __ARM_FEATURE_DOTPROD | |||
#include "src/arm_common/convolution/opr_impl.h" | |||
#include <cstddef> | |||
#include <cstdint> | |||
#if MGB_ENABLE_DOT | |||
namespace megdnn { | |||
namespace arm_common { | |||
@@ -14,8 +14,10 @@ | |||
#include "src/arm_common/matrix_mul/fp16/hgemv.h" | |||
#include "src/arm_common/matrix_mul/fp32/exec_sgemv.h" | |||
#include "src/arm_common/matrix_mul/int8/gemv.h" | |||
#include "midout.h" | |||
MIDOUT_DECL(megdnn_arm_hgemv) | |||
MIDOUT_DECL(megdnn_arm_exec_int8816) | |||
MIDOUT_DECL(megdnn_arm_exec_int8832) | |||
@@ -158,7 +160,7 @@ MatrixMulImpl::kern_t MatrixMulImpl::AlgoInt8x8x32GemvMK4::get_kern( | |||
return int8x8x32_gemv_mk4_kern; | |||
} | |||
#if __ARM_FEATURE_DOTPROD | |||
#if MGB_ENABLE_DOT | |||
/* =================== Int8x8x32 Gemv MK4_DOT algo ==================== */ | |||
namespace { | |||
void int8x8x32_gemv_mk4_dot_kern(const MatrixMulImpl::KernParam& kern_param) { | |||
@@ -176,6 +178,10 @@ void int8x8x32_gemv_mk4_dot_kern(const MatrixMulImpl::KernParam& kern_param) { | |||
bool MatrixMulImpl::AlgoInt8x8x32GemvMK4Dot::usable( | |||
const KernSizeParam& kern_size_param) const { | |||
if (!cpuinfo_has_arm_neon_dot()){ | |||
return false; | |||
} | |||
auto M = kern_size_param.M; | |||
auto N = kern_size_param.N; | |||
auto K = kern_size_param.K; | |||
@@ -63,7 +63,7 @@ public: | |||
MEGDNN_DECL_ALGO_TYPE(ARM_COMMON_INT8X8X32_GEMV_MK4) | |||
}; | |||
#if __ARM_FEATURE_DOTPROD | |||
#if MGB_ENABLE_DOT | |||
class MatrixMulImpl::AlgoInt8x8x32GemvMK4Dot : public AlgoBase { | |||
public: | |||
AlgoAttribute attribute() const override { | |||
@@ -9,7 +9,6 @@ | |||
* "AS IS" BASIS, WITHOUT ARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. | |||
*/ | |||
#include <cstddef> | |||
#include "src/arm_common/simd_macro/marm_neon.h" | |||
#include "src/arm_common/matrix_mul/int8/gemv.h" | |||
#include "src/common/utils.h" | |||
@@ -21,7 +20,6 @@ MIDOUT_DECL(megdnn_arm_common_int8_gemv) | |||
using namespace megdnn; | |||
using namespace arm_common; | |||
#if !__ARM_FEATURE_DOTPROD | |||
namespace { | |||
@@ -170,12 +168,11 @@ void gemv_naive_n_mk4(const int8_t* __restrict A, const int8_t* __restrict B, | |||
} | |||
} // namespace | |||
#endif | |||
#if __ARM_FEATURE_DOTPROD | |||
#if MGB_ENABLE_DOT | |||
namespace { | |||
void gemv_naive_n(const int8_t* __restrict A, const int8_t* __restrict B, | |||
MEGDNN_ATTRIBUTE_TARGET("dotprod") | |||
void gemv_naive_n_dot(const int8_t* __restrict A, const int8_t* __restrict B, | |||
int32_t* __restrict C, size_t M, size_t N, size_t K, | |||
size_t Astride, size_t Bstride, size_t Cstride) { | |||
megdnn_assert(N == 1 && Bstride == 1); | |||
@@ -244,7 +241,8 @@ void gemv_naive_n(const int8_t* __restrict A, const int8_t* __restrict B, | |||
} | |||
} | |||
void gemv_naive_n_mk4(const int8_t* __restrict A, const int8_t* __restrict B, | |||
MEGDNN_ATTRIBUTE_TARGET("dotprod") | |||
void gemv_naive_n_mk4_dotprod(const int8_t* __restrict A, const int8_t* __restrict B, | |||
int32_t* __restrict C, size_t M, size_t N, size_t K, | |||
size_t Astride, size_t Bstride, size_t Cstride) { | |||
constexpr size_t PACK_SIZE = 4; | |||
@@ -323,6 +321,7 @@ void gemv_naive_n_mk4(const int8_t* __restrict A, const int8_t* __restrict B, | |||
} | |||
} | |||
MEGDNN_ATTRIBUTE_TARGET("dotprod") | |||
void gemv_naive_n_mk4_dot(const int8_t* __restrict A, | |||
const int8_t* __restrict B, int32_t* __restrict C, | |||
size_t M, size_t N, size_t K, size_t Astride, | |||
@@ -403,7 +402,16 @@ void arm_common::gemv_like(const int8_t* __restrict A, | |||
megdnn_assert(N == 1); | |||
MIDOUT_BEGIN(megdnn_arm_common_int8_gemv, | |||
midout_iv("INT8_gemv_like"_hash)) { | |||
#if MGB_ENABLE_DOT | |||
if (cpuinfo_has_arm_neon_dot()) { | |||
return gemv_naive_n_dot(A, B, C, M, N, K, Astride, Bstride, | |||
Cstride); | |||
