Add RISC-V Vector (RVV) support for CPU Execution Provider

cmake/CMakeLists.txt

@@ -89,6 +89,7 @@ option(onnxruntime_USE_RKNPU "Build with RKNPU support" OFF)
 option(onnxruntime_USE_DNNL "Build with DNNL support" OFF)
 option(onnxruntime_USE_JSEP "Build with JavaScript implemented kernels support" OFF)
 option(onnxruntime_USE_SVE "Build with SVE support in MLAS" OFF)
+option(onnxruntime_USE_RVV "Build with RISC-V Vector support in MLAS" OFF)
 option(onnxruntime_USE_ARM_NEON_NCHWC "Build with ARM Neon NCHWc kernels in MLAS" OFF)
 
 option(onnxruntime_USE_KLEIDIAI "Build with KleidiAI integration in MLAS" OFF)

cmake/onnxruntime_mlas.cmake

@@ -435,6 +435,8 @@ else()
           set(X86 TRUE)
         elseif(CMAKE_SYSTEM_PROCESSOR MATCHES "^(x86_64|amd64)$")
           set(X86_64 TRUE)
+        elseif(CMAKE_SYSTEM_PROCESSOR MATCHES "^riscv64.*")
+          set(RISCV64 TRUE)
         elseif(CMAKE_SYSTEM_PROCESSOR MATCHES "^loongarch64.*")
           set(LOONGARCH64 TRUE)
         elseif(CMAKE_SYSTEM_PROCESSOR MATCHES "^s390x$")
@@ -903,6 +905,46 @@ endif()
           set(MLAS_SOURCE_IS_NOT_SET 0)
         endif()
     endif()
+    if(RISCV64 AND MLAS_SOURCE_IS_NOT_SET)
+        file(GLOB_RECURSE mlas_platform_srcs CONFIGURE_DEPENDS
+          "${MLAS_SRC_DIR}/scalar/*.cpp")
+
+        if(onnxruntime_USE_RVV)
+          set(CMAKE_REQUIRED_FLAGS "-march=rv64gcv -mabi=lp64d")
+          check_cxx_source_compiles("
+            #include <stddef.h>
+            #include <riscv_vector.h>
+            int main() {
+              size_t vl = __riscv_vsetvl_e32m1(4);
+              return static_cast<int>(vl == 0);
+            }"
+            HAS_RISCV64_RVV
+          )
+          unset(CMAKE_REQUIRED_FLAGS)
+
+          if(HAS_RISCV64_RVV)
+            list(APPEND mlas_platform_srcs
+              ${MLAS_SRC_DIR}/riscv64/sgemm_pack_b_rvv.cpp
+              ${MLAS_SRC_DIR}/riscv64/sgemm_kernel_rvv.cpp
+              ${MLAS_SRC_DIR}/riscv64/softmax_kernel_rvv.cpp
+            )
+            set_source_files_properties(
+              ${MLAS_SRC_DIR}/riscv64/sgemm_pack_b_rvv.cpp
+              ${MLAS_SRC_DIR}/riscv64/sgemm_kernel_rvv.cpp
+              ${MLAS_SRC_DIR}/riscv64/softmax_kernel_rvv.cpp
+              PROPERTIES COMPILE_FLAGS "-march=rv64gcv -mabi=lp64d")
+            list(APPEND mlas_private_compile_definitions MLAS_USE_RVV=1)
+          else()
+            message(
+              WARNING
+              "onnxruntime_USE_RVV was requested, but the compiler does not support rv64gcv RVV intrinsics. Falling back to scalar MLAS kernels.")
+          endif()
+        endif()
+
+        if(NOT ONNXRUNTIME_MLAS_MULTI_ARCH)
+          set(MLAS_SOURCE_IS_NOT_SET 0)
+        endif()
+    endif()
     if(NOT ONNXRUNTIME_MLAS_MULTI_ARCH AND MLAS_SOURCE_IS_NOT_SET)
         file(GLOB_RECURSE mlas_platform_srcs
           "${MLAS_SRC_DIR}/scalar/*.cpp")
@@ -997,4 +1039,4 @@ if (NOT onnxruntime_ORT_MINIMAL_BUILD)
     endif()
   endif()
 
-endif()
+endif()

cmake/onnxruntime_unittests.cmake

@@ -1400,6 +1400,7 @@ if (NOT onnxruntime_ENABLE_TRAINING_TORCH_INTEROP)
 
