diff --git a/CMakeLists.txt b/CMakeLists.txt
index d595437f3a..9018070688 100644
--- a/CMakeLists.txt
+++ b/CMakeLists.txt
@@ -108,6 +108,8 @@ if(MODE_ASCEND_ACL)
     include(cmake/package_tar.cmake)
 elseif(CMAKE_SYSTEM_NAME MATCHES "Windows")
     include(cmake/package_win.cmake)
+elseif(CMAKE_SYSTEM_NAME MATCHES "Darwin")
+    include(cmake/package_mac.cmake)
 else()
     include(cmake/package.cmake)
 endif()
diff --git a/cmake/external_libs/absl.cmake b/cmake/external_libs/absl.cmake
index 60a174dfc1..bac9370d10 100644
--- a/cmake/external_libs/absl.cmake
+++ b/cmake/external_libs/absl.cmake
@@ -15,7 +15,11 @@ mindspore_add_pkg(absl
         LIBS absl_strings absl_throw_delegate absl_raw_logging_internal absl_int128 absl_bad_optional_access
         URL ${REQ_URL}
         MD5 ${MD5}
-        CMAKE_OPTION -DCMAKE_BUILD_TYPE:STRING=Release -DCMAKE_POSITION_INDEPENDENT_CODE:BOOL=TRUE)
+        CMAKE_OPTION
+        -DCMAKE_BUILD_TYPE:STRING=Release
+        -DCMAKE_POSITION_INDEPENDENT_CODE:BOOL=TRUE
+        -DCMAKE_CXX_STANDARD=11
+        )
 
 include_directories(${absl_INC})
 
diff --git a/cmake/external_libs/flatbuffers.cmake b/cmake/external_libs/flatbuffers.cmake
index b194f20daf..15893c1b49 100644
--- a/cmake/external_libs/flatbuffers.cmake
+++ b/cmake/external_libs/flatbuffers.cmake
@@ -19,6 +19,9 @@ else()
     set(MD5 "a27992324c3cbf86dd888268a23d17bd")
 endif()
 
+if(APPLE)
+    set(flatbuffers_CXXFLAGS "${flatbuffers_CXXFLAGS} -Wno-deprecated")
+endif()
 if(APPLE)
     mindspore_add_pkg(flatbuffers
             VER 2.0.0
diff --git a/cmake/external_libs/grpc.cmake b/cmake/external_libs/grpc.cmake
index 85663c6702..fd70480281 100644
--- a/cmake/external_libs/grpc.cmake
+++ b/cmake/external_libs/grpc.cmake
@@ -1,41 +1,44 @@
 set(grpc_USE_STATIC_LIBS OFF)
 if(${CMAKE_SYSTEM_NAME} MATCHES "Darwin")
-    set(grpc_CXXFLAGS "-fstack-protector-all -Wno-uninitialized -Wno-unused-parameter -fPIC -D_FORTIFY_SOURCE=2 -O2")
+    set(grpc_CXXFLAGS "-fstack-protector-all -Wno-uninitialized -Wno-unused-parameter -fPIC -D_FORTIFY_SOURCE=2 -O2 \
+        -Dgrpc=mindspore_grpc -Dgrpc_impl=mindspore_grpc_impl -Dgrpc_core=mindspore_grpc_core")
 elseif(${CMAKE_SYSTEM_NAME} MATCHES "Windows")
     set(grpc_CXXFLAGS "-fstack-protector-all -Wno-maybe-uninitialized -Wno-unused-parameter -D_FORTIFY_SOURCE=2 -O2")
 else()
     set(grpc_CXXFLAGS "-fstack-protector-all -Wno-maybe-uninitialized -Wno-unused-parameter -D_FORTIFY_SOURCE=2 -O2 \
-  -Dgrpc=mindspore_grpc -Dgrpc_impl=mindspore_grpc_impl -Dgrpc_core=mindspore_grpc_core")
+        -Dgrpc=mindspore_grpc -Dgrpc_impl=mindspore_grpc_impl -Dgrpc_core=mindspore_grpc_core")
     if(NOT ENABLE_GLIBCXX)
         set(grpc_CXXFLAGS "${grpc_CXXFLAGS} -D_GLIBCXX_USE_CXX11_ABI=0")
     endif()
 endif()
 
-set(grpc_LDFLAGS "-Wl,-z,relro,-z,now,-z,noexecstack")
+if(NOT ${CMAKE_SYSTEM_NAME} MATCHES "Darwin")
+    set(grpc_LDFLAGS "-Wl,-z,relro,-z,now,-z,noexecstack")
+endif()
 
 if(EXISTS ${protobuf_ROOT}/lib64)
-  set(_FINDPACKAGE_PROTOBUF_CONFIG_DIR "${protobuf_ROOT}/lib64/cmake/protobuf")
+    set(_FINDPACKAGE_PROTOBUF_CONFIG_DIR "${protobuf_ROOT}/lib64/cmake/protobuf")
 else()
-  set(_FINDPACKAGE_PROTOBUF_CONFIG_DIR "${protobuf_ROOT}/lib/cmake/protobuf")
+    set(_FINDPACKAGE_PROTOBUF_CONFIG_DIR "${protobuf_ROOT}/lib/cmake/protobuf")
 endif()
 message("grpc using Protobuf_DIR : " ${_FINDPACKAGE_PROTOBUF_CONFIG_DIR})
 
 if(EXISTS ${absl_ROOT}/lib64)
-  set(_FINDPACKAGE_ABSL_CONFIG_DIR "${absl_ROOT}/lib64/cmake/absl")
+    set(_FINDPACKAGE_ABSL_CONFIG_DIR "${absl_ROOT}/lib64/cmake/absl")
 else()
-  set(_FINDPACKAGE_ABSL_CONFIG_DIR "${absl_ROOT}/lib/cmake/absl")
+    set(_FINDPACKAGE_ABSL_CONFIG_DIR "${absl_ROOT}/lib/cmake/absl")
 endif()
 message("grpc using absl_DIR : " ${_FINDPACKAGE_ABSL_CONFIG_DIR})
 
 if(EXISTS ${re2_ROOT}/lib64)
-  set(_FINDPACKAGE_RE2_CONFIG_DIR "${re2_ROOT}/lib64/cmake/re2")
+    set(_FINDPACKAGE_RE2_CONFIG_DIR "${re2_ROOT}/lib64/cmake/re2")
 else()
-  set(_FINDPACKAGE_RE2_CONFIG_DIR "${re2_ROOT}/lib/cmake/re2")
+    set(_FINDPACKAGE_RE2_CONFIG_DIR "${re2_ROOT}/lib/cmake/re2")
 endif()
 message("grpc using re2_DIR : " ${_FINDPACKAGE_RE2_CONFIG_DIR})
 
 if(EXISTS ${openssl_ROOT})
-  set(_CMAKE_ARGS_OPENSSL_ROOT_DIR "-DOPENSSL_ROOT_DIR:PATH=${openssl_ROOT}")
+    set(_CMAKE_ARGS_OPENSSL_ROOT_DIR "-DOPENSSL_ROOT_DIR:PATH=${openssl_ROOT}")
 endif()
 
 if(ENABLE_GITEE)
@@ -78,7 +81,7 @@ add_library(mindspore::grpc++ ALIAS grpc::mindspore_grpc++)
 
 # link other grpc libs
 target_link_libraries(grpc::mindspore_grpc++ INTERFACE grpc::mindspore_grpc grpc::mindspore_gpr grpc::mindspore_upb
-  grpc::mindspore_address_sorting)
+    grpc::mindspore_address_sorting)
 
 # modify mindspore macro define
 add_compile_definitions(grpc=mindspore_grpc)
diff --git a/cmake/external_libs/openssl.cmake b/cmake/external_libs/openssl.cmake
index ff174ec9af..61c67be428 100644
--- a/cmake/external_libs/openssl.cmake
+++ b/cmake/external_libs/openssl.cmake
@@ -12,7 +12,7 @@ else()
   set(OPENSSL_PATCH_ROOT ${CMAKE_SOURCE_DIR}/third_party/patch/openssl)
 endif()
 
-if(${CMAKE_SYSTEM_NAME} MATCHES "Linux")
+if(${CMAKE_SYSTEM_NAME} MATCHES "Linux" OR APPLE)
   mindspore_add_pkg(openssl
     VER 1.1.1k
     LIBS ssl crypto
diff --git a/cmake/external_libs/sentencepiece.cmake b/cmake/external_libs/sentencepiece.cmake
index 5427503ae7..f942d2c19a 100644
--- a/cmake/external_libs/sentencepiece.cmake
+++ b/cmake/external_libs/sentencepiece.cmake
@@ -27,7 +27,7 @@ else()
             LIBS sentencepiece sentencepiece_train
             URL ${REQ_URL}
             CMAKE_OPTION -DCMAKE_BUILD_TYPE=Release -DSPM_USE_BUILTIN_PROTOBUF=OFF -DSPM_ENABLE_SHARED=OFF
-                -DPROTOBUF_INC=${protobuf_INC}
+                -DPROTOBUF_INC=${protobuf_INC} -DCMAKE_CXX_STANDARD=11
             MD5 ${MD5}
             PATCHES ${CMAKE_SOURCE_DIR}/third_party/patch/sentencepiece/sentencepiece.patch001_cpu
             )
diff --git a/cmake/options.cmake b/cmake/options.cmake
index 66306dc983..d94fc1d64c 100644
--- a/cmake/options.cmake
+++ b/cmake/options.cmake
@@ -28,6 +28,11 @@ option(MODE_ASCEND_ACL "supports ascend acl mode only" OFF)
 option(ENABLE_SYM_FILE "enable sym file" OFF)
 option(BUILD_DEV_MODE "MindSpore build nightly dev mode" OFF)
 
+
+if(CMAKE_SYSTEM_NAME MATCHES "Darwin")
+    set(ENABLE_DEBUGGER OFF)
+endif()
+
 if(NOT ENABLE_D AND NOT ENABLE_TESTCASES AND NOT ENABLE_ACL AND NOT ENABLE_GE)
     set(ENABLE_GLIBCXX ON)
 endif()
@@ -137,7 +142,7 @@ endif()
 if(ENABLE_DEBUGGER OR ENABLE_TESTCASES)
     set(MS_BUILD_GRPC ON)
 endif()
-if(ENABLE_MINDDATA AND NOT CMAKE_SYSTEM_NAME MATCHES "Windows")
+if(ENABLE_MINDDATA AND NOT CMAKE_SYSTEM_NAME MATCHES "Windows" AND NOT CMAKE_SYSTEM_NAME MATCHES "Darwin")
     set(MS_BUILD_GRPC ON)
 endif()
 
@@ -149,7 +154,7 @@ if(ENABLE_ACL AND NOT ENABLE_D)
     set(MODE_ASCEND_ACL ON)
 endif()
 
-if(ENABLE_CPU AND NOT WIN32)
+if(ENABLE_CPU AND NOT WIN32 AND NOT CMAKE_SYSTEM_NAME MATCHES "Darwin")
     add_compile_definitions(ENABLE_ARMOUR)
 endif()
 
