Merge remote-tracking branch 'origin/main' into skottmckay/CoreML_MLP…

…rogram_Resize_PR
microsoft · Jul 19, 2024 · 520d49a · 520d49a
2 parents 86abec5 + 9140d9b
commit 520d49a
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Showing 100 changed files with 1,122 additions and 647 deletions.
diff --git a/cmake/CMakeLists.txt b/cmake/CMakeLists.txt
@@ -1040,7 +1040,7 @@ function(onnxruntime_set_compile_flags target_name)
       # Enable warning
       target_compile_options(${target_name} PRIVATE "$<$<COMPILE_LANGUAGE:CUDA>:SHELL:--compiler-options -Wall>" "$<$<NOT:$<COMPILE_LANGUAGE:CUDA>>:-Wall>")
       target_compile_options(${target_name} PRIVATE "$<$<NOT:$<COMPILE_LANGUAGE:CUDA>>:-Wextra>")
-      if (CMAKE_CXX_COMPILER_ID STREQUAL "Clang" OR CMAKE_CXX_COMPILER_ID STREQUAL "AppleClang")
+      if (CMAKE_CXX_COMPILER_ID STREQUAL "Clang" OR CMAKE_CXX_COMPILER_ID STREQUAL "AppleClang" OR CMAKE_CXX_COMPILER_ID STREQUAL "IBMClang")
         #external/protobuf/src/google/protobuf/arena.h:445:18: error: unused parameter 'p'
         target_compile_options(${target_name} PRIVATE "-Wno-unused-parameter")
       endif()

diff --git a/cmake/external/onnxruntime_external_deps.cmake b/cmake/external/onnxruntime_external_deps.cmake
@@ -46,6 +46,9 @@ if (onnxruntime_BUILD_UNIT_TESTS)
   if (CMAKE_SYSTEM_NAME STREQUAL "Emscripten")
     set(gtest_disable_pthreads ON)
   endif()
+  if (${CMAKE_SYSTEM_NAME} MATCHES "AIX")
+    set(gtest_disable_pthreads ON CACHE BOOL "gtest_disable_pthreads" FORCE)
+  endif()
   set(INSTALL_GTEST OFF CACHE BOOL "" FORCE)
   if (IOS OR ANDROID)
     # on mobile platforms the absl flags class dumps the flag names (assumably for binary size), which breaks passing

diff --git a/cmake/onnxruntime.cmake b/cmake/onnxruntime.cmake
@@ -57,6 +57,7 @@ foreach(f ${ONNXRUNTIME_PROVIDER_NAMES})
   list(APPEND SYMBOL_FILES "${ONNXRUNTIME_ROOT}/core/providers/${f}/symbols.txt")
 endforeach()
 
+if(NOT ${CMAKE_SYSTEM_NAME} MATCHES "AIX")
 add_custom_command(OUTPUT ${SYMBOL_FILE} ${CMAKE_CURRENT_BINARY_DIR}/generated_source.c
   COMMAND ${Python_EXECUTABLE} "${REPO_ROOT}/tools/ci_build/gen_def.py"
     --version_file "${ONNXRUNTIME_ROOT}/../VERSION_NUMBER" --src_root "${ONNXRUNTIME_ROOT}"
@@ -66,6 +67,7 @@ add_custom_command(OUTPUT ${SYMBOL_FILE} ${CMAKE_CURRENT_BINARY_DIR}/generated_s
   WORKING_DIRECTORY ${CMAKE_CURRENT_BINARY_DIR})
 
