add suspend node in base_pass

ge/graph/passes/base_pass.cc

@@ -36,6 +36,8 @@ struct DuringPassNodeSets {
   std::unordered_set<NodePtr> nodes_re_pass;
   std::unordered_set<NodePtr> nodes_re_pass_immediately;
   std::unordered_set<NodePtr> nodes_last;
+  std::unordered_set<NodePtr> nodes_suspend;
+  std::unordered_set<NodePtr> nodes_resume;
 };
 
 void GetAllNodesNoInputEdge(const ComputeGraphPtr &graph, std::deque<NodePtr> &input_edge_nodes,
@@ -55,8 +57,15 @@ void GetAllNodesNoInputEdge(const ComputeGraphPtr &graph, std::deque<NodePtr> &i
   }
 }
 
+bool IsAllInNodesAlive(const Node::Vistor<NodePtr> &nodes, const std::unordered_set<NodePtr> &nodes_suspend) {
+  return !std::any_of(nodes.begin(), nodes.end(), [&](const NodePtr &n) { return nodes_suspend.count(n) > 0; });
+}
+
 void AddNextIterNodes(const Node::Vistor<NodePtr> &nodes, std::deque<NodePtr> &nodes_to_pass,
-                      std::unordered_set<Node *> &nodes_seen, std::unordered_set<NodePtr> &nodes_last) {
+                      DuringPassNodeSets &during_pass_node_set) {
+  auto &nodes_seen = during_pass_node_set.nodes_seen;
+  const auto &nodes_last = during_pass_node_set.nodes_last;
+  const auto &nodes_suspend = during_pass_node_set.nodes_suspend;
   for (auto &node : nodes) {
     if (node == nullptr) {
       continue;
@@ -64,16 +73,57 @@ void AddNextIterNodes(const Node::Vistor<NodePtr> &nodes, std::deque<NodePtr> &n
     if (nodes_last.count(node) != 0) {
       continue;
     }
+    if (nodes_suspend.count(node) > 0) {
+      GELOGD("The node %s has suspend by pass, skip it.", node->GetName().c_str());
+      continue;
+    }
 
+    bool all_in_nodes_alive = IsAllInNodesAlive(node->GetInAllNodes(), nodes_suspend);
     bool all_in_nodes_seen = node->IsAllInNodesSeen(nodes_seen);
-    if (all_in_nodes_seen && nodes_seen.insert(node.get()).second) {
+    if (all_in_nodes_seen && all_in_nodes_alive && nodes_seen.insert(node.get()).second) {
       nodes_to_pass.push_back(node);
     }
   }
 }
 
+void AddRepassNodes(DuringPassNodeSets &during_pass_node_set, std::deque<NodePtr> &nodes) {
+  for (const auto &node : during_pass_node_set.nodes_re_pass_immediately) {
+    GELOGD("The node %s will be re-pass immediately.", node->GetName().c_str());
+    nodes.push_front(node);
+  }
+  during_pass_node_set.nodes_re_pass_immediately.clear();
+}
+
+void AddResumeNodes(DuringPassNodeSets &during_pass_node_set, std::deque<NodePtr> &nodes) {
+  for (auto &node : during_pass_node_set.nodes_resume) {
+    const auto &it = during_pass_node_set.nodes_suspend.find(node);
+    if (it != during_pass_node_set.nodes_suspend.end()) {
+      during_pass_node_set.nodes_suspend.erase(node);
+      GELOGD("The node %s resumed by pass.", node->GetName().c_str());
+      nodes.push_back(node);
+    } else {
+      GELOGW("The node %s not suspend, drop from resumed", node->GetName().c_str());
+    }
+  }
+  during_pass_node_set.nodes_resume.clear();
+}
+
+void PushToSuspendNodes(DuringPassNodeSets &during_pass_node_set, const std::string &pass_name,
+                        const std::unordered_set<NodePtr> &nodes_suspend,
+                        const std::unordered_set<NodePtr> &nodes_resume) {
+  for (const auto &node : nodes_suspend) {
+    GELOGD("The iteration suspend of node %s has been set by pass %s", node->GetName().c_str(), pass_name.c_str());
+    during_pass_node_set.nodes_suspend.emplace(node);
+  }
+
+  for (const auto &node : nodes_resume) {
+    GELOGD("The iteration suspend of node %s has been resumed by pass %s", node->GetName().c_str(), pass_name.c_str());
+    during_pass_node_set.nodes_resume.emplace(node);
+  }
+}
+
 void PushToRePassIfSeen(NodePtr &node, const std::pair<std::string, BaseNodePass *> &name_to_pass,
-                        std::unordered_set<Node *> &nodes_seen, std::unordered_set<NodePtr> &nodes_to_re_pass,
+                        std::unordered_set<Node *> &nodes_seen, const std::unordered_set<NodePtr> &nodes_to_re_pass,
                         std::unordered_set<NodePtr> &nodes_re_pass) {
   for (const auto &node_to_re_pass : nodes_to_re_pass) {
     if (node_to_re_pass == nullptr) {
@@ -113,15 +163,18 @@ Status RunPasses(NodePtr &node, const NamesToPass &names_to_passes, DuringPassNo
       return result;
     }
 