diff --git a/cmake/package_mac.cmake b/cmake/package_mac.cmake
new file mode 100644
index 0000000000..e273925c7f
--- /dev/null
+++ b/cmake/package_mac.cmake
@@ -0,0 +1,247 @@
+# include dependency
+include(CMakePackageConfigHelpers)
+include(GNUInstallDirs)
+
+# set package information
+set(CPACK_PACKAGE_NAME ${PROJECT_NAME})
+set(CPACK_GENERATOR "External")
+set(CPACK_CMAKE_GENERATOR "Ninja")
+set(CPACK_EXTERNAL_PACKAGE_SCRIPT ${CMAKE_SOURCE_DIR}/cmake/package_script.cmake)
+set(CPACK_EXTERNAL_ENABLE_STAGING true)
+set(CPACK_TEMPORARY_PACKAGE_FILE_NAME ${BUILD_PATH}/package/mindspore)
+set(CPACK_TEMPORARY_INSTALL_DIRECTORY ${BUILD_PATH}/package/mindspore)
+set(CPACK_PACK_ROOT_DIR ${BUILD_PATH}/package/)
+set(CPACK_CMAKE_SOURCE_DIR ${CMAKE_SOURCE_DIR})
+set(CPACK_ENABLE_SYM_FILE ${ENABLE_SYM_FILE})
+set(CPACK_CMAKE_BUILD_TYPE ${CMAKE_BUILD_TYPE})
+set(CPACK_PYTHON_EXE ${Python3_EXECUTABLE})
+set(CPACK_PYTHON_VERSION ${Python3_VERSION_MAJOR}.${Python3_VERSION_MINOR})
+
+
+if(ENABLE_GPU)
+    set(CPACK_MS_BACKEND "ms")
+    set(CPACK_MS_TARGET "gpu or cpu")
+    set(CPACK_MS_PACKAGE_NAME "mindspore-gpu")
+elseif(ENABLE_CPU)
+    set(CPACK_MS_BACKEND "ms")
+    set(CPACK_MS_TARGET "cpu")
+    set(CPACK_MS_PACKAGE_NAME "mindspore")
+else()
+    set(CPACK_MS_BACKEND "debug")
+    set(CPACK_MS_TARGET "ascend or gpu or cpu")
+    set(CPACK_MS_PACKAGE_NAME "mindspore")
+endif()
+include(CPack)
+
+# set install path
+set(INSTALL_LIB_DIR ${CMAKE_INSTALL_LIBDIR} CACHE PATH "Installation directory for libraries")
+set(INSTALL_PY_DIR ".")
+set(INSTALL_BASE_DIR ".")
+set(INSTALL_BIN_DIR "bin")
+set(INSTALL_CFG_DIR "config")
+set(INSTALL_LIB_DIR "lib")
+
+message("offline debugger does not support macosx system temporarily")
+
+# set package files
+install(
+    TARGETS _c_expression
+    DESTINATION ${INSTALL_BASE_DIR}
+    COMPONENT mindspore
+)
+
+install(
+    TARGETS mindspore_shared_lib
+    DESTINATION ${INSTALL_LIB_DIR}
+    COMPONENT mindspore
+)
+
+install(
+    TARGETS mindspore_gvar
+    DESTINATION ${INSTALL_LIB_DIR}
+    COMPONENT mindspore
+)
+
+if(USE_GLOG)
+    file(GLOB_RECURSE GLOG_LIB_LIST ${glog_LIBPATH}/libmindspore_glog*)
+    install(
+        FILES ${GLOG_LIB_LIST}
+        DESTINATION ${INSTALL_LIB_DIR}
+        COMPONENT mindspore
+    )
+endif()
+
+if(MS_BUILD_GRPC)
+    file(GLOB_RECURSE GRPC_LIB_LIST
+        ${grpc_LIBPATH}/libmindspore*
+    )
+    install(
+        FILES ${GRPC_LIB_LIST}
+        DESTINATION ${INSTALL_LIB_DIR}
+        COMPONENT mindspore
+    )
+endif()
+
+if(ENABLE_MINDDATA)
+    install(
+        TARGETS _c_dataengine _c_mindrecord
+        DESTINATION ${INSTALL_BASE_DIR}
+        COMPONENT mindspore
+    )
+
+    file(GLOB_RECURSE OPENCV_LIB_LIST
+        ${opencv_LIBPATH}/libopencv_core*
+        ${opencv_LIBPATH}/libopencv_imgcodecs*
+        ${opencv_LIBPATH}/libopencv_imgproc*
+    )
+    install(
+        FILES ${OPENCV_LIB_LIST}
+        DESTINATION ${INSTALL_LIB_DIR}
+        COMPONENT mindspore
+    )
+    file(GLOB_RECURSE JPEG_LIB_LIST
+        ${jpeg_turbo_LIBPATH}/*.dylib
+    )
+    install(
+        FILES ${JPEG_LIB_LIST}
+        DESTINATION ${INSTALL_LIB_DIR}
+        COMPONENT mindspore
+    )
+    file(GLOB_RECURSE TINYXML2_LIB_LIST ${tinyxml2_LIBPATH}/libtinyxml2*)
+    install(
+        FILES ${TINYXML2_LIB_LIST}
+        DESTINATION ${INSTALL_LIB_DIR}
+        COMPONENT mindspore
+    )
+    file(GLOB_RECURSE ICU4C_LIB_LIST
+        ${icu4c_LIBPATH}/libicuuc*
+        ${icu4c_LIBPATH}/libicudata*
+        ${icu4c_LIBPATH}/libicui18n*
+    )
+    install(
+        FILES ${ICU4C_LIB_LIST}
+        DESTINATION ${INSTALL_LIB_DIR}
+        COMPONENT mindspore
+    )
+endif()
+
+if(ENABLE_CPU)
+    file(GLOB_RECURSE DNNL_LIB_LIST ${onednn_LIBPATH}/libdnnl*)
+    install(
+        FILES ${DNNL_LIB_LIST}
+        DESTINATION ${INSTALL_LIB_DIR}
+        COMPONENT mindspore
+    )
+    install(
+        TARGETS nnacl
+        DESTINATION ${INSTALL_LIB_DIR}
+        COMPONENT mindspore
+    )
+endif()
+
+if(ENABLE_MPI)
+    if(ENABLE_GPU)
+        install(
+            TARGETS _ms_mpi
+            DESTINATION ${INSTALL_BASE_DIR}
+            COMPONENT mindspore
+        )
+  endif()
+    if(ENABLE_CPU)
+        install(
+            TARGETS mpi_adapter
+            DESTINATION ${INSTALL_LIB_DIR}
+            COMPONENT mindspore
+        )
+    endif()
+endif()
+
+if(ENABLE_GPU)
+    if(ENABLE_MPI)
+        install(
+            TARGETS gpu_collective
+            DESTINATION ${INSTALL_LIB_DIR}
+            COMPONENT mindspore
+        )
+    endif()
+    install(
+        TARGETS gpu_queue
+        DESTINATION ${INSTALL_LIB_DIR}
+        COMPONENT mindspore
+    )
+endif()
+
+get_filename_component(CXX_DIR ${CMAKE_CXX_COMPILER} PATH)
+file(GLOB CXX_LIB_LIST ${CXX_DIR}/*.dylib)
+
+file(GLOB JPEG_LIB_LIST ${jpeg_turbo_LIBPATH}/*.dylib)
+file(GLOB SQLITE_LIB_LIST ${sqlite_LIBPATH}/*.dylib)
+install(
+    FILES ${CXX_LIB_LIST} ${SQLITE_LIB_LIST}
+    DESTINATION ${INSTALL_LIB_DIR}
+    COMPONENT mindspore
+)
+
+# set python files
+file(GLOB MS_PY_LIST ${CMAKE_SOURCE_DIR}/mindspore/*.py)
+install(
+    FILES ${MS_PY_LIST}
+    DESTINATION ${INSTALL_PY_DIR}
+    COMPONENT mindspore
+)
+
+install(
+    DIRECTORY
+    ${CMAKE_SOURCE_DIR}/mindspore/nn
+    ${CMAKE_SOURCE_DIR}/mindspore/_extends
+    ${CMAKE_SOURCE_DIR}/mindspore/parallel
+    ${CMAKE_SOURCE_DIR}/mindspore/mindrecord
+    ${CMAKE_SOURCE_DIR}/mindspore/numpy
+    ${CMAKE_SOURCE_DIR}/mindspore/scipy
+    ${CMAKE_SOURCE_DIR}/mindspore/train
+    ${CMAKE_SOURCE_DIR}/mindspore/boost
+    ${CMAKE_SOURCE_DIR}/mindspore/common
+    ${CMAKE_SOURCE_DIR}/mindspore/ops
+    ${CMAKE_SOURCE_DIR}/mindspore/communication
+    ${CMAKE_SOURCE_DIR}/mindspore/profiler
+    ${CMAKE_SOURCE_DIR}/mindspore/compression
+    ${CMAKE_SOURCE_DIR}/mindspore/run_check
+    DESTINATION ${INSTALL_PY_DIR}
+    COMPONENT mindspore
+)
+
+if(EXISTS ${CMAKE_SOURCE_DIR}/mindspore/dataset)
+    install(
+        DIRECTORY ${CMAKE_SOURCE_DIR}/mindspore/dataset
+        DESTINATION ${INSTALL_PY_DIR}
+        COMPONENT mindspore
+    )
+endif()
+
+## Public header files
+install(
+    DIRECTORY ${CMAKE_SOURCE_DIR}/include
+    DESTINATION ${INSTALL_BASE_DIR}
+    COMPONENT mindspore
+)
+
+## Public header files for minddata
+install(
+    FILES ${CMAKE_SOURCE_DIR}/mindspore/ccsrc/minddata/dataset/include/dataset/config.h
+    ${CMAKE_SOURCE_DIR}/mindspore/ccsrc/minddata/dataset/include/dataset/constants.h
+    ${CMAKE_SOURCE_DIR}/mindspore/ccsrc/minddata/dataset/include/dataset/execute.h
+    ${CMAKE_SOURCE_DIR}/mindspore/ccsrc/minddata/dataset/include/dataset/text.h
+    ${CMAKE_SOURCE_DIR}/mindspore/ccsrc/minddata/dataset/include/dataset/transforms.h
+    ${CMAKE_SOURCE_DIR}/mindspore/ccsrc/minddata/dataset/include/dataset/vision.h
+    ${CMAKE_SOURCE_DIR}/mindspore/ccsrc/minddata/dataset/include/dataset/vision_lite.h
+    ${CMAKE_SOURCE_DIR}/mindspore/ccsrc/minddata/dataset/include/dataset/vision_ascend.h
+    DESTINATION ${INSTALL_BASE_DIR}/include/dataset
+    COMPONENT mindspore
+)
+
+## config files
+install(
+    FILES ${CMAKE_SOURCE_DIR}/config/op_info.config
+    DESTINATION ${INSTALL_CFG_DIR}
+    COMPONENT mindspore
+)
diff --git a/mindspore/ccsrc/CMakeLists.txt b/mindspore/ccsrc/CMakeLists.txt
index cca4a5bdac..1363726398 100644
--- a/mindspore/ccsrc/CMakeLists.txt
+++ b/mindspore/ccsrc/CMakeLists.txt
@@ -17,6 +17,8 @@ if(ENABLE_CPU)
     if(${CMAKE_HOST_SYSTEM_PROCESSOR} MATCHES "aarch64")
         set(PLATFORM_ARM64 "on")
         set(X86_64_SIMD "off")
+    elseif(CMAKE_SYSTEM_NAME MATCHES "Darwin")
+        set(X86_64_SIMD "off")
     elseif("${X86_64_SIMD}" STREQUAL "off" AND NOT ${ENABLE_ASAN})
         set(X86_64_SIMD "avx")
     endif()
@@ -24,10 +26,13 @@ if(ENABLE_CPU)
     add_subdirectory(backend/kernel_compiler/cpu/nnacl)
 endif()
 
-if(NOT(CMAKE_SYSTEM_NAME MATCHES "Darwin"))
+if(NOT CMAKE_SYSTEM_NAME MATCHES "Darwin")
     link_directories(${CMAKE_SOURCE_DIR}/build/mindspore/graphengine)
 else()
-    set(CMAKE_CXX_FLAGS "${CMAKE_CXX_FLAGS} -Wno-delete-non-abstract-non-virtual-dtor")
+    set(CMAKE_CXX_FLAGS "${CMAKE_CXX_FLAGS} -std=c++17 \
+        -Wno-delete-non-abstract-non-virtual-dtor -Wno-unused-private-field -Wno-overloaded-virtual \
+        -Wno-unused-const-variable -Wno-pessimizing-move -Wno-range-loop-analysis -Wno-mismatched-tags \
+        -Wno-c++11-narrowing")
 endif()
 
 if(CMAKE_SYSTEM_NAME MATCHES "Windows")
@@ -240,7 +245,11 @@ target_link_libraries(mindspore mindspore_core)
 
 if(ENABLE_DEBUGGER)
     # debugger: link grpc
-    target_link_libraries(mindspore -Wl,--no-as-needed mindspore::grpc++)
+    if(CMAKE_SYSTEM_NAME MATCHES "Darwin")
+        target_link_libraries(mindspore mindspore::grpc++)
+    else()
+        target_link_libraries(mindspore -Wl,--no-as-needed mindspore::grpc++)
+    endif()
 endif()
 
 target_link_libraries(mindspore securec mindspore::flatbuffers)
@@ -351,7 +360,7 @@ if(CMAKE_SYSTEM_NAME MATCHES "Windows")
 elseif(CMAKE_SYSTEM_NAME MATCHES "Darwin")
     target_link_libraries(mindspore mindspore::pybind11_module)
     target_link_libraries(mindspore mindspore_gvar)
-    target_link_libraries(_c_expression PRIVATE -Wl,-force_load mindspore mindspore_core -Wl,-noall_load)
+    target_link_libraries(_c_expression PRIVATE -Wl,-all_load mindspore mindspore_core -Wl,-noall_load)
 else()
     if(ENABLE_CPU AND NOT WIN32)
         target_link_libraries(mindspore proto_input mindspore::protobuf
diff --git a/mindspore/ccsrc/backend/kernel_compiler/CMakeLists.txt b/mindspore/ccsrc/backend/kernel_compiler/CMakeLists.txt
index 1438c94328..21f2ccfbc3 100644
--- a/mindspore/ccsrc/backend/kernel_compiler/CMakeLists.txt
+++ b/mindspore/ccsrc/backend/kernel_compiler/CMakeLists.txt
@@ -6,7 +6,7 @@ file(GLOB_RECURSE KERNEL_SRC_LIST RELATIVE ${CMAKE_CURRENT_SOURCE_DIR}
 )
 
 if(CMAKE_SYSTEM_NAME MATCHES "Darwin")
-    set(CMAKE_CXX_FLAGS "${CMAKE_CXX_FLAGS} -Wno-delete-non-abstract-non-virtual-dtor")
+    set(CMAKE_CXX_FLAGS "${CMAKE_CXX_FLAGS} -Wno-delete-non-abstract-non-virtual-dtor -Wno-overloaded-virtual")
 endif()
 
 if(ENABLE_D)
@@ -44,7 +44,7 @@ if(ENABLE_CPU)
     endif()
 endif()
 
