diff --git a/cmake/external_libs/mkl_dnn.cmake b/cmake/external_libs/mkl_dnn.cmake
index be69f0296c0..f3c8452f0a1 100644
--- a/cmake/external_libs/mkl_dnn.cmake
+++ b/cmake/external_libs/mkl_dnn.cmake
@@ -2,22 +2,22 @@ set(onednn_CXXFLAGS "-D_FORTIFY_SOURCE=2 -O2")
 set(onednn_CFLAGS "-D_FORTIFY_SOURCE=2 -O2")
 if(CMAKE_SYSTEM_NAME MATCHES "Windows")
     mindspore_add_pkg(onednn
-        VER 2.2
+        VER 2.4.4
         LIBS dnnl mkldnn
         HEAD_ONLY ./include
         RELEASE on
-        URL https://github.com/oneapi-src/oneDNN/releases/download/v2.2/dnnl_win_2.2.0_cpu_vcomp.zip
+        URL https://github.com/oneapi-src/oneDNN/releases/download/v2.4/dnnl_win_2.4.4_cpu_vcomp.zip
         MD5 fa12c693b2ec07700d174e1e99d60a7e)
 else()
     if(ENABLE_GITEE)
-        set(REQ_URL "https://gitee.com/mirrors/MKL-DNN/repository/archive/v2.2.tar.gz")
-        set(MD5 "49c650e0cc24ef9ae7033d4cb22ebfad")
+        set(REQ_URL "https://gitee.com/mirrors/MKL-DNN/repository/archive/v2.4.4.tar.gz")
+        set(MD5 "8789434977e918f45cc430277c8eb803")
     else()
-        set(REQ_URL "https://github.com/oneapi-src/oneDNN/archive/v2.2.tar.gz")
-        set(MD5 "6a062e36ea1bee03ff55bf44ee243e27")
+        set(REQ_URL "https://github.com/oneapi-src/oneDNN/archive/v2.4.4.tar.gz")
+        set(MD5 "791bbe23cba4a6de22d20a0e1f72a077")
     endif()
     mindspore_add_pkg(onednn
-        VER 2.2
+        VER 2.4.4
         LIBS dnnl mkldnn
         URL ${REQ_URL}
         MD5 ${MD5}
diff --git a/cmake/package.cmake b/cmake/package.cmake
index b080245ba91..054ee0b0ec5 100644
--- a/cmake/package.cmake
+++ b/cmake/package.cmake
@@ -148,7 +148,7 @@ endif()
 
 if(ENABLE_CPU)
     if(CMAKE_SYSTEM_NAME MATCHES "Linux")
-        install(FILES ${onednn_LIBPATH}/libdnnl.so.2.2
+        install(FILES ${onednn_LIBPATH}/libdnnl.so.2.4
           DESTINATION ${INSTALL_LIB_DIR} RENAME libdnnl.so.2 COMPONENT mindspore)
     elseif(CMAKE_SYSTEM_NAME MATCHES "Darwin")
         file(GLOB_RECURSE DNNL_LIB_LIST ${onednn_LIBPATH}/libdnnl*${CMAKE_SHARED_LIBRARY_SUFFIX}*)
diff --git a/mindspore/ccsrc/backend/optimizer/graph_kernel/parallel_fusion.cc b/mindspore/ccsrc/backend/optimizer/graph_kernel/parallel_fusion.cc
index dd9917f006a..9f0e16aea77 100644
--- a/mindspore/ccsrc/backend/optimizer/graph_kernel/parallel_fusion.cc
+++ b/mindspore/ccsrc/backend/optimizer/graph_kernel/parallel_fusion.cc
@@ -392,12 +392,12 @@ void DumpParallelGroups(const std::vector<std::vector<AnfNodePtrList>> &groups,
   MS_LOG(INFO) << "[" << title << "]"
                << "There are " << groups.size() << " parallel groups, their detail is: ";
   int i = 0;
-  for (const auto group : groups) {
+  for (const auto &group : groups) {
     std::stringstream buf;
     buf << "[" << i << " group] " << group.size() << ":\n";
-    for (const auto nodes : group) {
+    for (const auto &nodes : group) {
       buf << "  " << nodes.size() << ": [<";
-      for (const auto node : nodes) {
+      for (const auto &node : nodes) {
         buf << "(" << DumpNode(node) << ") -> ";
       }
       buf << ">]\n";
diff --git a/mindspore/ccsrc/debug/env_config_parser.h b/mindspore/ccsrc/debug/env_config_parser.h
index 446b91d3cfd..9397cddf36f 100644
--- a/mindspore/ccsrc/debug/env_config_parser.h
+++ b/mindspore/ccsrc/debug/env_config_parser.h
@@ -20,6 +20,7 @@
 #include <map>
 #include <set>
 #include <mutex>
+#include <optional>
 #include "nlohmann/json.hpp"
 #include "utils/ms_utils.h"
 namespace mindspore {
diff --git a/mindspore/ccsrc/frontend/parallel/auto_parallel/rec_core/rec_cost.h b/mindspore/ccsrc/frontend/parallel/auto_parallel/rec_core/rec_cost.h
index 7e9b20dec98..508d2963f80 100644
--- a/mindspore/ccsrc/frontend/parallel/auto_parallel/rec_core/rec_cost.h
+++ b/mindspore/ccsrc/frontend/parallel/auto_parallel/rec_core/rec_cost.h
@@ -22,6 +22,8 @@
 #include <string>
 #include <utility>
 #include <vector>
+#include <stdexcept>
+#include <limits>
 