} else { | |||
return gemv_naive_n(A, B, C, M, N, K, Astride, Bstride, Cstride); | |||
} | |||
#else | |||
return gemv_naive_n(A, B, C, M, N, K, Astride, Bstride, Cstride); | |||
#endif | |||
} | |||
MIDOUT_END(); | |||
} | |||
@@ -416,12 +424,22 @@ void arm_common::gemv_like_mk4(const int8_t* __restrict A, | |||
megdnn_assert(N == 1); | |||
MIDOUT_BEGIN(megdnn_arm_common_int8_gemv, | |||
midout_iv("INT8_gemv_like_mk4"_hash)) { | |||
#if MGB_ENABLE_DOT | |||
if (cpuinfo_has_arm_neon_dot()) { | |||
return gemv_naive_n_mk4_dotprod(A, B, C, M, N, K, Astride, Bstride, | |||
Cstride); | |||
} else { | |||
return gemv_naive_n_mk4(A, B, C, M, N, K, Astride, Bstride, | |||
Cstride); | |||
} | |||
#else | |||
return gemv_naive_n_mk4(A, B, C, M, N, K, Astride, Bstride, Cstride); | |||
#endif | |||
} | |||
MIDOUT_END(); | |||
} | |||
#if __ARM_FEATURE_DOTPROD | |||
#if MGB_ENABLE_DOT | |||
void arm_common::gemv_like_mk4_dot(const int8_t* __restrict A, | |||
const int8_t* __restrict B, | |||
int32_t* __restrict C, size_t M, size_t N, | |||
@@ -437,4 +455,5 @@ void arm_common::gemv_like_mk4_dot(const int8_t* __restrict A, | |||
} | |||
#endif | |||
// vim: syntax=cpp.doxygen |
@@ -28,7 +28,7 @@ void gemv_like_mk4(const int8_t* __restrict A, const int8_t* __restrict B, | |||
int32_t* __restrict C, size_t M, size_t N, size_t K, | |||
size_t Astride, size_t Bstride, size_t Cstride); | |||
#if __ARM_FEATURE_DOTPROD | |||
#if MGB_ENABLE_DOT | |||
void gemv_like_mk4_dot(const int8_t* __restrict A, const int8_t* __restrict B, | |||
int32_t* __restrict C, size_t M, size_t N, size_t K, | |||
size_t Astride, size_t Bstride, size_t Cstride); | |||
@@ -22,7 +22,7 @@ class MatrixMulImpl::AlgoPack : NonCopyableObj { | |||
#endif | |||
AlgoInt8x8x32Gemv int8x8x32_gemv; | |||
AlgoInt8x8x32GemvMK4 int8x8x32_gemv_mk4; | |||
#if __ARM_FEATURE_DOTPROD | |||
#if MGB_ENABLE_DOT | |||
AlgoInt8x8x32GemvMK4Dot int8x8x32_gemv_mk4_dot; | |||
#endif | |||
AlgoGevm gevm; | |||
@@ -37,7 +37,7 @@ public: | |||
#if __ARM_FEATURE_FP16_VECTOR_ARITHMETIC | |||
m_all_algos.emplace_back(&f16gemv); | |||
#endif | |||
#if __ARM_FEATURE_DOTPROD | |||
#if MGB_ENABLE_DOT | |||
m_all_algos.emplace_back(&int8x8x32_gemv_mk4_dot); | |||
#endif | |||
m_all_algos.emplace_back(&int8x8x32_gemv); | |||
@@ -42,7 +42,7 @@ protected: | |||
#if __ARM_FEATURE_FP16_VECTOR_ARITHMETIC | |||
class AlgoF16Gemv; | |||
#endif | |||
#if __ARM_FEATURE_DOTPROD | |||
#if MGB_ENABLE_DOT | |||
class AlgoInt8x8x32GemvMK4Dot;// Arm_common Int8x8x32 Gemv NCHW44_DOT | |||
#endif | |||
class AlgoInt8x8x16; // Arm_common Int 8x8x16 | |||
@@ -69,9 +69,10 @@ struct Vfmaq_laneq_f32 { | |||
return vfmaq_laneq_f32(a, b, v, lane); | |||
} | |||
}; | |||
#if __ARM_FEATURE_DOTPROD | |||
#if MGB_ENABLE_DOT | |||
struct Vdotq_laneq_s32 { | |||
template <const int lane> | |||
MEGDNN_ATTRIBUTE_TARGET("dotprod") | |||
static __ai int32x4_t impl(int32x4_t a, int8x16_t b, int8x16_t v) { | |||
return vdotq_laneq_s32(a, b, v, lane); | |||
} | |||
@@ -82,4 +83,4 @@ struct Vdotq_laneq_s32 { | |||
} // namespace megdnn | |||
#undef __ai | |||
// vim: syntax=cpp.doxygen | |||
// vim: syntax=cpp.doxygen |
@@ -10,7 +10,12 @@ | |||
* implied. | |||
*/ | |||
#pragma once | |||
#if MGB_ENABLE_DOT | |||
#if defined(__ARM_FEATURE_DOTPROD) | |||
#undef __ARM_FEATURE_DOTPROD | |||
#endif | |||
#define __ARM_FEATURE_DOTPROD 1 | |||
#endif | |||
#include <arm_neon.h> | |||
#include "megdnn/arch.h" | |||
#include "src/common/unroll_macro.h" | |||
@@ -249,13 +254,14 @@ __ai float16x8_t vdupq_n_f16(__fp16 a) { | |||
#endif // __ARM_FEATURE_FP16_VECTOR_ARITHMETIC | |||
#if __ARM_FEATURE_DOTPROD | |||
#if MGB_ENABLE_DOT | |||
MEGDNN_ATTRIBUTE_TARGET("dotprod") | |||
__ai int32x4_t vdotq2_s32(int8x16_t a, int8x16_t b) { | |||
int32x4_t c = vdupq_n_s32(0); | |||