-if(NOT ENABLE_CPU OR WIN32)
+if(NOT ENABLE_CPU OR WIN32 OR APPLE)
     list(REMOVE_ITEM CPU_SRC_LIST "cpu/ps/apply_momentum_ps_kernel.cc")
     list(REMOVE_ITEM CPU_SRC_LIST "cpu/ps/embedding_look_up_proxy_kernel.cc")
     list(REMOVE_ITEM CPU_SRC_LIST "cpu/ps/embedding_look_up_ps_kernel.cc")
diff --git a/mindspore/ccsrc/backend/kernel_compiler/cpu/cpu_kernel_factory.cc b/mindspore/ccsrc/backend/kernel_compiler/cpu/cpu_kernel_factory.cc
index 7e01e30bdf..4952a5ab91 100644
--- a/mindspore/ccsrc/backend/kernel_compiler/cpu/cpu_kernel_factory.cc
+++ b/mindspore/ccsrc/backend/kernel_compiler/cpu/cpu_kernel_factory.cc
@@ -37,7 +37,7 @@ CPUKernelFactory &CPUKernelFactory::GetInstance() {
 void CPUKernelFactory::Register(const std::string &kernel_name, const KernelAttr &kernel_attr,
                                 CPUKernelCreator &&kernel_creator) {
   (void)name_to_attr_creator_[kernel_name].emplace_back(kernel_attr, kernel_creator);
-#if !defined(_WIN32) && !defined(_WIN64)
+#if !defined(_WIN32) && !defined(_WIN64) && !defined(__APPLE__)
   MS_LOG(DEBUG) << "CPUKernelFactory register operator: " << kernel_name;
 #endif
 }
diff --git a/mindspore/ccsrc/backend/kernel_compiler/cpu/eigen/qr_cpu_kernel.cc b/mindspore/ccsrc/backend/kernel_compiler/cpu/eigen/qr_cpu_kernel.cc
index 472d26d4a9..1c8d9a124c 100644
--- a/mindspore/ccsrc/backend/kernel_compiler/cpu/eigen/qr_cpu_kernel.cc
+++ b/mindspore/ccsrc/backend/kernel_compiler/cpu/eigen/qr_cpu_kernel.cc
@@ -77,10 +77,10 @@ bool QRCPUKernel<T>::Launch(const std::vector<kernel::AddressPtr> &inputs, const
   auto householder_qr = input_a.householderQr();
   if (economic_) {
     // r_row_ = std::min(a_row_, a_col_)
-    output_r = Eigen::MatrixXd::Identity(r_row_, a_row_).cast<T>() *
+    output_r = Eigen::MatrixXd::Identity(r_row_, a_row_).template cast<T>() *
                householder_qr.matrixQR().template triangularView<Eigen::Upper>();
     // q_col_ = std::min(a_row_, a_col_)
-    output_q = householder_qr.householderQ() * Eigen::MatrixXd::Identity(q_row_, q_col_).cast<T>();
+    output_q = householder_qr.householderQ() * Eigen::MatrixXd::Identity(q_row_, q_col_).template cast<T>();
   } else {
     output_r = householder_qr.matrixQR().template triangularView<Eigen::Upper>();
     output_q = householder_qr.householderQ();
diff --git a/mindspore/ccsrc/backend/kernel_compiler/cpu/nnacl/CMakeLists.txt b/mindspore/ccsrc/backend/kernel_compiler/cpu/nnacl/CMakeLists.txt
index 5d2ce73305..53be8014c9 100644
--- a/mindspore/ccsrc/backend/kernel_compiler/cpu/nnacl/CMakeLists.txt
+++ b/mindspore/ccsrc/backend/kernel_compiler/cpu/nnacl/CMakeLists.txt
@@ -136,7 +136,9 @@ if(ENABLE_CPU)
     target_compile_options(nnacl_mid PRIVATE -fPIC)
     add_library(nnacl SHARED $<TARGET_OBJECTS:nnacl_mid>)
     if(NOT CMAKE_SYSTEM_NAME MATCHES "Windows")
-        target_link_options(nnacl PRIVATE -Wl,-z,relro,-z,now,-z,noexecstack)
+        if(NOT CMAKE_SYSTEM_NAME MATCHES "Darwin")
+            target_link_options(nnacl PRIVATE -Wl,-z,relro,-z,now,-z,noexecstack)
+        endif()
         if("${CMAKE_BUILD_TYPE}" STREQUAL "Release")
             target_link_options(nnacl PRIVATE -s)
         endif()
diff --git a/mindspore/ccsrc/backend/kernel_compiler/cpu/rl/buffer_sample_cpu_kernel.h b/mindspore/ccsrc/backend/kernel_compiler/cpu/rl/buffer_sample_cpu_kernel.h
index bca2b885d9..0be355bc59 100644
--- a/mindspore/ccsrc/backend/kernel_compiler/cpu/rl/buffer_sample_cpu_kernel.h
+++ b/mindspore/ccsrc/backend/kernel_compiler/cpu/rl/buffer_sample_cpu_kernel.h
@@ -81,7 +81,11 @@ class BufferCPUSampleKernel : public CPUKernel {
       for (size_t i = 0; i < IntToSize(count_addr[0]); ++i) {
         (void)indexes.emplace_back(i);
       }
+#if !defined(__APPLE__)
       random_shuffle(indexes.begin(), indexes.end(), [&](int i) { return std::rand() % i; });
+#else
+      std::shuffle(indexes.begin(), indexes.end(), generator_);
+#endif
     } else {
       std::uniform_int_distribution<> distrib(0, count_addr[0]);
       for (size_t i = 0; i < batch_size_; ++i) {
diff --git a/mindspore/ccsrc/backend/optimizer/CMakeLists.txt b/mindspore/ccsrc/backend/optimizer/CMakeLists.txt
index 1f43c2099f..0529aa6125 100644
--- a/mindspore/ccsrc/backend/optimizer/CMakeLists.txt
+++ b/mindspore/ccsrc/backend/optimizer/CMakeLists.txt
@@ -30,7 +30,7 @@ if(ENABLE_GPU_INFER)
 endif()
 
 if(${CMAKE_SYSTEM_NAME} MATCHES "Darwin")
-    set(CMAKE_CXX_FLAGS_RELEASE "$ENV{CXXFLAGS} -Wno-user-defined-warnings -Wno-inconsistent-missing-override
+    set(CMAKE_CXX_FLAGS_RELEASE "$ENV{CXXFLAGS} -Wno-user-defined-warnings -Wno-inconsistent-missing-override \
         -Wno-overloaded-virtual -Wno-unused-const-variable -Wno-pessimizing-move")
 endif()
 
diff --git a/mindspore/ccsrc/backend/session/CMakeLists.txt b/mindspore/ccsrc/backend/session/CMakeLists.txt
index aec86d2bca..136880690d 100644
--- a/mindspore/ccsrc/backend/session/CMakeLists.txt
+++ b/mindspore/ccsrc/backend/session/CMakeLists.txt
@@ -15,7 +15,7 @@ if("${ENABLE_HIDDEN}" STREQUAL "OFF")
 endif()
 
 if(CMAKE_SYSTEM_NAME MATCHES "Darwin")
-    set(CMAKE_CXX_FLAGS "${CMAKE_CXX_FLAGS} -Wno-overloaded-virtual")
+    set(CMAKE_CXX_FLAGS "${CMAKE_CXX_FLAGS} -Wno-overloaded-virtual -Wno-delete-abstract-non-virtual-dtor")
 endif()
 
 if(ENABLE_GPU)
diff --git a/mindspore/ccsrc/backend/session/cpu_session.cc b/mindspore/ccsrc/backend/session/cpu_session.cc
index be776b7146..064a971e77 100644
--- a/mindspore/ccsrc/backend/session/cpu_session.cc
+++ b/mindspore/ccsrc/backend/session/cpu_session.cc
@@ -85,7 +85,7 @@ void CPUSession::Reorder(std::vector<CNodePtr> *node_list) { AnfAlgo::ReorderPos
 void CPUSession::Optimize(const std::shared_ptr<KernelGraph> &kernel_graph) {
   auto optimizer = std::make_shared<opt::GraphOptimizer>();
   auto pm = std::make_shared<opt::PassManager>();
-#if ((defined ENABLE_CPU) && (!defined _WIN32))
+#if ((defined ENABLE_CPU) && (!defined _WIN32) && !defined(__APPLE__))
   auto ms_context = MsContext::GetInstance();
   MS_EXCEPTION_IF_NULL(ms_context);
   if (ms_context->get_param<int>(MS_CTX_EXECUTION_MODE) != kPynativeMode && ps::PSContext::instance()->is_ps_mode()) {
@@ -205,7 +205,7 @@ void CPUSession::PreExecuteGraph(const std::shared_ptr<KernelGraph> &kernel_grap
   MS_LOG(INFO) << "Bind input output address";
   runtime_.BindInputOutput(kernel_graph.get(), inputs, outputs);
 
-#if ((defined ENABLE_CPU) && (!defined _WIN32))
+#if ((defined ENABLE_CPU) && (!defined _WIN32) && !defined(__APPLE__))
   InitPSParamAndOptim(kernel_graph, inputs);
 #endif
 }
diff --git a/mindspore/ccsrc/backend/session/executor.cc b/mindspore/ccsrc/backend/session/executor.cc
index 801114a1d8..c85ba3be61 100644
--- a/mindspore/ccsrc/backend/session/executor.cc
+++ b/mindspore/ccsrc/backend/session/executor.cc
@@ -23,7 +23,7 @@
 #include "utils/comm_manager.h"
 #include "utils/scoped_long_running.h"
 #include "pybind_api/ir/tensor_py.h"
-#if ((defined ENABLE_CPU) && (!defined _WIN32))
+#if ((defined ENABLE_CPU) && (!defined _WIN32) && !defined(__APPLE__))
 #include "ps/ps_cache/ps_cache_manager.h"
 #endif
 
diff --git a/mindspore/ccsrc/backend/session/session_basic.cc b/mindspore/ccsrc/backend/session/session_basic.cc
index 4aefd6bae9..9f7bdb3c8a 100644
--- a/mindspore/ccsrc/backend/session/session_basic.cc
+++ b/mindspore/ccsrc/backend/session/session_basic.cc
@@ -44,7 +44,7 @@
 #include "utils/file_utils.h"
 #include "utils/trace_base.h"
 #include "frontend/parallel/context.h"
-#if ((defined ENABLE_CPU) && (!defined _WIN32))
+#if ((defined ENABLE_CPU) && (!defined _WIN32) && !defined(__APPLE__))
 #include "ps/ps_cache/ps_cache_manager.h"
 #include "ps/constants.h"
 #include "ps/util.h"
@@ -2569,7 +2569,7 @@ void SessionBasic::DumpGraph(const std::shared_ptr<KernelGraph> &kernel_graph) {
 
 void SessionBasic::UnifyMindIR(const KernelGraphPtr &graph) { opt::CommonUnifyMindIR(graph); }
 
-#if ((defined ENABLE_CPU) && (!defined _WIN32))
+#if ((defined ENABLE_CPU) && (!defined _WIN32) && !defined(__APPLE__))
 void SessionBasic::InitPsWorker(const KernelGraphPtr &kernel_graph) {
   if (!ps::PSContext::instance()->is_worker()) {
     return;
diff --git a/mindspore/ccsrc/backend/session/session_basic.h b/mindspore/ccsrc/backend/session/session_basic.h
index e8e0e19906..40b50f41f5 100644
--- a/mindspore/ccsrc/backend/session/session_basic.h
+++ b/mindspore/ccsrc/backend/session/session_basic.h
@@ -309,7 +309,7 @@ class SessionBasic : public std::enable_shared_from_this<SessionBasic> {
   std::vector<uint32_t> GetAllReduceSplitIndex();
   virtual std::string GetCommWorldGroup() { return std::string(); }
   void DumpGraph(const std::shared_ptr<KernelGraph> &kernel_graph);
-#if ((defined ENABLE_CPU) && (!defined _WIN32))
+#if ((defined ENABLE_CPU) && (!defined _WIN32) && !defined(__APPLE__))
   void CheckPSModeConsistence(const KernelGraphPtr &kernel_graph) const;
   void GetBatchElements(const AnfNodePtr &kernel_node) const;
   void InitPsWorker(const KernelGraphPtr &kernel_graph);
diff --git a/mindspore/ccsrc/cxx_api/CMakeLists.txt b/mindspore/ccsrc/cxx_api/CMakeLists.txt
index 5de840e99c..180e27508e 100644
--- a/mindspore/ccsrc/cxx_api/CMakeLists.txt
+++ b/mindspore/ccsrc/cxx_api/CMakeLists.txt
@@ -88,21 +88,16 @@ if(NOT BUILD_LITE)
     set_target_properties(mindspore_shared_lib PROPERTIES OUTPUT_NAME mindspore)
 endif()
 
-if(CMAKE_SYSTEM_NAME MATCHES "Darwin")
-    target_link_libraries(mindspore_shared_lib PRIVATE ${PYTHON_LIBRARIES} ${SECUREC_LIBRARY}
-            -Wl,-force_load mindspore -Wl,-noall_load mindspore_core proto_input mindspore_gvar mindspore::protobuf)
+if(ENABLE_D OR ENABLE_GPU)
+    target_link_libraries(mindspore_shared_lib PRIVATE -Wl,--as-needed ${PYTHON_LIBRARIES} ${SECUREC_LIBRARY}
+        -Wl,--whole-archive mindspore -Wl,--no-whole-archive mindspore_core proto_input mindspore_gvar
+        mindspore::protobuf)
 else()
-    if(ENABLE_D OR ENABLE_GPU)
-        target_link_libraries(mindspore_shared_lib PRIVATE -Wl,--as-needed ${PYTHON_LIBRARIES} ${SECUREC_LIBRARY}
-            -Wl,--whole-archive mindspore -Wl,--no-whole-archive mindspore_core proto_input mindspore_gvar
-            mindspore::protobuf)
+    if(BUILD_LITE)
+        target_link_libraries(mindspore_shared_lib PRIVATE ${SECUREC_LIBRARY})
     else()
-        if(BUILD_LITE)
-            target_link_libraries(mindspore_shared_lib PRIVATE ${SECUREC_LIBRARY})
-        else()
-            target_link_libraries(mindspore_shared_lib PRIVATE ${PY3_LIBG} ${SECUREC_LIBRARY}
-                    mindspore mindspore_core proto_input mindspore_gvar mindspore::protobuf)
-        endif()
+        target_link_libraries(mindspore_shared_lib PRIVATE ${PY3_LIBG} ${SECUREC_LIBRARY}
+                mindspore mindspore_core proto_input mindspore_gvar mindspore::protobuf)
     endif()
 endif()
 
diff --git a/mindspore/ccsrc/debug/CMakeLists.txt b/mindspore/ccsrc/debug/CMakeLists.txt
index fa2e8e74f8..1b057c8c6f 100644
--- a/mindspore/ccsrc/debug/CMakeLists.txt
+++ b/mindspore/ccsrc/debug/CMakeLists.txt
@@ -33,6 +33,10 @@ if("${ENABLE_HIDDEN}" STREQUAL "OFF")
     string(REPLACE " -fvisibility=hidden" " -fvisibility=default" CMAKE_CXX_FLAGS "${CMAKE_CXX_FLAGS}")
 endif()
 
