parallel ctrl

mindspore/ccsrc/backend/optimizer/pass/communication_op_fusion.cc

@@ -211,8 +211,11 @@ bool CommunicationOpFusion::DoFusion(const FuncGraphPtr &func_graph, const Commu
       start_index = end_index + 1;
       continue;
     }
+    auto kernel_graph = func_graph->cast<KernelGraphPtr>();
+    auto graph_id = kernel_graph->graph_id();
     AnfNodePtr new_communication_op =
       CreateFusedCommunicationOp(func_graph, communication_op_info, start_index, end_index);
+    AnfAlgo::SetGraphId(graph_id, new_communication_op.get());
     // replace old communication op with new communication op
     for (auto idx = start_index; idx <= end_index; ++idx) {
       std::vector<AnfNodePtr> tuple_getitem_input;

mindspore/ccsrc/runtime/device/ascend/ascend_stream_assign.cc

@@ -36,6 +36,7 @@ const uint32_t kCommonMaxTask = 350;
 void AscendStreamAssign::AssignStream(const NotNull<KernelGraphPtr> &graph_ptr) {
   if (IsTaskSink()) {
     Reset();
+    SetLoopSink();
     ReorderIndependentOrders(graph_ptr);
     AssignAllNodesStream(graph_ptr);
     UpdateAtomicAddrCleanStreamId(graph_ptr);
@@ -46,9 +47,9 @@ void AscendStreamAssign::AssignStream(const NotNull<KernelGraphPtr> &graph_ptr)
     InsertCtrlForIndependentParallel(graph_ptr);
 
     GetNeedActiveStreams(graph_ptr);
-    graph_ptr->PrintGraphExecuteOrder();
     CheckResourceAssign(graph_ptr);
     MS_LOG(INFO) << "After finish stream assign";
+    graph_ptr->PrintGraphExecuteOrder();
 
     FindStreamRelations(graph_ptr);
     PrintStreamRelations();
@@ -58,6 +59,14 @@ void AscendStreamAssign::AssignStream(const NotNull<KernelGraphPtr> &graph_ptr)
   }
 }
 
+void AscendStreamAssign::SetLoopSink() {
+  if (KernelAdjust::NeedInsertSwitch()) {
+    loop_sink_ = true;
+  } else {
+    loop_sink_ = false;
+  }
+}
+
 // section 1
 void AscendStreamAssign::ReorderIndependentOrders(const NotNull<KernelGraphPtr> &graph_ptr) {
   std::vector<CNodePtr> exe_orders;
@@ -146,7 +155,7 @@ void AscendStreamAssign::AssignAllNodesStream(const NotNull<KernelGraphPtr> &gra
   MS_LOG(INFO) << "Common start from 0, common stream nums:" << resource_manager.get_cur_stream_num();
 
   if (exit_hcom) {
-    uint32_t first_hcom_stream_id = resource_manager.ApplyNewStream();
+    std::map<uint32_t, std::vector<CNodePtr>> graph_nodes_map;
     for (size_t i = 0; i < cnode_ptr_list.size(); ++i) {
       CNodePtr cur_cnode_ptr = cnode_ptr_list[i];
       // node has been assigned stream before
@@ -155,28 +164,63 @@ void AscendStreamAssign::AssignAllNodesStream(const NotNull<KernelGraphPtr> &gra
       }
 
       if (IsHcom(cur_cnode_ptr)) {
-        AssignHcomStreamId(cur_cnode_ptr);
+        auto hcom_graph_id = AnfAlgo::GetGraphId(cur_cnode_ptr.get());
+        auto it = graph_nodes_map.find(hcom_graph_id);
+        if (it == graph_nodes_map.end()) {
+          graph_nodes_map[hcom_graph_id] = {cur_cnode_ptr};
+        } else {
+          it->second.emplace_back(cur_cnode_ptr);
+        }
+      }
+    }
+    MS_LOG(INFO) << "hcom diff graph id size:" << graph_nodes_map.size();
+    for (const auto &item : graph_nodes_map) {
+      bool new_graph = true;
+      auto graph_id = item.first;
+      hcom_graph_map_[graph_id] = {};
+      for (const auto &hcom_node_ptr : item.second) {
+        auto assigned_stream_id = AssignHcomStreamId(hcom_node_ptr, new_graph);
+        hcom_graph_map_[graph_id].emplace(assigned_stream_id);
+        new_graph = false;
       }
     }
-    MS_LOG(INFO) << "Hcom start from :" << first_hcom_stream_id << ", hcom stream nums:" << hcom_stream_map_.size();
+    MS_LOG(INFO) << "hcom stream nums : " << hcom_stream_map_.size();
   }
 
