/*++ Copyright (c) Microsoft Corporation. All rights reserved. Licensed under the MIT License. Module Name: platform.cpp Abstract: This module implements logic to select the best configuration for the this platform. --*/ #include "mlasi.h" #include #include #if defined(MLAS_TARGET_POWER) && defined(__linux__) #include #endif #if defined(MLAS_TARGET_ARM64) #if defined(_WIN32) // N.B. Support building with downlevel versions of the Windows SDK. #ifndef PF_ARM_V82_DP_INSTRUCTIONS_AVAILABLE #define PF_ARM_V82_DP_INSTRUCTIONS_AVAILABLE 43 #endif #if defined(BUILD_MLAS_NO_ONNXRUNTIME) MLASCPUIDInfo::MLASCPUIDInfo() { has_arm_neon_dot_ = (IsProcessorFeaturePresent(PF_ARM_V82_DP_INSTRUCTIONS_AVAILABLE) != 0); // raw hack! Need CPUIDInfo implementation for more precise detection has_fp16_ = has_arm_neon_dot_; } #endif #elif defined(__linux__) #include #include // N.B. Support building with older versions of asm/hwcap.h that do not define // this capability bit. #ifndef HWCAP_ASIMDDP #define HWCAP_ASIMDDP (1 << 20) #endif #if defined(BUILD_MLAS_NO_ONNXRUNTIME) MLASCPUIDInfo::MLASCPUIDInfo() { has_arm_neon_dot_ = ((getauxval(AT_HWCAP) & HWCAP_ASIMDDP) != 0); // raw hack! Need CPUIDInfo implementation for more precise detection has_fp16_ = has_arm_neon_dot_; } #endif #else #if defined(BUILD_MLAS_NO_ONNXRUNTIME) MLASCPUIDInfo::MLASCPUIDInfo() {} #endif #endif // Windows vs Linux vs Unknown #else // not MLAS_TARGET_ARM64 #if defined(BUILD_MLAS_NO_ONNXRUNTIME) MLASCPUIDInfo::MLASCPUIDInfo() {} #endif #endif // MLAS_TARGET_ARM64 #ifdef MLAS_TARGET_AMD64_IX86 // // Stores a vector to build a conditional load/store mask for vmaskmovps. // MLAS_INTERNAL_DATA MLAS_DECLSPEC_ALIGN(const uint32_t MlasMaskMoveAvx[8], 32) = { 0, 1, 2, 3, 4, 5, 6, 7 }; // // Stores a table of AVX vmaskmovps/vmaskmovpd load/store masks. // MLAS_INTERNAL_DATA MLAS_DECLSPEC_ALIGN(const uint32_t MlasMaskMoveTableAvx[16], 32) = { 0xFFFFFFFF, 0xFFFFFFFF, 0xFFFFFFFF, 0xFFFFFFFF, 0xFFFFFFFF, 0xFFFFFFFF, 0xFFFFFFFF, 0xFFFFFFFF, 0x00000000, 0x00000000, 0x00000000, 0x00000000, 0x00000000, 0x00000000, 0x00000000, 0x00000000, }; // // Stores a table of AVX512 opmask register values. // MLAS_INTERNAL_DATA MLAS_DECLSPEC_ALIGN(const int16_t MlasOpmask16BitTableAvx512[16], 32) = { 0x0000, 0x0001, 0x0003, 0x0007, 0x000F, 0x001F, 0x003F, 0x007F, 0x00FF, 0x01FF, 0x03FF, 0x07FF, 0x0FFF, 0x1FFF, 0x3FFF, 0x7FFF, }; // // Reads the processor extended control register to determine platform // capabilities. // #if !defined(_XCR_XFEATURE_ENABLED_MASK) #define _XCR_XFEATURE_ENABLED_MASK 0 #endif inline uint64_t MlasReadExtendedControlRegister( unsigned int ext_ctrl_reg ) { #if defined(_WIN32) return _xgetbv(ext_ctrl_reg); #else uint32_t eax, edx; __asm__ ( "xgetbv" : "=a" (eax), "=d" (edx) : "c" (ext_ctrl_reg) ); return ((uint64_t)edx << 32) | eax; #endif } #if defined(__linux__) #include #include #endif bool MlasInitAMX() { #if defined(__linux__) #define XFEATURE_XTILECFG 17 #define XFEATURE_XTILEDATA 18 #define XFEATURE_MASK_XTILECFG (1 << XFEATURE_XTILECFG) #define