return vdotq_s32(c, a, b); | |||
} | |||
MEGDNN_ATTRIBUTE_TARGET("dotprod") | |||
__ai uint32x4_t vdotq2_u32(uint8x16_t a, uint8x16_t b) { | |||
uint32x4_t c = vdupq_n_u32(0); | |||
return vdotq_u32(c, a, b); | |||
@@ -275,11 +281,13 @@ __ai uint32x4_t vdotq2_u32(uint8x16_t a, uint8x16_t b) { | |||
c; \ | |||
}) | |||
MEGDNN_ATTRIBUTE_TARGET("dotprod") | |||
__ai int32x2_t vdot2_s32(int8x8_t a, int8x8_t b) { | |||
int32x2_t c = vdup_n_s32(0); | |||
return vdot_s32(c, a, b); | |||
} | |||
MEGDNN_ATTRIBUTE_TARGET("dotprod") | |||
__ai uint32x2_t vdot2_u8(uint8x8_t a, uint8x8_t b) { | |||
uint32x2_t c = vdup_n_u32(0); | |||
return vdot_u32(c, a, b); | |||
@@ -298,8 +306,7 @@ __ai uint32x2_t vdot2_u8(uint8x8_t a, uint8x8_t b) { | |||
c = vdot_lane_u32(c, a, b, lane); \ | |||
c; \ | |||
}) | |||
#endif // __ARM_FEATURE_DOTPROD | |||
#endif // MGB_ENABLE_DOT | |||
#if __GNUC__ < 8 | |||
#undef vld1q_f32_x2 | |||
@@ -575,7 +582,7 @@ struct Vfmsq_laneq_f32_armv7<3> { | |||
#define vfmsq_laneq_f32(a, b, v, lane) \ | |||
Vfmsq_laneq_f32_armv7<lane>::impl(a, b, v) | |||
#if __ARM_FEATURE_DOTPROD | |||
#if MGB_ENABLE_DOT | |||
namespace { | |||
template <int lane> | |||
struct Vdotq_laneq_s32_armv7 { | |||
@@ -583,24 +590,28 @@ struct Vdotq_laneq_s32_armv7 { | |||
}; | |||
template <> | |||
struct Vdotq_laneq_s32_armv7<0> { | |||
MEGDNN_ATTRIBUTE_TARGET("dotprod") | |||
__ai int32x4_t impl(int32x4_t a, int8x16_t b, int8x16_t v) { | |||
return vdotq_lane_s32(a, b, vget_low_s32(v), 0); | |||
} | |||
}; | |||
template <> | |||
struct Vdotq_laneq_s32_armv7<1> { | |||
MEGDNN_ATTRIBUTE_TARGET("dotprod") | |||
__ai int32x4_t impl(int32x4_t a, int8x16_t b, int8x16_t v) { | |||
return vdotq_lane_s32(a, b, vget_low_s32(v), 1); | |||
} | |||
}; | |||
template <> | |||
struct Vdotq_laneq_s32_armv7<2> { | |||
MEGDNN_ATTRIBUTE_TARGET("dotprod") | |||
__ai int32x4_t impl(int32x4_t a, int8x16_t b, int8x16_t v) { | |||
return vdotq_lane_s32(a, b, vget_high_s32(v), 0); | |||
} | |||
}; | |||
template <> | |||
struct Vdotq_laneq_s32_armv7<3> { | |||
MEGDNN_ATTRIBUTE_TARGET("dotprod") | |||
__ai int32x4_t impl(int32x4_t a, int8x16_t b, int8x16_t v) { | |||
return vdotq_lane_s32(a, b, vget_high_f32(v), 1); | |||
} | |||
@@ -765,7 +776,9 @@ __ai float32x4_t Vfmsq_f32(float32x4_t& a, float32x4_t& b, float32x4_t& v) { | |||
:); | |||
return a; | |||
} | |||
#if MGB_ENABLE_DOT | |||
#undef __ARM_FEATURE_DOTPROD | |||
#endif | |||
#undef __ai | |||
#pragma GCC diagnostic pop | |||
@@ -19,6 +19,9 @@ | |||
#include "src/armv7/matrix_mul/quint8/strategy.h" | |||
#include "src/common/utils.h" | |||
#include "src/fallback/matrix_mul/gemm_impl.h" | |||
#if MGB_ENABLE_CPUINFO | |||
#include "cpuinfo.h" | |||
#endif | |||
#include "midout.h" | |||
@@ -744,7 +747,7 @@ MEGDNN_REG_GEMM_FUNC_FOR_IM2COL_IMPL(AlgoInt16x16x32K12x4x1, | |||
armv7::matmul::gemm_s16x16x32_12x4, | |||
int16_t, int32_t, | |||
AlgoDataType::INT16X16X32, DEFAULT); | |||
#if __ARM_FEATURE_DOTPROD | |||
#if MGB_ENABLE_DOT | |||
/* ===================== Int8 K6x8x4 algo ===================== */ | |||
namespace { | |||
void int8_k6x8x4_kern(const MatrixMulImpl::KernParam& kern_param) { | |||
@@ -769,6 +772,9 @@ void int8_k6x8x4_kern(const MatrixMulImpl::KernParam& kern_param) { | |||
bool MatrixMulImpl::AlgoInt8x8x32K6x8x4::usable( | |||
const KernSizeParam& kern_size_param) const { | |||
if (!cpuinfo_has_arm_neon_dot()){ | |||
return false; | |||
} | |||
return can_be_treated_as_int8x8x32(kern_size_param); | |||
} | |||
@@ -827,6 +833,9 @@ void quint8_dot_k4x8x4_kern(const MatrixMulImpl::KernParam& kern_param) { | |||
bool MatrixMulImpl::AlgoQuint8DotK4x8x4::usable( | |||
const KernSizeParam& kern_size_param) const { | |||
if (!cpuinfo_has_arm_neon_dot()){ | |||
return false; | |||
} | |||
return kern_size_param.A_type.enumv() == DTypeEnum::Quantized8Asymm && | |||