     SET(MLAS_BENCH_DIR ${TEST_SRC_DIR}/mlas/bench)
     file(GLOB_RECURSE MLAS_BENCH_SOURCE_FILES "${MLAS_BENCH_DIR}/*.cpp" "${MLAS_BENCH_DIR}/*.h")
+    list(FILTER MLAS_BENCH_SOURCE_FILES EXCLUDE REGEX "${MLAS_BENCH_DIR}/riscv64/.*")
     onnxruntime_add_executable(onnxruntime_mlas_benchmark ${MLAS_BENCH_SOURCE_FILES} ${ONNXRUNTIME_ROOT}/core/framework/error_code.cc)
     target_include_directories(onnxruntime_mlas_benchmark PRIVATE ${ONNXRUNTIME_ROOT}/core/mlas/inc)
     target_link_libraries(onnxruntime_mlas_benchmark PRIVATE benchmark::benchmark onnxruntime_util ${ONNXRUNTIME_MLAS_LIBS} onnxruntime_common ${CMAKE_DL_LIBS})
@@ -1418,6 +1419,33 @@ if (NOT onnxruntime_ENABLE_TRAINING_TORCH_INTEROP)
       target_link_libraries(onnxruntime_mlas_benchmark PRIVATE cpuinfo)
     endif()
     set_target_properties(onnxruntime_mlas_benchmark PROPERTIES FOLDER "ONNXRuntimeTest")
+
+  endif()
+
+  if(CMAKE_SYSTEM_PROCESSOR MATCHES "^riscv64.*")
+    set(MLAS_RISCV64_BENCH_DIR ${TEST_SRC_DIR}/mlas/bench/riscv64)
+
+    onnxruntime_add_executable(
+      onnxruntime_mlas_sgemm_riscv_bench
+      ${MLAS_RISCV64_BENCH_DIR}/sgemm_riscv_bench.cpp)
+    target_include_directories(onnxruntime_mlas_sgemm_riscv_bench PRIVATE ${ONNXRUNTIME_ROOT}/core/mlas/inc)
+    target_link_libraries(
+      onnxruntime_mlas_sgemm_riscv_bench
+      PRIVATE ${ONNXRUNTIME_MLAS_LIBS} onnxruntime_common ${CMAKE_DL_LIBS})
+    target_compile_definitions(onnxruntime_mlas_sgemm_riscv_bench PRIVATE ${mlas_private_compile_definitions})
+    set_target_properties(onnxruntime_mlas_sgemm_riscv_bench PROPERTIES FOLDER "ONNXRuntimeTest")
+
+    onnxruntime_add_executable(
+      onnxruntime_mlas_softmax_riscv_compare
+      ${MLAS_RISCV64_BENCH_DIR}/softmax_rvv_compare.cpp)
+    target_include_directories(
+      onnxruntime_mlas_softmax_riscv_compare
+      PRIVATE ${ONNXRUNTIME_ROOT} ${ONNXRUNTIME_ROOT}/core/mlas/inc)
+    target_link_libraries(
+      onnxruntime_mlas_softmax_riscv_compare
+      PRIVATE ${ONNXRUNTIME_MLAS_LIBS} onnxruntime_common ${CMAKE_DL_LIBS})
+    target_compile_definitions(onnxruntime_mlas_softmax_riscv_compare PRIVATE ${mlas_private_compile_definitions})
+    set_target_properties(onnxruntime_mlas_softmax_riscv_compare PROPERTIES FOLDER "ONNXRuntimeTest")
   endif()
 
   if(WIN32)

onnxruntime/core/mlas/inc/mlas.h

@@ -60,6 +60,9 @@ Module Name:
 #if defined(__s390x__)
 #define MLAS_TARGET_S390X
 #endif
+#if defined(__riscv) && defined(__riscv_xlen) && (__riscv_xlen == 64)
+#define MLAS_TARGET_RISCV64
+#endif
 
 #if defined(__VSX__)
 #define MLAS_TARGET_POWER

onnxruntime/core/mlas/lib/compute.cpp

@@ -876,7 +876,7 @@ Return Value:
         //
         float Maximum;
 
-#if defined(MLAS_TARGET_AMD64) || defined(MLAS_TARGET_LARCH64) || defined(MLAS_USE_SVE)
+#if defined(MLAS_TARGET_AMD64) || defined(MLAS_TARGET_LARCH64) || defined(MLAS_USE_SVE) || defined(MLAS_TARGET_RISCV64)
         Maximum = GetMlasPlatform().ReduceMaximumF32Kernel(Input, D);
 #else 
         Maximum = MlasReduceMaximumF32Kernel(Input, D);
@@ -894,7 +894,7 @@ Return Value:
         float* Temp = LogSoftmax ? nullptr : Output;
         float Accumulation;
 