XFEATURE_MASK_XTILEDATA (1 << XFEATURE_XTILEDATA) #define XFEATURE_MASK_XTILE (XFEATURE_MASK_XTILECFG | XFEATURE_MASK_XTILEDATA) #define ARCH_GET_XCOMP_PERM 0x1022 #define ARCH_REQ_XCOMP_PERM 0x1023 unsigned long bitmask = 0; long rc = syscall(SYS_arch_prctl, ARCH_REQ_XCOMP_PERM, XFEATURE_XTILEDATA); if (rc) { return false; } rc = syscall(SYS_arch_prctl, ARCH_GET_XCOMP_PERM, &bitmask); if (rc) { return false; } if (bitmask & XFEATURE_MASK_XTILE) { return true; } return false; #else return true; #endif } #endif // MLAS_TARGET_AMD64_IX86 MLAS_PLATFORM::MLAS_PLATFORM( void ) /*++ Routine Description: This routine initializes the platform support for this library. Arguments: None. Return Value: None. --*/ { this->ConvDepthwiseU8S8Kernel = MlasConvDepthwiseKernel; this->ConvDepthwiseU8U8Kernel = MlasConvDepthwiseKernel; this->ConvDepthwiseS8S8Kernel = MlasConvDepthwiseKernel; this->ConvDepthwiseS8U8Kernel = MlasConvDepthwiseKernel; #if defined(MLAS_TARGET_AMD64_IX86) // // Default to the baseline SSE2 support. // this->GemmFloatKernel = MlasGemmFloatKernelSse; this->GemmU8S8Dispatch = &MlasGemmU8X8DispatchSse; this->GemmU8U8Dispatch = &MlasGemmU8X8DispatchSse; #if defined(MLAS_TARGET_AMD64) this->TransposePackB16x4Routine = MlasSgemmTransposePackB16x4Sse; this->GemmDoubleKernel = MlasGemmDoubleKernelSse; this->ConvNchwFloatKernel = MlasConvNchwFloatKernelSse; this->ConvNchwcFloatKernel = MlasConvNchwcFloatKernelSse; this->ConvDepthwiseFloatKernel = MlasConvDepthwiseFloatKernelSse; this->ConvPointwiseFloatKernel = MlasConvPointwiseFloatKernelSse; this->PoolFloatKernel[MlasMaximumPooling] = MlasPoolMaximumFloatKernelSse; this->PoolFloatKernel[MlasAveragePoolingExcludePad] = MlasPoolAverageExcludePadFloatKernelSse; this->PoolFloatKernel[MlasAveragePoolingIncludePad] = MlasPoolAverageIncludePadFloatKernelSse; this->ComputeExpF32Kernel = MlasComputeExpF32Kernel; this->LogisticKernelRoutine = MlasLogisticKernel; this->TanhKernelRoutine = MlasTanhKernel; this->ErfKernelRoutine = MlasErfKernel; this->ComputeSumExpF32Kernel = MlasComputeSumExpF32Kernel; this->ComputeSoftmaxOutputF32Kernel = MlasComputeSoftmaxOutputF32Kernel; this->ComputeLogSoftmaxOutputF32Kernel = MlasComputeLogSoftmaxOutputF32Kernel; this->ReduceMaximumF32Kernel = MlasReduceMaximumF32Kernel; this->ReduceMinimumMaximumF32Kernel = MlasReduceMinimumMaximumF32Kernel; this->QLinearAddS8Kernel = MlasQLinearAddS8Kernel; this->QLinearAddU8Kernel = MlasQLinearAddU8Kernel; this->QuantizeLinearS8Kernel = MlasQuantizeLinearS8Kernel; this->QuantizeLinearU8Kernel = MlasQuantizeLinearU8Kernel; this->NchwcBlockSize = 8; this->PreferredBufferAlignment = MLAS_DEFAULT_PREFERRED_BUFFER_ALIGNMENT; this->MaximumThreadCount = MLAS_MAXIMUM_THREAD_COUNT; #endif unsigned Cpuid1[4]; #if defined(_WIN32) __cpuid((int*)Cpuid1, 1); #else __cpuid(1, Cpuid1[0], Cpuid1[1], Cpuid1[2], Cpuid1[3]); #endif #if defined(_MSC_VER) // // Check if the processor supports SSE 4.1 instructions. // if ((Cpuid1[2] & 0x80000) != 0) { this->GemmU8S8Dispatch = &MlasGemmU8S8DispatchSse41; } #endif // // Check if the processor supports the AVX and OSXSAVE features. // if ((Cpuid1[2] & 0x18000000) == 0x18000000) { // // Check if the operating system supports saving SSE and AVX states. // uint64_t xcr0 = MlasReadExtendedControlRegister(_XCR_XFEATURE_ENABLED_MASK); if ((xcr0 & 0x6) == 0x6) { this->GemmFloatKernel = MlasGemmFloatKernelAvx; #if defined(MLAS_TARGET_AMD64) this->KernelM1Routine = MlasSgemmKernelM1Avx; this->KernelM1TransposeBRoutine = MlasSgemmKernelM1TransposeBAvx; this->TransposePackB16x4Routine = MlasSgemmTransposePackB16x4Avx; this->GemmDoubleKernel = MlasGemmDoubleKernelAvx; this->ConvNchwFloatKernel = MlasConvNchwFloatKernelAvx; this->ConvNchwcFloatKernel = MlasConvNchwcFloatKernelAvx; this->ConvDepthwiseFloatKernel = MlasConvDepthwiseFloatKernelAvx; this->ConvPointwiseFloatKernel = MlasConvPointwiseFloatKernelAvx; this->PoolFloatKernel[MlasMaximumPooling] = MlasPoolMaximumFloatKernelAvx; this->PoolFloatKernel[MlasAveragePoolingExcludePad] = MlasPoolAverageExcludePadFloatKernelAvx; this->PoolFloatKernel[MlasAveragePoolingIncludePad] = MlasPoolAverageIncludePadFloatKernelAvx; this->ComputeSoftmaxOutputF32Kernel = MlasComputeSoftmaxOutputF32KernelAvx; this->ComputeLogSoftmaxOutputF32Kernel = MlasComputeLogSoftmaxOutputF32KernelAvx; this->ReduceMaximumF32Kernel = MlasReduceMaximumF32KernelAvx; this->ReduceMinimumMaximumF32Kernel = MlasReduceMinimumMaximumF32KernelAvx; this->GemmU8U8Kernel = nullptr; // // Check if the processor supports AVX2/FMA3 features. // unsigned Cpuid7[4]; #if defined(_WIN32) __cpuidex((int*)Cpuid7, 7, 0); #else __cpuid_count(7, 0, Cpuid7[0], Cpuid7[1], Cpuid7[2], Cpuid7[3]); #endif if (((Cpuid1[2] & 0x1000) != 0) && ((Cpuid7[1] & 0x20) != 0)) { this->GemmU8S8Dispatch = &MlasGemmU8S8DispatchAvx2; this->GemmU8S8Kernel = MlasGemmU8S8KernelAvx2; this->GemvU8S8Kernel = MlasGemvU8S8KernelAvx2; this->GemmU8U8Dispatch = &MlasGemmU8U8DispatchAvx2; this->GemmU8U8Kernel = MlasGemmU8U8KernelAvx2; this->ConvSymU8S8Dispatch = &MlasConvSymDispatchAvx2; this->GemmFloatKernel = MlasGemmFloatKernelFma3; this->GemmDoubleKernel = MlasGemmDoubleKernelFma3; this->ConvNchwFloatKernel = MlasConvNchwFloatKernelFma3; this->ConvNchwcFloatKernel = MlasConvNchwcFloatKernelFma3; this->ConvDepthwiseFloatKernel = MlasConvDepthwiseFloatKernelFma3; this->ConvPointwiseFloatKernel = MlasConvPointwiseFloatKernelFma3; this->ComputeExpF32Kernel = MlasComputeExpF32KernelFma3; this->LogisticKernelRoutine = MlasComputeLogisticF32KernelFma3; this->TanhKernelRoutine = MlasComputeTanhF32KernelFma3; this->ErfKernelRoutine = MlasErfKernelFma3; this->QLinearAddS8Kernel = MlasQLinearAddS8KernelAvx2; this->QLinearAddU8Kernel = MlasQLinearAddU8KernelAvx2; this->ConvDepthwiseU8S8Kernel = MlasConvDepthwiseKernelAvx2; this->ConvDepthwiseU8U8Kernel = MlasConvDepthwiseKernelAvx2; this->ConvDepthwiseS8S8Kernel = MlasConvDepthwiseKernelAvx2; this->ConvDepthwiseS8U8Kernel = MlasConvDepthwiseKernelAvx2; this->ComputeSumExpF32Kernel = MlasComputeSumExpF32KernelFma3; // // Check if the processor