kern_size_param.B_type.enumv() == DTypeEnum::Quantized8Asymm && | |||
kern_size_param.C_type.enumv() == DTypeEnum::QuantizedS32 && | |||
@@ -891,6 +900,9 @@ void int8_mk4_8x4x4_dotprod_kern(const MatrixMulImpl::KernParam& kern_param) { | |||
bool MatrixMulImpl::AlgoInt8x8x32MK4_8x4x4DotProd::usable( | |||
const KernSizeParam& kern_size_param) const { | |||
if (!cpuinfo_has_arm_neon_dot()){ | |||
return false; | |||
} | |||
return kern_size_param.A_type.enumv() == kern_size_param.B_type.enumv() && | |||
(kern_size_param.A_type.enumv() == DTypeEnum::Int8 || | |||
kern_size_param.A_type.enumv() == DTypeEnum::QuantizedS8) && | |||
@@ -86,7 +86,7 @@ public: | |||
MEGDNN_DECL_ALGO_TYPE(ARMV7_F16_MK8_4X8) | |||
}; | |||
#endif | |||
#if __ARM_FEATURE_DOTPROD | |||
#if MGB_ENABLE_DOT | |||
class MatrixMulImpl::AlgoInt8x8x32K6x8x4 final : public AlgoBase { | |||
public: | |||
AlgoAttribute attribute() const override { | |||
@@ -10,7 +10,6 @@ | |||
* implied. | |||
*/ | |||
#pragma once | |||
#include <arm_neon.h> | |||
#include <cmath> | |||
#include <cstdint> | |||
#include <type_traits> | |||
@@ -10,7 +10,6 @@ | |||
* implied. | |||
*/ | |||
#include "src/arm_common/simd_macro/marm_neon.h" | |||
#include "src/armv7/matrix_mul/asm/common.h" | |||
#include "src/armv7/matrix_mul/fp32/strategy.h" | |||
#include "src/common/utils.h" | |||
@@ -9,7 +9,7 @@ | |||
* "AS IS" BASIS, WITHOUT ARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. | |||
*/ | |||
#if __ARM_FEATURE_DOTPROD | |||
#if MGB_ENABLE_DOT | |||
#include "src/arm_common/simd_macro/marm_neon.h" | |||
#include "src/armv7/matrix_mul/asm/common.h" | |||
@@ -43,6 +43,7 @@ namespace matmul_dot_6x8x4 { | |||
// | |||
// Accumulator | |||
MEGDNN_ATTRIBUTE_TARGET("dotprod") | |||
static void kern_6x8(const int8_t* packA, const int8_t* packB, int K, | |||
int32_t* output, int LDC, bool is_first_k, | |||
size_t m_remain = 6) { | |||
@@ -274,6 +275,7 @@ static void kern_6x8(const int8_t* packA, const int8_t* packB, int K, | |||
// | |||
// Accumulator | |||
MEGDNN_ATTRIBUTE_TARGET("dotprod") | |||
static void kern_6x4(const int8_t* packA, const int8_t* packB, int K, | |||
int32_t* output, int LDC, bool is_first_k, | |||
size_t n_remain = 8, size_t m_remain = 6) { | |||
@@ -10,7 +10,7 @@ | |||
* implied. | |||
*/ | |||
#if __ARM_FEATURE_DOTPROD | |||
#if MGB_ENABLE_DOT | |||
#include "src/arm_common/simd_macro/marm_neon.h" | |||
#include "src/armv7/matrix_mul/asm/common.h" | |||
@@ -42,7 +42,7 @@ namespace matmul_mk4_dot_8x4x4 { | |||
// |q14[0-4]| | |||
// +--------+ | |||
// Accumulator | |||
MEGDNN_ATTRIBUTE_TARGET("dotprod") | |||
static void kern_8x4(const int8_t* packA, const int8_t* packB, int K, | |||
int32_t* output, int LDC, bool is_first_k, int n_remain) { | |||
K /= 4; | |||
@@ -211,6 +211,7 @@ static void kern_8x4(const int8_t* packA, const int8_t* packB, int K, | |||
// +--------+ | |||
// Accumulator | |||
MEGDNN_ATTRIBUTE_TARGET("dotprod") | |||
static void kern_4x4(const int8_t* packA, const int8_t* packB, int K, | |||
int32_t* output, int LDC, bool is_first_k, int n_remain) { | |||
K /= 4; | |||
@@ -175,7 +175,7 @@ void gemm_s8_4x8::kern(const dt_int8* packA, const dt_int8* packB, size_t M, | |||
} | |||
} | |||
#if __ARM_FEATURE_DOTPROD | |||
#if MGB_ENABLE_DOT | |||
// ===========================gemm_s8_6x8====================================== | |||
MEGDNN_REG_GEMM_STRATEGY_IMPL(gemm_dots8_6x8); | |||
void gemm_dots8_6x8::pack_A(dt_int8* out, const dt_int8* in, int ldin, int y0, | |||
@@ -23,7 +23,7 @@ MEGDNN_REG_GEMM_STRATEGY(dt_int8, dt_int32, dt_int32, 4, 8, 8, false, true, | |||
MEGDNN_REG_GEMM_STRATEGY(dt_int8, dt_int32, dt_int32, 4, 2, 16, false, false, | |||
gemm_mk4_s8_4x2); | |||
#if __ARM_FEATURE_DOTPROD | |||
#if MGB_ENABLE_DOT | |||
MEGDNN_REG_GEMM_STRATEGY(dt_int8, dt_int32, dt_int32, 6, 8, 4, false, false, | |||