 #include "frontend/parallel/auto_parallel/rec_core/rec_graph.h"
 #include "frontend/parallel/auto_parallel/rec_core/rec_strategy.h"
diff --git a/mindspore/ccsrc/minddata/dataset/engine/dataset_iterator.cc b/mindspore/ccsrc/minddata/dataset/engine/dataset_iterator.cc
index 4996268885e..29486b84701 100644
--- a/mindspore/ccsrc/minddata/dataset/engine/dataset_iterator.cc
+++ b/mindspore/ccsrc/minddata/dataset/engine/dataset_iterator.cc
@@ -59,7 +59,7 @@ Status DatasetIterator::GetNextAsMap(TensorMap *out_map) {
   }
 
   // Populate the out map from the row and return it
-  for (const auto colMap : col_name_id_map_) {
+  for (const auto &colMap : col_name_id_map_) {
     std::string column_name = colMap.first;
     // Need to filter meta column start with kDftMetaColumnPrefix
     size_t pos = column_name.find(kDftMetaColumnPrefix);
diff --git a/mindspore/ccsrc/minddata/dataset/engine/gnn/graph_data_service_impl.cc b/mindspore/ccsrc/minddata/dataset/engine/gnn/graph_data_service_impl.cc
index 035c4bfac78..01a0867fb86 100644
--- a/mindspore/ccsrc/minddata/dataset/engine/gnn/graph_data_service_impl.cc
+++ b/mindspore/ccsrc/minddata/dataset/engine/gnn/graph_data_service_impl.cc
@@ -45,13 +45,13 @@ GraphDataServiceImpl::GraphDataServiceImpl(GraphDataServer *server, GraphDataImp
 
 Status GraphDataServiceImpl::FillDefaultFeature(GnnClientRegisterResponsePb *response) {
   const auto default_node_features = graph_data_impl_->GetAllDefaultNodeFeatures();
-  for (const auto feature : *default_node_features) {
+  for (const auto &feature : *default_node_features) {
     GnnFeatureInfoPb *feature_info = response->add_default_node_feature();
     feature_info->set_type(feature.first);
     RETURN_IF_NOT_OK(TensorToPb(feature.second->Value(), feature_info->mutable_feature()));
   }
   const auto default_edge_features = graph_data_impl_->GetAllDefaultEdgeFeatures();
-  for (const auto feature : *default_edge_features) {
+  for (const auto &feature : *default_edge_features) {
     GnnFeatureInfoPb *feature_info = response->add_default_edge_feature();
     feature_info->set_type(feature.first);
     RETURN_IF_NOT_OK(TensorToPb(feature.second->Value(), feature_info->mutable_feature()));
diff --git a/mindspore/ccsrc/ps/core/file_configuration.cc b/mindspore/ccsrc/ps/core/file_configuration.cc
index e9732745696..ad8026cde9e 100644
--- a/mindspore/ccsrc/ps/core/file_configuration.cc
+++ b/mindspore/ccsrc/ps/core/file_configuration.cc
@@ -102,7 +102,7 @@ void FileConfiguration::PersistNodes(const core::ClusterConfig &clusterConfig) c
   persist_js[kRecoveryNextServerRankId] = clusterConfig.initial_next_server_rank_id;
 