   if (exit_independent) {
-    uint32_t first_independ = resource_manager.ApplyNewStream();
+    std::map<uint32_t, std::vector<CNodePtr>> graph_nodes_map;
     for (size_t i = 0; i < cnode_ptr_list.size(); ++i) {
       CNodePtr cur_cnode_ptr = cnode_ptr_list[i];
       if (AnfAlgo::GetStreamId(cur_cnode_ptr) != kInvalidStreamId) {
         continue;
       }
       if (AnfAlgo::IsIndependentNode(cur_cnode_ptr)) {
-        AssignIndependentStreamId(cur_cnode_ptr);
+        auto independent_graph_id = AnfAlgo::GetGraphId(cur_cnode_ptr.get());
+        auto it = graph_nodes_map.find(independent_graph_id);
+        if (it == graph_nodes_map.end()) {
+          graph_nodes_map[independent_graph_id] = {cur_cnode_ptr};
+        } else {
+          it->second.emplace_back(cur_cnode_ptr);
+        }
       }
     }
-    MS_LOG(INFO) << "Independ start from:" << first_independ << ", stream nums:" << independent_stream_map_.size();
+
+    MS_LOG(INFO) << "independent diff graph id size:" << graph_nodes_map.size();
+    for (const auto &item : graph_nodes_map) {
+      bool new_graph = true;
+      auto graph_id = item.first;
+      independent_graph_map_[graph_id] = {};
+      for (const auto &independent_node_ptr : item.second) {
+        auto assigned_stream_id = AssignIndependentStreamId(independent_node_ptr, new_graph);
+        independent_graph_map_[graph_id].emplace(assigned_stream_id);
+        new_graph = false;
+      }
+    }
+    MS_LOG(INFO) << "stream nums:" << independent_stream_map_.size();
   }
 
   MS_LOG(INFO) << "After stream assign, total stream nums:" << resource_manager.get_cur_stream_num();
-}
+}  // namespace ascend
 
 void AscendStreamAssign::AssignCommonStreamId(const CNodePtr &cur_cnode_ptr) {
   MS_EXCEPTION_IF_NULL(cur_cnode_ptr);
@@ -205,10 +249,15 @@ void AscendStreamAssign::AssignCommonStreamId(const CNodePtr &cur_cnode_ptr) {
   }
 }
 
-void AscendStreamAssign::AssignHcomStreamId(const CNodePtr &cur_cnode_ptr) {
+uint32_t AscendStreamAssign::AssignHcomStreamId(const CNodePtr &cur_cnode_ptr, bool new_graph) {
   MS_EXCEPTION_IF_NULL(cur_cnode_ptr);
   AscendResourceMng &resource_manager = AscendResourceMng::GetInstance();
-  uint32_t cur_hcom_stream_id = resource_manager.GetCurAllocStreamId();
+  uint32_t cur_hcom_stream_id;
+  if (new_graph) {
+    cur_hcom_stream_id = resource_manager.ApplyNewStream();
+  } else {
+    cur_hcom_stream_id = resource_manager.GetCurAllocStreamId();
+  }
   auto it = hcom_stream_map_.find(cur_hcom_stream_id);
   if (it == hcom_stream_map_.end()) {
     AnfAlgo::SetStreamId(cur_hcom_stream_id, cur_cnode_ptr.get());
@@ -223,26 +272,34 @@ void AscendStreamAssign::AssignHcomStreamId(const CNodePtr &cur_cnode_ptr) {
       hcom_stream_map_.insert(std::make_pair(cur_hcom_stream_id, 1));
     }
   }
+  return cur_hcom_stream_id;
 }
 
-void AscendStreamAssign::AssignIndependentStreamId(const CNodePtr &cur_cnode_ptr) {
+uint32_t AscendStreamAssign::AssignIndependentStreamId(const CNodePtr &cur_cnode_ptr, bool new_graph) {
   MS_EXCEPTION_IF_NULL(cur_cnode_ptr);
   AscendResourceMng &resource_manager = AscendResourceMng::GetInstance();
-  uint32_t cur_independent_id = resource_manager.GetCurAllocStreamId();
-  auto it = independent_stream_map_.find(cur_independent_id);
+  uint32_t cur_independent_stream_id;
+  if (new_graph) {
+    cur_independent_stream_id = resource_manager.ApplyNewStream();
+  } else {
+    cur_independent_stream_id = resource_manager.GetCurAllocStreamId();
+  }
+  auto it = independent_stream_map_.find(cur_independent_stream_id);
   if (it == independent_stream_map_.end()) {
-    AnfAlgo::SetStreamId(cur_independent_id, cur_cnode_ptr.get());
-    independent_stream_map_.insert(std::make_pair(cur_independent_id, 1));
+    AnfAlgo::SetStreamId(cur_independent_stream_id, cur_cnode_ptr.get());
+    independent_stream_map_.insert(std::make_pair(cur_independent_stream_id, 1));
   } else {
     if (it->second < kCommonMaxTask) {
       AnfAlgo::SetStreamId(it->first, cur_cnode_ptr.get());
       it->second++;
     } else {
-      cur_independent_id = resource_manager.ApplyNewStream();
-      AnfAlgo::SetStreamId(cur_independent_id, cur_cnode_ptr.get());
-      independent_stream_map_.insert(std::make_pair(cur_independent_id, 1));
+      cur_independent_stream_id = resource_manager.ApplyNewStream();
+      AnfAlgo::SetStreamId(cur_independent_stream_id, cur_cnode_ptr.get());
+      independent_stream_map_.insert(std::make_pair(cur_independent_stream_id, 1));
     }
   }
+
+  return cur_independent_stream_id;
 }
 