 add_custom_target(onnxruntime_generate_def ALL DEPENDS ${SYMBOL_FILE} ${CMAKE_CURRENT_BINARY_DIR}/generated_source.c)
+endif()
 if(WIN32)
   onnxruntime_add_shared_library(onnxruntime
     ${SYMBOL_FILE}
@@ -98,13 +100,21 @@ elseif(onnxruntime_BUILD_APPLE_FRAMEWORK)
     # Note: The PUBLIC_HEADER and VERSION properties for the 'onnxruntime' target will be set later in this file.
   )
 else()
-  onnxruntime_add_shared_library(onnxruntime ${CMAKE_CURRENT_BINARY_DIR}/generated_source.c)
+  if(${CMAKE_SYSTEM_NAME} MATCHES "AIX")
+    onnxruntime_add_shared_library(onnxruntime ${ONNXRUNTIME_ROOT}/core/session/onnxruntime_c_api.cc)
+  else()
+    onnxruntime_add_shared_library(onnxruntime ${CMAKE_CURRENT_BINARY_DIR}/generated_source.c )
+  endif()
   if (onnxruntime_USE_CUDA)
     set_property(TARGET onnxruntime APPEND_STRING PROPERTY LINK_FLAGS " -Xlinker -rpath=\\$ORIGIN")
   endif()
 endif()
 
-add_dependencies(onnxruntime onnxruntime_generate_def ${onnxruntime_EXTERNAL_DEPENDENCIES})
+if(${CMAKE_SYSTEM_NAME} MATCHES "AIX")
+  add_dependencies(onnxruntime ${onnxruntime_EXTERNAL_DEPENDENCIES})
+else()
+  add_dependencies(onnxruntime onnxruntime_generate_def ${onnxruntime_EXTERNAL_DEPENDENCIES})
+endif()
 target_include_directories(onnxruntime PRIVATE ${ONNXRUNTIME_ROOT} PUBLIC "$<INSTALL_INTERFACE:${CMAKE_INSTALL_INCLUDEDIR}/onnxruntime>")
 
 
@@ -113,7 +123,7 @@ target_compile_definitions(onnxruntime PRIVATE FILE_NAME=\"onnxruntime.dll\")
 if(UNIX)
   if (APPLE)
     set(ONNXRUNTIME_SO_LINK_FLAG " -Xlinker -dead_strip")
-  else()
+  elseif(NOT ${CMAKE_SYSTEM_NAME} MATCHES "AIX")
     set(ONNXRUNTIME_SO_LINK_FLAG " -Xlinker --version-script=${SYMBOL_FILE} -Xlinker --no-undefined -Xlinker --gc-sections -z noexecstack")
   endif()
 else()
@@ -132,7 +142,7 @@ if (NOT WIN32)
     else()
         set_target_properties(onnxruntime PROPERTIES INSTALL_RPATH "@loader_path")
     endif()
-  elseif (NOT CMAKE_SYSTEM_NAME STREQUAL "Emscripten")
+  elseif (NOT CMAKE_SYSTEM_NAME STREQUAL "Emscripten" AND NOT ${CMAKE_SYSTEM_NAME} MATCHES "AIX")
     set(CMAKE_SHARED_LINKER_FLAGS "${CMAKE_SHARED_LINKER_FLAGS} -Wl,-rpath='$ORIGIN'")
   endif()
 endif()
@@ -200,6 +210,10 @@ set(onnxruntime_INTERNAL_LIBRARIES
   onnxruntime_flatbuffers
 )
 
+if (${CMAKE_SYSTEM_NAME} MATCHES "AIX")
+  list(APPEND onnxruntime_INTERNAL_LIBRARIES  iconv)
+endif()
+
 if (onnxruntime_USE_EXTENSIONS)
   list(APPEND onnxruntime_INTERNAL_LIBRARIES
     onnxruntime_extensions
@@ -216,15 +230,22 @@ target_link_libraries(onnxruntime PRIVATE
 )
 
