diff --git a/mindspore/ccsrc/utils/context/ms_context.cc b/mindspore/ccsrc/utils/context/ms_context.cc
index 9f283319a75a0237f2ee9bc0a48b8440d1d4f418..6c3986e42230c560fa10501180d771057c142a25 100644
--- a/mindspore/ccsrc/utils/context/ms_context.cc
+++ b/mindspore/ccsrc/utils/context/ms_context.cc
@@ -45,6 +45,20 @@ std::map<std::string, MsBackendPolicy> MsContext::policy_map_ = {{"ge", kMsBacke
                                                                  {"ge_only", kMsBackendGeOnly},
                                                                  {"vm_prior", kMsBackendVmPrior}};
 
+bool IsCloudTransDeviceId() {
+  auto deploy_mode = common::GetEnv("DEPLOY_MODE");
+  if (deploy_mode.empty() || deploy_mode != "1") {
+    return false;
+  }
+
+  auto rank_size = common::GetEnv("RANK_SIZE");
+  if (rank_size.empty() || rank_size != "1") {
+    return false;
+  }
+
+  return true;
+}
+
 MsContext::MsContext(const std::string &policy, const std::string &target) {
   save_graphs_flag_ = false;
   save_graphs_path_ = ".";
@@ -63,6 +77,12 @@ MsContext::MsContext(const std::string &policy, const std::string &target) {
   } else {
     device_id_ = 0;
   }
+
+  physics_id_ = device_id_;
+  if (IsCloudTransDeviceId()) {
+    device_id_ = 0;
+  }
+
   backend_policy_ = policy_map_[policy];
   device_target_ = target;
   execution_mode_ = kPynativeMode;
@@ -147,6 +167,13 @@ bool MsContext::set_device_target(const std::string &target) {
 bool MsContext::set_device_id(uint32_t device_id) {
   device_id_ = device_id;
   MS_LOG(INFO) << "ms set context device id:" << device_id;
+
+  physics_id_ = device_id_;
+  if (IsCloudTransDeviceId()) {
+    device_id_ = 0;
+  }
+  MS_LOG(INFO) << "ms set context logic id:" << device_id;
+
   return true;
 }
 
@@ -166,7 +193,8 @@ bool MsContext::OpenTsd() {
   unsigned int device_id;
   unsigned int rank_size = 1;
 
-  device_id = device_id_;
+  device_id = physics_id_;
+  MS_LOG(INFO) << "Open and init tsd, device = " << device_id << ".";
 
   auto rank_size_env = common::GetEnv("RANK_SIZE");
   if (rank_size_env.empty()) {
diff --git a/mindspore/ccsrc/utils/context/ms_context.h b/mindspore/ccsrc/utils/context/ms_context.h
index 9afe1fa5aaca61ba10849ba8050558d71d1b7ee0..9187fb0b753c3d4c85e399b257b885483f798f04 100644
--- a/mindspore/ccsrc/utils/context/ms_context.h
+++ b/mindspore/ccsrc/utils/context/ms_context.h
@@ -172,6 +172,7 @@ class MsContext {
   MsBackendPolicy backend_policy_;
   std::string device_target_;
   uint32_t device_id_;
+  uint32_t physics_id_;
   int execution_mode_;
   bool enable_pynative_infer_;
   bool enable_pynative_hook_;