-    auto nodes_to_re_pass = name_to_pass.second->GetNodesNeedRePass();
+    const auto &nodes_to_re_pass = name_to_pass.second->GetNodesNeedRePass();
     PushToRePassIfSeen(node, name_to_pass, during_pass_node_set.nodes_seen, nodes_to_re_pass,
                        during_pass_node_set.nodes_re_pass);
 
-    auto nodes_to_re_pass_immediately = name_to_pass.second->GetNodesNeedRePassImmediately();
+    const auto &nodes_to_re_pass_immediately = name_to_pass.second->GetNodesNeedRePassImmediately();
     PushToRePassIfSeen(node, name_to_pass, during_pass_node_set.nodes_seen, nodes_to_re_pass_immediately,
                        during_pass_node_set.nodes_re_pass_immediately);
 
-    auto nodes_deleted_by_pass = name_to_pass.second->GetNodesDeleted();
+    PushToSuspendNodes(during_pass_node_set, name_to_pass.first,
+                       name_to_pass.second->GetNodesSuspend(), name_to_pass.second->GetNodesResume());
+
+    const auto &nodes_deleted_by_pass = name_to_pass.second->GetNodesDeleted();
     during_pass_node_set.nodes_deleted.insert(nodes_deleted_by_pass.begin(), nodes_deleted_by_pass.end());
     if (nodes_deleted_by_pass.count(node) > 0) {
       GELOGD("The node %s was deleted by pass %s, stop the remain passes", node->GetName().c_str(),
@@ -221,8 +274,13 @@ Status GEPass::RunPassesOneGraph(const NamesToPass &names_to_passes) {
         GELOGD("The node %s was deleted before, skip it.", node->GetName().c_str());
         continue;
       }
+      if (during_pass_node_set.nodes_suspend.count(node) > 0) {
+        GELOGD("The node %s has been added to suspend-iteration nodes list, the iteration of it will be suspend.",
+               node->GetName().c_str());
+        continue;
+      }
 
-      AddNextIterNodes(node->GetOutNodes(), nodes, during_pass_node_set.nodes_seen, during_pass_node_set.nodes_last);
+      AddNextIterNodes(node->GetOutNodes(), nodes, during_pass_node_set);
 
       auto ret = RunPasses(node, names_to_passes, during_pass_node_set);
       if (ret != SUCCESS) {
@@ -253,11 +311,9 @@ Status GEPass::RunPassesOneGraph(const NamesToPass &names_to_passes) {
         // should be called each time at the begin of the iteration
         ClearOption(names_to_passes);
       }
-      for (const auto &node : during_pass_node_set.nodes_re_pass_immediately) {
-        GELOGD("The node %s will be re-pass immediately.", node->GetName().c_str());
-        nodes.push_front(node);
-      }
-      during_pass_node_set.nodes_re_pass_immediately.clear();
+
+      AddRepassNodes(during_pass_node_set, nodes);
+      AddResumeNodes(during_pass_node_set, nodes);
     }
 
     for (auto &node : during_pass_node_set.nodes_last) {

ge/graph/passes/base_pass.h

@@ -51,11 +51,15 @@ class BaseNodePass {
 
   virtual ~BaseNodePass() = default;
 