 set_property(TARGET onnxruntime APPEND_STRING PROPERTY LINK_FLAGS ${ONNXRUNTIME_SO_LINK_FLAG} ${onnxruntime_DELAYLOAD_FLAGS})
-
 #See: https://cmake.org/cmake/help/latest/prop_tgt/SOVERSION.html
 if(NOT APPLE AND NOT WIN32)
-  set_target_properties(onnxruntime PROPERTIES
-    PUBLIC_HEADER "${ONNXRUNTIME_PUBLIC_HEADERS}"
-    LINK_DEPENDS ${SYMBOL_FILE}
-    VERSION ${ORT_VERSION}
-    SOVERSION 1
-    FOLDER "ONNXRuntime")
+  if(${CMAKE_SYSTEM_NAME} MATCHES "AIX")
+    set_target_properties(onnxruntime PROPERTIES
+      PUBLIC_HEADER "${ONNXRUNTIME_PUBLIC_HEADERS}"
+      VERSION ${ORT_VERSION}
+      SOVERSION 1
+      FOLDER "ONNXRuntime")
+  else()
+    set_target_properties(onnxruntime PROPERTIES
+      PUBLIC_HEADER "${ONNXRUNTIME_PUBLIC_HEADERS}"
+      LINK_DEPENDS ${SYMBOL_FILE}
+      VERSION ${ORT_VERSION}
+      SOVERSION 1
+      FOLDER "ONNXRuntime")
+  endif()
 else()
   # Omit the SOVERSION setting in Windows/macOS/iOS/.. build
   set_target_properties(onnxruntime PROPERTIES

diff --git a/cmake/onnxruntime_framework.cmake b/cmake/onnxruntime_framework.cmake
@@ -108,7 +108,7 @@ add_dependencies(onnxruntime_framework ${onnxruntime_EXTERNAL_DEPENDENCIES})
 # For the shared onnxruntime library, this is set in onnxruntime.cmake through CMAKE_SHARED_LINKER_FLAGS
 # But our test files don't use the shared library so this must be set for them.
 # For Win32 it generates an absolute path for shared providers based on the location of the executable/onnxruntime.dll
-if (UNIX AND NOT APPLE AND NOT onnxruntime_MINIMAL_BUILD AND NOT CMAKE_SYSTEM_NAME STREQUAL "Emscripten")
+if (UNIX AND NOT APPLE AND NOT onnxruntime_MINIMAL_BUILD AND NOT CMAKE_SYSTEM_NAME STREQUAL "Emscripten" AND NOT ${CMAKE_SYSTEM_NAME} MATCHES "AIX")
   set(CMAKE_EXE_LINKER_FLAGS "${CMAKE_EXE_LINKER_FLAGS} -Wl,-rpath='$ORIGIN'")
 endif()
 

diff --git a/cmake/onnxruntime_mlas.cmake b/cmake/onnxruntime_mlas.cmake
@@ -427,12 +427,24 @@ else()
           )
           if(COMPILES_P10)
             check_cxx_source_compiles("
+              #ifdef _AIX
+              #define POWER_10       0x40000
+              #define POWER_10_ANDUP (POWER_10)
+              #include <sys/systemcfg.h>
+              #define __power_10_andup() (_system_configuration.implementation & POWER_10_ANDUP)
+              int main() {
+                bool HasP10 = (__power_10_andup() && __power_mma_version() == MMA_V31);
+                return 0;
+              }
+              #else
               #include <sys/auxv.h>
               int main() {
                 unsigned long hwcap2 = getauxval(AT_HWCAP2);
                 bool HasP10 = ((hwcap2 & PPC_FEATURE2_MMA) && (hwcap2 & PPC_FEATURE2_ARCH_3_1));
                 return 0;
-              }"
+              }
+              }
+              #endif"
               HAS_P10_RUNTIME
             )
             if (HAS_P10_RUNTIME)

