diff --git a/mindspore/ccsrc/backend/session/kernel_build_client.h b/mindspore/ccsrc/backend/session/kernel_build_client.h
index 8e3c639b17..0dd6106dd3 100644
--- a/mindspore/ccsrc/backend/session/kernel_build_client.h
+++ b/mindspore/ccsrc/backend/session/kernel_build_client.h
@@ -25,14 +25,28 @@
 
 #include "common/duplex_pipe.h"
 #include "utils/log_adapter.h"
+#include "utils/ms_context.h"
 
 namespace mindspore {
 namespace kernel {
 void ReplaceStr(std::string *dest, const std::string &replace, char new_char);
 
 constexpr inline static int kBufferSize = 4096;
+constexpr inline static auto kEnv = "python";
 // The TAG as prefix of real command from remote.
 constexpr inline static auto kTag = "[~]";
+static std::string GetPyExe() {
+  // get real python executable path
+  auto ms_context = MsContext::GetInstance();
+  if (ms_context == nullptr) {
+    return kEnv;
+  }
+  auto env = ms_context->get_param<std::string>(MS_CTX_PYTHON_EXE_PATH);
+  if (env.empty()) {
+    return kEnv;
+  }
+  return env;
+}
 
 class KernelBuildClient {
  public:
@@ -164,7 +178,6 @@ static std::string GetScriptFilePath(const std::string cmd_env, const std::strin
 class AscendKernelBuildClient : public KernelBuildClient {
  public:
   // Server configure
-  constexpr inline static auto kEnv = "python";
   constexpr inline static auto kGetPathScript =
     "-c "
     "\""
@@ -196,9 +209,12 @@ class AscendKernelBuildClient : public KernelBuildClient {
     return instance;
   }
 
-  std::string GetEnv() override { return kEnv; }
+  std::string GetEnv() override { return GetPyExe(); }
 
-  std::string GetScript() override { return GetScriptFilePath(kEnv, kGetPathScript); }
+  std::string GetScript() override {
+    auto env = GetPyExe();
+    return GetScriptFilePath(env, kGetPathScript);
+  }
 
   // Before building.
   std::string SelectFormat(const std::string &json);
@@ -229,7 +245,6 @@ class AscendKernelBuildClient : public KernelBuildClient {
 class GpuKernelBuildClient : public KernelBuildClient {
  public:
   // Server configure
-  constexpr inline static auto kEnv = "python";
   constexpr inline static auto kGetPathScript =
     "-c "
     "\""
@@ -249,9 +264,12 @@ class GpuKernelBuildClient : public KernelBuildClient {
     return instance;
   }
 
-  std::string GetEnv() override { return kEnv; }
+  std::string GetEnv() override { return GetPyExe(); }
 
-  std::string GetScript() override { return GetScriptFilePath(kEnv, kGetPathScript); }
+  std::string GetScript() override {
+    auto env = GetPyExe();
+    return GetScriptFilePath(env, kGetPathScript);
+  }
 
   // Fetch pid(pid_t) from remote.
   int AkgGetPid();
diff --git a/mindspore/ccsrc/pipeline/jit/init.cc b/mindspore/ccsrc/pipeline/jit/init.cc
index 01b2af52e4..1b0bc210ce 100644
--- a/mindspore/ccsrc/pipeline/jit/init.cc
+++ b/mindspore/ccsrc/pipeline/jit/init.cc
@@ -91,7 +91,8 @@ PYBIND11_MODULE(_c_expression, m) {
     .def("build_data_graph", &ExecutorPy::BuildGraph, py::arg("build_params"), py::arg("phase") = py::str("train"),
          py::arg("broadcast_params") = py::dict(), "Build data graph.")
     .def("has_compiled", &ExecutorPy::HasCompiled, py::arg("phase") = py::str(""), "get if cell compiled.")
-    .def("run_init_graph", &ExecutorPy::RunInitGraph, "Run init Graph.");
+    .def("run_init_graph", &ExecutorPy::RunInitGraph, "Run init Graph.")
+    .def("set_py_exe_path", &ExecutorPy::PyExePath, py::arg("phase") = py::str(""), "set python executable path.");
 
   (void)py::class_<EnvInstance, std::shared_ptr<EnvInstance>>(m, "EnvInstance_").def(py::init());
 
diff --git a/mindspore/ccsrc/pipeline/jit/pipeline.cc b/mindspore/ccsrc/pipeline/jit/pipeline.cc
index 08c465417b..4d5711895b 100644
--- a/mindspore/ccsrc/pipeline/jit/pipeline.cc
+++ b/mindspore/ccsrc/pipeline/jit/pipeline.cc
@@ -895,6 +895,15 @@ void ExecutorPy::RunInitGraph(const py::dict &init_params, const std::string &ph
 #endif
 }
 