 // section 3:
@@ -262,6 +319,182 @@ void AscendStreamAssign::UpdateAtomicAddrCleanStreamId(const NotNull<KernelGraph
 
 // section 4
 void AscendStreamAssign::InsertStreamActive(const NotNull<KernelGraphPtr> &graph_ptr) {
+  InsertStreamActiveForCommon(graph_ptr);
+  InsertStreamActiveForIndependent(graph_ptr);
+  InsertStreamActiveForParallel(graph_ptr);
+}
+
+void AscendStreamAssign::InsertStreamActiveForParallel(const NotNull<KernelGraphPtr> &graph_ptr) {
+  if (hcom_graph_map_.empty() && independent_graph_map_.empty()) {
+    MS_LOG(INFO) << "Hcom and independent is empty";
+    return;
+  }
+  auto root_graph_id = graph_ptr->graph_id();
+  if (root_graph_id == kInvalidGraphId) {
+    MS_LOG(INFO) << "Root graph id is invalid";
+    return;
+  }
+
+  MS_LOG(DEBUG) << "Hcom grpah map size:" << hcom_graph_map_.size();
+  std::map<uint32_t, std::set<uint32_t>> other_graph;
+  for (const auto &item : hcom_graph_map_) {
+    MS_LOG(INFO) << "Graph id:" << item.first;
+    if (item.first == root_graph_id) {
+      if (loop_sink_) {
+        ActiveRootGraphHcom(graph_ptr, item.second);
+      }
+    } else {
+      other_graph[item.first] = item.second;
+    }
+  }
+
+  MS_LOG(INFO) << "Independent graph map size:" << independent_graph_map_.size();
+  for (const auto &item : independent_graph_map_) {
+    MS_LOG(DEBUG) << "Graph id:" << item.first;
+    if (item.first == root_graph_id) {
+      if (loop_sink_) {
+        ActiveRootGraphIndependent(graph_ptr, item.second);
+      }
+    } else {
+      auto it = other_graph.find(item.first);
+      if (it == other_graph.end()) {
+        other_graph[item.first] = item.second;
+      } else {
+        for (const auto &stream : item.second) {
+          it->second.emplace(stream);
+        }
+      }
+    }
+  }
+
+  ActiveOtherGraphParallel(graph_ptr, other_graph);
+}
+
+void AscendStreamAssign::ActiveOtherGraphParallel(const NotNull<KernelGraphPtr> &graph_ptr,
+                                                  std::map<uint32_t, std::set<uint32_t>> other_graph) {
+  MS_LOG(INFO) << "Other graph size:" << other_graph.size();
+  if (other_graph.empty()) {
+    return;
+  }
+
+  auto root_graph_id = graph_ptr->graph_id();
+
+  std::vector<CNodePtr> update_stream_list;
+  auto exe_order = graph_ptr->execution_order();
+  for (size_t i = 0; i < exe_order.size(); i++) {
+    auto cur_cnode_ptr = exe_order[i];
+    auto cur_graph_id = AnfAlgo::GetGraphId(cur_cnode_ptr.get());
+    if (cur_graph_id == root_graph_id) {
+      update_stream_list.emplace_back(cur_cnode_ptr);
+      continue;
+    }
+
+    auto it = other_graph.find(cur_graph_id);
+    if (it == other_graph.end()) {
+      update_stream_list.emplace_back(cur_cnode_ptr);
+      continue;
+    }
+
+    auto cur_stream_id = AnfAlgo::GetStreamId(cur_cnode_ptr);
+    CNodePtr active_ptr = KernelAdjust::GetInstance().CreateStreamActiveOp(graph_ptr);
+    // 1.set stream id
+    AnfAlgo::SetStreamId(cur_stream_id, active_ptr.get());
+    // 2.set active stream ids
+    std::vector<uint32_t> active_index_list;
+    std::copy(it->second.begin(), it->second.end(), std::back_inserter(active_index_list));
+    AnfAlgo::SetNodeAttr(kAttrActiveStreamList, MakeValue<std::vector<uint32_t>>(active_index_list), active_ptr);
+
+    // find position for insert streamactive
+    if (AnfAlgo::GetCNodeName(cur_cnode_ptr) == kLabelSetOpName) {
+      update_stream_list.emplace_back(cur_cnode_ptr);
+      update_stream_list.emplace_back(active_ptr);
+    } else {
+      update_stream_list.emplace_back(active_ptr);
+      update_stream_list.emplace_back(cur_cnode_ptr);
+    }
+    other_graph.erase(it);
+  }
+  graph_ptr->set_execution_order(update_stream_list);
