optimize graph cut for depend

mindspore/ccsrc/backend/session/session_basic.cc

@@ -515,8 +515,7 @@ void SessionBasic::GetNewCNodeInputs(const CNodePtr &cnode, KernelGraph *graph,
   MS_EXCEPTION_IF_NULL(other_graph_cnode);
   MS_EXCEPTION_IF_NULL(cnode_inputs);
   auto origin_inputs = cnode->inputs();
-  bool optimize_depend = IsPrimitiveCNode(cnode, prim::kPrimDepend) && origin_inputs.size() == 3 &&
-                         origin_inputs[kRealInputIndexInDepend]->isa<ValueNode>();
+  bool optimize_depend = IsPrimitiveCNode(cnode, prim::kPrimDepend) && origin_inputs.size() == 3;
   bool optimize_control_depend = IsPrimitiveCNode(cnode, prim::kPrimControlDepend) && origin_inputs.size() == 3;
   // if has multiple depends,only select first depend as parameter
   for (size_t input_idx = 1; input_idx < origin_inputs.size(); input_idx++) {
@@ -526,6 +525,9 @@ void SessionBasic::GetNewCNodeInputs(const CNodePtr &cnode, KernelGraph *graph,
     if (graph->GetBackendAnfByFrontAnf(anf) != nullptr) {
       cnode_inputs->emplace_back(graph->GetBackendAnfByFrontAnf(anf));
       continue;
+    } else if (optimize_depend && input_idx == kDependAttachNodeIndex) {
+      cnode_inputs->push_back(NewValueNode(MakeValue(SizeToInt(input_idx))));
+      continue;
     } else if (other_graph_cnode->find(anf) != other_graph_cnode->end()) {
       cnode_inputs->push_back((*other_graph_cnode)[anf]);
       continue;
@@ -545,9 +547,6 @@ void SessionBasic::GetNewCNodeInputs(const CNodePtr &cnode, KernelGraph *graph,
         (*other_graph_cnode)[anf] = new_parameter;
       }
       continue;
-    } else if (optimize_depend && input_idx == kDependAttachNodeIndex) {
-      cnode_inputs->push_back(origin_inputs[kRealInputIndexInDepend]);
-      continue;
     } else if (optimize_control_depend) {
       cnode_inputs->push_back(NewValueNode(MakeValue(SizeToInt(input_idx))));
     } else {

mindspore/ccsrc/vm/segment_runner.cc

@@ -141,10 +141,9 @@ std::tuple<FuncGraphPtr, AnfNodePtrList, AnfNodePtrList> TransformSegmentToAnfGr
     }
     auto fn = inps[0];
     std::vector<AnfNodePtr> args{fn};
-    if (IsPrimitive(fn, prim::kPrimDepend) && inps.size() == 3 && inps[kRealInputIndexInDepend]->isa<ValueNode>() &&
-        eqv.find(inps[kDependAttachNodeIndex]) == eqv.end()) {
-      args.emplace_back(inps[kRealInputIndexInDepend]);
-      args.emplace_back(inps[kRealInputIndexInDepend]);
+    if (IsPrimitive(fn, prim::kPrimDepend) && inps.size() == 3 && eqv.find(inps[kDependAttachNodeIndex]) == eqv.end()) {
+      args.emplace_back(RefSubGraphNode(fg, inps[kRealInputIndexInDepend], &inputs, &eqv));
+      args.emplace_back(NewValueNode(MakeValue(0)));
     } else if (IsPrimitive(fn, prim::kPrimControlDepend) && inps.size() == 3) {
       for (size_t i = 1; i < inps.size(); ++i) {
         if (inps[i]->isa<CNode>() && std::find(lst.begin(), lst.end(), inps[i]) == lst.end()) {

mindspore/core/ir/anf.cc

@@ -289,10 +289,14 @@ std::string GetCNodeTarget(const AnfNodePtr &node) {
     }
     return target;
   }
-  if (IsPrimitiveCNode(node, prim::kPrimMakeTuple)) {
+  if (IsPrimitiveCNode(node, prim::kPrimDepend)) {
+    auto &inputs = cnode->inputs();
+    if (inputs.size() == 3 && !IsPrimitiveCNode(inputs[1], prim::kPrimMakeTuple)) {
+      return GetCNodeTarget(inputs[1]);
+    }
+  } else if (IsPrimitiveCNode(node, prim::kPrimMakeTuple)) {
     return GetMaketupleNodeTarget(cnode);
-  }
-  if (IsPrimitiveCNode(node, prim::kPrimTupleGetItem)) {
+  } else if (IsPrimitiveCNode(node, prim::kPrimTupleGetItem)) {
     return GetTupleGetItemTarget(cnode, primitive);
   }
   return default_target;