+void ExecutorPy::PyExePath(const py::object &py_exe_path) {
+  if (!py::isinstance<py::str>(py_exe_path)) {
+    MS_LOG(EXCEPTION) << "Failed, phase input is not a str";
+  }
+  auto py_exe_path_s = py::cast<std::string>(py_exe_path);
+  auto ms_context = MsContext::GetInstance();
+  ms_context->set_param<std::string>(MS_CTX_PYTHON_EXE_PATH, py_exe_path_s);
+}
+
 bool InitExecDataset(const std::string &queue_name, int64_t iter_num, int64_t batch_size,
                      const std::vector<TypePtr> &types, const std::vector<std::vector<int64_t>> &shapes,
                      const std::vector<int64_t> &input_indexes, const std::string &phase, bool need_run) {
diff --git a/mindspore/ccsrc/pipeline/jit/pipeline.h b/mindspore/ccsrc/pipeline/jit/pipeline.h
index 2e7502ec90..aad5dffc7f 100644
--- a/mindspore/ccsrc/pipeline/jit/pipeline.h
+++ b/mindspore/ccsrc/pipeline/jit/pipeline.h
@@ -90,6 +90,7 @@ class ExecutorPy : public std::enable_shared_from_this<ExecutorPy> {
   void UpdataParamNodeDefaultInput(const std::string &phase,
                                    const std::unordered_map<std::string, tensor::TensorPtr> &params);
   void RunInitGraph(const py::dict &init_params, const std::string &phase);
+  void PyExePath(const py::object &phase);
   py::dict GetParameterLayout(const std::string &phase);
   py::dict GetCNodeStrategy(const std::string &phase);
   void SetCNodeStrategy(const std::string &name, const parallel::Strategys &strategy);
diff --git a/mindspore/common/api.py b/mindspore/common/api.py
index ea315d7658..2142be0191 100644
--- a/mindspore/common/api.py
+++ b/mindspore/common/api.py
@@ -16,6 +16,7 @@
 # ============================================================================
 """Providing interface methods."""
 import types
+import sys
 from collections import OrderedDict
 from functools import wraps
 
@@ -340,6 +341,7 @@ class _Executor:
         self.is_init = False
         self._executor = Executor_.get_instance()
         self.compile_cache = {}
+        self._executor.set_py_exe_path(sys.executable)
 
     def init_dataset(self, queue_name, dataset_size, batch_size, dataset_types, dataset_shapes,
                      input_indexs, phase='dataset'):
diff --git a/mindspore/core/utils/ms_context.cc b/mindspore/core/utils/ms_context.cc
index 6763e23c44..adeac0b9b6 100644
--- a/mindspore/core/utils/ms_context.cc
+++ b/mindspore/core/utils/ms_context.cc
@@ -34,6 +34,7 @@ std::map<std::string, MsBackendPolicy> MsContext::policy_map_ = {{"ge", kMsBacke
 MsContext::MsContext(const std::string &policy, const std::string &target) {
   set_param<bool>(MS_CTX_SAVE_GRAPHS_FLAG, false);
   set_param<std::string>(MS_CTX_SAVE_GRAPHS_PATH, ".");
+  set_param<std::string>(MS_CTX_PYTHON_EXE_PATH, "python");
   set_param<bool>(MS_CTX_ENABLE_DUMP, false);
   set_param<std::string>(MS_CTX_SAVE_DUMP_PATH, ".");
   set_param<uint32_t>(MS_CTX_TSD_REF, 0);
diff --git a/mindspore/core/utils/ms_context.h b/mindspore/core/utils/ms_context.h
index 38eb2d4d32..79802e6f6b 100644
--- a/mindspore/core/utils/ms_context.h
+++ b/mindspore/core/utils/ms_context.h
@@ -102,6 +102,7 @@ enum MsCtxParam : unsigned {
   MS_CTX_SAVE_DUMP_PATH,
   MS_CTX_SAVE_GRAPHS_PATH,
   MS_CTX_VARIABLE_MEMORY_MAX_SIZE,
+  MS_CTX_PYTHON_EXE_PATH,
   MS_CTX_TYPE_STRING_END,
 
   // parameter numbers of each type