gemm_dots8_6x8); | |||
@@ -27,7 +27,7 @@ class MatrixMulImpl::AlgoPack : NonCopyableObj { | |||
AlgoF16K4x16x1 f16_k4x16x1; | |||
AlgoF16MK8_4x8 f16_mk8_4x8; | |||
#endif | |||
#if __ARM_FEATURE_DOTPROD | |||
#if MGB_ENABLE_DOT | |||
AlgoInt8x8x32K6x8x4 int8_k6x8x4; | |||
AlgoQuint8DotK4x8x4 quint8_k4x8x4; | |||
AlgoInt8x8x32MK4_8x4x4DotProd int8x8x32_mk4_8x4x4_dotprod; | |||
@@ -57,7 +57,7 @@ public: | |||
m_all_algos.emplace_back(&f16_k4x16x1); | |||
m_all_algos.emplace_back(&f16_mk8_4x8); | |||
#endif | |||
#if __ARM_FEATURE_DOTPROD | |||
#if MGB_ENABLE_DOT | |||
m_all_algos.emplace_back(&int8x8x32_mk4_8x4x4_dotprod); | |||
m_all_algos.emplace_back(&int8_k6x8x4); | |||
m_all_algos.emplace_back(&quint8_k4x8x4); | |||
@@ -49,7 +49,7 @@ private: | |||
class AlgoF16K4x16x1; // Armv7 F16 Kernel 4x16x1 | |||
class AlgoF16MK8_4x8; // Armv7 F16 MK8 Format block 4x8 | |||
#endif | |||
#if __ARM_FEATURE_DOTPROD | |||
#if MGB_ENABLE_DOT | |||
class AlgoInt8x8x32K6x8x4; // Armv7 Int8 Kernel 6x8x4 | |||
class AlgoQuint8DotK4x8x4; // Armv7 Quint8 Kernel 6x8x4 | |||
class AlgoInt8x8x32MK4_8x4x4DotProd; // Armv7 nchw44 Int8x8x32 Kernel 8x4x4 | |||
@@ -9,7 +9,7 @@ | |||
* "AS IS" BASIS, WITHOUT ARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. | |||
*/ | |||
#if __ARM_FEATURE_DOTPROD | |||
#if MGB_ENABLE_DOT | |||
#include "src/arm_common/simd_macro/marm_neon.h" | |||
#include "src/armv7/matrix_mul/asm/common.h" | |||
@@ -41,7 +41,7 @@ namespace matmul_dot_4x8x4 { | |||
// +-------+-------+ - - - - +--------+--------+--------+ | |||
// | |||
// Accumulator | |||
MEGDNN_ATTRIBUTE_TARGET("dotprod") | |||
static void kern_4x8(const uint8_t* packA, const uint8_t* packB, int K, | |||
int32_t* output, int LDC, bool is_first_k, uint8_t zA, | |||
uint8_t zB, uint32_t zAB, size_t m_remain = 4) { | |||
@@ -257,6 +257,7 @@ static void kern_4x8(const uint8_t* packA, const uint8_t* packB, int K, | |||
// +-------+-------+ - - - - +--------+--------+--------+ | |||
// | |||
// Accumulator | |||
MEGDNN_ATTRIBUTE_TARGET("dotprod") | |||
static void kern_4x4(const uint8_t* packA, const uint8_t* packB, int K, | |||
int32_t* output, int LDC, bool is_first_k, uint8_t zA, | |||
uint8_t zB, uint32_t zAB, size_t m_remain = 4, | |||
@@ -88,7 +88,7 @@ void gemm_u8_4x8::kern(const dt_uint8* packA, const dt_uint8* packB, size_t M, | |||
} | |||
} | |||
#if __ARM_FEATURE_DOTPROD | |||
#if MGB_ENABLE_DOT | |||
// ===========================gemm_dot_quint8_4x8====================================== | |||
MEGDNN_REG_GEMM_STRATEGY_IMPL(gemm_dot_quint8_4x8); | |||
void gemm_dot_quint8_4x8::pack_A(dt_uint8* out, const dt_uint8* in, int ldin, | |||
@@ -17,7 +17,7 @@ namespace matmul { | |||
MEGDNN_REG_GEMM_STRATEGY(dt_uint8, dt_int32, dt_int32, 4, 8, 8, false, true, | |||
gemm_u8_4x8); | |||
#if __ARM_FEATURE_DOTPROD | |||
#if MGB_ENABLE_DOT | |||
MEGDNN_REG_GEMM_STRATEGY(dt_uint8, dt_int32, dt_int32, 4, 8, 4, false, false, | |||
gemm_dot_quint8_4x8); | |||
#endif | |||
@@ -60,6 +60,13 @@ | |||
#include <windows.h> | |||
#endif | |||
#if MEGDNN_AARCH64 || MEGDNN_ARMV7 | |||
#if MGB_ENABLE_CPUINFO | |||
#include "cpuinfo.h" | |||
#endif | |||
#endif | |||
#if __cplusplus >= 201703L || __clang_major__ >= 4 | |||
#define MEGDNN_FALLTHRU [[fallthrough]]; | |||
#elif __GNUC__ >= 7 | |||
@@ -148,7 +148,7 @@ struct GemvLike<stype, btype, param::ConvBias::Format::NCHW44> { | |||
} | |||
}; | |||
#if __ARM_FEATURE_DOTPROD | |||
#if MGB_ENABLE_DOT | |||
template <typename stype, typename btype> | |||
struct GemvLike<stype, btype, param::ConvBias::Format::NCHW44_DOT> { | |||
inline static void do_gemv(const stype* A, const stype* B, btype* C, | |||
@@ -87,7 +87,7 @@ TEST_F(AARCH64, MATRIX_MUL_F16_MK8) { | |||
} | |||
#endif | |||
#if __ARM_FEATURE_DOTPROD | |||
#if MGB_ENABLE_DOT | |||