-#if defined(MLAS_TARGET_AMD64) || defined(MLAS_USE_SVE)
+#if defined(MLAS_TARGET_AMD64) || defined(MLAS_USE_SVE) || defined(MLAS_TARGET_RISCV64)
         Accumulation = GetMlasPlatform().ComputeSumExpF32Kernel(Input, Temp, D, &NegativeMaximum);
 #else
         Accumulation = MlasComputeSumExpF32Kernel(Input, Temp, D, &NegativeMaximum);
@@ -910,7 +910,7 @@ Return Value:
             //
             float Parameters[] = {NegativeMaximum, std::log(Accumulation)};
 
-#if defined(MLAS_TARGET_AMD64) || defined(MLAS_TARGET_LARCH64) || defined(MLAS_USE_SVE)
+#if defined(MLAS_TARGET_AMD64) || defined(MLAS_TARGET_LARCH64) || defined(MLAS_USE_SVE) || defined(MLAS_TARGET_RISCV64)
             GetMlasPlatform().ComputeLogSoftmaxOutputF32Kernel(Input, Output, D, Parameters);
 #else 
 
@@ -922,7 +922,7 @@ Return Value:
             //
             float Parameters[] = {1.0f / Accumulation};
 
-#if defined(MLAS_TARGET_AMD64) || defined(MLAS_TARGET_LARCH64) || defined(MLAS_USE_SVE)
+#if defined(MLAS_TARGET_AMD64) || defined(MLAS_TARGET_LARCH64) || defined(MLAS_USE_SVE) || defined(MLAS_TARGET_RISCV64)
             GetMlasPlatform().ComputeSoftmaxOutputF32Kernel(Output, D, Parameters);
 #else
             MlasComputeSoftmaxOutputF32Kernel(Output, D, Parameters);

onnxruntime/core/mlas/lib/mlasi.h

@@ -352,7 +352,8 @@ static_assert(sizeof(MLAS_FP16) == FP16_SIZE);
 //
 
 #if defined(MLAS_TARGET_AMD64_IX86) || defined(MLAS_TARGET_POWER) || \
-    defined(MLAS_TARGET_LARCH64) || defined(MLAS_TARGET_S390X)
+    defined(MLAS_TARGET_LARCH64) || defined(MLAS_TARGET_S390X) || \
+    defined(MLAS_TARGET_RISCV64)
 
 typedef
 size_t
@@ -1018,6 +1019,34 @@ extern "C" {
     MLAS_REDUCE_MAXIMUM_FLOAT_KERNEL MlasReduceMaximumF32KernelLasx;
     MLAS_COMPUTE_SOFTMAX_OUTPUT_FLOAT_KERNEL MlasComputeSoftmaxOutputF32KernelLasx;
     MLAS_COMPUTE_LOGSOFTMAX_OUTPUT_FLOAT_KERNEL MlasComputeLogSoftmaxOutputF32KernelLasx;
+#elif defined(MLAS_TARGET_RISCV64)
+    MLAS_GEMM_FLOAT_KERNEL MlasGemmFloatKernelRvv;
+    void MlasSgemmCopyPackBRvv(
+        float* D,
+        const float* B,
+        size_t ldb,
+        size_t CountX,
+        size_t CountY);
+    size_t MLASCALL MlasSgemmKernelZero(
+        const float* A,
+        const float* B,
+        float* C,
+        size_t CountK,
+        size_t CountM,
+        size_t CountN,
+        size_t lda,
+        size_t ldc,
+        float alpha);
+    size_t MLASCALL MlasSgemmKernelAdd(
+        const float* A,
+        const float* B,
+        float* C,
+        size_t CountK,
+        size_t CountM,
+        size_t CountN,
+        size_t lda,
+        size_t ldc,
+        float alpha);
 #else
     MLAS_GEMM_FLOAT_KERNEL MlasSgemmKernelZero;
     MLAS_GEMM_FLOAT_KERNEL MlasSgemmKernelAdd;
@@ -1167,6 +1196,12 @@ extern "C" {
 
     MLAS_REDUCE_MAXIMUM_FLOAT_KERNEL MlasReduceMaximumF32Kernel;
     MLAS_REDUCE_MINIMUM_MAXIMUM_FLOAT_KERNEL MlasReduceMinimumMaximumF32Kernel;
+#if defined(MLAS_TARGET_RISCV64)
+    MLAS_COMPUTE_SUMEXP_FLOAT_KERNEL MlasComputeSumExpF32KernelRvv;
+    MLAS_REDUCE_MAXIMUM_FLOAT_KERNEL MlasReduceMaximumF32KernelRvv;
+    MLAS_COMPUTE_SOFTMAX_OUTPUT_FLOAT_KERNEL MlasComputeSoftmaxOutputF32KernelRvv;
+    MLAS_COMPUTE_LOGSOFTMAX_OUTPUT_FLOAT_KERNEL MlasComputeLogSoftmaxOutputF32KernelRvv;
+#endif
 #if defined(MLAS_TARGET_AMD64)
     MLAS_REDUCE_MAXIMUM_FLOAT_KERNEL MlasReduceMaximumF32KernelAvx;
     MLAS_REDUCE_MAXIMUM_FLOAT_KERNEL MlasReduceMaximumF32KernelAvx512F;
@@ -1442,7 +1477,7 @@ struct MLAS_PLATFORM {
 #endif
 