diff --git a/cmake/onnxruntime_providers_cpu.cmake b/cmake/onnxruntime_providers_cpu.cmake
@@ -247,7 +247,9 @@ if (NOT onnxruntime_MINIMAL_BUILD AND NOT onnxruntime_EXTENDED_MINIMAL_BUILD
   if(APPLE)
   set_property(TARGET onnxruntime_providers_shared APPEND_STRING PROPERTY LINK_FLAGS "-Xlinker -exported_symbols_list ${ONNXRUNTIME_ROOT}/core/providers/shared/exported_symbols.lst")
   elseif(UNIX)
-  set_property(TARGET onnxruntime_providers_shared APPEND_STRING PROPERTY LINK_FLAGS "-Xlinker --version-script=${ONNXRUNTIME_ROOT}/core/providers/shared/version_script.lds -Xlinker --gc-sections")
+    if(NOT ${CMAKE_SYSTEM_NAME} MATCHES "AIX")
+      set_property(TARGET onnxruntime_providers_shared APPEND_STRING PROPERTY LINK_FLAGS "-Xlinker --version-script=${ONNXRUNTIME_ROOT}/core/providers/shared/version_script.lds -Xlinker --gc-sections")
+    endif()
   elseif(WIN32)
   set_property(TARGET onnxruntime_providers_shared APPEND_STRING PROPERTY LINK_FLAGS "-DEF:${ONNXRUNTIME_ROOT}/core/providers/shared/symbols.def")
   set(ONNXRUNTIME_PROVIDERS_SHARED onnxruntime_providers_shared)

diff --git a/cmake/onnxruntime_unittests.cmake b/cmake/onnxruntime_unittests.cmake
@@ -1225,6 +1225,9 @@ if (NOT onnxruntime_ENABLE_TRAINING_TORCH_INTEROP)
       if (CMAKE_SYSTEM_NAME STREQUAL "Android")
         list(APPEND onnxruntime_perf_test_libs ${android_shared_libs})
       endif()
+      if (${CMAKE_SYSTEM_NAME} MATCHES "AIX")
+        list(APPEND onnxruntime_perf_test_libs onnxruntime_graph onnxruntime_session onnxruntime_providers onnxruntime_framework onnxruntime_util onnxruntime_mlas onnxruntime_optimizer onnxruntime_flatbuffers iconv re2 gtest absl_failure_signal_handler absl_examine_stack absl_flags_parse  absl_flags_usage absl_flags_usage_internal)
+    endif()
       target_link_libraries(onnxruntime_perf_test PRIVATE ${onnxruntime_perf_test_libs} Threads::Threads)
       if(WIN32)
         target_link_libraries(onnxruntime_perf_test PRIVATE debug dbghelp advapi32)
@@ -1275,6 +1278,10 @@ if (NOT onnxruntime_ENABLE_TRAINING_TORCH_INTEROP)
       list(APPEND onnxruntime_shared_lib_test_LIBS ${android_shared_libs})
     endif()
 