+}
+
+void AscendStreamAssign::ActiveRootGraphHcom(const NotNull<KernelGraphPtr> &graph_ptr,
+                                             const std::set<uint32_t> &hcom_streams) {
+  MS_LOG(INFO) << "Active root graph hcom start";
+  std::vector<CNodePtr> update_cnode_list;
+  auto exe_orders = graph_ptr->execution_order();
+  for (size_t i = 0; i < exe_orders.size(); i++) {
+    CNodePtr cur_cnode_ptr = exe_orders[i];
+    if (AnfAlgo::GetCNodeName(cur_cnode_ptr) != kStreamSwitchOpName) {
+      update_cnode_list.emplace_back(cur_cnode_ptr);
+      continue;
+    }
+
+    if (!AnfAlgo::HasNodeAttr(kAttrStreamSwitchKind, cur_cnode_ptr)) {
+      update_cnode_list.emplace_back(cur_cnode_ptr);
+      continue;
+    }
+
+    auto kind = AnfAlgo::GetNodeAttr<uint32_t>(cur_cnode_ptr, kAttrStreamSwitchKind);
+    if (kind != kFpBpStreamSwitch) {
+      update_cnode_list.emplace_back(cur_cnode_ptr);
+      continue;
+    }
+
+    auto true_stream_id = AnfAlgo::GetNodeAttr<uint32_t>(cur_cnode_ptr, kAttrTrueBranchStream);
+    MS_LOG(INFO) << "FpBpStreamswtich stream id:" << AnfAlgo::GetStreamId(cur_cnode_ptr)
+                 << "; true branch stream id:" << true_stream_id;
+    CNodePtr active_ptr = KernelAdjust::GetInstance().CreateStreamActiveOp(graph_ptr);
+    AnfAlgo::SetStreamId(true_stream_id, active_ptr.get());
+    vector<uint32_t> active_ids;
+    // active hcom stream
+    std::copy(hcom_streams.begin(), hcom_streams.end(), std::back_inserter(active_ids));
+    AnfAlgo::SetNodeAttr(kAttrActiveStreamList, MakeValue<std::vector<uint32_t>>(active_ids), active_ptr);
+    update_cnode_list.emplace_back(cur_cnode_ptr);
+    update_cnode_list.emplace_back(active_ptr);
+    std::copy(exe_orders.begin() + i + 1, exe_orders.end(), std::back_inserter(update_cnode_list));
+    break;
+  }
+
+  hcom_stream_activated_ = true;
+  graph_ptr->set_execution_order(update_cnode_list);
+}
+
+void AscendStreamAssign::ActiveRootGraphIndependent(const NotNull<KernelGraphPtr> &graph_ptr,
+                                                    std::set<uint32_t> independent_streams) {
+  MS_LOG(DEBUG) << "Start active root graph independent";
+  std::vector<CNodePtr> update_cnode_list;
+  auto exe_orders = graph_ptr->execution_order();
+  for (size_t i = 0; i < exe_orders.size(); i++) {
+    CNodePtr cur_cnode_ptr = exe_orders[i];
+    if (AnfAlgo::GetCNodeName(cur_cnode_ptr) != kStreamSwitchOpName) {
+      update_cnode_list.emplace_back(cur_cnode_ptr);
+      continue;
+    }
+
+    if (!AnfAlgo::HasNodeAttr(kAttrStreamSwitchKind, cur_cnode_ptr)) {
+      update_cnode_list.emplace_back(cur_cnode_ptr);
+      continue;
+    }
+
+    auto kind = AnfAlgo::GetNodeAttr<uint32_t>(cur_cnode_ptr, kAttrStreamSwitchKind);
+    if (kind != kIndependentStreamSwitch) {
+      update_cnode_list.emplace_back(cur_cnode_ptr);
+      continue;
+    }
+
+    // first independetn stream id is minimum and order by std map;
+    auto first_independent_stream = *(independent_streams.begin());
+    AnfAlgo::SetNodeAttr(kAttrTrueBranchStream, MakeValue<uint32_t>(first_independent_stream), cur_cnode_ptr);
+    update_cnode_list.emplace_back(cur_cnode_ptr);
+    std::copy(exe_orders.begin() + i + 1, exe_orders.end(), std::back_inserter(update_cnode_list));
+    break;
+  }
+
+  independent_stream_activated_ = true;
+  graph_ptr->set_execution_order(update_cnode_list);
+}
+
+void AscendStreamAssign::InsertStreamActiveForCommon(const NotNull<KernelGraphPtr> &graph_ptr) {
   MS_LOG(INFO) << "Start";
   GetProcessedStream(graph_ptr);
   std::vector<CNodePtr> update_cnode_list;
@@ -298,7 +531,8 @@ void AscendStreamAssign::InsertStreamActive(const NotNull<KernelGraphPtr> &graph
 