+if(CMAKE_SYSTEM_NAME MATCHES "Darwin")
+    set(CMAKE_CXX_FLAGS "${CMAKE_CXX_FLAGS} -Wno-unused-private-field")
+endif()
+
 if(ENABLE_DEBUGGER)
     list(APPEND _DEBUG_SRC_LIST
         "${CMAKE_CURRENT_SOURCE_DIR}/debugger/debugger.cc"
@@ -52,7 +56,7 @@ if(NOT ENABLE_SECURITY)
         "${CMAKE_CURRENT_SOURCE_DIR}/data_dump/dump_utils.cc"
         "${CMAKE_CURRENT_SOURCE_DIR}/data_dump/npy_header.cc"
         )
-    if(NOT CMAKE_SYSTEM_NAME MATCHES "Windows")
+    if(NOT CMAKE_SYSTEM_NAME MATCHES "Windows" AND NOT CMAKE_SYSTEM_NAME MATCHES "Darwin")
         list(APPEND _DEBUG_SRC_LIST
             "${CMAKE_CURRENT_SOURCE_DIR}/common.cc"
             "${CMAKE_CURRENT_SOURCE_DIR}/data_dump/e2e_dump.cc"
@@ -69,7 +73,11 @@ if(ENABLE_DEBUGGER)
         set_property(SOURCE ${_OFFLINE_SRC_LIST} PROPERTY COMPILE_DEFINITIONS
             SUBMODULE_ID=mindspore::SubModuleId::SM_OFFLINE_DEBUG)
         add_library(_mindspore_offline_debug SHARED ${_OFFLINE_SRC_LIST})
-        target_link_libraries(_mindspore_offline_debug PRIVATE mindspore::glog mindspore_gvar)
+        target_link_libraries(_mindspore_offline_debug PRIVATE
+            mindspore::pybind11_module
+            mindspore::glog
+            mindspore_gvar
+            )
         set_target_properties(_mindspore_offline_debug PROPERTIES
             PREFIX "${PYTHON_MODULE_PREFIX}"
             SUFFIX "${PYTHON_MODULE_EXTENSION}"
diff --git a/mindspore/ccsrc/debug/common.h b/mindspore/ccsrc/debug/common.h
index 1d63e5afa9..2786ec34d4 100644
--- a/mindspore/ccsrc/debug/common.h
+++ b/mindspore/ccsrc/debug/common.h
@@ -69,7 +69,11 @@ inline std::string GetSaveGraphsPathName(const std::string &file_name, const std
 inline std::string ErrnoToString(const int error_number) {
   std::ostringstream ret_info;
   ret_info << " Errno: " << error_number;
-#if defined(SYSTEM_ENV_POSIX)
+#if defined(__APPLE__)
+  char err_info[MAX_FILENAME_LENGTH];
+  (void)strerror_r(error_number, err_info, sizeof(err_info));
+  ret_info << ", ErrInfo: " << err_info;
+#elif defined(SYSTEM_ENV_POSIX)
   char err_info[MAX_FILENAME_LENGTH];
   char *ret = strerror_r(error_number, err_info, sizeof(err_info));
   if (ret != nullptr) {
diff --git a/mindspore/ccsrc/debug/debug_services.cc b/mindspore/ccsrc/debug/debug_services.cc
index 98e81213a4..f2a7b7589e 100644
--- a/mindspore/ccsrc/debug/debug_services.cc
+++ b/mindspore/ccsrc/debug/debug_services.cc
@@ -1715,7 +1715,11 @@ std::string DebugServices::RealPath(const std::string &input_path) {
 }
 
 uint64_t DebugServices::BytestoUInt64(const std::vector<char> &buffer) {
+#if defined(__APPLE__)
+  return *reinterpret_cast<const uint64_t *>(buffer.data());
+#else
   return le64toh(*reinterpret_cast<const uint64_t *>(buffer.data()));
+#endif
 }
 
 bool DebugServices::TensorExistsInCurrent(const std::string &tensor_name) {
diff --git a/mindspore/ccsrc/debug/debugger/offline_debug/dbg_services.cc b/mindspore/ccsrc/debug/debugger/offline_debug/dbg_services.cc
index 62904d515c..b8eb393986 100644
--- a/mindspore/ccsrc/debug/debugger/offline_debug/dbg_services.cc
+++ b/mindspore/ccsrc/debug/debugger/offline_debug/dbg_services.cc
@@ -33,10 +33,17 @@ DbgServices &DbgServices::operator=(const DbgServices &other) {
   return *this;
 }
 
+#if !defined(__APPLE__)
 DbgServices::~DbgServices() noexcept {
   MS_LOG(INFO) << "cpp DbgServices object is deleted";
   debug_services_ = nullptr;
 }
+#else
+DbgServices::~DbgServices() {
+  MS_LOG(INFO) << "cpp DbgServices object is deleted";
+  debug_services_ = nullptr;
+}
+#endif
 
 std::string DbgServices::GetVersion() const {
   MS_LOG(INFO) << "get version is called";
diff --git a/mindspore/ccsrc/fl/CMakeLists.txt b/mindspore/ccsrc/fl/CMakeLists.txt
index 11cbf4247e..67c438f851 100644
--- a/mindspore/ccsrc/fl/CMakeLists.txt
+++ b/mindspore/ccsrc/fl/CMakeLists.txt
@@ -1,6 +1,6 @@
 file(GLOB_RECURSE _FL_SRC_FILES RELATIVE ${CMAKE_CURRENT_SOURCE_DIR} "*.cc")
 
-if(NOT ENABLE_CPU OR WIN32)
+if(NOT ENABLE_CPU OR WIN32 OR APPLE)
     list(REMOVE_ITEM _FL_SRC_FILES "server/kernel/apply_momentum_kernel.cc")
     list(REMOVE_ITEM _FL_SRC_FILES "server/kernel/aggregation_kernel_factory.cc")
     list(REMOVE_ITEM _FL_SRC_FILES "server/kernel/dense_grad_accum_kernel.cc")
diff --git a/mindspore/ccsrc/frontend/optimizer/irpass/symbol_resolver.cc b/mindspore/ccsrc/frontend/optimizer/irpass/symbol_resolver.cc
index 4e2b211225..7bec784f77 100644
--- a/mindspore/ccsrc/frontend/optimizer/irpass/symbol_resolver.cc
+++ b/mindspore/ccsrc/frontend/optimizer/irpass/symbol_resolver.cc
@@ -28,12 +28,12 @@ namespace irpass {
 // {prim::kPrimGetAttr, bool, attr}
 // {prim::kPrimResolve, namespace, symbol}
 AnfNodePtr ResolverGetAttrResolve::operator()(const OptimizerPtr &optimizer, const AnfNodePtr &node) {
-  constexpr char PARSE_SUPER_NAME[] = "namespace";
+  constexpr std::string_view PARSE_SUPER_NAME = "namespace";
   constexpr size_t namespace_index = 1;
   constexpr size_t symbol_index = 2;
 
   PatternNode<AnfNodePtr> resolve_node, ns_node, sym_node, attr_node, bool_node;
-  auto GetAttrResolveLambda = [&node, &resolve_node, &attr_node, &optimizer]() -> AnfNodePtr {
+  auto GetAttrResolveLambda = [&node, &resolve_node, &attr_node, &optimizer, &PARSE_SUPER_NAME]() -> AnfNodePtr {
     auto inner = resolve_node.GetNode(node);
     auto attr = attr_node.GetNode(node);
     if (IsPrimitiveCNode(inner, prim::kPrimResolve)) {
diff --git a/mindspore/ccsrc/frontend/parallel/cache_embedding/cache_embedding.cc b/mindspore/ccsrc/frontend/parallel/cache_embedding/cache_embedding.cc
index dd7bdf5ae4..88b0dbf76c 100644
--- a/mindspore/ccsrc/frontend/parallel/cache_embedding/cache_embedding.cc
+++ b/mindspore/ccsrc/frontend/parallel/cache_embedding/cache_embedding.cc
@@ -216,7 +216,13 @@ void InitHashMapData(void *data, const int64_t host_size, const int64_t cache_si
   for (int64_t i = 0; i < host_size; ++i) {
     host_range.emplace_back(static_cast<T>(i));
   }
+#if defined(__APPLE__)
+  std::random_device rd;
+  std::mt19937 rng(rd());
+  std::shuffle(host_range.begin(), host_range.end(), rng);
+#else
   std::random_shuffle(host_range.begin(), host_range.end());
+#endif
   size_t size = static_cast<size_t>(cache_size);
   size_t hashmap_count = 0;
   for (size_t i = 0; i < size; ++i) {
diff --git a/mindspore/ccsrc/frontend/parallel/ops_info/gather_info.cc b/mindspore/ccsrc/frontend/parallel/ops_info/gather_info.cc
index 04ec7a88eb..a111b9abe8 100644
--- a/mindspore/ccsrc/frontend/parallel/ops_info/gather_info.cc
+++ b/mindspore/ccsrc/frontend/parallel/ops_info/gather_info.cc
@@ -25,7 +25,7 @@
 #include "frontend/parallel/device_matrix.h"
 #include "frontend/parallel/graph_util/generate_graph.h"
 #include "frontend/parallel/context.h"
-#if ((defined ENABLE_CPU) && (!defined _WIN32))
+#if ((defined ENABLE_CPU) && (!defined _WIN32) && !defined(__APPLE__))
 #include "ps/ps_cache/ps_cache_manager.h"
 #include "utils/ms_context.h"
 #endif
@@ -160,7 +160,7 @@ Status GatherInfo::GetAttrs() {
   if (std::find(inputs_shape_[1].begin(), inputs_shape_[1].end(), -1) != inputs_shape_[1].end()) {
     dynamic_shape_indices_ = true;
   }
-#if ((defined ENABLE_CPU) && (!defined _WIN32))
+#if ((defined ENABLE_CPU) && (!defined _WIN32) && !defined(__APPLE__))
   MS_EXCEPTION_IF_NULL(MsContext::GetInstance());
   bool enable_sparse = MsContext::GetInstance()->get_param<bool>(MS_CTX_ENABLE_SPARSE);
   if (ps::PsDataPrefetch::GetInstance().cache_enable() && enable_sparse) {
@@ -645,7 +645,7 @@ Status GatherInfo::InferBias() {
         rank = rank % (params_strategy[0] * params_strategy[1]);
       }
     }
-#if ((defined ENABLE_CPU) && (!defined _WIN32))
+#if ((defined ENABLE_CPU) && (!defined _WIN32) && !defined(__APPLE__))
     if (ps::PsDataPrefetch::GetInstance().cache_enable()) {
       bias_ = static_cast<int64_t>(ps::PsCacheManager::GetInstance().cache_indices_lower_bound());
       return SUCCESS;
diff --git a/mindspore/ccsrc/frontend/parallel/ops_info/unique_info.cc b/mindspore/ccsrc/frontend/parallel/ops_info/unique_info.cc
index bc250a3c53..2d6219a89a 100644
--- a/mindspore/ccsrc/frontend/parallel/ops_info/unique_info.cc
+++ b/mindspore/ccsrc/frontend/parallel/ops_info/unique_info.cc
@@ -28,7 +28,7 @@
 #include "frontend/parallel/strategy.h"
 #include "frontend/parallel/context.h"
 #include "frontend/parallel/tensor_layout/tensor_redistribution.h"
-#if ((defined ENABLE_CPU) && (!defined _WIN32))
+#if ((defined ENABLE_CPU) && (!defined _WIN32) && (!defined(__APPLE__)))
 #include "ps/ps_cache/ps_cache_manager.h"
 #endif
 
@@ -101,7 +101,7 @@ std::vector<StrategyPtr> UniqueInfo::GenerateOpStrategies(int64_t stage_id) {
   return sp_vector;
 }
 
-#if ((defined ENABLE_CPU) && (!defined _WIN32))
+#if ((defined ENABLE_CPU) && (!defined _WIN32) && (!defined(__APPLE__)))
 Status UniqueInfo::ComputeReplaceGraph(const CNodePtr &cnode) {
   GenerateGraph gen_g = GenerateGraph(attrs_);
   if (gen_g.Init(cnode) != SUCCESS) {
@@ -138,7 +138,7 @@ Status UniqueInfo::ComputeReplaceGraph(const CNodePtr &cnode) {
 #endif
 
 ReplaceGraphPtr UniqueInfo::replace_graph(const CNodePtr &cnode) {
-#if ((defined ENABLE_CPU) && (!defined _WIN32))
+#if ((defined ENABLE_CPU) && (!defined _WIN32) && !defined(__APPLE__))
   if (ps::PsDataPrefetch::GetInstance().cache_enable()) {
     auto inputs = cnode->inputs();
     if (inputs.empty()) {
diff --git a/mindspore/ccsrc/frontend/parallel/ops_info/unique_info.h b/mindspore/ccsrc/frontend/parallel/ops_info/unique_info.h
index 9f5cd4c895..5056c73ab1 100644
--- a/mindspore/ccsrc/frontend/parallel/ops_info/unique_info.h
+++ b/mindspore/ccsrc/frontend/parallel/ops_info/unique_info.h
@@ -47,7 +47,7 @@ class UniqueInfo : public OperatorInfo {
   Status InferDevMatrixShape() override;
   Status InferForwardCommunication() override { return SUCCESS; }
   Status InferAsLossDivisor() override { return SUCCESS; }
-#if ((defined ENABLE_CPU) && (!defined _WIN32))
+#if ((defined ENABLE_CPU) && (!defined _WIN32) && (!defined(__APPLE__)))
   Status ComputeReplaceGraph(const CNodePtr &cnode);
 #endif
 
diff --git a/mindspore/ccsrc/frontend/parallel/step_auto_parallel.cc b/mindspore/ccsrc/frontend/parallel/step_auto_parallel.cc
index 35affcbf70..d6a3394a60 100644
--- a/mindspore/ccsrc/frontend/parallel/step_auto_parallel.cc
+++ b/mindspore/ccsrc/frontend/parallel/step_auto_parallel.cc
@@ -55,7 +55,7 @@
 namespace mindspore {
 namespace parallel {
 bool StepAutoParallel(const FuncGraphPtr &root, const opt::OptimizerPtr &) {
-#if ((defined ENABLE_CPU) && (!defined _WIN32))
+#if ((defined ENABLE_CPU) && (!defined _WIN32) && !defined(__APPLE__))
   if (ps::Util::IsRoleOfPServer() || ps::Util::IsRoleOfScheduler()) {
     return false;
   }
diff --git a/mindspore/ccsrc/frontend/parallel/step_parallel.cc b/mindspore/ccsrc/frontend/parallel/step_parallel.cc
index 18049c6edd..7ce0ddddac 100644
--- a/mindspore/ccsrc/frontend/parallel/step_parallel.cc
+++ b/mindspore/ccsrc/frontend/parallel/step_parallel.cc
@@ -3182,7 +3182,7 @@ static void PipelinePostProcess(const FuncGraphPtr &root, const std::vector<AnfN
 }
 
 bool StepParallel(const FuncGraphPtr &root, const opt::OptimizerPtr &optimizer) {
-#if ((defined ENABLE_CPU) && (!defined _WIN32))
+#if ((defined ENABLE_CPU) && (!defined _WIN32) && !defined(__APPLE__))
   if (ps::PSContext::instance()->is_server() || ps::PSContext::instance()->is_scheduler()) {
     return false;
   }
diff --git a/mindspore/ccsrc/minddata/dataset/CMakeLists.txt b/mindspore/ccsrc/minddata/dataset/CMakeLists.txt
index 600428aa5c..1238bd27d6 100644
--- a/mindspore/ccsrc/minddata/dataset/CMakeLists.txt
+++ b/mindspore/ccsrc/minddata/dataset/CMakeLists.txt
@@ -3,9 +3,10 @@ set(CMAKE_CXX_FLAGS "${CMAKE_CXX_FLAGS} -Wno-reorder")
 set(CMAKE_CXX_FLAGS "${CMAKE_CXX_FLAGS} -Wno-switch")
 