   auto node_infos = clusterConfig.initial_registered_nodes_infos;
-  for (const auto kvs : node_infos) {
+  for (const auto &kvs : node_infos) {
     std::unordered_map<std::string, std::string> res;
     res["ip"] = kvs.second.ip_;
     res["port"] = std::to_string(kvs.second.port_);
diff --git a/mindspore/ccsrc/ps/core/scheduler_node.cc b/mindspore/ccsrc/ps/core/scheduler_node.cc
index 92bb6873ace..2b815878661 100644
--- a/mindspore/ccsrc/ps/core/scheduler_node.cc
+++ b/mindspore/ccsrc/ps/core/scheduler_node.cc
@@ -92,7 +92,7 @@ void SchedulerNode::RunRecovery() {
   node_manager_.set_next_server_rank_id(clusterConfig.initial_next_server_rank_id);
   node_manager_.set_total_node_num(clusterConfig.initial_total_node_num);
 
-  for (const auto kvs : initial_node_infos) {
+  for (const auto &kvs : initial_node_infos) {
     auto client = std::make_shared<TcpClient>(kvs.second.ip_, kvs.second.port_, config_.get());
     client->SetMessageCallback(
       [&](const std::shared_ptr<MessageMeta> &meta, const Protos &protos, const void *data, size_t size) {
@@ -1348,7 +1348,7 @@ void SchedulerNode::BroadcastTimeoutEvent() {
   auto initial_node_infos = clusterConfig.initial_registered_nodes_infos;
   const uint32_t event = static_cast<uint32_t>(ps::UserDefineEvent::kNodeTimeout);
   MS_LOG(INFO) << "Broad timeout event:" << event;
-  for (const auto kvs : initial_node_infos) {
+  for (const auto &kvs : initial_node_infos) {
     auto client = GetOrCreateClient(kvs.second);
     SendEvent(client, event);
   }
diff --git a/mindspore/ccsrc/ps/core/scheduler_recovery.cc b/mindspore/ccsrc/ps/core/scheduler_recovery.cc
index e0422f1d5ee..962612a2ddf 100644
--- a/mindspore/ccsrc/ps/core/scheduler_recovery.cc
+++ b/mindspore/ccsrc/ps/core/scheduler_recovery.cc
@@ -118,7 +118,7 @@ bool SchedulerRecovery::Recover() {
                << ", the initial next server rank id:" << clusterConfig.initial_next_server_rank_id;
 
   if (!clusterConfig.initial_registered_nodes_infos.empty()) {
-    for (const auto kvs : clusterConfig.initial_registered_nodes_infos) {
+    for (const auto &kvs : clusterConfig.initial_registered_nodes_infos) {
       MS_LOG(INFO) << "The ip:" << kvs.second.ip_ << ", the port:" << kvs.second.port_
                    << ", the node_id:" << kvs.second.node_id_
                    << ", the node_role:" << CommUtil::NodeRoleToString(kvs.second.node_role_)
diff --git a/mindspore/ccsrc/ps/random_normal/random_normal.h b/mindspore/ccsrc/ps/random_normal/random_normal.h
index 9e432f73d6f..ae2ef327b8c 100644
--- a/mindspore/ccsrc/ps/random_normal/random_normal.h
+++ b/mindspore/ccsrc/ps/random_normal/random_normal.h
@@ -16,6 +16,7 @@
 #ifndef MINDSPORE_CCSRC_PS_RANDOM_NORMAL_RANDOM_NORMAL_H_
 #define MINDSPORE_CCSRC_PS_RANDOM_NORMAL_RANDOM_NORMAL_H_
 #include <vector>
+#include <cstddef>
 
 namespace mindspore {
 namespace ps {
diff --git a/mindspore/ccsrc/pybind_api/random_normal/philox_generator.h b/mindspore/ccsrc/pybind_api/random_normal/philox_generator.h
index 3af1969e1e4..f4617c5d27d 100644
--- a/mindspore/ccsrc/pybind_api/random_normal/philox_generator.h
+++ b/mindspore/ccsrc/pybind_api/random_normal/philox_generator.h
@@ -18,6 +18,7 @@
 #include <securec.h>
 #include <math.h>
 #include <array>
+#include <cstdint>
 