+    if (${CMAKE_SYSTEM_NAME} MATCHES "AIX")
+      list(APPEND onnxruntime_shared_lib_test_LIBS onnxruntime_graph onnxruntime_session onnxruntime_providers onnxruntime_framework onnxruntime_util onnxruntime_mlas onnxruntime_optimizer onnxruntime_flatbuffers iconv re2)
+    endif()
+
     AddTest(DYN
             TARGET onnxruntime_shared_lib_test
             SOURCES ${onnxruntime_shared_lib_test_SRC} ${onnxruntime_unittest_main_src}
@@ -1510,7 +1517,7 @@ if (NOT CMAKE_SYSTEM_NAME STREQUAL "Emscripten")
   if(UNIX)
     if (APPLE)
       set(ONNXRUNTIME_CUSTOM_OP_LIB_LINK_FLAG "-Xlinker -dead_strip")
-    else()
+    elseif(NOT ${CMAKE_SYSTEM_NAME} MATCHES "AIX")
       set(ONNXRUNTIME_CUSTOM_OP_LIB_LINK_FLAG "-Xlinker --version-script=${TEST_SRC_DIR}/testdata/custom_op_library/custom_op_library.lds -Xlinker --no-undefined -Xlinker --gc-sections -z noexecstack")
     endif()
   else()
@@ -1574,6 +1581,9 @@ if (NOT CMAKE_SYSTEM_NAME STREQUAL "Emscripten")
     if (onnxruntime_USE_TENSORRT)
       list(APPEND onnxruntime_customopregistration_test_LIBS ${TENSORRT_LIBRARY_INFER})
     endif()
+    if (${CMAKE_SYSTEM_NAME} MATCHES "AIX")
+      list(APPEND onnxruntime_customopregistration_test_LIBS onnxruntime_graph onnxruntime_session onnxruntime_providers onnxruntime_framework onnxruntime_util onnxruntime_mlas onnxruntime_optimizer onnxruntime_flatbuffers iconv re2 libprotobuf-lite onnx_proto nsync_cpp)
+    endif()
     AddTest(DYN
             TARGET onnxruntime_customopregistration_test
             SOURCES ${onnxruntime_customopregistration_test_SRC} ${onnxruntime_unittest_main_src}
@@ -1608,7 +1618,7 @@ if (NOT CMAKE_SYSTEM_NAME STREQUAL "Emscripten" AND (NOT onnxruntime_MINIMAL_BUI
   if(UNIX)
     if (APPLE)
       set(ONNXRUNTIME_CUSTOM_OP_INVALID_LIB_LINK_FLAG "-Xlinker -dead_strip")
-    else()
+    elseif (NOT ${CMAKE_SYSTEM_NAME} MATCHES "AIX")
       string(CONCAT ONNXRUNTIME_CUSTOM_OP_INVALID_LIB_LINK_FLAG
              "-Xlinker --version-script=${TEST_SRC_DIR}/testdata/custom_op_invalid_library/custom_op_library.lds "
              "-Xlinker --no-undefined -Xlinker --gc-sections -z noexecstack")
@@ -1639,7 +1649,7 @@ if (NOT CMAKE_SYSTEM_NAME STREQUAL "Emscripten" AND (NOT onnxruntime_MINIMAL_BUI
   if(UNIX)
     if (APPLE)
       set(ONNXRUNTIME_CUSTOM_OP_GET_CONST_INPUT_TEST_LIB_LINK_FLAG "-Xlinker -dead_strip")
-    else()
+    elseif(NOT ${CMAKE_SYSTEM_NAME} MATCHES "AIX")
       string(CONCAT ONNXRUNTIME_CUSTOM_OP_GET_CONST_INPUT_TEST_LIB_LINK_FLAG
              "-Xlinker --version-script=${TEST_SRC_DIR}/testdata/custom_op_get_const_input_test_library/custom_op_lib.lds "
              "-Xlinker --no-undefined -Xlinker --gc-sections -z noexecstack")
@@ -1671,7 +1681,7 @@ if (NOT CMAKE_SYSTEM_NAME STREQUAL "Emscripten" AND (NOT onnxruntime_MINIMAL_BUI
   if(UNIX)
     if (APPLE)
       set(ONNXRUNTIME_CUSTOM_OP_lOCAL_FUNCTION_TEST_LIB_LINK_FLAG "-Xlinker -dead_strip")
-    else()
+    elseif(NOT ${CMAKE_SYSTEM_NAME} MATCHES "AIX")
       string(CONCAT ONNXRUNTIME_CUSTOM_OP_lOCAL_FUNCTION_TEST_LIB_LINK_FLAG
              "-Xlinker --version-script=${TEST_SRC_DIR}/testdata/custom_op_local_function/custom_op_local_function.lds "
              "-Xlinker --no-undefined -Xlinker --gc-sections -z noexecstack")
@@ -1690,6 +1700,9 @@ if (onnxruntime_BUILD_SHARED_LIB AND NOT CMAKE_SYSTEM_NAME STREQUAL "Emscripten"
        ${ONNXRUNTIME_LOGGING_APIS_TEST_SRC_DIR}/test_logging_apis.cc)
 