 if(${CMAKE_SYSTEM_NAME} MATCHES "Darwin")
-    set(CMAKE_CXX_FLAGS "${CMAKE_CXX_FLAGS} -Wno-uninitialized -Wno-deprecated-declarations
-                                            -Wno-delete-non-abstract-non-virtual-dtor
-                                            -Wno-constant-conversion -Wno-unknown-warning-option")
+    set(CMAKE_CXX_FLAGS "${CMAKE_CXX_FLAGS} -Wno-uninitialized -Wno-deprecated-declarations \
+                                            -Wno-delete-non-abstract-non-virtual-dtor       \
+                                            -Wno-unused-comparison -Wno-constant-conversion \
+                                            -Wno-unknown-warning-option -Wno-macro-redefined")
 else()
     set(CMAKE_CXX_FLAGS "${CMAKE_CXX_FLAGS} -Wno-maybe-uninitialized")
 endif()
@@ -73,7 +74,9 @@ add_subdirectory(core)
 add_subdirectory(kernels)
 add_subdirectory(engine)
 add_subdirectory(api)
-add_subdirectory(audio)
+if(NOT APPLE)
+    add_subdirectory(audio)
+endif()
 add_subdirectory(text)
 add_subdirectory(callback)
 add_subdirectory(plugin)
@@ -88,12 +91,16 @@ add_dependencies(engine-datasetops-source-sampler core)
 add_dependencies(engine-datasetops core)
 add_dependencies(engine-datasetops-mapop core)
 add_dependencies(engine-opt core)
-add_dependencies(engine-gnn core)
+if(NOT APPLE)
+    add_dependencies(engine-gnn core)
+endif()
 add_dependencies(engine core)
 add_dependencies(callback core)
-add_dependencies(audio-kernels core)
-add_dependencies(audio-ir core)
-add_dependencies(audio-ir-kernels core)
+if(NOT APPLE)
+    add_dependencies(audio-kernels core)
+    add_dependencies(audio-ir core)
+    add_dependencies(audio-ir-kernels core)
+endif()
 add_dependencies(text core)
 add_dependencies(text-kernels core)
 add_dependencies(text-ir core)
@@ -154,14 +161,10 @@ set(submodules
         $<TARGET_OBJECTS:engine-datasetops-source>
         $<TARGET_OBJECTS:engine-datasetops-source-sampler>
         $<TARGET_OBJECTS:engine-datasetops-mapop>
-        $<TARGET_OBJECTS:engine-gnn>
         $<TARGET_OBJECTS:engine-datasetops>
         $<TARGET_OBJECTS:engine-opt>
         $<TARGET_OBJECTS:engine-cache-client>
         $<TARGET_OBJECTS:engine>
-        $<TARGET_OBJECTS:audio-kernels>
-        $<TARGET_OBJECTS:audio-ir>
-        $<TARGET_OBJECTS:audio-ir-kernels>
         $<TARGET_OBJECTS:text>
         $<TARGET_OBJECTS:text-kernels>
         $<TARGET_OBJECTS:text-ir>
@@ -172,6 +175,14 @@ set(submodules
         $<TARGET_OBJECTS:md_plugin>
         )
 
+if(NOT APPLE)
+    set(submodules
+            ${submodules}
+            $<TARGET_OBJECTS:engine-gnn>
+            $<TARGET_OBJECTS:audio-kernels>
+            $<TARGET_OBJECTS:audio-ir>
+            $<TARGET_OBJECTS:audio-ir-kernels>)
+endif()
 
 if(ENABLE_ACL)
     set(submodules
@@ -212,12 +223,6 @@ endif()
 ################# Link with external libraries ########################
 target_link_libraries(_c_dataengine PRIVATE mindspore mindspore_gvar)
 
-if(CMAKE_SYSTEM_NAME MATCHES "Darwin")
-    set(CMAKE_MACOSX_RPATH 1)
-    set(CMAKE_INSTALL_RPATH "@loader_path/lib;@loader_path")
-    set_target_properties(_c_dataengine PROPERTIES INSTALL_RPATH "${CMAKE_INSTALL_RPATH}")
-endif()
-
 set(targetso $<TARGET_FILE:_c_dataengine>)
 set(target_tiny "libtinyxml")
 set(target_icuuc "libicuuc")
@@ -315,7 +320,9 @@ else()
         if(${ENABLE_IBVERBS} STREQUAL "ON")
             target_link_libraries(_c_dataengine PRIVATE ibverbs rdmacm)
         endif()
-        target_link_libraries(_c_dataengine PRIVATE ps_cache)
+        if(NOT CMAKE_SYSTEM_NAME MATCHES "Darwin")
+            target_link_libraries(_c_dataengine PRIVATE ps_cache)
+        endif()
     endif()
 endif()
 
@@ -332,7 +339,13 @@ else()
 endif()
 
 if(MS_BUILD_GRPC)
-    target_link_libraries(_c_dataengine PRIVATE -Wl,--no-as-needed mindspore::grpc++)
+    if(NOT CMAKE_SYSTEM_NAME MATCHES "Darwin")
+        target_link_libraries(_c_dataengine PRIVATE -Wl,--no-as-needed mindspore::grpc++)
+    else()
+        target_link_libraries(_c_dataengine PRIVATE mindspore::grpc++)
+    endif()
 endif()
 
-set_target_properties(_c_dataengine PROPERTIES INSTALL_RPATH ${MINDSPORE_RPATH})
+if(NOT CMAKE_SYSTEM_NAME MATCHES "Darwin")
+    set_target_properties(_c_dataengine PROPERTIES INSTALL_RPATH ${MINDSPORE_RPATH})
+endif()
diff --git a/mindspore/ccsrc/minddata/dataset/api/CMakeLists.txt b/mindspore/ccsrc/minddata/dataset/api/CMakeLists.txt
index 3e0cb3d36d..54ec3ce350 100644
--- a/mindspore/ccsrc/minddata/dataset/api/CMakeLists.txt
+++ b/mindspore/ccsrc/minddata/dataset/api/CMakeLists.txt
@@ -1,42 +1,55 @@
 file(GLOB_RECURSE _CURRENT_SRC_FILES RELATIVE ${CMAKE_CURRENT_SOURCE_DIR} "*.cc")
 set_property(SOURCE ${_CURRENT_SRC_FILES} PROPERTY COMPILE_DEFINITIONS SUBMODULE_ID=mindspore::SubModuleId::SM_MD)
 if(ENABLE_PYTHON)
-    add_library(APItoPython OBJECT
+    set(API_PYTHON_SRC_FILES
+        python/bindings/dataset/audio/bindings.cc
+        python/bindings/dataset/audio/kernels/ir/bindings.cc
+        python/bindings/dataset/callback/bindings.cc
+        python/bindings/dataset/core/bindings.cc
+        python/bindings/dataset/engine/cache/bindings.cc
+        python/bindings/dataset/engine/datasetops/bindings.cc
+        python/bindings/dataset/engine/gnn/bindings.cc
+        python/bindings/dataset/engine/ir/consumer/bindings.cc
+        python/bindings/dataset/engine/ir/datasetops/bindings.cc
+        python/bindings/dataset/engine/ir/datasetops/source/bindings.cc
+        python/bindings/dataset/engine/ir/datasetops/source/samplers/bindings.cc
+        python/bindings/dataset/engine/ir/execute/bindings.cc
+        python/bindings/dataset/engine/ir/schema/bindings.cc
+        python/bindings/dataset/engine/perf/bindings.cc
+        python/bindings/dataset/kernels/bindings.cc
+        python/bindings/dataset/kernels/ir/bindings.cc
+        python/bindings/dataset/kernels/ir/image/bindings.cc
+        python/bindings/dataset/text/bindings.cc
+        python/bindings/dataset/text/kernels/ir/bindings.cc
+        python/bindings/mindrecord/include/bindings.cc
+        python/pybind_conversion.cc
+        python/pybind_register.cc
+        )
+    if(APPLE)
+        list(REMOVE_ITEM API_PYTHON_SRC_FILES
             python/bindings/dataset/audio/bindings.cc
             python/bindings/dataset/audio/kernels/ir/bindings.cc
-            python/bindings/dataset/callback/bindings.cc
-            python/bindings/dataset/core/bindings.cc
-            python/bindings/dataset/engine/cache/bindings.cc
-            python/bindings/dataset/engine/datasetops/bindings.cc
             python/bindings/dataset/engine/gnn/bindings.cc
-            python/bindings/dataset/engine/ir/consumer/bindings.cc
-            python/bindings/dataset/engine/ir/datasetops/bindings.cc
-            python/bindings/dataset/engine/ir/datasetops/source/bindings.cc
-            python/bindings/dataset/engine/ir/datasetops/source/samplers/bindings.cc
-            python/bindings/dataset/engine/ir/execute/bindings.cc
-            python/bindings/dataset/engine/ir/schema/bindings.cc
-            python/bindings/dataset/engine/perf/bindings.cc
-            python/bindings/dataset/kernels/bindings.cc
-            python/bindings/dataset/kernels/ir/bindings.cc
-            python/bindings/dataset/kernels/ir/image/bindings.cc
-            python/bindings/dataset/text/bindings.cc
-            python/bindings/dataset/text/kernels/ir/bindings.cc
-            python/bindings/mindrecord/include/bindings.cc
-            python/pybind_conversion.cc
-            python/pybind_register.cc
             )
+    endif()
+    add_library(APItoPython OBJECT ${API_PYTHON_SRC_FILES})
     target_include_directories(APItoPython PRIVATE ${pybind11_INCLUDE_DIRS})
 endif()
 
-add_library(cpp-API OBJECT
-        audio.cc
-        config.cc
-        data_helper.cc
-        datasets.cc
-        execute.cc
-        iterator.cc
-        transforms.cc
-        samplers.cc
-        text.cc
-        vision.cc
-        )
+set(API_CPP_SRC_FILES
+    audio.cc
+    config.cc
+    data_helper.cc
+    datasets.cc
+    execute.cc
+    iterator.cc
+    transforms.cc
+    samplers.cc
+    text.cc
+    vision.cc
+    )
+
+if(APPLE)
+    list(REMOVE_ITEM API_CPP_SRC_FILES audio.cc)
+endif()
+add_library(cpp-API OBJECT ${API_CPP_SRC_FILES})
\ No newline at end of file
diff --git a/mindspore/ccsrc/minddata/dataset/engine/CMakeLists.txt b/mindspore/ccsrc/minddata/dataset/engine/CMakeLists.txt
index 884f294439..5bc5ce87af 100644
--- a/mindspore/ccsrc/minddata/dataset/engine/CMakeLists.txt
+++ b/mindspore/ccsrc/minddata/dataset/engine/CMakeLists.txt
@@ -1,6 +1,8 @@
 add_subdirectory(datasetops)
 add_subdirectory(opt)
-add_subdirectory(gnn)
+if(NOT APPLE)
+    add_subdirectory(gnn)
+endif()
 add_subdirectory(ir)
 
 message("ENABLE_SECURITY = ${ENABLE_SECURITY}")
@@ -43,13 +45,16 @@ if(ENABLE_PYTHON)
     target_include_directories(engine PRIVATE ${pybind11_INCLUDE_DIRS})
 endif()
 
-add_dependencies(engine engine-datasetops
-                    engine-datasetops-source
-                    engine-opt
-                    engine-gnn
-                    engine-cache-client
-                    engine-datasetops-mapop
-                    )
+add_dependencies(engine
+    engine-datasetops
+    engine-datasetops-source
+    engine-opt
+    engine-cache-client
+    engine-datasetops-mapop
+    )
+if(NOT APPLE)
+    add_dependencies(engine engine-gnn)
+endif()
 
 if(NOT ENABLE_SECURITY)
     add_dependencies(engine engine-perf)
diff --git a/mindspore/ccsrc/minddata/dataset/engine/cache/CMakeLists.txt b/mindspore/ccsrc/minddata/dataset/engine/cache/CMakeLists.txt
index 6f733ce09d..feee86342d 100644
--- a/mindspore/ccsrc/minddata/dataset/engine/cache/CMakeLists.txt
+++ b/mindspore/ccsrc/minddata/dataset/engine/cache/CMakeLists.txt
@@ -96,10 +96,15 @@ if(ENABLE_CACHE)
         ${PYTHON_LIBRARIES}
         ${SECUREC_LIBRARY}
         pthread
-        -ldl
-        -Wl,--no-as-needed
-        mindspore::grpc++
-        -Wl,--as-needed)
+        -ldl)
+    if(CMAKE_SYSTEM_NAME MATCHES "Darwin")
+      target_link_libraries(cache_server mindspore::grpc++)
+    else()
+      target_link_libraries(cache_server
+          -Wl,--no-as-needed
+          mindspore::grpc++
+          -Wl,--as-needed)
+    endif()
   endif()
 
   if(USE_GLOG)
@@ -116,8 +121,12 @@ if(ENABLE_CACHE)
     target_link_libraries(cache_admin
         -Wl,--start-group mindspore::protobuf mindspore_core mindspore_shared_lib ${ACL_TDT_CHANNEL} -Wl,--end-group)
   else()
-    target_link_libraries(cache_admin
-        -Wl,--start-group mindspore::protobuf mindspore_core mindspore_shared_lib -Wl,--end-group)
+    if(CMAKE_SYSTEM_NAME MATCHES "Darwin")
+      target_link_libraries(cache_admin mindspore::protobuf mindspore_core mindspore_shared_lib)
+    else()
+      target_link_libraries(cache_admin
+          -Wl,--start-group mindspore::protobuf mindspore_core mindspore_shared_lib -Wl,--end-group)
+    endif()
   endif()
 
   if(USE_GLOG)
diff --git a/mindspore/ccsrc/minddata/dataset/engine/datasetops/batch_op.cc b/mindspore/ccsrc/minddata/dataset/engine/datasetops/batch_op.cc
index 0352f58839..bc4285a8ff 100644
--- a/mindspore/ccsrc/minddata/dataset/engine/datasetops/batch_op.cc
+++ b/mindspore/ccsrc/minddata/dataset/engine/datasetops/batch_op.cc
@@ -130,7 +130,7 @@ Status BatchOp::operator()() {
     RETURN_IF_NOT_OK(GetBatchSize(&cur_batch_size, CBatchInfo(epoch_num, batch_num, cnt - epoch_num)));
     RETURN_IF_NOT_OK(child_iterator_->FetchNextTensorRow(&new_row));
 