TEST_F(AARCH64, MATRIX_MUL_INT8X8X32_K8X12X4_DOTPROD) { | |||
matrix_mul::check_matrix_mul(dtype::Int8{}, dtype::Int8{}, dtype::Int32{}, | |||
handle(), "AARCH64_INT8X8X32_K8X12X4_DOTPROD"); | |||
@@ -690,7 +690,7 @@ TEST_F(AARCH64, BENCHMARK_GEMV) { | |||
run(M, K, N); | |||
} | |||
#if __ARM_FEATURE_DOTPROD | |||
#if MGB_ENABLE_DOT | |||
TEST_F(AARCH64, BENCHMARK_TRANSPOSED_MATRIX_MUL_INT_8X8X32) { | |||
constexpr size_t RUNS = 50; | |||
param::MatrixMul param; | |||
@@ -803,7 +803,7 @@ TEST_F(AARCH64, BENCHMARK_MATRIX_MUL_INT8X8X32_MK4_8X12X4) { | |||
std::cout << std::endl; | |||
} | |||
} | |||
#endif // __ARM_FEATURE_DOTPROD | |||
#endif // MGB_ENABLE_DOT | |||
#if __ARM_FEATURE_FP16_VECTOR_ARITHMETIC | |||
TEST_F(AARCH64, BENCHMARK_MATRIX_MUL_F16_MK8) { | |||
@@ -166,7 +166,7 @@ static void benchmark_convbias(Handle* handle, std::string int_name, | |||
.set_display(false); | |||
} | |||
auto nchw44_algo_regx = ".*(DIRECT|NCHW_NCHW44).*"; | |||
#if __ARM_FEATURE_DOTPROD | |||
#if MGB_ENBALE_DOT | |||
if (!is_fp32) { | |||
nchw44_algo_regx = ".*DOT.*"; | |||
} | |||
@@ -1852,7 +1852,7 @@ TEST_F(ARM_COMMON, BENCHMARK_CONV_BIAS_QINT8_STRIDE1_NCHW44) { | |||
#endif | |||
#if __ARM_FEATURE_DOTPROD | |||
#if MGB_ENBALE_DOT | |||
#if MEGDNN_WITH_BENCHMARK | |||
TEST_F(ARM_COMMON, BENCHMARK_CONV_BIAS_INT8_STRIDE1_WITHDOTPROD) { | |||
// have to remove preferred restrict in usable func before run the benchmark | |||
@@ -2440,7 +2440,7 @@ TEST_F(ARM_COMMON, BENCHMARK_CONV_BIAS_CONV1X1_S1_QUANTIZEDSYM) { | |||
dtype::QuantizedS8 stype(2.5f); | |||
dtype::QuantizedS32 dtype(6.25f); | |||
#if MEGDNN_AARCH64 | |||
#if __ARM_FEATURE_DOTPROD | |||
#if MGB_ENBALE_DOT | |||
benchmark_conv1x1("AARCH64_INT8X8X32_K8X12X4_DOTPROD", handle(), stype, | |||
dtype, dtype, dtype); | |||
#else | |||
@@ -2460,7 +2460,7 @@ TEST_F(ARM_COMMON, BENCHMARK_CONV_BIAS_CONV1X1_S1_QUANTIZEDASYM) { | |||
dtype::QuantizedS32 dtype(1.2 * 1.2); | |||
#if MEGDNN_AARCH64 | |||
#if __ARM_FEATURE_DOTPROD | |||
#if MGB_ENBALE_DOT | |||
benchmark_conv1x1("AARCH64_QUINT8_K8X8X4_DOTPROD", handle(), stype, dtype, | |||
dtype, dtype); | |||
#else | |||
@@ -2565,7 +2565,7 @@ TEST_F(ARM_COMMON, BENCHMARK_CONV_BIAS_CONV1X1_GEMV_FP32) { | |||
} | |||
} | |||
#ifndef __ARM_FEATURE_DOTPROD | |||
//! enable none dot algo now | |||
TEST_F(ARM_COMMON, BENCHMARK_CONV_BIAS_1X1_S1_NCHW_VS_NCHW44_INT8x8x32) { | |||
std::vector<TestArg> conv_bias_1x1_args_nchw44 = | |||
get_conv_bias_1x1_benchmark_args(4); | |||
@@ -2634,7 +2634,6 @@ TEST_F(ARM_COMMON, BENCHMARK_CONV_BIAS_1X1_S1_NCHW_VS_NCHW44_INT8x8x32) { | |||
computations / conv1x1_nchw44, conv1x1_nchw / conv1x1_nchw44); | |||
} | |||
} | |||
#endif | |||
TEST_F(ARM_COMMON, BENCHMARK_CONV_BIAS_WINOGRAD_VS_IM2COL_INT8) { | |||
auto&& args = get_winograd_benchmark_args(3, 8); | |||
@@ -500,7 +500,7 @@ TEST_F(ARM_COMMON_MULTI_THREADS, CONV_BIAS_QUINT8_STRIDE2) { | |||
} | |||
/****************************dot qint8 direct*************************/ | |||
#if __ARM_FEATURE_DOTPROD | |||
#if MGB_ENABLE_DOT | |||
TEST_F(ARM_COMMON_MULTI_THREADS, CONV_BIAS_DOT_NCHW_NCHW44) { | |||
auto args = get_nchw44_conv_bias_args({2, 3, 5, 7}, QUAN_NLMODE, | |||
BR_AND_NO_BIASMODE, 2, false, true); | |||
@@ -655,7 +655,7 @@ TEST_F(ARM_COMMON_BENCHMARK_MULTI_THREADS, BENCHMARK_CONVBIAS_INT8_NCHW44) { | |||
bench_case(1, 512, 256, 28, 28, 3, 4, 1, 2); | |||
} | |||
#if __ARM_FEATURE_DOTPROD | |||
#if MGB_ENABLE_DOT | |||
TEST_F(ARM_COMMON_BENCHMARK_MULTI_THREADS, BENCHMARK_CONVBIAS_INT8_NCHW44_DOT) { | |||
constexpr size_t RUNS = 40; | |||
std::vector<DType> data_type = { | |||
@@ -892,7 +892,7 @@ TEST_F(ARM_COMMON_BENCHMARK_MULTI_THREADS, | |||
benchmark_impl(param, shapes_and_computation, algo_name, RUNS, {2, {4, 5}}, | |||
{1, {4}}, data_type); | |||
} | |||
#if __ARM_FEATURE_DOTPROD | |||