 
-#if defined(MLAS_TARGET_AMD64_IX86) || defined(MLAS_TARGET_POWER) || defined(MLAS_TARGET_S390X)
+#if defined(MLAS_TARGET_AMD64_IX86) || defined(MLAS_TARGET_POWER) || defined(MLAS_TARGET_S390X) || defined(MLAS_TARGET_RISCV64)
     MLAS_GEMM_FLOAT_KERNEL* GemmFloatKernel;
 #endif
 #if defined(MLAS_TARGET_LARCH64)
@@ -1507,7 +1542,7 @@ struct MLAS_PLATFORM {
     MLAS_QUANTIZE_LINEAR_U4_KERNEL* QuantizeLinearU4Kernel;
 #endif
 
-#if defined(MLAS_USE_SVE) || defined(MLAS_TARGET_AMD64)
+#if defined(MLAS_USE_SVE) || defined(MLAS_TARGET_AMD64) || defined(MLAS_TARGET_RISCV64)
     MLAS_COMPUTE_UNARY_FLOAT_KERNEL* ErfKernelRoutine;
     MLAS_COMPUTE_UNARY_FLOAT_KERNEL* LogisticKernelRoutine;
     MLAS_REDUCE_MAXIMUM_FLOAT_KERNEL* ReduceMaximumF32Kernel;

onnxruntime/core/mlas/lib/platform.cpp

@@ -27,6 +27,7 @@ Module Name:
 #include "kleidiai/mlasi_kleidiai.h"
 #endif
 
+#include <cstdlib>
 #include <thread>
 #include <mutex>
 
@@ -49,6 +50,14 @@ Module Name:
 #include <sys/auxv.h>
 #endif
 
+#if defined(MLAS_TARGET_RISCV64) && defined(MLAS_USE_RVV) && defined(__linux__)
+#include <sys/auxv.h>
+#include <asm/hwcap.h>
+#ifndef COMPAT_HWCAP_ISA_V
+#define COMPAT_HWCAP_ISA_V (1UL << ('V' - 'A'))
+#endif
+#endif
+
 #if defined(MLAS_TARGET_ARM64)
 #if defined(_WIN32)
 
@@ -265,6 +274,34 @@ Return Value:
     this->CastF16ToF32Kernel = nullptr;
     this->CastF32ToF16Kernel = nullptr;
 
+#if defined(MLAS_TARGET_RISCV64)
+    this->GemmFloatKernel = nullptr;
+    this->ErfKernelRoutine = MlasErfKernel;
+    this->LogisticKernelRoutine = MlasLogisticKernel;
+    this->ReduceMaximumF32Kernel = MlasReduceMaximumF32Kernel;
+    this->ComputeSumExpF32Kernel = MlasComputeSumExpF32Kernel;
+    this->ComputeSoftmaxOutputF32Kernel = MlasComputeSoftmaxOutputF32Kernel;
+    this->ComputeLogSoftmaxOutputF32Kernel = MlasComputeLogSoftmaxOutputF32Kernel;
+
+#if defined(MLAS_USE_RVV)
+    bool has_rvv = true;
+#if defined(__linux__)
+    has_rvv = (getauxval(AT_HWCAP) & COMPAT_HWCAP_ISA_V) != 0;
+#endif
+    const char* force_scalar = std::getenv("ORT_MLAS_RISCV_FORCE_SCALAR");
+    if (force_scalar != nullptr && force_scalar[0] != '\0' && force_scalar[0] != '0') {
+        has_rvv = false;
+    }
+    if (has_rvv) {
+        this->GemmFloatKernel = MlasGemmFloatKernelRvv;
+        this->ReduceMaximumF32Kernel = MlasReduceMaximumF32KernelRvv;
+        this->ComputeSumExpF32Kernel = MlasComputeSumExpF32KernelRvv;
+        this->ComputeSoftmaxOutputF32Kernel = MlasComputeSoftmaxOutputF32KernelRvv;
+        this->ComputeLogSoftmaxOutputF32Kernel = MlasComputeLogSoftmaxOutputF32KernelRvv;
+    }
+#endif
+#endif
+
 #if defined(MLAS_TARGET_AMD64_IX86)
 
     //