-#if !defined(_WIN32) && !defined(_WIN64) && ENABLE_PYTHON
+#if !defined(_WIN32) && !defined(_WIN64) && !defined(__APPLE__) && ENABLE_PYTHON
     if ((num_workers_ > 1 || batch_map_func_) && GetMemoryUsage() > MAX_MEMORY_USAGE_THRESHOLD) {
       MS_LOG(WARNING) << "Memory consumption is more than " << MAX_MEMORY_USAGE_THRESHOLD * 100 << "%, "
                       << "which may cause oom error. Please reduce num_parallel_workers size / "
diff --git a/mindspore/ccsrc/minddata/dataset/util/status.cc b/mindspore/ccsrc/minddata/dataset/util/status.cc
index a58e93799a..a4d6c7ed5d 100644
--- a/mindspore/ccsrc/minddata/dataset/util/status.cc
+++ b/mindspore/ccsrc/minddata/dataset/util/status.cc
@@ -28,7 +28,7 @@
 
 namespace mindspore {
 namespace dataset {
-#if !defined(_WIN32) && !defined(_WIN64)
+#if !defined(_WIN32) && !defined(_WIN64) && !defined(__APPLE__)
 float GetMemoryUsage() {
   char buf[128] = {0};
 
diff --git a/mindspore/ccsrc/minddata/dataset/util/status.h b/mindspore/ccsrc/minddata/dataset/util/status.h
index f7f19b6511..b55783ae9f 100644
--- a/mindspore/ccsrc/minddata/dataset/util/status.h
+++ b/mindspore/ccsrc/minddata/dataset/util/status.h
@@ -89,7 +89,7 @@ namespace dataset {
     }                                  \
   } while (false)
 
-#if !defined(_WIN32) && !defined(_WIN64)
+#if !defined(_WIN32) && !defined(_WIN64) && !defined(__APPLE__)
 const float MAX_MEMORY_USAGE_THRESHOLD = 0.95;
 float GetMemoryUsage();
 #endif
diff --git a/mindspore/ccsrc/minddata/dataset/util/task.cc b/mindspore/ccsrc/minddata/dataset/util/task.cc
index bb2f55331d..ecc009eca1 100644
--- a/mindspore/ccsrc/minddata/dataset/util/task.cc
+++ b/mindspore/ccsrc/minddata/dataset/util/task.cc
@@ -39,7 +39,7 @@ void Task::operator()() {
   id_ = this_thread::get_id();
   std::stringstream ss;
   ss << id_;
-#if defined(__ANDROID__) || defined(ANDROID)
+#if defined(__ANDROID__) || defined(ANDROID) || defined(__APPLE__)
   // The thread id in Linux may be duplicate
   ss << Services::GetUniqueID();
 #endif
diff --git a/mindspore/ccsrc/minddata/mindrecord/io/shard_index_generator.cc b/mindspore/ccsrc/minddata/mindrecord/io/shard_index_generator.cc
index 0433dd0ec6..c76097e672 100644
--- a/mindspore/ccsrc/minddata/mindrecord/io/shard_index_generator.cc
+++ b/mindspore/ccsrc/minddata/mindrecord/io/shard_index_generator.cc
@@ -225,7 +225,7 @@ Status ShardIndexGenerator::CreateShardNameTable(sqlite3 *db, const std::string
 
 Status ShardIndexGenerator::CreateDatabase(int shard_no, sqlite3 **db) {
   std::string shard_address = shard_header_.GetShardAddressByID(shard_no);
-  CHECK_FAIL_RETURN_UNEXPECTED(!shard_address.empty(), "Shard address is empty, shard No: " + shard_no);
+  CHECK_FAIL_RETURN_UNEXPECTED(!shard_address.empty(), "Shard address is empty, shard No: " + std::to_string(shard_no));
   std::shared_ptr<std::string> fn_ptr;
   RETURN_IF_NOT_OK(GetFileName(shard_address, &fn_ptr));
   shard_address += ".db";
diff --git a/mindspore/ccsrc/pipeline/jit/action.cc b/mindspore/ccsrc/pipeline/jit/action.cc
index 55d38453ed..81fbdc4301 100644
--- a/mindspore/ccsrc/pipeline/jit/action.cc
+++ b/mindspore/ccsrc/pipeline/jit/action.cc
@@ -46,7 +46,7 @@
 #include "frontend/optimizer/py_pass_manager.h"
 #include "utils/ms_context.h"
 #include "vm/transform.h"
-#if ((defined ENABLE_CPU) && (!defined _WIN32))
+#if ((defined ENABLE_CPU) && (!defined _WIN32) && (!defined(__APPLE__)))
 #include "ps/parameter_server.h"
 #include "ps/scheduler.h"
 #include "ps/worker.h"
@@ -623,7 +623,7 @@ bool OptInlineAction(const ResourcePtr &res) {
 bool GeOptimizeAction(const ResourcePtr &res) { return OptimizeAction(res, kGePasses); }
 
 bool VmOptimizeAction(const ResourcePtr &res) {
-#if ((defined ENABLE_CPU) && (!defined _WIN32))
+#if ((defined ENABLE_CPU) && (!defined _WIN32) && (!defined(__APPLE__)))
   if (ps::PSContext::instance()->is_ps_mode()) {
     kVmPasses.push_back({"server_communication_op_fusion", ps::Util::FuseServerCommOps});
   }
@@ -823,7 +823,7 @@ bool ExecuteAction(const ResourcePtr &res) {
   return true;
 }
 
-#if ((defined ENABLE_CPU) && (!defined _WIN32))
+#if ((defined ENABLE_CPU) && (!defined _WIN32) && (!defined(__APPLE__)))
 bool StartPSWorkerAction(const ResourcePtr &) {
   ps::Worker::GetInstance().Run();
   return true;
@@ -1156,7 +1156,7 @@ std::vector<ActionItem> VmPipeline() {
   (void)actions.emplace_back(std::make_pair("eliminate_forward_cnode", EliminateForwardCNode));
 
   (void)actions.emplace_back(std::make_pair("validate", ValidateAction));
-#if ((defined ENABLE_CPU) && (!defined _WIN32))
+#if ((defined ENABLE_CPU) && (!defined _WIN32) && !defined(__APPLE__))
   if (ps::PSContext::instance()->is_worker()) {
     std::string server_mode = ps::PSContext::instance()->server_mode();
     if (server_mode == ps::kServerModeFL || server_mode == ps::kServerModeHybrid) {
@@ -1194,7 +1194,7 @@ std::vector<ActionItem> MindIRPipeline() {
   (void)actions.emplace_back(std::make_pair("execute", ExecuteAction));
   return actions;
 }
-#if ((defined ENABLE_CPU) && (!defined _WIN32))
+#if ((defined ENABLE_CPU) && (!defined _WIN32) && !defined(__APPLE__))
 std::vector<ActionItem> ServerPipeline() {
   auto actions = CommonPipeline();
   (void)actions.emplace_back(std::make_pair("optimize", VmOptimizeAction));
diff --git a/mindspore/ccsrc/pipeline/jit/init.cc b/mindspore/ccsrc/pipeline/jit/init.cc
index 05374bc581..d56888ddba 100644
--- a/mindspore/ccsrc/pipeline/jit/init.cc
+++ b/mindspore/ccsrc/pipeline/jit/init.cc
@@ -36,7 +36,7 @@
 #else
 #include "runtime/device/gpu/distribution/collective_fake_init.h"
 #endif
-#if ((defined ENABLE_CPU) && (!defined _WIN32))
+#if ((defined ENABLE_CPU) && (!defined _WIN32) && !defined(__APPLE__))
 #include "ps/util.h"
 #endif
 #include "ps/ps_context.h"
diff --git a/mindspore/ccsrc/pipeline/jit/pass.cc b/mindspore/ccsrc/pipeline/jit/pass.cc
index 1d9e4317ed..ff04ccd9b9 100644
--- a/mindspore/ccsrc/pipeline/jit/pass.cc
+++ b/mindspore/ccsrc/pipeline/jit/pass.cc
@@ -48,7 +48,7 @@
 #include "frontend/optimizer/irpass/gradient_eliminate.h"
 #include "frontend/optimizer/irpass/parameter_eliminate.h"
 #include "frontend/optimizer/irpass/updatestate_eliminate.h"
-#if ((defined ENABLE_CPU) && (!defined _WIN32))
+#if ((defined ENABLE_CPU) && (!defined _WIN32) && !defined(__APPLE__))
 #include "ps/util.h"
 #include "ps/ps_context.h"
 #endif
@@ -217,7 +217,7 @@ namespace {
 bool ReAutoMonadWrapper(const FuncGraphPtr &root, const opt::OptimizerPtr &) { return ReAutoMonad(root); }
 
 bool parallel_mode() {
-#if ((defined ENABLE_CPU) && (!defined _WIN32))
+#if ((defined ENABLE_CPU) && (!defined _WIN32) && !defined(__APPLE__))
   if (ps::PSContext::instance()->is_server() || ps::PSContext::instance()->is_scheduler()) {
     return false;
   }
@@ -596,7 +596,7 @@ bool AddRecomputationPass(const ResourcePtr &res) {
 
 bool AddCacheEmbeddingPass(const ResourcePtr &res) {
   MS_EXCEPTION_IF_NULL(res);
-#if ((defined ENABLE_CPU) && (!defined _WIN32))
+#if ((defined ENABLE_CPU) && (!defined _WIN32) && !defined(__APPLE__))
   if (ps::PSContext::instance()->is_ps_mode()) {
     return true;
   }
diff --git a/mindspore/ccsrc/pipeline/jit/pipeline.cc b/mindspore/ccsrc/pipeline/jit/pipeline.cc
index ee23b24e2d..c13d3820db 100644
--- a/mindspore/ccsrc/pipeline/jit/pipeline.cc
+++ b/mindspore/ccsrc/pipeline/jit/pipeline.cc
@@ -64,7 +64,7 @@
 #endif
 #endif
 
-#if ((defined ENABLE_CPU) && (!defined _WIN32))
+#if ((defined ENABLE_CPU) && (!defined _WIN32) && !defined(__APPLE__))
 #include "ps/constants.h"
 #include "ps/util.h"
 #include "ps/worker.h"
@@ -707,7 +707,7 @@ std::vector<ActionItem> GetPipeline(const ResourcePtr &resource, const std::stri
 
   std::string backend = MsContext::GetInstance()->backend_policy();
 
-#if ((defined ENABLE_CPU) && (!defined _WIN32))
+#if ((defined ENABLE_CPU) && (!defined _WIN32) && !defined(__APPLE__))
   const std::string &server_mode = ps::PSContext::instance()->server_mode();
   if ((server_mode == ps::kServerModeFL || server_mode == ps::kServerModeHybrid) &&
       ps::PSContext::instance()->is_server()) {
@@ -1228,7 +1228,7 @@ bool InitExecDataset(const std::string &queue_name, int64_t iter_num, int64_t ba
 bool InitExecDatasetVm(const std::string &queue_name, int64_t size, int64_t batch_size,
                        const std::vector<TypePtr> &types, const std::vector<std::vector<int64_t>> &shapes,
                        const std::vector<int64_t> &input_indexes, bool need_run) {
-#if ((defined ENABLE_CPU) && (!defined _WIN32))
+#if ((defined ENABLE_CPU) && (!defined _WIN32) && (!defined(__APPLE__)))
   if ((ps::PSContext::instance()->is_ps_mode()) && (!ps::PSContext::instance()->is_worker())) {
     return true;
   }
@@ -1297,7 +1297,7 @@ bool InitExecDatasetVm(const std::string &queue_name, int64_t size, int64_t batc
   auto runner = convert_fn(segment, "");
   ConfigManager::GetInstance().set_iter_num(size);
   // PS cache does not support loop sink.
-#if ((defined ENABLE_CPU) && (!defined _WIN32))
+#if ((defined ENABLE_CPU) && (!defined _WIN32) && !defined(__APPLE__))
   if (ps::PSContext::instance()->is_worker() && ps::PsDataPrefetch::GetInstance().cache_enable()) {
     ps::PsDataPrefetch::GetInstance().CreateDataChannel(queue_name, LongToSize(size));
     ConfigManager::GetInstance().set_iter_num(1);
@@ -1482,7 +1482,7 @@ void FinalizeBackend() {
 void ClearResAtexit() {
   MS_LOG(DEBUG) << "Pipeline clear all resource";
   RecordExitStatus();
-#if ((defined ENABLE_CPU) && (!defined _WIN32))
+#if ((defined ENABLE_CPU) && (!defined _WIN32) && !defined(__APPLE__))
   if (ps::PSContext::instance()->is_ps_mode() && ps::PSContext::instance()->is_worker()) {
     if (ps::PsDataPrefetch::GetInstance().cache_enable()) {
       ps::ps_cache_instance.Finalize();
diff --git a/mindspore/ccsrc/pipeline/jit/static_analysis/static_analysis.h b/mindspore/ccsrc/pipeline/jit/static_analysis/static_analysis.h
index 73a3bad5af..10177265f9 100644
--- a/mindspore/ccsrc/pipeline/jit/static_analysis/static_analysis.h
+++ b/mindspore/ccsrc/pipeline/jit/static_analysis/static_analysis.h
@@ -136,11 +136,14 @@ class AnfNodeConfig : public Config {
   bool operator==(const AnfNodeConfig &other) const {
     // compare node with pointer, context with pointer except DummyContext as it's created by make_shared;
     // context should not be nullptr;
+    if (node_ != other.node_) {
+      return false;
+    }
     if (context_->IsDummyContext() && other.context_->IsDummyContext()) {
       return true;
     }
     // Don't check `func_graph_` equality.
-    return (node_ == other.node_) && (context_ == other.context_);
+    return context_ == other.context_;
   }
 
   std::string ToString() const override {
diff --git a/mindspore/ccsrc/ps/CMakeLists.txt b/mindspore/ccsrc/ps/CMakeLists.txt
index f8868d8f5d..796723f13f 100644
--- a/mindspore/ccsrc/ps/CMakeLists.txt
+++ b/mindspore/ccsrc/ps/CMakeLists.txt
@@ -1,6 +1,6 @@
 file(GLOB_RECURSE _PS_SRC_FILES RELATIVE ${CMAKE_CURRENT_SOURCE_DIR} "*.cc")
 