 namespace mindspore {
 static constexpr int gResultNum = 4;
diff --git a/mindspore/ccsrc/runtime/framework/control_node_parser.cc b/mindspore/ccsrc/runtime/framework/control_node_parser.cc
index a20d258c59b..6d873349c03 100644
--- a/mindspore/ccsrc/runtime/framework/control_node_parser.cc
+++ b/mindspore/ccsrc/runtime/framework/control_node_parser.cc
@@ -149,7 +149,7 @@ std::set<FuncGraphPtr> GetFuncGraphbyCallNode(const AnfNodePtr &node, std::stack
       }
       MS_EXCEPTION_IF_NULL(make_tuple);
       auto partials = make_tuple->cast<CNodePtr>()->inputs();
-      for (const auto partial : partials) {
+      for (const auto &partial : partials) {
         if (IsPartial(partial)) {
           std::stack<size_t> tmp_output_indexs;
           (void)func_graphs.emplace(GetFuncGraphFromPartial(partial, &tmp_output_indexs));
@@ -335,7 +335,7 @@ void FetchWeightbyHostParameter(const AnfNodePtr &node, std::set<AnfNodePtr> *de
   }
 
   const auto weight_nodes = iter->second;
-  for (const auto weight_node : weight_nodes) {
+  for (const auto &weight_node : weight_nodes) {
     FetchWeightbyHostParameter(weight_node.first, dest_nodes, front_to_front_weight);
   }
 }
@@ -1343,7 +1343,7 @@ void ControlNodeParser::ParseFormalToRealParameter(const std::vector<AnfNodePtr>
       const auto &cnode = node->cast<CNodePtr>();
       const auto &inputs = cnode->inputs();
       const auto &func_graphs = FetchFuncGraphbyCallNode(node);
-      for (const auto func_graph : func_graphs) {
+      for (const auto &func_graph : func_graphs) {
         const auto &parameters = func_graph->parameters();
         for (size_t i = inputs.size() - 1, j = parameters.size() - 1; i >= kCallInputStartPos && j >= 0; --i, --j) {
           MS_EXCEPTION_IF_NULL(inputs[i]);
@@ -1510,7 +1510,7 @@ void ControlNodeParser::ParseFrontToBackendParameter(const std::vector<KernelGra
         std::set<KernelWithIndex> invalid_call_nodes;
         FetchRealParameterByNode(front_node_with_index, &real_parameters, &invalid_call_nodes,
                                  call_node_to_func_graphs_);
-        for (const auto real_parameter : real_parameters) {
+        for (const auto &real_parameter : real_parameters) {
           if (real_parameter.first->isa<Parameter>() || real_parameter.first->isa<ValueNode>()) {
             front_to_backend_parameters_[real_parameter].emplace(parameter, device_context);
           }
diff --git a/mindspore/ccsrc/runtime/framework/control_node_scheduler.cc b/mindspore/ccsrc/runtime/framework/control_node_scheduler.cc
index e69fbb06866..08e35b6cdad 100644
--- a/mindspore/ccsrc/runtime/framework/control_node_scheduler.cc
+++ b/mindspore/ccsrc/runtime/framework/control_node_scheduler.cc
@@ -973,7 +973,7 @@ void ControlNodeScheduler::LinkControlArrowByAutoMonad(ControlActor *to_actor, c
       if (func_graphs.empty()) {
         MS_LOG(EXCEPTION) << "Failed to get funcgraph by call node:" << depend_node->DebugString();
       }
-      for (const auto func_graph : func_graphs) {
+      for (const auto &func_graph : func_graphs) {
         auto exit_actor_name = func_graph->ToString() + kExitActorNameSuffix;
         from_actor = FetchActor(exit_actor_name);
         MS_EXCEPTION_IF_NULL(from_actor);
diff --git a/scripts/build/build_mindspore.sh b/scripts/build/build_mindspore.sh
index 4c463a6b1fa..ce93a194ca4 100755
--- a/scripts/build/build_mindspore.sh
+++ b/scripts/build/build_mindspore.sh
@@ -22,7 +22,7 @@ build_mindspore()
     echo "start build mindspore project."
     mkdir -pv "${BUILD_PATH}/mindspore"
     cd "${BUILD_PATH}/mindspore"
-    CMAKE_ARGS="-DDEBUG_MODE=$DEBUG_MODE -DBUILD_PATH=$BUILD_PATH"
+    CMAKE_ARGS="-DDEBUG_MODE=$DEBUG_MODE -DBUILD_PATH=$BUILD_PATH -DCMAKE_EXPORT_COMPILE_COMMAND=ON"
     if [[ "X$ENABLE_COVERAGE" = "Xon" ]]; then
       CMAKE_ARGS="${CMAKE_ARGS} -DENABLE_COVERAGE=ON"
     fi