#if MGB_ENABLE_DOT | |||
TEST_F(ARM_COMMON_BENCHMARK_MULTI_THREADS, | |||
BENCHMARK_CONVBIAS_INT8_INT8_INT8_STRIDE1_WITHDOTPROD) { | |||
constexpr size_t RUNS = 50; | |||
@@ -1157,7 +1157,7 @@ TEST_F(ARM_COMMON_BENCHMARK_MULTI_THREADS, | |||
benchmark_impl(param, shapes_and_computation, algo_name, RUNS, {2, {4, 5}}, | |||
{1, {4}}, data_type); | |||
} | |||
#if __ARM_FEATURE_DOTPROD | |||
#if MGB_ENABLE_DOT | |||
TEST_F(ARM_COMMON_BENCHMARK_MULTI_THREADS, | |||
BENCHMARK_CONVBIAS_QUINT8_QUINT8_QUINT8_STRIDE1_WITHDOTPROD) { | |||
constexpr size_t RUNS = 50; | |||
@@ -1977,7 +1977,7 @@ TEST_F(ARM_COMMON_BENCHMARK_MULTI_THREADS, | |||
dtype::QuantizedS32 btype(0.04f); | |||
dtype::Quantized8Asymm dtype(1.4f, 110); | |||
#if MEGDNN_AARCH64 | |||
#if __ARM_FEATURE_DOTPROD | |||
#if MGB_ENABLE_DOT | |||
conv1x1_multithread_benchmark("CONV1x1:AARCH64_QUINT8_K8X8X4_DOTPROD:8", | |||
stype, ftype, btype, dtype); | |||
#else | |||
@@ -20,7 +20,7 @@ using namespace megdnn; | |||
using namespace test; | |||
using namespace conv_bias; | |||
#ifdef __ARM_FEATURE_DOTPROD | |||
#if MGB_ENABLE_DOT | |||
TEST_F(ARM_COMMON_MULTI_THREADS, CONV_BIAS_CONV1x1_QUANTIZEDSYM_MK4_DOT) { | |||
UniformIntRNG rng{-50, 50}; | |||
@@ -138,7 +138,7 @@ TEST_F(ARM_COMMON_MULTI_THREADS, CONV_BIAS_1X1_S1_QUANTIZEDSYM) { | |||
dtype::QuantizedS8(2.5f), dtype::QuantizedS32(6.25f), \ | |||
dtype::QuantizedS8(60.25f), name); | |||
#if MEGDNN_AARCH64 | |||
#if __ARM_FEATURE_DOTPROD | |||
#if MGB_ENABLE_DOT | |||
cb("CONV1x1:AARCH64_INT8X8X32_K8X12X4_DOTPROD:24"); | |||
#else | |||
cb("CONV1x1:AARCH64_INT8X8X32_K8X8X8:24"); | |||
@@ -174,7 +174,7 @@ TEST_F(ARM_COMMON_MULTI_THREADS, CONV_BIAS_1X1_S1_QUANTIZEDASYM) { | |||
name); | |||
float epsilon = 0.001; | |||
#if MEGDNN_AARCH64 | |||
#if __ARM_FEATURE_DOTPROD | |||
#if MGB_ENABLE_DOT | |||
cb("CONV1x1:AARCH64_QUINT8_K8X8X4_DOTPROD:48"); | |||
#else | |||
cb("CONV1x1:AARCH64_QUINT8_K8X8X8:24"); | |||
@@ -210,13 +210,13 @@ TEST_F(ARM_COMMON_MULTI_THREADS, CONV_BIAS_1X1_S1_QUINT8x8x32) { | |||
dtype::QuantizedS32(1.2 * 1.3), {}, name); | |||
#if MEGDNN_AARCH64 | |||
#if __ARM_FEATURE_DOTPROD | |||
#if MGB_ENABLE_DOT | |||
cb("CONV1x1:AARCH64_QUINT8_K8X8X4_DOTPROD:24"); | |||
#else | |||
cb("CONV1x1:AARCH64_QUINT8_K8X8X8:48"); | |||
#endif | |||
#elif MEGDNN_ARMV7 | |||
#if __ARM_FEATURE_DOTPROD | |||
#if MGB_ENABLE_DOT | |||
cb("CONV1x1:AARCH32_QUINT8_K4X8X4:48"); | |||
#endif | |||
cb("CONV1x1:ARMV7_QUINT8_K4X8X8:24"); | |||
@@ -287,14 +287,14 @@ TEST_F(ARM_COMMON_MULTI_THREADS, CONV_BIAS_1X1_S1_INT8x8x32) { | |||
#define cb(name) checker_conv_bias_mul_int8x8x32(args, handle(), name); | |||
#if MEGDNN_AARCH64 | |||
#if __ARM_FEATURE_DOTPROD | |||
#if MGB_ENABLE_DOT | |||
cb("CONV1x1:AARCH64_INT8X8X32_K8X12X4_DOTPROD:48"); | |||
#else | |||
cb("CONV1x1:AARCH64_INT8X8X32_K8X8X8:24"); | |||
cb("CONV1x1:AARCH64_INT8X8X32_K4X4X16:24"); | |||
#endif | |||
#elif MEGDNN_ARMV7 | |||
#if __ARM_FEATURE_DOTPROD | |||
#if MGB_ENABLE_DOT | |||
cb("CONV1x1:AARCH32_INT8_K6X8X4:48"); | |||
#endif | |||
cb("CONV1x1:ARMV7_INT8X8X32_K4X8X8:24"); | |||
@@ -312,8 +312,7 @@ TEST_F(ARM_COMMON_MULTI_THREADS, CONV_BIAS_1X1_S1_INT8x8x32) { | |||
} | |||
checker_conv_bias_mul_int8x8x32(gemv_args, handle(), "CONV1x1_GEMV"); | |||
} | |||
#ifndef __ARM_FEATURE_DOTPROD | |||
//! enable none dot algo now | |||
TEST_F(ARM_COMMON_MULTI_THREADS, CONV_BIAS_1X1_S1_INT8x8x32_MK4) { | |||
using namespace conv_bias; | |||
std::vector<conv_bias::TestArg> args = | |||
@@ -345,7 +344,6 @@ TEST_F(ARM_COMMON_MULTI_THREADS, CONV_BIAS_1X1_S1_INT8x8x32_MK4) { | |||
#endif | |||
#undef cb | |||
} | |||
#endif | |||
TEST_F(ARM_COMMON_MULTI_THREADS, CONV_BIAS_1X1_S1_INT8x8x32_NCHW44) { | |||
using namespace conv_bias; | |||
@@ -364,7 +362,7 @@ TEST_F(ARM_COMMON_MULTI_THREADS, CONV_BIAS_1X1_S1_INT8x8x32_NCHW44) { | |||