-if(NOT ENABLE_CPU OR WIN32)
+if(NOT ENABLE_CPU OR WIN32 OR APPLE)
     list(REMOVE_ITEM _PS_SRC_FILES "optimizer_info_builder.cc")
     list(REMOVE_ITEM _PS_SRC_FILES "optimizer_info.cc")
     list(REMOVE_ITEM _PS_SRC_FILES "scheduler.cc")
diff --git a/mindspore/ccsrc/ps/ps_cache/CMakeLists.txt b/mindspore/ccsrc/ps/ps_cache/CMakeLists.txt
index 524f448c16..ebc8d36a51 100644
--- a/mindspore/ccsrc/ps/ps_cache/CMakeLists.txt
+++ b/mindspore/ccsrc/ps/ps_cache/CMakeLists.txt
@@ -1,4 +1,4 @@
-if(ENABLE_CPU AND NOT WIN32)
+if(ENABLE_CPU AND NOT WIN32 AND NOT APPLE)
     file(GLOB_RECURSE _PS_CACHE_SRC_FILES RELATIVE ${CMAKE_CURRENT_SOURCE_DIR} "ps_data/*.cc")
     set_property(SOURCE ${_PS_CACHE_SRC_FILES} PROPERTY COMPILE_DEFINITIONS SUBMODULE_ID=mindspore::SubModuleId::SM_PS)
     add_library(ps_cache SHARED ${_PS_CACHE_SRC_FILES})
diff --git a/mindspore/ccsrc/ps/ps_context.cc b/mindspore/ccsrc/ps/ps_context.cc
index 033af166db..90574143dc 100644
--- a/mindspore/ccsrc/ps/ps_context.cc
+++ b/mindspore/ccsrc/ps/ps_context.cc
@@ -18,7 +18,7 @@
 #include "utils/log_adapter.h"
 #include "utils/ms_utils.h"
 #include "backend/kernel_compiler/kernel.h"
-#if ((defined ENABLE_CPU) && (!defined _WIN32))
+#if ((defined ENABLE_CPU) && (!defined _WIN32) && (!defined(__APPLE__)))
 #include "ps/ps_cache/ps_cache_manager.h"
 #include "ps/ps_cache/ps_data/ps_data_prefetch.h"
 #endif
@@ -88,7 +88,7 @@ void PSContext::Reset() {
   is_worker_ = false;
   is_pserver_ = false;
   is_sched_ = false;
-#if ((defined ENABLE_CPU) && (!defined _WIN32))
+#if ((defined ENABLE_CPU) && (!defined _WIN32) && (!defined(__APPLE__)))
   if (ps::PsDataPrefetch::GetInstance().cache_enable()) {
     ps_cache_instance.Finalize();
     set_cache_enable(false);
@@ -144,44 +144,44 @@ uint32_t PSContext::ps_rank_id() const { return rank_id_; }
 
 void PSContext::InsertHashTableSize(const std::string &param_name, size_t cache_vocab_size, size_t embedding_size,
                                     size_t vocab_size) const {
-#if ((defined ENABLE_CPU) && (!defined _WIN32))
+#if ((defined ENABLE_CPU) && (!defined _WIN32) && (!defined(__APPLE__)))
   ps_cache_instance.InsertHashTableSize(param_name, cache_vocab_size, embedding_size, vocab_size);
 #endif
 }
 
 void PSContext::ReInsertHashTableSize(const std::string &new_param_name, const std::string &cur_param_name,
                                       size_t cache_vocab_size, size_t embedding_size) const {
-#if ((defined ENABLE_CPU) && (!defined _WIN32))
+#if ((defined ENABLE_CPU) && (!defined _WIN32) && (!defined(__APPLE__)))
   ps_cache_instance.ReInsertHashTableSize(new_param_name, cur_param_name, cache_vocab_size, embedding_size);
 #endif
 }
 
 void PSContext::InsertWeightInitInfo(const std::string &param_name, size_t global_seed, size_t op_seed) const {
-#if ((defined ENABLE_CPU) && (!defined _WIN32))
+#if ((defined ENABLE_CPU) && (!defined _WIN32) && (!defined(__APPLE__)))
   ps_cache_instance.InsertWeightInitInfo(param_name, global_seed, op_seed);
 #endif
 }
 
 void PSContext::InsertAccumuInitInfo(const std::string &param_name, float init_val) const {
-#if ((defined ENABLE_CPU) && (!defined _WIN32))
+#if ((defined ENABLE_CPU) && (!defined _WIN32) && (!defined(__APPLE__)))
   ps_cache_instance.InsertAccumuInitInfo(param_name, init_val);
 #endif
 }
 
 void PSContext::CloneHashTable(const std::string &dest_param_name, const std::string &src_param_name) const {
-#if ((defined ENABLE_CPU) && (!defined _WIN32))
+#if ((defined ENABLE_CPU) && (!defined _WIN32) && (!defined(__APPLE__)))
   ps_cache_instance.CloneHashTable(dest_param_name, src_param_name);
 #endif
 }
 
 void PSContext::set_cache_enable(bool cache_enable) const {
-#if ((defined ENABLE_CPU) && (!defined _WIN32))
+#if ((defined ENABLE_CPU) && (!defined _WIN32) && (!defined(__APPLE__)))
   PsDataPrefetch::GetInstance().set_cache_enable(cache_enable);
 #endif
 }
 
 void PSContext::set_rank_id(uint32_t rank_id) const {
-#if ((defined ENABLE_CPU) && (!defined _WIN32))
+#if ((defined ENABLE_CPU) && (!defined _WIN32) && (!defined(__APPLE__)))
   ps_cache_instance.set_rank_id(rank_id);
 #endif
 }
diff --git a/mindspore/ccsrc/runtime/device/kernel_runtime.cc b/mindspore/ccsrc/runtime/device/kernel_runtime.cc
index 9fe8cc8897..b04d279472 100644
--- a/mindspore/ccsrc/runtime/device/kernel_runtime.cc
+++ b/mindspore/ccsrc/runtime/device/kernel_runtime.cc
@@ -33,7 +33,7 @@
 #include "frontend/parallel/context.h"
 #include "debug/env_config_parser.h"
 #include "pipeline/pynative/pynative_profiling.h"
-#if ((defined ENABLE_CPU) && (!defined _WIN32))
+#if ((defined ENABLE_CPU) && (!defined _WIN32) && !defined(__APPLE__))
 #include "ps/ps_cache/ps_cache_manager.h"
 #endif
 
@@ -579,7 +579,7 @@ void KernelRuntime::AssignStaticMemoryInput(const session::KernelGraph &graph) {
     }
     add_need_alloc_nodes(input_node);
   }
-#if ((defined ENABLE_CPU) && (!defined _WIN32))
+#if ((defined ENABLE_CPU) && (!defined _WIN32) && (!defined(__APPLE__)))
   bool ps_cache_check = false;
 #endif
   for (auto &item : need_alloc_nodes) {
@@ -593,7 +593,7 @@ void KernelRuntime::AssignStaticMemoryInput(const session::KernelGraph &graph) {
         continue;
       }
       DeviceAddressPtr device_address = nullptr;
-#if ((defined ENABLE_CPU) && (!defined _WIN32))
+#if ((defined ENABLE_CPU) && (!defined _WIN32) && !defined(__APPLE__))
       const std::string &param_name = item->fullname_with_scope();
       if (ps::ps_cache_instance.IsHashTable(param_name)) {
         MS_LOG(INFO) << "Parameter(" << param_name << ")"
@@ -1606,7 +1606,7 @@ void KernelRuntime::ClearGraphRuntimeResource(uint32_t graph_id) {
   MS_LOG(INFO) << "Clear graph:" << graph_id << " runtime resource";
 }
 
-#if ((defined ENABLE_CPU) && (!defined _WIN32))
+#if ((defined ENABLE_CPU) && (!defined _WIN32) && !defined(__APPLE__))
 void KernelRuntime::GetFirstPSEmbeddingCache(const session::KernelGraph &graph,
                                              AnfNodePtr *const first_cache_input_index,
                                              size_t *const first_cache_size) {
diff --git a/mindspore/ccsrc/runtime/device/kernel_runtime.h b/mindspore/ccsrc/runtime/device/kernel_runtime.h
index e2714c984b..957ef05cd5 100644
--- a/mindspore/ccsrc/runtime/device/kernel_runtime.h
+++ b/mindspore/ccsrc/runtime/device/kernel_runtime.h
@@ -173,7 +173,7 @@ class KernelRuntime {
   void RunOpAssignOutputNodeMemory(const ValuePtr &pre_output_value, const session::KernelGraph &graph);
   void AssignValueNodeTensor(const ValueNodePtr &value_node, const ValuePtr &node_value, size_t output_idx);
   DeviceAddressPtr PreAssignCNodeMemory(const AnfNodePtr &anf_node, size_t index) const;
-#if ((defined ENABLE_CPU) && (!defined _WIN32))
+#if ((defined ENABLE_CPU) && (!defined _WIN32) && (!defined(__APPLE__)))
   void GetFirstPSEmbeddingCache(const session::KernelGraph &graph, AnfNodePtr *const first_cache_input_index,
                                 size_t *const first_cache_size);
   void CheckIfSupportPSEmbeddingCache(const session::KernelGraph &graph);
diff --git a/mindspore/ccsrc/runtime/device/kernel_runtime_manager.cc b/mindspore/ccsrc/runtime/device/kernel_runtime_manager.cc
index 5dfe3741c0..5b93251992 100644
--- a/mindspore/ccsrc/runtime/device/kernel_runtime_manager.cc
+++ b/mindspore/ccsrc/runtime/device/kernel_runtime_manager.cc
@@ -16,7 +16,7 @@
 
 #include "runtime/device/kernel_runtime_manager.h"
 #include "utils/log_adapter.h"
-#if ((defined ENABLE_CPU) && (!defined _WIN32))
+#if ((defined ENABLE_CPU) && (!defined _WIN32) && !defined(__APPLE__))
 #include "ps/ps_cache/ps_cache_manager.h"
 #endif
 #include "backend/session/pynative_task_manager.h"
@@ -26,7 +26,7 @@ namespace device {
 void KernelRuntimeManager::ClearRuntimeResource() {
   // Just remove PyNative tasks before runtime resource release.
   session::PynativeTaskManager::GetInstance().Reset();
-#if ((defined ENABLE_CPU) && (!defined _WIN32))
+#if ((defined ENABLE_CPU) && (!defined _WIN32) && !defined(__APPLE__))
   if (ps::PSContext::instance()->is_worker() && ps::PsDataPrefetch::GetInstance().cache_enable()) {
     ps::ps_cache_instance.SyncEmbeddingTable();
   }
@@ -132,7 +132,7 @@ void KernelRuntimeManager::ReleaseKernelRuntime(const std::string &device_name,
   if (runtime == nullptr) {
     return;
   }
-#if ((defined ENABLE_CPU) && (!defined _WIN32))
+#if ((defined ENABLE_CPU) && (!defined _WIN32) && !defined(__APPLE__))
   if (ps::PSContext::instance()->is_worker() && ps::PsDataPrefetch::GetInstance().cache_enable()) {
     ps::ps_cache_instance.SyncEmbeddingTable();
   }
diff --git a/mindspore/ccsrc/runtime/framework/actor/super_kernel_actor.cc b/mindspore/ccsrc/runtime/framework/actor/super_kernel_actor.cc
index 541b840cac..a754644eb1 100644
--- a/mindspore/ccsrc/runtime/framework/actor/super_kernel_actor.cc
+++ b/mindspore/ccsrc/runtime/framework/actor/super_kernel_actor.cc
@@ -52,21 +52,22 @@ void SuperKernelActor::Run(OpContext<DeviceTensor> *const context) {
   MS_EXCEPTION_IF_NULL(context);
   MS_EXCEPTION_IF_NULL(graph_);
   MS_EXCEPTION_IF_NULL(device_contexts_[0]);
-  MS_LOG(INFO) << "Super kernel actor(" << GetAID().Name() << ") launches graph: " << graph_->graph_id();
+  MS_LOG(INFO) << "Super kernel actor(" << GetAID().Name()
+               << ") launches graph: " << std::to_string(graph_->graph_id());
   if (!CheckInputData(context)) {
-    std::string error_info = "Check the input data invalid, graph id: " + graph_->graph_id();
+    std::string error_info = "Check the input data invalid, graph id: " + std::to_string(graph_->graph_id());
     SET_OPCONTEXT_FAIL_RET_WITH_ERROR((*context), error_info);
   }
 
   try {
     auto ret = device_contexts_[0]->LaunchGraph(graph_);
     if (!ret) {
-      std::string error_info = "Launch graph failed, graph id: " + graph_->graph_id();
+      std::string error_info = "Launch graph failed, graph id: " + std::to_string(graph_->graph_id());
       SET_OPCONTEXT_FAIL_RET_WITH_ERROR((*context), error_info);
     }
   } catch (const std::exception &e) {
     MsException::Instance().SetException();
-    std::string error_info = "Launch graph exception, graph id: " + graph_->graph_id();
+    std::string error_info = "Launch graph exception, graph id: " + std::to_string(graph_->graph_id());
     SET_OPCONTEXT_FAIL_RET_WITH_ERROR((*context), error_info);
   }
 
diff --git a/mindspore/ccsrc/runtime/hardware/CMakeLists.txt b/mindspore/ccsrc/runtime/hardware/CMakeLists.txt
index 9592f7cef1..c58bb11ed6 100644
--- a/mindspore/ccsrc/runtime/hardware/CMakeLists.txt
+++ b/mindspore/ccsrc/runtime/hardware/CMakeLists.txt
@@ -35,6 +35,10 @@ if(ENABLE_CPU)
     endif()
 endif()
 