-  std::unordered_set<NodePtr> GetNodesNeedRePass() { return nodes_need_re_pass_; }
+  const std::unordered_set<NodePtr> &GetNodesNeedRePass() { return nodes_need_re_pass_; }
 
-  std::unordered_set<NodePtr> GetNodesNeedRePassImmediately() { return nodes_need_re_pass_immediately_; }
+  const std::unordered_set<NodePtr> &GetNodesNeedRePassImmediately() { return nodes_need_re_pass_immediately_; }
 
-  std::unordered_set<NodePtr> GetNodesDeleted() { return nodes_deleted_; }
+  const std::unordered_set<NodePtr> &GetNodesDeleted() { return nodes_deleted_; }
+
+  const std::unordered_set<NodePtr> &GetNodesSuspend() { return nodes_suspend_; }
+
+  const std::unordered_set<NodePtr> &GetNodesResume() { return nodes_resume_; }
 
   void SetOption(NodePassOption option, const std::string &value) { options_[option] = value; }
 
@@ -65,6 +69,8 @@ class BaseNodePass {
     nodes_need_re_pass_.clear();
     nodes_deleted_.clear();
     nodes_need_re_pass_immediately_.clear();
+    nodes_suspend_.clear();
+    nodes_resume_.clear();
   }
 
  protected:
@@ -80,7 +86,7 @@ class BaseNodePass {
   /// optimized by other passes, call this function.
   /// @param node
   ///
-  void AddRePassNode(NodePtr &node) { nodes_need_re_pass_.insert(node); }
+  void AddRePassNode(const NodePtr &node) { nodes_need_re_pass_.insert(node); }
 
   ///
   /// Add a node to be optimized immediately again. If you add a new node to the graph, or
@@ -88,13 +94,13 @@ class BaseNodePass {
   /// optimized by other passes, call this function.
   /// @param node
   ///
-  void AddImmediateRePassNode(NodePtr &node) { nodes_need_re_pass_immediately_.insert(node); }
+  void AddImmediateRePassNode(const NodePtr &node) { nodes_need_re_pass_immediately_.insert(node); }
 
   ///
   /// Add a node and it's input/output data nodes to be optimized again.
   /// @param node
   ///
-  void AddRePassNodesWithInOut(NodePtr &node) {
+  void AddRePassNodesWithInOut(const NodePtr &node) {
     AddRePassNode(node);
     auto out_nodes = node->GetOutNodes();
     for (auto &out_node : out_nodes) {
@@ -116,12 +122,34 @@ class BaseNodePass {
   ///
   void AddNodeDeleted(const NodePtr &node) { nodes_deleted_.insert(node); }
 
+  ///
+  /// If you suspend a node from the graph, especially following node. The remain
+  /// iterate passes will stop process on the suspend node(if it can be
+  /// reached by edge connections) till the last one. Obviously it is a waste of
+  /// time. You can add the suspend nodes by calling this function, to stop the
+  /// next iterations.
+  /// @param node
+  ///
+  void AddNodeSuspend(const NodePtr &node) { nodes_suspend_.insert(node); }
+
+  ///
+  /// If you resume a node from the graph, especially following node. The remain
+  /// iterate passes will continue process on the resume node(if it can be
+  /// reached by edge connections) till the last one.
+  /// You can add the resume nodes by calling this function, to resume the
+  /// next iterations.
+  /// @param node
+  ///
+  void AddNodeResume(const NodePtr &node) { nodes_resume_.insert(node); }
+
   bool OptionExists(NodePassOption option) { return options_.count(option) > 0; }
 
  private:
   std::unordered_set<NodePtr> nodes_need_re_pass_;
   std::unordered_set<NodePtr> nodes_need_re_pass_immediately_;
   std::unordered_set<NodePtr> nodes_deleted_;
+  std::unordered_set<NodePtr> nodes_suspend_;
+  std::unordered_set<NodePtr> nodes_resume_;
   std::map<NodePassOption, std::string> options_;
 };
 