     if (AnfAlgo::GetCNodeName(cur_cnode_ptr) == kStreamSwitchOpName) {
       MS_LOG(INFO) << "Insert StreamActive op after FP StreamSwitch for stream parallel";
-      UpdateStreamSwitch(graph_ptr, cur_cnode_ptr, &update_cnode_list);
+      // UpdateStreamSwitch(graph_ptr, cur_cnode_ptr, &update_cnode_list);
+      update_cnode_list.emplace_back(cur_cnode_ptr);
     } else {
       update_cnode_list.emplace_back(cur_cnode_ptr);
     }
@@ -308,6 +542,70 @@ void AscendStreamAssign::InsertStreamActive(const NotNull<KernelGraphPtr> &graph
     pre_cnode_ptr = cur_cnode_ptr;
   }
   graph_ptr->set_execution_order(update_cnode_list);
+}
+
+void AscendStreamAssign::InsertStreamActiveForIndependent(const NotNull<KernelGraphPtr> &graph_ptr) {
+  auto root_graph_id = graph_ptr->graph_id();
+  if (root_graph_id == kInvalidGraphId) {
+    return;
+  }
+  std::set<uint32_t> independent_streams;
+  for (const auto &item : independent_graph_map_) {
+    if (item.first == root_graph_id) {
+      independent_streams = item.second;
+    }
+  }
+
+  if (independent_streams.size() <= 1) {
+    MS_LOG(INFO) << "Root graph independent stream size is not more than one, no need insert active";
+    return;
+  }
+  std::vector<CNodePtr> update_cnode_list;
+  auto exe_orders = graph_ptr->execution_order();
+
+  // first independent is been actived, active other independent stream
+  std::vector<uint32_t> streams;
+  std::copy(independent_streams.begin(), independent_streams.end(), std::back_inserter(streams));
+  std::sort(streams.begin(), streams.end());
+  uint32_t node_num = 0;
+  uint32_t cur_stream_id = kInvalidStreamId;
+  for (size_t i = 0; i < exe_orders.size(); i++) {
+    auto cur_cnode_ptr = exe_orders[i];
+    update_cnode_list.emplace_back(cur_cnode_ptr);
+    bool flag = AnfAlgo::IsIndependentNode(cur_cnode_ptr);
+    if (!flag) {
+      continue;
+    }
+
+    auto graph_id = AnfAlgo::GetGraphId(cur_cnode_ptr.get());
+    if (graph_id != root_graph_id) {
+      continue;
+    }
+
+    node_num++;
+    cur_stream_id = AnfAlgo::GetStreamId(cur_cnode_ptr);
+    auto it = std::find(streams.begin(), streams.end(), cur_stream_id);
+    if (it == streams.end()) {
+      MS_LOG(EXCEPTION) << "Can't find independent stream id:" << cur_stream_id;
+    }
+
+    if (it == streams.end() - 1) {
+      std::copy(exe_orders.begin() + i + 1, exe_orders.end(), std::back_inserter(update_cnode_list));
+      break;
+    } else {
+      if (node_num == kCommonMaxTask) {
+        CNodePtr active_ptr = KernelAdjust::GetInstance().CreateStreamActiveOp(graph_ptr);
+        // 1.set stream id
+        AnfAlgo::SetStreamId(cur_stream_id, active_ptr.get());
+        // 2.set active stream ids
+        std::vector<uint32_t> active_index_list{*(it + 1)};
+        AnfAlgo::SetNodeAttr(kAttrActiveStreamList, MakeValue<std::vector<uint32_t>>(active_index_list), active_ptr);
+        update_cnode_list.emplace_back(active_ptr);
+        node_num = 0;
+      }
+    }
+  }
+  graph_ptr->set_execution_order(update_cnode_list);
   MS_LOG(INFO) << "End";
 }
 