   set(onnxruntime_logging_apis_test_LIBS onnxruntime_common onnxruntime_test_utils)
+  if (${CMAKE_SYSTEM_NAME} MATCHES "AIX")
+    list(APPEND onnxruntime_logging_apis_test_LIBS onnxruntime_session onnxruntime_util onnxruntime_framework onnxruntime_common onnxruntime_graph  onnxruntime_providers onnxruntime_mlas onnxruntime_optimizer onnxruntime_flatbuffers iconv re2 libprotobuf-lite onnx_proto nsync_cpp)
+     endif()
 
   if(NOT WIN32)
     list(APPEND onnxruntime_logging_apis_test_LIBS nsync::nsync_cpp ${CMAKE_DL_LIBS})
@@ -1753,7 +1766,9 @@ if (NOT onnxruntime_MINIMAL_BUILD AND NOT onnxruntime_EXTENDED_MINIMAL_BUILD
   if(APPLE)
     set_property(TARGET test_execution_provider APPEND_STRING PROPERTY LINK_FLAGS "-Xlinker -exported_symbols_list ${REPO_ROOT}/onnxruntime/test/testdata/custom_execution_provider_library/exported_symbols.lst")
   elseif(UNIX)
-    set_property(TARGET test_execution_provider APPEND_STRING PROPERTY LINK_FLAGS "-Xlinker --version-script=${REPO_ROOT}/onnxruntime/test/testdata/custom_execution_provider_library/version_script.lds -Xlinker --gc-sections -Xlinker -rpath=\\$ORIGIN")
+    if (NOT ${CMAKE_SYSTEM_NAME} MATCHES "AIX")
+      set_property(TARGET test_execution_provider APPEND_STRING PROPERTY LINK_FLAGS "-Xlinker --version-script=${REPO_ROOT}/onnxruntime/test/testdata/custom_execution_provider_library/version_script.lds -Xlinker --gc-sections -Xlinker -rpath=\\$ORIGIN")
+     endif()
   elseif(WIN32)
     set_property(TARGET test_execution_provider APPEND_STRING PROPERTY LINK_FLAGS "-DEF:${REPO_ROOT}/onnxruntime/test/testdata/custom_execution_provider_library/symbols.def")
   else()

diff --git a/cmake/patches/flatbuffers/flatbuffers.patch b/cmake/patches/flatbuffers/flatbuffers.patch
@@ -10,3 +10,21 @@ index 3987eac9..5e5462f1 100644
 +  set(CMAKE_CXX_FLAGS "${CMAKE_CXX_FLAGS} ${FLATBUFFERS_CXX_FLAGS} -Wno-error=stringop-overflow")
  endif()
  message(STATUS "CMAKE_CXX_FLAGS: ${CMAKE_CXX_FLAGS}")
+diff --git a/include/flatbuffers/flatbuffers.h b/include/flatbuffers/flatbuffers.h
+index bc828a31..3d3effe8 100644
+--- a/include/flatbuffers/flatbuffers.h
++++ b/include/flatbuffers/flatbuffers.h
+@@ -213,7 +213,12 @@ inline const char * const *ElementaryTypeNames() {
+ // We're explicitly defining the signedness since the signedness of integer
+ // bitfields is otherwise implementation-defined and causes warnings on older
+ // GCC compilers.
+-struct TypeCode {
++
++struct
++#if defined(_AIX) && defined(__clang__)
++__attribute__((packed))
++#endif
++TypeCode {
+   // ElementaryType
+   unsigned short base_type : 4;
+   // Either vector (in table) or array (in struct)
diff --git a/onnxruntime/contrib_ops/cpu/murmur_hash3.cc b/onnxruntime/contrib_ops/cpu/murmur_hash3.cc
@@ -8,6 +8,8 @@
 /* Modifications Copyright (c) Microsoft. */
 
 #include "contrib_ops/cpu/murmur_hash3.h"
+#include <memory>
+#include <utility>
 
 // Platform-specific functions and macros
 
@@ -60,11 +62,31 @@ inline uint64_t rotl64(uint64_t x, int8_t r) {
 // handle aligned reads, do the conversion here
 