"CONV1x1_GEMV"); | |||
} | |||
#ifdef __ARM_FEATURE_DOTPROD | |||
#if MGB_ENABLE_DOT | |||
TEST_F(ARM_COMMON_MULTI_THREADS, CONV_BIAS_1X1_S1_INT8x8x32_NCHW44_DOT) { | |||
using namespace conv_bias; | |||
std::vector<conv_bias::TestArg> args = get_nchw44_conv_bias_args( | |||
@@ -135,7 +135,7 @@ TEST_F(ARM_COMMON_MULTI_THREADS, CONV_BIAS_IM2COLMATMUL_QUANTIZEDSYM) { | |||
float epsilon = 0.001; | |||
#if MEGDNN_AARCH64 | |||
#if __ARM_FEATURE_DOTPROD | |||
#if MGB_ENABLE_DOT | |||
cb("IM2COLMATMUL:AARCH64_INT8X8X32_K8X12X4_DOTPROD"); | |||
#else | |||
cb("IM2COLMATMUL:AARCH64_INT8X8X32_K8X8X8"); | |||
@@ -148,7 +148,7 @@ TEST_F(ARM_COMMON_MULTI_THREADS, CONV_BIAS_IM2COLMATMUL_QUANTIZEDSYM) { | |||
#undef cb | |||
} | |||
#if __ARM_FEATURE_DOTPROD | |||
#if MGB_ENABLE_DOT | |||
TEST_F(ARM_COMMON_MULTI_THREADS, CONV_BIAS_IM2COLMATMUL_QUANTIZEDSYM_MK4_DOT) { | |||
UniformIntRNG rng{-50, 50}; | |||
@@ -173,6 +173,7 @@ TEST_F(ARM_COMMON_MULTI_THREADS, CONV_BIAS_IM2COLMATMUL_QUANTIZEDSYM_MK4_DOT) { | |||
#if MEGDNN_AARCH64 | |||
cb("IM2COLMATMUL:AARCH64_INT8X8X32_MK4_8X12X4_DOTPROD:96"); | |||
#elif MEGDNN_ARMV7 | |||
epsilon = 1; | |||
cb("IM2COLMATMUL:AARCH32_INT8_MK4_8X4X4_DOTPROD:96"); | |||
#endif | |||
#undef cb | |||
@@ -194,6 +195,7 @@ TEST_F(ARM_COMMON_MULTI_THREADS, | |||
#if MEGDNN_AARCH64 | |||
cb("IM2COLMATMUL:AARCH64_INT8X8X32_MK4_8X12X4_DOTPROD:96"); | |||
#elif MEGDNN_ARMV7 | |||
epsilon = 1; | |||
cb("IM2COLMATMUL:AARCH32_INT8_MK4_8X4X4_DOTPROD:96"); | |||
#endif | |||
#undef cb | |||
@@ -273,7 +275,7 @@ TEST_F(ARM_COMMON_MULTI_THREADS, CONV_BIAS_IM2COLMATMUL_QUANTIZEDASYM) { | |||
dtype::Quantized8Asymm(50.3f, (uint8_t)120), name); | |||
float epsilon = 0.001; | |||
#if MEGDNN_AARCH64 | |||
#if __ARM_FEATURE_DOTPROD | |||
#if MGB_ENABLE_DOT | |||
cb("IM2COLMATMUL:AARCH64_QUINT8_K8X8X4_DOTPROD"); | |||
#else | |||
cb("IM2COLMATMUL:AARCH64_QUINT8_K8X8X8"); | |||
@@ -305,13 +307,13 @@ TEST_F(ARM_COMMON_MULTI_THREADS, CONV_BIAS_IM2COLMATMUL_QUINT8x8x32) { | |||
dtype::QuantizedS32(1.2 * 1.3), {}, name); | |||
#if MEGDNN_AARCH64 | |||
#if __ARM_FEATURE_DOTPROD | |||
#if MGB_ENABLE_DOT | |||
cb("IM2COLMATMUL:AARCH64_QUINT8_K8X8X4_DOTPROD"); | |||
#else | |||
cb("IM2COLMATMUL:AARCH64_QUINT8_K8X8X8"); | |||
#endif | |||
#elif MEGDNN_ARMV7 | |||
#if __ARM_FEATURE_DOTPROD | |||
#if MGB_ENABLE_DOT | |||
cb("IM2COLMATMUL:AARCH32_QUINT8_K4X8X4"); | |||
#endif | |||
cb("IM2COLMATMUL:ARMV7_QUINT8_K4X8X8"); | |||
@@ -392,7 +394,7 @@ TEST_F(ARM_COMMON_MULTI_THREADS, CONV_BIAS_IM2COLMATMUL_FP16) { | |||
#endif | |||
#if MEGDNN_AARCH64 || MEGDNN_ARMV7 | |||
#if !__ARM_FEATURE_DOTPROD | |||
//! enable none dot algo now | |||
TEST_F(ARM_COMMON_MULTI_THREADS, CONV_BIAS_IM2COLMATMUL_INT8x8x32NCHW44_S2) { | |||
using namespace conv_bias; | |||
std::vector<conv_bias::TestArg> args = get_nchw44_conv_bias_args( | |||
@@ -483,10 +485,9 @@ TEST_F(ARM_COMMON_MULTI_THREADS, | |||
#endif | |||
#endif | |||
#endif | |||
#if MEGDNN_AARCH64 | |||
#if __ARM_FEATURE_DOTPROD | |||
#if MGB_ENABLE_DOT | |||
TEST_F(ARM_COMMON_MULTI_THREADS, | |||
CONV_BIAS_IM2COLMATMUL_QUANTIZEDSYM_NCHW44DOT_FUSE) { | |||
UniformIntRNG rng{-50, 50}; | |||
@@ -516,14 +517,14 @@ TEST_F(ARM_COMMON_MULTI_THREADS, CONV_BIAS_IM2COLMATMUL_INT8x8x32) { | |||
#define cb(name) checker_conv_bias_mul_int8x8x32(args, handle(), name); | |||
#if MEGDNN_AARCH64 | |||
#if __ARM_FEATURE_DOTPROD | |||
#if MGB_ENABLE_DOT | |||
cb("IM2COLMATMUL:AARCH64_INT8X8X32_K8X12X4_DOTPROD"); | |||
#else | |||
cb("IM2COLMATMUL:AARCH64_INT8X8X32_K8X8X8"); | |||
cb("IM2COLMATMUL:AARCH64_INT8X8X32_K4X4X16"); | |||
#endif | |||
#elif MEGDNN_ARMV7 | |||
#if __ARM_FEATURE_DOTPROD | |||
#if MGB_ENABLE_DOT | |||
cb("IM2COLMATMUL:AARCH32_INT8_K6X8X4"); | |||
#endif | |||
cb("IM2COLMATMUL:ARMV7_INT8X8X32_K4X8X8"); | |||