@@ -373,7 +671,7 @@ void AscendStreamAssign::UpdateStreamSwitch(const NotNull<KernelGraphPtr> &graph
         break;
       }
     } else {
-      MS_LOG(ERROR) << "independent stream switch exit, but independent stream is empty";
+      MS_LOG(ERROR) << "Independent stream switch exit, but independent stream is empty";
     }
 
     // update processed stream
@@ -472,6 +770,77 @@ void AscendStreamAssign::InsertEventCommonDependHcom(const NotNull<KernelGraphPt
   MS_LOG(INFO) << "After common depend hcom, total event nums:" << resource_manager.get_cur_event_num();
 }
 
+CNodePtr AscendStreamAssign::GetLastInputCnode(const NotNull<KernelGraphPtr> &graph_ptr,
+                                               const CNodePtr &cur_cnode_ptr) {
+  auto cnode_ptr_list = graph_ptr->execution_order();
+  auto &inputs = cur_cnode_ptr->inputs();
+  auto it_pos = cnode_ptr_list.begin();
+  for (size_t i = 1; i < inputs.size(); i++) {
+    if (inputs[i]->isa<CNode>()) {
+      auto cnode = inputs[i]->cast<CNodePtr>();
+      while (opt::IsNopNode(cnode)) {
+        cnode = cnode->inputs()[1]->cast<CNodePtr>();
+      }
+
+      auto it = std::find(it_pos, cnode_ptr_list.end(), cnode);
+      if (it != cnode_ptr_list.end()) {
+        it_pos = it;
+      }
+    } else {
+      continue;
+    }
+  }
+
+  if (it_pos == cnode_ptr_list.begin() && *it_pos != inputs[1]) {
+    MS_LOG(EXCEPTION) << "The input of node:" << AnfAlgo::GetCNodeName(cur_cnode_ptr) << "was not found";
+  }
+
+  MS_LOG(INFO) << "The las input of node:" << cur_cnode_ptr->DebugString() << " is:" << (*it_pos)->fullname_with_scope()
+               << "; name:" << (*it_pos)->DebugString();
+  return *it_pos;
+}
+
+// after memory reuse is correct, use this function
+void AscendStreamAssign::InsertEventHcomDependCommonBak(const NotNull<KernelGraphPtr> &graph_ptr) {
+  AscendResourceMng &resource_manager = AscendResourceMng::GetInstance();
+  auto cnode_ptr_list = graph_ptr->execution_order();
+  vector<CNodePtr> cnodes;
+  CNodePtr cur_cnode_ptr = nullptr;
+  for (size_t i = 0; i < cnode_ptr_list.size(); ++i) {
+    cur_cnode_ptr = cnode_ptr_list[i];
+    MS_EXCEPTION_IF_NULL(cur_cnode_ptr);
+    if (i == 0) {
+      cnodes.emplace_back(cur_cnode_ptr);
+      continue;
+    }
+
+    if (!IsHcom(cur_cnode_ptr)) {
+      cnodes.emplace_back(cur_cnode_ptr);
+      continue;
+    }
+
+    // get the input which located in the lastr exe orders
+    auto last_input_cnode = GetLastInputCnode(graph_ptr, cur_cnode_ptr);
+    auto it = std::find(cnodes.begin(), cnodes.end(), last_input_cnode);
+    if (it == cnodes.end()) {
+      MS_LOG(ERROR) << "hcom:" << AnfAlgo::GetCNodeName(cur_cnode_ptr)
+                    << "get last input:" << AnfAlgo::GetCNodeName(last_input_cnode) << "; but last input not in cnodes";
+    } else {
+      uint32_t cur_event_id = resource_manager.ApplyNewEvent();
+      auto last_stream_id = AnfAlgo::GetStreamId(last_input_cnode);
+      auto send = CreateSendApplyKernel(graph_ptr, cur_event_id, last_stream_id);
+      cnodes.insert(it + 1, send);
+      uint32_t cur_stream_id = AnfAlgo::GetStreamId(cur_cnode_ptr);
+      auto recv = CreateRecvApplyKernel(graph_ptr, cur_event_id, cur_stream_id);
+      cnodes.emplace_back(recv);
+      cnodes.emplace_back(cur_cnode_ptr);
+    }
+  }
+
+  graph_ptr->set_execution_order(cnodes);
+  MS_LOG(INFO) << "After hcom depend common, total event nums:" << resource_manager.get_cur_event_num();
+}
+
 void AscendStreamAssign::InsertEventHcomDependCommon(const NotNull<KernelGraphPtr> &graph_ptr) {
   AscendResourceMng &resource_manager = AscendResourceMng::GetInstance();
   auto cnode_ptr_list = graph_ptr->execution_order();
@@ -641,7 +1010,7 @@ void AscendStreamAssign::InsertEventForIndependentParallel(const NotNull<KernelG
   while (it != cnodes.end()) {
     MS_EXCEPTION_IF_NULL(*it);
     if (AnfAlgo::IsIndependentNode(*it)) {
-      MS_LOG(INFO) << "Deal independent op[" << (*it)->DebugString() << "]";
+      MS_LOG(DEBUG) << "Deal independent op[" << (*it)->DebugString() << "]";
       CNodePtr send_cnode_ptr = CreateSendApplyKernel(graph_ptr, cur_event_id, AnfAlgo::GetStreamId(*it));
       it = cnodes.insert(it + 1, send_cnode_ptr);
 
@@ -690,7 +1059,7 @@ void AscendStreamAssign::GetIndependentMaxTarget(const NotNull<KernelGraphPtr> &
           for (size_t k = 1; k < new_inputs.size(); k++) {
             auto new_real_input = AnfAlgo::VisitKernel(new_inputs[k], 0);
             if (key == new_real_input.first.get()) {
-              MS_LOG(INFO) << "Nop node find max target op:" << AnfAlgo::GetCNodeName(cur_node);
+              MS_LOG(DEBUG) << "Nop node find max target op:" << AnfAlgo::GetCNodeName(cur_node);
               independent_targets_.emplace(target_node.get());
               flag = true;
               break;
@@ -699,7 +1068,7 @@ void AscendStreamAssign::GetIndependentMaxTarget(const NotNull<KernelGraphPtr> &
         } else {
           auto real_input = AnfAlgo::VisitKernel(input, 0);
           if (key == real_input.first.get()) {
-            MS_LOG(INFO) << "Find max target op:" << AnfAlgo::GetCNodeName(cur_node);
+            MS_LOG(DEBUG) << "Find max target op:" << AnfAlgo::GetCNodeName(cur_node);
             independent_targets_.emplace(target_node.get());
             flag = true;
           }
@@ -772,7 +1141,7 @@ void AscendStreamAssign::InsertCtrlForIndependentParallel(const NotNull<KernelGr
   auto max_index = GetMaxIndexTarget(graph_ptr);
   auto &exe_orders = graph_ptr->execution_order();
   if (max_index >= exe_orders.size()) {
-    MS_LOG(EXCEPTION) << "max target index:" << max_index << " is greater than graph orders size:" << exe_orders.size();
+    MS_LOG(EXCEPTION) << "Max target index:" << max_index << " is greater than graph orders size:" << exe_orders.size();
   }
 
   auto max_node_stream = AnfAlgo::GetStreamId(exe_orders[max_index]);
@@ -813,16 +1182,19 @@ void AscendStreamAssign::GetNeedActiveStreams(const NotNull<KernelGraphPtr> &gra
   }
 