+if(${CMAKE_SYSTEM_NAME} MATCHES "Darwin")
+    set(CMAKE_CXX_FLAGS "${CMAKE_CXX_FLAGS} -Wno-delete-abstract-non-virtual-dtor")
+endif()
+
 
 set_property(SOURCE ${HARDWARE_SRC_LIST} ${HARDWARE_D_SRC_LIST} ${HARDWARE_GPU_SRC_LIST} ${HARDWARE_CPU_SRC_LIST}
                     PROPERTY COMPILE_DEFINITIONS SUBMODULE_ID=mindspore::SubModuleId::SM_DEVICE)
diff --git a/mindspore/ccsrc/runtime/hardware/cpu/cpu_memory_pool.cc b/mindspore/ccsrc/runtime/hardware/cpu/cpu_memory_pool.cc
index caa39dcad5..82af0c4156 100644
--- a/mindspore/ccsrc/runtime/hardware/cpu/cpu_memory_pool.cc
+++ b/mindspore/ccsrc/runtime/hardware/cpu/cpu_memory_pool.cc
@@ -27,7 +27,7 @@ const size_t kKBToByte = 1024;
 const size_t kLineMaxSize = 1024;
 
 size_t GetSystemMemorySize(const std::string &key) {
-#if defined(_WIN32) || defined(_WIN64)
+#if defined(_WIN32) || defined(_WIN64) || defined(__APPLE__)
   return SIZE_MAX;
 #else
   FILE *file = fopen("/proc/meminfo", "r");
diff --git a/mindspore/ccsrc/vm/transform.cc b/mindspore/ccsrc/vm/transform.cc
index 54eb336a0d..a5b7511acf 100644
--- a/mindspore/ccsrc/vm/transform.cc
+++ b/mindspore/ccsrc/vm/transform.cc
@@ -632,7 +632,7 @@ void SetMindRTEnable() {
   return;
 #endif
 
-#if ((defined ENABLE_CPU) && (!defined _WIN32))
+#if ((defined ENABLE_CPU) && (!defined _WIN32) && !defined(__APPLE__))
   if (ps::PSContext::instance()->is_ps_mode()) {
     return;
   }
diff --git a/mindspore/core/CMakeLists.txt b/mindspore/core/CMakeLists.txt
index 1ad522bda9..3cc9b6ffa7 100644
--- a/mindspore/core/CMakeLists.txt
+++ b/mindspore/core/CMakeLists.txt
@@ -42,7 +42,8 @@ if(CMAKE_SYSTEM_NAME MATCHES "Windows" AND NOT MSVC)
   add_compile_definitions(BUILDING_DLL)
 elseif(CMAKE_SYSTEM_NAME MATCHES "Darwin")
     set(CMAKE_CXX_FLAGS "${CMAKE_CXX_FLAGS} \
-    -Wuser-defined-warnings -Winconsistent-missing-override -Wno-delete-non-abstract-non-virtual-dtor")
+    -Wno-overloaded-virtual -Wno-user-defined-warnings -Winconsistent-missing-override -Wno-delete-non-virtual-dtor \
+    -Wno-unused-private-field")
 endif()
 
 set_property(SOURCE ${CORE_SRC_LIST} PROPERTY COMPILE_DEFINITIONS SUBMODULE_ID=mindspore::SubModuleId::SM_CORE)
diff --git a/mindspore/core/gvar/log_adapter_common.cc b/mindspore/core/gvar/log_adapter_common.cc
index 5e8efa9843..1c4312afdd 100644
--- a/mindspore/core/gvar/log_adapter_common.cc
+++ b/mindspore/core/gvar/log_adapter_common.cc
@@ -76,7 +76,12 @@ std::string GetTimeString() {
   constexpr int64_t time_convert_unit = 1000;
   (void)localtime_r(&cur_time.tv_sec, &now);
   (void)strftime(buf, BUFLEN, "%Y-%m-%d-%H:%M:%S", &now);  // format date and time
-  (void)snprintf(buf + time_str_len, BUFLEN - time_str_len, ".%03ld.%03ld", cur_time.tv_usec / time_convert_unit,
+#ifdef __APPLE__
+  const std::string fmt_str = ".%03lld.%03lld";
+#else
+  const std::string fmt_str = ".%03ld.%03ld";
+#endif
+  (void)snprintf(buf + time_str_len, BUFLEN - time_str_len, fmt_str.c_str(), cur_time.tv_usec / time_convert_unit,
                  cur_time.tv_usec % time_convert_unit);
 #endif
   return std::string(buf);
diff --git a/mindspore/core/ir/anf.h b/mindspore/core/ir/anf.h
index 331e85ef08..c3ca1dbf12 100644
--- a/mindspore/core/ir/anf.h
+++ b/mindspore/core/ir/anf.h
@@ -74,8 +74,8 @@ using FuncGraphVector = std::vector<FuncGraphPtr>;
 
 class Primitive;
 using PrimitivePtr = std::shared_ptr<Primitive>;
-class PrimitiveHasher;
-class PrimitiveEqual;
+struct PrimitiveHasher;
+struct PrimitiveEqual;
 using PrimitiveSet = std::unordered_set<PrimitivePtr, PrimitiveHasher, PrimitiveEqual>;
 
 class BaseRef;
diff --git a/mindspore/core/ir/scalar.h b/mindspore/core/ir/scalar.h
index 15e4e5caa0..06d5b073de 100644
--- a/mindspore/core/ir/scalar.h
+++ b/mindspore/core/ir/scalar.h
@@ -435,6 +435,12 @@ class MS_CORE_API UInt64Imm final : public IntergerImm {
 };
 using UInt64ImmPtr = std::shared_ptr<UInt64Imm>;
 IMM_TRAITS(UInt64ImmPtr, uint64_t);
+
+#if defined(__APPLE__)
+using SizetImmPtr = std::shared_ptr<UInt64Imm>;
+IMM_TRAITS(SizetImmPtr, size_t);
+#endif
+
 /// \beief FloatImm defines interface for float data.
 class MS_CORE_API FloatImm : public Scalar {
  public:
diff --git a/mindspore/core/utils/log_adapter.cc b/mindspore/core/utils/log_adapter.cc
index aa4ee8be8c..68f2cd6d52 100644
--- a/mindspore/core/utils/log_adapter.cc
+++ b/mindspore/core/utils/log_adapter.cc
@@ -422,7 +422,7 @@ void InitSubModulesLogLevel() {
 }  // namespace mindspore
 
 extern "C" {
-#if defined(_WIN32) || defined(_WIN64)
+#if defined(_WIN32) || defined(_WIN64) || defined(__APPLE__)
 #ifdef _MSC_VER
 void common_log_init(void) {
 #else
@@ -483,7 +483,7 @@ MS_CORE_API void common_log_init(void) {
 }
 
 // shared lib init hook
-#if defined(_WIN32) || defined(_WIN64)
+#if defined(_WIN32) || defined(_WIN64) || defined(__APPLE__)
 #ifdef _MSC_VER
 void mindspore_log_init(void) {
 #else
@@ -496,7 +496,7 @@ void mindspore_log_init(void) {
 #define google mindspore_private
   static bool is_glog_initialzed = false;
   if (!is_glog_initialzed) {
-#if !defined(_WIN32) && !defined(_WIN64)
+#if !defined(_WIN32) && !defined(_WIN64) && !defined(__APPLE__)
     google::InitGoogleLogging("mindspore");
 #endif
     is_glog_initialzed = true;
diff --git a/mindspore/core/utils/log_adapter.h b/mindspore/core/utils/log_adapter.h
index fc312674d3..e54dc50360 100644
--- a/mindspore/core/utils/log_adapter.h
+++ b/mindspore/core/utils/log_adapter.h
@@ -80,6 +80,11 @@ struct LocationInfo {
   const char *func_;
 };
 
+template <class T, typename std::enable_if<std::is_enum<T>::value, int>::type = 0>
+constexpr std::ostream &operator<<(std::ostream &stream, const T &value) {
+  return stream << static_cast<typename std::underlying_type<T>::type>(value);
+}
+
 class LogStream {
  public:
   LogStream() { sstream_ = std::make_shared<std::stringstream>(); }
@@ -102,11 +107,6 @@ class LogStream {
   std::shared_ptr<std::stringstream> sstream_;
 };
 
-template <class T, typename std::enable_if<std::is_enum<T>::value, int>::type = 0>
-constexpr std::ostream &operator<<(std::ostream &stream, const T &value) {
-  return stream << static_cast<typename std::underlying_type<T>::type>(value);
-}
-
 enum MsLogLevel : int { DEBUG = 0, INFO, WARNING, ERROR, EXCEPTION };
 
 enum SubModuleId : int {
diff --git a/mindspore/dataset/__init__.py b/mindspore/dataset/__init__.py
index 5cd7640e21..9bb4d6a71a 100644
--- a/mindspore/dataset/__init__.py
+++ b/mindspore/dataset/__init__.py
@@ -31,13 +31,15 @@ Common imported modules in corresponding API examples are as follows:
     from mindspore.dataset.transforms import c_transforms
 """
 
+import platform
 from .core import config
 from .engine import *
 from .engine.cache_client import DatasetCache
 from .engine.datasets import *
-from .engine.graphdata import GraphData
 from .engine.samplers import *
 from .engine.serializer_deserializer import compare, deserialize, serialize, show
+if platform.system().lower() != "darwin":
+    from .engine.graphdata import GraphData
 
 __all__ = []
 __all__.extend(engine.__all__)
diff --git a/mindspore/dataset/core/config.py b/mindspore/dataset/core/config.py
index b280fcd215..5396383936 100644
--- a/mindspore/dataset/core/config.py
+++ b/mindspore/dataset/core/config.py
@@ -422,9 +422,9 @@ def get_enable_shared_mem():
         >>> # Get the flag of shared memory feature.
         >>> shared_mem_flag = ds.config.get_enable_shared_mem()
     """
-    # For windows we forbid shared mem function temporarily
-    if platform.system().lower() == 'windows':
-        logger.warning("For windows we forbid shared mem function temporarily.")
+    # For windows and macos we forbid shared mem function temporarily
+    if platform.system().lower() in {"windows", "darwin"}:
+        logger.warning("For windows and macos we forbid shared mem function temporarily.")
         return False
     return _config.get_enable_shared_mem()
 
diff --git a/mindspore/dataset/engine/__init__.py b/mindspore/dataset/engine/__init__.py
index ac104f232d..67fff2bc0c 100644
--- a/mindspore/dataset/engine/__init__.py
+++ b/mindspore/dataset/engine/__init__.py
@@ -22,19 +22,23 @@ high performance and parse data precisely. It also provides the following
 operations for users to preprocess data: shuffle, batch, repeat, map, and zip.
 """
 
+import platform
 from ..callback import DSCallback, WaitedDSCallback
 from ..core import config
 from .cache_client import DatasetCache
 from .datasets import *
-from .graphdata import GraphData, SamplingStrategy, OutputFormat
 from .iterators import *
 from .samplers import *
 from .serializer_deserializer import compare, deserialize, serialize, show
+if platform.system().lower() != "darwin":
+    from .graphdata import GraphData, SamplingStrategy, OutputFormat
 
 __all__ = ["CelebADataset", "Cifar100Dataset", "Cifar10Dataset", "CLUEDataset", "CocoDataset", "CSVDataset",
-           "GeneratorDataset", "GraphData", "ImageFolderDataset", "ManifestDataset", "MindDataset", "MnistDataset",
+           "GeneratorDataset", "ImageFolderDataset", "ManifestDataset", "MindDataset", "MnistDataset",
            "NumpySlicesDataset", "PaddedDataset", "TextFileDataset", "TFRecordDataset", "VOCDataset",
            "DistributedSampler", "PKSampler", "RandomSampler", "SequentialSampler", "SubsetRandomSampler",
            "WeightedRandomSampler", "SubsetSampler",
            "DatasetCache", "DSCallback", "Schema", "WaitedDSCallback", "compare", "deserialize",
            "serialize", "show", "zip"]
+if platform.system().lower() != "darwin":
+    __all__.append("GraphData")
diff --git a/mindspore/dataset/engine/datasets.py b/mindspore/dataset/engine/datasets.py
index d4e7fdf3e4..078f7dbe2b 100644
--- a/mindspore/dataset/engine/datasets.py
+++ b/mindspore/dataset/engine/datasets.py
@@ -81,6 +81,8 @@ try:
 except ModuleNotFoundError:
     context = None
 
+if platform.system().lower() == "darwin":
+    multiprocessing.set_start_method("fork")
 
 class Shuffle(str, Enum):
     GLOBAL: str = "global"
@@ -4384,7 +4386,7 @@ def _check_shm_usage(num_worker, queue_size, max_rowsize, num_queues=1):
     when training in parallel mode.
     """
     threshold_ratio = 0.8
-    if platform.system() != "Windows":
+    if platform.system().lower() not in {"windows", "darwin"}:
         shm_estimate_usage = _get_device_num() * num_worker * num_queues * \
             (queue_size + 2) * max_rowsize * 1024 * 1024
         try:
diff --git a/third_party/patch/sentencepiece/sentencepiece.patch001_cpu b/third_party/patch/sentencepiece/sentencepiece.patch001_cpu
index cea482b7e3..1fb9c2f75f 100644
--- a/third_party/patch/sentencepiece/sentencepiece.patch001_cpu
+++ b/third_party/patch/sentencepiece/sentencepiece.patch001_cpu
@@ -88,4 +88,20 @@ diff -Npur sentencepiece-0.1.92/src/CMakeLists.txt sentencepiece-0.1.92_bak/src/
 +install(FILES sentencepiece_trainer.h sentencepiece_processor.h "${CMAKE_BINARY_DIR}/sentencepiece_model.pb.h"
    DESTINATION ${CMAKE_INSTALL_INCDIR})
  
- file(TO_NATIVE_PATH "${PROJECT_SOURCE_DIR}/data" data_dir)
\ No newline at end of file
+ file(TO_NATIVE_PATH "${PROJECT_SOURCE_DIR}/data" data_dir)
+diff -Npur sentencepiece-0.1.92/src/VERSION sentencepiece-0.1.92_bak/src/VERSION
+--- a/VERSION    2021-10-29 14:48:06.343250100 +0800
++++ b/VERSION    1970-01-01 08:00:00.000000000 +0800
+@@ -1 +0,0 @@
+-0.1.92
+diff -Npur sentencepiece-0.1.92/src/VERSION.txt sentencepiece-0.1.92_bak/src/VERSION.txt
+--- a/VERSION.txt    1970-01-01 08:00:00.000000000 +0800
++++ b/VERSION.txt    2021-10-29 14:48:09.481862200 +0800
+@@ -0,0 +1 @@
++0.1.92
+diff -Npur sentencepiece-0.1.92/CMakeLists.txt sentencepiece-0.1.92_bak/CMakeLists.txt
+--- sentencepiece-0.1.92/CMakeLists.txt    2020-06-08 16:25:01.000000000 +0800
++++ sentencepiece-0.1.92_bak/CMakeLists.txt    2020-07-02 17:42:33.306933546 +0800
+@@ -16,1 +16,1 @@
+-file(STRINGS "VERSION" SPM_VERSION)
++file(STRINGS "VERSION.txt" SPM_VERSION)