 FORCE_INLINE uint32_t getblock(const uint32_t* p, int i) {
-  return p[i];
+  if constexpr (onnxruntime::endian::native == onnxruntime::endian::little) {
+    return p[i];
+  } else {
+    const uint8_t* c = (const uint8_t*)&p[i];
+    return (uint32_t)c[0] |
+           (uint32_t)c[1] << 8 |
+           (uint32_t)c[2] << 16 |
+           (uint32_t)c[3] << 24;
+  }
 }
 
 FORCE_INLINE uint64_t getblock(const uint64_t* p, int i) {
-  return p[i];
+  if constexpr (onnxruntime::endian::native == onnxruntime::endian::little) {
+    return p[i];
+  } else {
+    const uint8_t* c = (const uint8_t*)&p[i];
+    return (uint64_t)c[0] |
+           (uint64_t)c[1] << 8 |
+           (uint64_t)c[2] << 16 |
+           (uint64_t)c[3] << 24 |
+           (uint64_t)c[4] << 32 |
+           (uint64_t)c[5] << 40 |
+           (uint64_t)c[6] << 48 |
+           (uint64_t)c[7] << 56;
+  }
 }
 
 //-----------------------------------------------------------------------------
@@ -204,13 +226,35 @@ Status MurmurHash3::Compute(OpKernelContext* ctx) const {
     int input_num_bytes = static_cast<int>(input_element_bytes);
     ORT_ENFORCE(input_num_bytes % 4 == 0);
     const auto input_end = input + input_count * input_num_bytes;
-    while (input != input_end) {
-      MurmurHash3_x86_32(input,
-                         input_num_bytes,
-                         seed_,
-                         output);
-      input += input_num_bytes;
-      ++output;
+
+    if constexpr (onnxruntime::endian::native == onnxruntime::endian::little) {
+      while (input != input_end) {
+        MurmurHash3_x86_32(input,
+                           input_num_bytes,
+                           seed_,
+                           output);
+        input += input_num_bytes;
+        ++output;
+      }
+    } else {
+      // Big endian platform require byte swapping.
+      auto raw_data = std::make_unique<char[]>(input_num_bytes);
+      char* raw_data_ptr = raw_data.get();
+      while (input != input_end) {
+        memcpy(raw_data_ptr, input, input_num_bytes);
+        char* start_byte = raw_data_ptr;
+        char* end_byte = start_byte + input_num_bytes - 1;
+        for (size_t count = 0; count < static_cast<size_t>(input_num_bytes / 2); ++count) {
+          std::swap(*start_byte++, *end_byte--);
+        }
+
+        MurmurHash3_x86_32(raw_data_ptr,
+                           input_num_bytes,
+                           seed_,
+                           output);
+        input += input_num_bytes;
+        ++output;
+      }
     }
   }
   return Status::OK();

diff --git a/onnxruntime/contrib_ops/cpu/quantization/matmul_nbits_impl.cc b/onnxruntime/contrib_ops/cpu/quantization/matmul_nbits_impl.cc
@@ -40,6 +40,13 @@ void Dequantize4BitsKernelReOrder(
   }
   T* output_i = output + out_y * out_cols + out_x;
   uint32_t quant_value = *(reinterpret_cast<const uint32_t*>(quant_data + element_offset / 2));
+  if constexpr (onnxruntime::endian::native == onnxruntime::endian::big) {
+    const uint8_t* c = (const uint8_t*)(&quant_value);
+    quant_value = (uint32_t)c[0] |
+                  (uint32_t)c[1] << 8 |
+                  (uint32_t)c[2] << 16 |
+                  (uint32_t)c[3] << 24;
+  }
   const int remain_x = std::min(8, out_cols - out_x);
   const int32_t* reorder_idx_with_off = reorder_idx + kb_idx * block_size + ((threadIdx_x * 8) & (block_size - 1));
   for (int i = 0; i < remain_x; i++) {