   // 2)independent stream:if has not been activate, push to need active vector
+  auto root_graph_id = graph_ptr->graph_id();
   if (!independent_stream_activated_) {
-    for (auto &item : independent_stream_map_) {
-      need_first_active_streams_.emplace_back(item.first);
+    auto it = independent_graph_map_.find(root_graph_id);
+    if (it != independent_graph_map_.end()) {
+      need_first_active_streams_.push_back(*(it->second.begin()));
     }
   }
 
   // 3)hcom stream:if has not been activate, push to need active vector
   if (!hcom_stream_activated_) {
-    for (auto &item : hcom_stream_map_) {
-      need_first_active_streams_.emplace_back(item.first);
+    auto it = hcom_graph_map_.find(root_graph_id);
+    if (it != hcom_graph_map_.end()) {
+      std::copy(it->second.begin(), it->second.end(), std::back_inserter(need_first_active_streams_));
     }
   }
 
@@ -831,6 +1203,10 @@ void AscendStreamAssign::GetNeedActiveStreams(const NotNull<KernelGraphPtr> &gra
   if (it == need_first_active_streams_.end()) {
     need_first_active_streams_.emplace_back(0);
   }
+  MS_LOG(INFO) << "Finally, need active first stream include:";
+  for (const auto &item : need_first_active_streams_) {
+    MS_LOG(INFO) << "stream id:" << item;
+  }
 }
 
 // section8
@@ -977,14 +1353,14 @@ vector<CNodePtr>::iterator AscendStreamAssign::FindTargetOp(vector<CNodePtr>::it
         for (size_t j = 1; j < new_inputs.size(); j++) {
           auto new_real_input = AnfAlgo::VisitKernel(new_inputs[j], 0);
           if (node == new_real_input.first) {
-            MS_LOG(INFO) << "Nop node find target op[" << (*begin)->DebugString() << "]";
+            MS_LOG(DEBUG) << "Nop node find target op[" << (*begin)->DebugString() << "]";
             return begin;
           }
         }
       } else {
         auto real_input = AnfAlgo::VisitKernel(input, 0);
         if (node == real_input.first) {
-          MS_LOG(INFO) << "Find target op[" << (*begin)->DebugString() << "]";
+          MS_LOG(DEBUG) << "Find target op[" << (*begin)->DebugString() << "]";
           return begin;
         }
       }
@@ -1040,6 +1416,7 @@ void AscendStreamAssign::GetHcomStreams(std::vector<uint32_t> *streams) {
 void AscendStreamAssign::Reset() {
   independent_stream_activated_ = false;
   hcom_stream_activated_ = false;
+  loop_sink_ = false;
   independent_stream_map_.clear();
   hcom_stream_map_.clear();
   common_stream_map_.clear();
@@ -1049,6 +1426,9 @@ void AscendStreamAssign::Reset() {
   stream_relations_.clear();
   event_map_.clear();
   independent_targets_.clear();
+  independent_graph_map_.clear();
+  hcom_graph_map_.clear();
+  middle_active_streams_.clear();
 }
 
 // section 10
@@ -1101,7 +1481,12 @@ void AscendStreamAssign::DFS(uint32_t start, std::vector<uint32_t> *group) {
 }
 
 void AscendStreamAssign::GetStreamRelations() {
-  for (const auto &start : need_first_active_streams_) {
+  auto starts = middle_active_streams_;
+  for (const auto &stream : need_first_active_streams_) {
+    starts.emplace(stream);
+  }
+
+  for (const auto &start : starts) {
     vector<uint32_t> group{start};
     DFS(start, &group);
   }
@@ -1188,7 +1573,8 @@ void AscendStreamAssign::GetStreamActiveStreamRelation(const NotNull<KernelGraph
       if (stream <= cur_stream_id) {
         MS_LOG(INFO) << "MIDDLE StreamActive active stream is less than self stream, no need deal";
       } else {
-        MS_LOG(ERROR) << "MIDDLE StreamActive active stream is greater than self stream, should not be exit now";
+        MS_LOG(INFO) << "MIDDLE StreamActive :" << cur_stream_id << ", active target stream:" << stream;
+        middle_active_streams_.emplace(stream);
       }
     }
   }