ge/graph/passes/infershape_pass.cc

@@ -21,6 +21,8 @@
 #include "framework/common/util.h"
 #include "graph/shape_refiner.h"
 #include "graph/utils/graph_utils.h"
+#include "graph/utils/node_utils.h"
+#include "graph/common/omg_util.h"
 #include "graph/debug/ge_attr_define.h"
 #include "utils/tensor_utils.h"
 #include "utils/type_utils.h"
@@ -117,7 +119,9 @@ Status InferShapePass::RePassLoopNode(const NodePtr &node) {
   const auto RePassNode = [&](const std::set<std::string> &re_pass_types) {
     for (auto &n : node->GetOutDataNodes()) {
       GE_CHECK_NOTNULL(n);
-      if (re_pass_types.count(n->GetType()) > 0) {
+      std::string node_type;
+      GE_CHK_STATUS_RET(GetOriginalType(n, node_type), "Get original node type failed.");
+      if (re_pass_types.count(node_type) > 0) {
         AddImmediateRePassNode(n);
         (void)AttrUtils::SetBool(n->GetOpDesc(), ATTR_NAME_NEED_INFER_AGAIN, false);
         GELOGD("Node %s need repass immediately after %s.", n->GetName().c_str(), node->GetName().c_str());
@@ -126,17 +130,44 @@ Status InferShapePass::RePassLoopNode(const NodePtr &node) {
     return SUCCESS;
   };
 
-  if (node->GetType() == NEXTITERATION || node->GetType() == REFNEXTITERATION) {
-    return RePassNode({MERGE, REFMERGE}); // Re-Pass Merge
+  const auto ExProcNode = [&](const std::set<std::string> &proc_types,
+                              const std::function<void(InferShapePass *, NodePtr)> &proc_func,
+                              const std::string &info) {
+    for (auto &n : node->GetOutDataNodes()) {
+      GE_CHECK_NOTNULL(n);
+      std::string node_type;
+      GE_CHK_STATUS_RET(GetOriginalType(n, node_type), "Get original node type failed.");
+      if (proc_types.count(node_type) > 0) {
+        proc_func(this, n);
+        GELOGD("Node %s %s after %s.", n->GetName().c_str(), info.c_str(), node->GetName().c_str());
+      }
+    }
+    return SUCCESS;
+  };
+
+  std::string node_type;
+  GE_CHK_STATUS_RET(GetOriginalType(node, node_type), "Get original node type failed.");
+  if (kNextIterationOpTypes.count(node_type) > 0) {
+    return RePassNode(kMergeOpTypes); // Re-Pass Merge
   }
 
-  if (node->GetType() == MERGE || node->GetType() == REFMERGE) {
+  if (kMergeOpTypes.count(node_type) > 0) {
     if (node->GetOpDesc()->HasAttr(ATTR_NAME_NEED_INFER_AGAIN)) {
       node->GetOpDesc()->DelAttr(ATTR_NAME_NEED_INFER_AGAIN);
+      return RePassNode(kSwitchOpTypes); // Re-Pass Switch
     }
     return SUCCESS;
   }
 
+  if (kSwitchOpTypes.count(node_type) > 0) {
+    if (node->GetOpDesc()->HasAttr(ATTR_NAME_NEED_INFER_AGAIN)) {
+      node->GetOpDesc()->DelAttr(ATTR_NAME_NEED_INFER_AGAIN);
+      return ExProcNode(kExitOpTypes, &InferShapePass::AddNodeResume, "need resume"); // Resume Exit
+    } else {
+      return ExProcNode(kExitOpTypes, &InferShapePass::AddNodeSuspend, "need suspend"); // Suspend Exit
+    }
+  }
+
   return SUCCESS;
 }
 }  // namespace ge

ge/hybrid/model/hybrid_model_builder.cc

@@ -260,6 +260,10 @@ Status HybridModelBuilder::GetOrCreateNodeItem(const NodePtr &node, NodeItem **n
     return SUCCESS;
   }
 
+  if (node->GetType() == MEMCPYASYNC) { // Convert MemcpyAsync to Identity.
+    node->GetOpDesc()->SetType(IDENTITY);
+  }
+
   std::unique_ptr<NodeItem> new_node;
   GE_CHK_STATUS_RET(NodeItem::Create(node, new_node), "[Invoke][Create] failed, model_name_:[%s]", GetGraphName());
   GE_CHK_STATUS_RET_NOLOG(NodeExecutorManager::GetInstance().GetExecutor(*node, &new_node->node_executor));