diff --git a/mindspore/ccsrc/debug/anf_ir_utils.cc b/mindspore/ccsrc/debug/anf_ir_utils.cc
index 0891e211a0..98cd2f4b2f 100644
--- a/mindspore/ccsrc/debug/anf_ir_utils.cc
+++ b/mindspore/ccsrc/debug/anf_ir_utils.cc
@@ -34,6 +34,7 @@
 #include "utils/utils.h"
 #include "debug/trace.h"
 #include "utils/context/ms_context.h"
+#include "operator/ops.h"
 
 namespace mindspore {
 // max number of elements in sequence
@@ -69,7 +70,7 @@ py::object load_obj(const std::string& path) {
 
 // ============================================= MindSpore IR Exporter =============================================
 
-std::string GetNodeType(const AnfNodePtr& nd) {
+std::string AnfExporter::GetNodeType(const AnfNodePtr& nd) {
   abstract::ShapePtr shape = nd->Shape() == nullptr ? nullptr : dyn_cast<abstract::Shape>(nd->Shape());
   TypePtr type = dyn_cast<Type>(nd->Type());
   std::ostringstream oss;
@@ -102,7 +103,7 @@ int AnfExporter::GetParamIndex(const FuncGraphPtr& func_graph, const AnfNodePtr&
   FuncGraphPtr fg = func_graph;
   while (fg != nullptr) {
     if (exported.find(fg) == exported.end()) {
-      if (!export_used_) {
+      if (!check_integrity_) {
         break;
       }
       MS_LOG(EXCEPTION) << "Can not find func graph '" << fg->DumpText() << "." << fg->debug_info()->get_id() << "'";
@@ -255,15 +256,15 @@ std::string AnfExporter::GetPrimitiveText(const PrimitivePtr& prim) {
   }
 
   // output primitive attributes
-  auto attrs = prim->attrs();
-  if (attrs.size() > 0) {
-    oss << "[";
-    int i = 0;
-    for (auto& attr : attrs) {
-      oss << (i > 0 ? ", " : "") << attr.first << "=" << attr.second->DumpText();
-      i++;
+  oss << prim->GetAttrsText();
+
+  if (prim->isa<prim::DoSignaturePrimitive>()) {
+    auto do_signature = dyn_cast<prim::DoSignaturePrimitive>(prim);
+    auto& func = do_signature->function();
+    if (func->isa<Primitive>()) {
+      auto sig_prim = dyn_cast<Primitive>(func);
+      oss << sig_prim->GetAttrsText();
     }
-    oss << "]";
   }
 
   return oss.str();
@@ -351,7 +352,7 @@ std::string AnfExporter::GetDictText(const FuncGraphPtr& func_graph, const Value
 std::string AnfExporter::GetOtherValueText(const FuncGraphPtr&, const ValuePtr& value) {
   std::ostringstream oss;
 
-  if (export_used_) {
+  if (check_integrity_) {
     MS_LOG(EXCEPTION) << "Need to process type: " << value->type_name() << ", dump text: " << value->DumpText();
   }
   oss << value->type_name() << "[" << value->DumpText() << "]";
@@ -420,7 +421,7 @@ std::string AnfExporter::GetAnfNodeText(const FuncGraphPtr& func_graph, const An
     }
     oss << "%" << iter->second;
   } else if (node->isa<Parameter>()) {
-    oss << "%para" << GetParamIndex(func_graph, node, export_used_);
+    oss << "%para" << GetParamIndex(func_graph, node, check_integrity_);
   } else if (IsValueNode<FuncGraph>(node)) {
     FuncGraphPtr fg = GetValueNode<FuncGraphPtr>(node);
     oss << fg->type_name() << "::fg_" << fg->debug_info()->get_id();
diff --git a/mindspore/ccsrc/debug/anf_ir_utils.h b/mindspore/ccsrc/debug/anf_ir_utils.h
index 5b9ac9d2f0..5342c1ab96 100644
--- a/mindspore/ccsrc/debug/anf_ir_utils.h
+++ b/mindspore/ccsrc/debug/anf_ir_utils.h
@@ -64,17 +64,18 @@ struct ParamPtrHasher {
 
 class AnfExporter {
  public:
-  explicit AnfExporter(const std::string& id, bool export_used = true)
-      : param_index(-1), id_(id), export_used_(export_used) {
+  explicit AnfExporter(const std::string& id, bool export_used = true, bool check_integrity = false)
+      : param_index(-1), id_(id), export_used_(export_used), check_integrity_(check_integrity) {
     func_graph_set.clear();
     exported.clear();
   }
-  ~AnfExporter() {}
+  virtual ~AnfExporter() {}
 
   void ExportFuncGraph(const std::string& filename, const FuncGraphPtr& func_graph);
   void ExportFuncGraph(const std::string& filename, const std::vector<TaggedGraph>& graphs);
 
