diff --git a/mindspore/ccsrc/backend/kernel_compiler/hccl/hccl_kernel.cc b/mindspore/ccsrc/backend/kernel_compiler/hccl/hccl_kernel.cc
index 77edb57eaba..e71eab88cdf 100644
--- a/mindspore/ccsrc/backend/kernel_compiler/hccl/hccl_kernel.cc
+++ b/mindspore/ccsrc/backend/kernel_compiler/hccl/hccl_kernel.cc
@@ -197,7 +197,8 @@ const std::vector<size_t> &HcclKernel::GetWorkspaceSizeList() const {
   MS_EXCEPTION_IF_NULL(context_ptr);
   bool is_task_sink = context_ptr->get_param<bool>(MS_CTX_ENABLE_TASK_SINK);
   auto mode = context_ptr->get_param<int>(MS_CTX_EXECUTION_MODE);
-  if (!workspace_size_list_.empty() || hccl_data_type_list_.empty() || (!is_task_sink && mode == kGraphMode)) {
+  if (!workspace_size_list_.empty() || hccl_data_type_list_.empty() || (!is_task_sink && mode == kGraphMode) ||
+      mode == kPynativeMode) {
     return workspace_size_list_;
   }
   workspace_size_list_.emplace_back(
diff --git a/mindspore/ccsrc/runtime/device/ascend/ascend_kernel_runtime.cc b/mindspore/ccsrc/runtime/device/ascend/ascend_kernel_runtime.cc
index d985e6b6386..24ca626ff1d 100644
--- a/mindspore/ccsrc/runtime/device/ascend/ascend_kernel_runtime.cc
+++ b/mindspore/ccsrc/runtime/device/ascend/ascend_kernel_runtime.cc
@@ -873,7 +873,7 @@ bool AscendKernelRuntime::HcclInit() {
   }
   MS_LOG(INFO) << "MINDSPORE_HCCL_CONFIG_PATH : " << full_path << ", RANK_ID: " << rank_id_str;
   bool ret = hccl::HcclAdapter::GetInstance().InitHccl(context_ptr->get_param<uint32_t>(MS_CTX_DEVICE_ID), rank_id_str,
-                                                       full_path);
+                                                       full_path, mode == kGraphMode);
   free(full_path);
   if (!ret) {
     MS_LOG(ERROR) << "Hcom init failed.";
diff --git a/mindspore/ccsrc/runtime/hccl_adapter/hccl_adapter.cc b/mindspore/ccsrc/runtime/hccl_adapter/hccl_adapter.cc
index 3fef5113bdf..75cd4f0d17f 100644
--- a/mindspore/ccsrc/runtime/hccl_adapter/hccl_adapter.cc
+++ b/mindspore/ccsrc/runtime/hccl_adapter/hccl_adapter.cc
@@ -137,43 +137,53 @@ bool HcclAdapter::InitHccl() {
   return true;
 }
 
-bool HcclAdapter::InitHccl(uint32_t device_id, std::string_view rank_id, std::string_view rank_file) {
-  MS_LOG(INFO) << "Start init hccl adapter.";
+bool HcclAdapter::InitHccl(uint32_t device_id, std::string_view rank_id, std::string_view rank_file,
+                           bool is_graph_mode) {
+  MS_LOG(INFO) << "Start init hccl adapter for " << (is_graph_mode ? "graph mode." : "pynative mode.");
   std::lock_guard<std::mutex> lock(init_mutex_);
   if (init_flag_) {
     MS_LOG(INFO) << "Hccl has been inited, skip.";
     return true;
   }
-
+  is_graph_mode_ = is_graph_mode;
   InitPlugin();
-  bool ret = InitKernelInfoStore(device_id, rank_id, rank_file);
-  if (!ret) {
-    return false;
-  }
-  ret = InitHcclComm(rank_id, rank_file);
-  if (!ret) {
-    return false;
-  }
-  ret = InitHcclExec();
-  if (!ret) {
-    return false;
+  if (is_graph_mode_) {
+    bool ret = InitKernelInfoStore(device_id, rank_id, rank_file);
+    if (!ret) {
+      return false;
+    }
+
+    ret = InitHcclExec();
+    if (!ret) {
+      return false;
+    }
+  } else {
+    bool ret = InitHcclComm(rank_id, rank_file);
+    if (!ret) {
+      return false;
+    }
   }
+
   init_flag_ = true;
   MS_LOG(INFO) << "Init hccl adapter success.";
   return true;
 }
 
 bool HcclAdapter::FinalizeHccl() {
-  MS_LOG(INFO) << "Start destroy hccl adapter.";
   std::lock_guard<std::mutex> lock(init_mutex_);
+  MS_LOG(INFO) << "Start destroy hccl adapter for " << (is_graph_mode_ ? "graph mode." : "pynative mode.");
   if (!init_flag_) {
     MS_LOG(INFO) << "Hccl has never been inited, skip.";
     return true;
   }
 
-  (void)FinalizeHcclExec();
-  (void)FinalizeHcclComm();
-  (void)FinalizeKernelInfoStore();
+  if (is_graph_mode_) {
+    (void)FinalizeHcclExec();
+    (void)FinalizeKernelInfoStore();
+  } else {
+    (void)FinalizeHcclComm();
+  }
+
   FinalizePlugin();
   init_flag_ = false;
   MS_LOG(INFO) << "Destroy hccl adapter success.";
diff --git a/mindspore/ccsrc/runtime/hccl_adapter/hccl_adapter.h b/mindspore/ccsrc/runtime/hccl_adapter/hccl_adapter.h
index 2ed8685d9fd..ad6f8c93dcb 100644
--- a/mindspore/ccsrc/runtime/hccl_adapter/hccl_adapter.h
+++ b/mindspore/ccsrc/runtime/hccl_adapter/hccl_adapter.h
@@ -42,7 +42,7 @@ class HcclAdapter {
   static HcclAdapter &GetInstance();
 
   // common
-  bool InitHccl(uint32_t device_id, std::string_view rank_id, std::string_view rank_file);
+  bool InitHccl(uint32_t device_id, std::string_view rank_id, std::string_view rank_file, bool is_graph_mode);
   bool InitHccl();
   bool FinalizeHccl();
 
@@ -121,6 +121,7 @@ class HcclAdapter {
   std::shared_ptr<::ge::OpsKernelBuilder> ops_kernel_builder_ = nullptr;
 
   bool init_flag_ = false;
+  bool is_graph_mode_ = false;
   std::mutex init_mutex_;
 };
 }  // namespace mindspore::hccl
diff --git a/tests/ut/cpp/stub/ge/ge_task_launch_stub.cc b/tests/ut/cpp/stub/ge/ge_task_launch_stub.cc
index 7be74ba8d73..e9df5c180d1 100644
--- a/tests/ut/cpp/stub/ge/ge_task_launch_stub.cc
+++ b/tests/ut/cpp/stub/ge/ge_task_launch_stub.cc
@@ -23,7 +23,7 @@ HcclAdapter &HcclAdapter::GetInstance() {
   return instance;
 }
 bool HcclAdapter::InitHccl() { return true; }
-bool HcclAdapter::InitHccl(uint32_t, std::string_view, std::string_view) { return true; }
+bool HcclAdapter::InitHccl(uint32_t, std::string_view, std::string_view, bool) { return true; }
 bool HcclAdapter::FinalizeHccl() { return true; }
 HcclResult HcclAdapter::HcclCreateGroup(const std::string &, uint32_t, uint32_t *) const { return HCCL_SUCCESS; }
 HcclResult HcclAdapter::HcclDestroyGroup(const std::string &) const { return HCCL_SUCCESS; }