supports Hybrid core architecture. // if ((Cpuid7[3] & 0x8000) != 0) { this->MaximumThreadCount = MLAS_MAXIMUM_THREAD_COUNT * 4; } // // Check if the processor supports AVXVNNI features. // unsigned Cpuid7_1[4]; #if defined(_WIN32) __cpuidex((int*)Cpuid7_1, 7, 1); #else __cpuid_count(7, 1, Cpuid7_1[0], Cpuid7_1[1], Cpuid7_1[2], Cpuid7_1[3]); #endif if ((Cpuid7_1[0] & 0x10) != 0) { this->GemmU8U8Dispatch = &MlasGemmU8S8DispatchAvx2; this->GemmU8S8Kernel = MlasGemmU8S8KernelAvxVnni; this->GemvU8S8Kernel = MlasGemvU8S8KernelAvxVnni; this->ConvSymU8S8Dispatch = &MlasConvSymDispatchAvxVnni; } #if !defined(ORT_MINIMAL_BUILD) // // Check if the processor supports AVX512F features and the // operating system supports saving AVX512F state. // if (((Cpuid7[1] & 0x10000) != 0) && ((xcr0 & 0xE0) == 0xE0)) { this->GemmFloatKernel = MlasGemmFloatKernelAvx512F; this->GemmDoubleKernel = MlasGemmDoubleKernelAvx512F; this->ConvNchwFloatKernel = MlasConvNchwFloatKernelAvx512F; this->ConvNchwcFloatKernel = MlasConvNchwcFloatKernelAvx512F; this->ConvDepthwiseFloatKernel = MlasConvDepthwiseFloatKernelAvx512F; this->ConvPointwiseFloatKernel = MlasConvPointwiseFloatKernelAvx512F; this->PoolFloatKernel[MlasMaximumPooling] = MlasPoolMaximumFloatKernelAvx512F; this->PoolFloatKernel[MlasAveragePoolingExcludePad] = MlasPoolAverageExcludePadFloatKernelAvx512F; this->PoolFloatKernel[MlasAveragePoolingIncludePad] = MlasPoolAverageIncludePadFloatKernelAvx512F; this->ComputeExpF32Kernel = MlasComputeExpF32KernelAvx512F; this->ComputeSumExpF32Kernel = MlasComputeSumExpF32KernelAvx512F; this->QuantizeLinearS8Kernel = MlasQuantizeLinearS8KernelAvx512F; this->QuantizeLinearU8Kernel = MlasQuantizeLinearU8KernelAvx512F; this->NchwcBlockSize = 16; this->PreferredBufferAlignment = 64; // // Check if the processor supports AVX512 core features // (AVX512BW/AVX512DQ/AVX512VL). // if ((Cpuid7[1] & 0xC0020000) == 0xC0020000) { this->GemmU8S8Kernel = MlasGemmU8S8KernelAvx512Core; this->GemvU8S8Kernel = MlasGemvU8S8KernelAvx512Core; this->GemmU8U8Kernel = MlasGemmU8U8KernelAvx512Core; this->ConvSymU8S8Dispatch = &MlasConvSymDispatchAvx512Core; // // Check if the processor supports AVX512VNNI. // if ((Cpuid7[2] & 0x800) != 0) { this->GemmU8U8Dispatch = &MlasGemmU8S8DispatchAvx2; this->GemmU8S8Kernel = MlasGemmU8S8KernelAvx512Vnni; this->GemvU8S8Kernel = MlasGemvU8S8KernelAvx512Vnni; this->ConvSymU8S8Dispatch = &MlasConvSymDispatchAvx512Vnni; } } } #ifdef MLAS_AMX_SUPPORTED // // Check if the processor supports AMX-TILE and AMX-INT8 // features. // if ((Cpuid7[3] & 0b1 << 24) != 0 && (Cpuid7[3] & 0b1 << 25) != 0) { if (MlasInitAMX()) { this->GemmU8U8Dispatch = &MlasGemmU8S8DispatchAmx; this->GemmU8S8Dispatch = &MlasGemmU8S8DispatchAmx; } } #endif // MLAS_AMX_SUPPORTED #endif // ORT_MINIMAL_BUILD } #endif // MLAS_TARGET_AMD64 } } #endif // MLAS_TARGET_AMD64_IX86 #if defined(MLAS_TARGET_ARM64) this->GemmU8U8Dispatch = &MlasGemmU8X8DispatchNeon; this->GemmU8S8Dispatch = &MlasGemmX8S8DispatchNeon; this->GemmS8S8Dispatch = &MlasGemmX8S8DispatchNeon; this->SymmQgemmDispatch = &MlasSymmQgemmS8DispatchNeon; this->ConvSymU8S8Dispatch = &MlasConvSymU8DispatchNeon; this->ConvSymS8S8Dispatch = &MlasConvSymS8DispatchNeon; // // Check if the processor supports ASIMD dot product instructions. // bool HasDotProductInstructions; #if defined(_WIN32) HasDotProductInstructions = (IsProcessorFeaturePresent(PF_ARM_V82_DP_INSTRUCTIONS_AVAILABLE) != 0); #elif !defined(__APPLE__) // The next few lines result in an EXC_BAD_INSTRUCTION runtime error on a M1 Mac so we // disable it there. uint64_t isar0_el1; asm("mrs %[reg], ID_AA64ISAR0_EL1\n" : [reg] "=r"(isar0_el1) : :); HasDotProductInstructions = ((isar0_el1 >> 44) & 0xfu) == 0x1u; #else HasDotProductInstructions = MLAS_CPUIDINFO::GetCPUIDInfo().HasArmNeonDot(); #endif if (HasDotProductInstructions) { this->GemmU8U8Dispatch = &MlasGemmU8X8DispatchUdot; this->GemmU8S8Dispatch = &MlasGemmU8X8DispatchUdot; this->GemmS8S8Dispatch = &MlasGemmS8S8DispatchSdot; this->SymmQgemmDispatch = &MlasSymmQgemmS8DispatchSdot; this->ConvSymU8S8Dispatch = &MlasConvSymU8DispatchDot; this->ConvSymS8S8Dispatch = &MlasConvSymS8DispatchDot; } #endif // MLAS_TARGET_ARM64 #if defined(MLAS_TARGET_POWER) this->GemmFloatKernel = MlasSgemmKernel; this->GemmDoubleKernel = MlasDgemmKernel; this->QuantizeLinearS8Kernel = MlasQuantizeLinearS8Kernel; this->QuantizeLinearU8Kernel = MlasQuantizeLinearU8Kernel; #if defined(__linux__) unsigned long hwcap2 = getauxval(AT_HWCAP2); bool HasP9Instructions = hwcap2 & PPC_FEATURE2_ARCH_3_00; if (HasP9Instructions) { this->QuantizeLinearS8Kernel = MlasQuantizeLinearS8KernelVSX; this->QuantizeLinearU8Kernel = MlasQuantizeLinearU8KernelVSX; } #if defined(POWER10) #if (defined(__GNUC__) && ((__GNUC__ > 10) || (__GNUC__== 10 && __GNUC_MINOR__ >= 2))) || \ (defined(__clang__) && (__clang_major__ >= 12)) bool HasP10Instructions = ((hwcap2 & PPC_FEATURE2_MMA) && (hwcap2 & PPC_FEATURE2_ARCH_3_1)); if (HasP10Instructions) { this->GemmFloatKernel = MlasSgemmKernelPOWER10; this->GemmDoubleKernel = MlasDgemmKernelPOWER10; this->GemmU8X8Dispatch = &MlasGemm8X8DispatchPOWER10; } #endif #endif #endif // __linux__ #endif // MLAS_TARGET_POWER } size_t MLASCALL MlasGetPreferredBufferAlignment( void ) /*++ Routine Description: This routine returns the preferred byte alignment for buffers that are used with this library. Buffers that are not byte aligned to this value will function, but will not achieve best performance. Arguments: None. Return Value: Returns the preferred byte alignment for buffers. --*/ { #if defined(MLAS_TARGET_AMD64) return GetMlasPlatform().PreferredBufferAlignment; #else return MLAS_DEFAULT_PREFERRED_BUFFER_ALIGNMENT; #endif } #ifdef MLAS_TARGET_AMD64_IX86 bool MLASCALL MlasPlatformU8S8Overflow( void ) { const auto& p = GetMlasPlatform(); return p.GemmU8U8Dispatch != p.GemmU8S8Dispatch; } #endif thread_local size_t ThreadedBufSize = 0; #ifdef _MSC_VER thread_local std::unique_ptr ThreadedBufHolder(nullptr, &_aligned_free); #else thread_local std::unique_ptr ThreadedBufHolder(nullptr, &free); #endif