- private:
+ protected:
+  virtual std::string GetNodeType(const AnfNodePtr& nd);
   int GetParamIndex(const FuncGraphPtr& func_graph, const AnfNodePtr& param, bool throw_excp = true);
   int GetParamIndexFromExported(const AnfNodePtr& param);
   std::string DumpObject(const py::object& obj, const std::string& category) const;
@@ -101,8 +102,10 @@ class AnfExporter {
   OrderedSet<FuncGraphPtr> func_graph_set{};
   OrderedMap<FuncGraphPtr, OrderedMap<AnfNodePtr, int, ParamPtrHasher, ParamPtrEqual>> exported;
   std::string id_;
-  bool export_used_ = true;  // whether export function graphs used in current exporting function graph
+  bool export_used_ = true;       // whether export function graphs used in current exporting function graph
+  bool check_integrity_ = false;  // whether check integrity or not, when dumping ir for loading, must set it to true
   TaggedNodeMap tagged_cnodes_;
+  abstract::AnfNodeConfigPtr node_cfg_ = nullptr;
 };
 
 void ExportIR(const std::string& filename, const std::string& id, const FuncGraphPtr& func_graph);
@@ -115,7 +118,6 @@ std::string GetFuncGraphProtoString(const FuncGraphPtr& func_graph);
 void DumpIRProto(const FuncGraphPtr& func_graph, const std::string& suffix);
 
 std::string GetOnnxProtoString(const FuncGraphPtr& func_graph);
-std::string GetNodeType(const AnfNodePtr& nd);
 }  // namespace mindspore
 
 #endif  // MINDSPORE_CCSRC_DEBUG_ANF_IR_UTILS_H_
diff --git a/mindspore/ccsrc/debug/trace.cc b/mindspore/ccsrc/debug/trace.cc
index 4b0f4c4fb3..7ce13052c5 100644
--- a/mindspore/ccsrc/debug/trace.cc
+++ b/mindspore/ccsrc/debug/trace.cc
@@ -17,6 +17,7 @@
 #include "debug/trace.h"
 
 #include <iostream>
+#include <fstream>
 #include <map>
 #include <unordered_map>
 #include <vector>
@@ -194,37 +195,116 @@ void TraceGraphInfer() {
   MS_LOG(INFO) << "\n*************************************************************************************";
 }
 
-void OutputAnalysisGraphInfo() {
-  MS_LOG(INFO) << "Output analysis graph begin";
-  std::unordered_map<FuncGraphPtr, size_t> index_map;
-  std::vector<TaggedGraph> tagged_graphs;
+class AnalyzedFuncGraphExporter : public AnfExporter {
+ public:
+  AnalyzedFuncGraphExporter() : AnfExporter("", true, false) {}
+  ~AnalyzedFuncGraphExporter() override = default;
 
+  void ExportFuncGraph(const std::string& filename, const std::vector<abstract::AnfNodeConfigPtr>& node_cfgs);
+
+ private:
+  std::string GetNodeType(const AnfNodePtr& nd) override;
+};
+
+std::unordered_map<FuncGraphPtr, TaggedNodeMap> CalcTaggedFuncGraphs() {
+  std::unordered_map<FuncGraphPtr, TaggedNodeMap> tagged_func_graphs;
   auto& list = GetCNodeDebugStack();
   for (size_t i = 0; i < list.size(); ++i) {
-    auto& node_cfg = list[i];
+    auto node_cfg = list[i];
     auto fg = node_cfg->context()->func_graph();
     auto node = node_cfg->node();
-    auto idx = tagged_graphs.size();
-    std::pair<FuncGraphPtr, size_t> item(fg, idx);
-    if (index_map.insert(item).second) {
-      tagged_graphs.emplace_back(TaggedGraph(fg, TaggedNodeMap()));
+    tagged_func_graphs[fg][node] = i;
+  }
+  return tagged_func_graphs;
+}
+
+void OutputAnalyzedGraphWithType() {
+  AnalyzedFuncGraphExporter exporter;
+  exporter.ExportFuncGraph("analyze_fail.dat", GetCNodeDebugStack());
+}
+
+std::string AnalyzedFuncGraphExporter::GetNodeType(const AnfNodePtr& node) {
+  if (node_cfg_ == nullptr) {
+    return AnfExporter::GetNodeType(node);
+  }
+  auto ctx = node_cfg_->context();
+  auto engine = node_cfg_->engine();
+  auto cfg = engine->MakeConfig(node, ctx);
+  auto abs = engine->cache().GetValue(cfg);
+
+  if (abs == nullptr) {
+    return "Undefined";
+  }
+  auto dtype = abs->BuildType();
+  auto shape = abs->BuildShape();
+  std::ostringstream oss;
+  if (dtype != nullptr && abs->isa<abstract::AbstractTensor>() && shape != nullptr) {
+    oss << dtype->DumpText() << shape->DumpText();
+  } else if (dtype != nullptr) {
+    oss << dtype->DumpText();
+  } else {
+    oss << "Undefined";
+  }
+  return oss.str();
+}
+
+void AnalyzedFuncGraphExporter::ExportFuncGraph(const std::string& filename,
+                                                const std::vector<abstract::AnfNodeConfigPtr>& node_cfgs) {
+  if (node_cfgs.empty()) {
+    MS_LOG(DEBUG) << "Node configs is empty";
+    return;
+  }
+
+  std::ofstream ofs(filename);
+  if (!ofs.is_open()) {
+    MS_LOG(ERROR) << "Open file '" << filename << "' failed!";
+    return;
+  }
+
+  param_index = 1;
+  auto tagged_func_graphs = CalcTaggedFuncGraphs();
+
+  // first output grapn on the analysis stack
+  for (const auto& node_cfg : node_cfgs) {
+    auto fg = node_cfg->context()->func_graph();
+    // the graph is already output, skip it
+    if (exported.find(fg) != exported.end()) {
+      continue;
     }
-    tagged_graphs[index_map[fg]].second[node] = i;
+    // set node_cfg info for getting type
+    node_cfg_ = node_cfg;
+    tagged_cnodes_ = tagged_func_graphs[fg];
+    ExportOneFuncGraph(ofs, fg);
+    ofs << "\n\n";
+  }
+
+  node_cfg_ = nullptr;
+  tagged_cnodes_.clear();
+
+  // print seperator between function graphs on analyzed graph call stack and others
+  ofs << "#===============================================================================\n\n\n";
+
+  // second output other graphs
+  while (!func_graph_set.empty()) {
+    FuncGraphPtr fg = *func_graph_set.begin();
+    ExportOneFuncGraph(ofs, fg);
+    ofs << "\n\n";
+    (void)func_graph_set.erase(fg);
   }
+  ofs << "# num of total funcgraphs: " << exported.size();
 