mindspore/ccsrc/runtime/device/ascend/ascend_stream_assign.h

@@ -123,11 +123,18 @@ class AscendStreamAssign {
   void CheckEventAssign(const NotNull<KernelGraphPtr> &graph_ptr);
   void AssignAllNodesStream(const NotNull<KernelGraphPtr> &graph_ptr);
   void AssignCommonStreamId(const CNodePtr &cur_cnode_ptr);
-  void AssignHcomStreamId(const CNodePtr &cur_cnode_ptr);
-  void AssignIndependentStreamId(const CNodePtr &cur_cnode_ptr);
+  uint32_t AssignHcomStreamId(const CNodePtr &cur_cnode_ptr, bool new_graph);
+  uint32_t AssignIndependentStreamId(const CNodePtr &cur_cnode_ptr, bool new_graph);
   void UpdateAtomicAddrCleanStreamId(const NotNull<KernelGraphPtr> &graph_ptr);
   void FindHcomParallelStreams(const NotNull<KernelGraphPtr> &graph_ptr);
   void InsertStreamActive(const NotNull<KernelGraphPtr> &graph_ptr);
+  void InsertStreamActiveForCommon(const NotNull<KernelGraphPtr> &graph_ptr);
+  void InsertStreamActiveForIndependent(const NotNull<KernelGraphPtr> &graph_ptr);
+  void InsertStreamActiveForParallel(const NotNull<KernelGraphPtr> &graph_ptr);
+  void ActiveRootGraphHcom(const NotNull<KernelGraphPtr> &graph_ptr, const std::set<uint32_t> &hcom_streams);
+  void ActiveRootGraphIndependent(const NotNull<KernelGraphPtr> &graph_ptr, std::set<uint32_t> independent_streams);
+  void ActiveOtherGraphParallel(const NotNull<KernelGraphPtr> &graph_ptr,
+                                std::map<uint32_t, std::set<uint32_t>> other_graph);
   void UpdateStreamSwitch(const NotNull<KernelGraphPtr> &graph_ptr, const CNodePtr &switch_ptr,
                           vector<CNodePtr> *orders);
   void InsertEventForIndependentParallel(const NotNull<KernelGraphPtr> &graph_ptr);
@@ -135,9 +142,11 @@ class AscendStreamAssign {
   void InsertEventForHcomParallel(const NotNull<KernelGraphPtr> &graph_ptr);
   void InsertEventCommonDependHcom(const NotNull<KernelGraphPtr> &graph_ptr);
   void InsertEventHcomDependCommon(const NotNull<KernelGraphPtr> &graph_ptr);
+  void InsertEventHcomDependCommonBak(const NotNull<KernelGraphPtr> &graph_ptr);
   void InsertEventHcomDependHcom(const NotNull<KernelGraphPtr> &graph_ptr);
   void InsertEventBetweenHcom(const NotNull<KernelGraphPtr> &graph_ptr, const map<uint32_t, vector<size_t>> &hcom_index,
                               uint32_t first_hcom_stream, uint32_t last_hcom_stream);
+  CNodePtr GetLastInputCnode(const NotNull<KernelGraphPtr> &graph_ptr, const CNodePtr &cur_cnode_ptr);
   bool IsSatisfiedHcom(const std::map<uint32_t, vector<size_t>> &hcom_index, const CNodePtr &node_ptr, size_t index);
 
   void GetProcessedStream(const NotNull<KernelGraphPtr> &graph_ptr);
@@ -155,6 +164,7 @@ class AscendStreamAssign {
   vector<CNodePtr>::iterator FindTargetOp(vector<CNodePtr>::iterator begin, vector<CNodePtr>::iterator end,
                                           const CNodePtr &node);
   void GetParallelStream(uint32_t cur_stream_id, uint32_t stream_acitve_id, std::vector<uint32_t> *parallel_streams);
+  void SetLoopSink();
 
   // function for memory resue
   void GetStreamRelations();
@@ -172,17 +182,23 @@ class AscendStreamAssign {
 
   bool independent_stream_activated_{false};
   bool hcom_stream_activated_{false};
+  bool loop_sink_{false};
+  // key:stream id, value:task nums;
   std::map<uint32_t, uint32_t> independent_stream_map_{};
   std::map<uint32_t, uint32_t> hcom_stream_map_{};
   std::map<uint32_t, uint32_t> common_stream_map_{};
   std::set<uint32_t> processed_streams_{};
   std::vector<uint32_t> need_first_active_streams_{};
   std::set<CNodeKey> independent_targets_;
+  // key:graph id, value:stream set
+  std::map<uint32_t, std::set<uint32_t>> hcom_graph_map_;
+  std::map<uint32_t, std::set<uint32_t>> independent_graph_map_;
 
   // attr for memory copy reuse
   std::map<uint32_t, std::vector<uint32_t>> stream_relations_{};
   std::vector<std::vector<uint32_t>> stream_groups_{};
-  std::map<CNodePtr, CNodePtr> event_map_;
+  std::map<CNodePtr, CNodePtr> event_map_{};
+  std::set<uint32_t> middle_active_streams_{};
   // new policy end
 };
 }  // namespace ascend