-  ExportIR("analyze_fail.dat", tagged_graphs);
-  MS_LOG(INFO) << "Output analysis graph *end*";
+  ofs.close();
 }
 
 void GetInferStackInfo(std::ostringstream& oss) {
   MS_LOG(INFO) << "Get graph analysis information begin";
-  auto& stack = GetCNodeDebugStack();
+  auto stack = GetCNodeDebugStack();
   if (stack.empty()) {
     MS_LOG(INFO) << "Length of analysis information stack is empty.";
     return;
   }
 
-  OutputAnalysisGraphInfo();
+  OutputAnalyzedGraphWithType();
   oss << "\nThe function call stack:\n";
 
   int index = 0;
diff --git a/mindspore/ccsrc/ir/primitive.cc b/mindspore/ccsrc/ir/primitive.cc
index d62553ef60..a576c1e76b 100644
--- a/mindspore/ccsrc/ir/primitive.cc
+++ b/mindspore/ccsrc/ir/primitive.cc
@@ -106,6 +106,27 @@ void Primitive::set_signatures(
   }
 }
 
+std::string Primitive::GetAttrsText() const {
+  if (attrs_.empty()) {
+    return "";
+  }
+
+  std::ostringstream oss;
+  oss << "[";
+  bool is_first = true;
+  for (auto& attr : attrs_) {
+    if (is_first) {
+      is_first = false;
+    } else {
+      oss << ", ";
+    }
+    oss << attr.first << "=" << attr.second->DumpText();
+  }
+  oss << "]";
+
+  return oss.str();
+}
+
 py::function PrimitivePy::GetBpropFunction() {
   static const char* const get_bprop_func_name = "get_bprop";
   if (py::hasattr(python_obj_, get_bprop_func_name)) {
diff --git a/mindspore/ccsrc/ir/primitive.h b/mindspore/ccsrc/ir/primitive.h
index 8a60412e44..7dd37eb15f 100644
--- a/mindspore/ccsrc/ir/primitive.h
+++ b/mindspore/ccsrc/ir/primitive.h
@@ -102,6 +102,7 @@ class Primitive : public Named {
 
   PrimType prim_type() const { return prim_type_; }
   std::string instance_name() const { return instance_name_; }
+  std::string GetAttrsText() const;
   bool operator==(const Value& other) const override;
   bool operator==(const Primitive& other) const;
   ~Primitive() override = default;
diff --git a/tests/ut/cpp/operator/composite_test.cc b/tests/ut/cpp/operator/composite_test.cc
index 984f24b326..d9dd9e5e99 100644
--- a/tests/ut/cpp/operator/composite_test.cc
+++ b/tests/ut/cpp/operator/composite_test.cc
@@ -22,6 +22,7 @@
 #include "operator/ops.h"
 #include "pipeline/static_analysis/prim.h"
 #include "pipeline/static_analysis/abstract_function.h"
+#include "debug/trace.h"
 
 namespace mindspore {
 using Shape = abstract::Shape;
@@ -124,6 +125,7 @@ TEST_F(TestComposite, test_TupleSlice_arg_one_number) {
   AbstractBasePtrList args_spec_list = {tuple_tensor, start_index};
 
   try {
+    trace::ClearTraceStack();
     engine_->Run(tupleSliceGraphPtr, args_spec_list);
     FAIL() << "Excepted exception :Args type is wrong";
   } catch (std::runtime_error const &err) {