/** * Copyright 2020 Huawei Technologies Co., Ltd * * Licensed under the Apache License, Version 2.0 (the "License"); * you may not use this file except in compliance with the License. * You may obtain a copy of the License at * * http://www.apache.org/licenses/LICENSE-2.0 * * Unless required by applicable law or agreed to in writing, software * distributed under the License is distributed on an "AS IS" BASIS, * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. * See the License for the specific language governing permissions and * limitations under the License. */ #include "graph/passes/merge_to_stream_merge_pass.h" #include "common/ge/ge_util.h" #include "ge/ge_api_types.h" #include "graph/common/omg_util.h" namespace ge { Status MergeToStreamMergePass::Run(ComputeGraphPtr graph) { GELOGD("MergeToStreamMergePass Enter"); bypass_nodes_.clear(); for (const auto &node : graph->GetDirectNode()) { if ((node->GetType() != MERGE) && (node->GetType() != REFMERGE)) { continue; } OpDescPtr merge_op_desc = node->GetOpDesc(); GE_CHECK_NOTNULL(merge_op_desc); if (merge_op_desc->HasAttr(ATTR_INSERT_BY_MBATCH)) { GE_CHK_STATUS_RET(AddMemcpyAsyncNodes(graph, node, true), "Merge add memcpy node failed."); GE_CHK_STATUS_RET(SetStreamLabel(node, node->GetName()), "Set stream label failed"); } else { GE_CHK_STATUS_RET(ReplaceMergeNode(graph, node), "Add StreamMerge node failed."); } } for (const auto &node : bypass_nodes_) { GE_CHK_BOOL_EXEC(GraphUtils::RemoveNodeWithoutRelink(graph, node) == GRAPH_SUCCESS, return FAILED, "Remove merge node failed."); } GELOGD("MergeToStreamMergePass Leave"); return SUCCESS; } /// /// @brief Replace Merge Op /// @param [in] graph /// @param [in] merge_node /// @return Status /// Status MergeToStreamMergePass::ReplaceMergeNode(const ComputeGraphPtr &graph, const NodePtr &merge_node) { OpDescPtr merge_op_desc = merge_node->GetOpDesc(); GE_CHECK_NOTNULL(merge_op_desc); const std::string &node_name = merge_node->GetName(); GELOGI("Create StreamMerge Op, name=%s.", node_name.c_str()); OpDescPtr op_desc = MakeShared(node_name, STREAMMERGE); if (op_desc == nullptr) { GELOGE(FAILED, "Create op_desc failed, StreamMerge:%s.", node_name.c_str()); return FAILED; } for (const InDataAnchorPtr &in_anchor : merge_node->GetAllInDataAnchors()) { GE_CHK_BOOL_EXEC(op_desc->AddInputDesc(merge_op_desc->GetInputDesc(in_anchor->GetIdx())) == GRAPH_SUCCESS, return FAILED, "Create StreamMerge op: add input desc failed."); } for (const OutDataAnchorPtr &out_anchor : merge_node->GetAllOutDataAnchors()) { GE_CHK_BOOL_EXEC(op_desc->AddOutputDesc(merge_op_desc->GetOutputDesc(out_anchor->GetIdx())) == GRAPH_SUCCESS, return FAILED, "Create StreamMerge op: add output desc failed."); } NodePtr stream_merge = graph->AddNode(op_desc); GE_CHK_BOOL_EXEC(stream_merge != nullptr, return FAILED, "Insert StreamMerge node failed."); GE_CHK_STATUS_RET(MoveEdges(merge_node, stream_merge), "Move edges failed."); bypass_nodes_.insert(merge_node); if (merge_op_desc->HasAttr(ATTR_NAME_NEXT_ITERATION)) { std::string next_iteration_name; GE_IF_BOOL_EXEC(!AttrUtils::GetStr(merge_op_desc, ATTR_NAME_NEXT_ITERATION, next_iteration_name), GELOGE(INTERNAL_ERROR, "Get ATTR_NAME_NEXT_ITERATION failed"); return INTERNAL_ERROR); GE_CHK_STATUS_RET(SetNextIteration(stream_merge, next_iteration_name), "Set next iteration failed"); } if (merge_op_desc->HasAttr(ATTR_NAME_BATCH_LABEL)) { string batch_label; (void)AttrUtils::GetStr(merge_op_desc, ATTR_NAME_BATCH_LABEL, batch_label); if (!batch_label.empty()) { auto stream_merge_desc = stream_merge->GetOpDesc(); GE_CHECK_NOTNULL(stream_merge_desc); (void)AttrUtils::SetStr(stream_merge_desc, ATTR_NAME_BATCH_LABEL, batch_label); } } return AddMemcpyAsyncNodes(graph, stream_merge, false); } /// /// @brief Add MemcpyAsync Op as StreamMerge in_node /// @param [in] graph /// @param [in] node /// @param [in] multi_batch_flag /// @return Status /// Status MergeToStreamMergePass::AddMemcpyAsyncNodes(const ComputeGraphPtr &graph, const NodePtr &node, bool multi_batch_flag) { GE_CHK_BOOL_EXEC(node != nullptr, return FAILED, "Param of pre node is null."); for (const InDataAnchorPtr &in_data_anchor : node->GetAllInDataAnchors()) { OutDataAnchorPtr peer_out_anchor = in_data_anchor->GetPeerOutAnchor(); GE_IF_BOOL_EXEC(peer_out_anchor == nullptr, continue); NodePtr in_node = peer_out_anchor->GetOwnerNode(); const std::string &type = in_node->GetType(); // For WhileLoop no need memcpy & active for merge. GE_IF_BOOL_EXEC((type == ENTER) || (type == REFENTER) || (type == NEXTITERATION) || (type == REFNEXTITERATION), continue); const std::string &memcpy_name = node->GetName() + "_input_" + std::to_string(in_data_anchor->GetIdx()); NodePtr memcpy_node = CreateMemcpyAsyncNode(graph, memcpy_name, peer_out_anchor, multi_batch_flag); GE_CHK_BOOL_EXEC(memcpy_node != nullptr, return FAILED, "Create MemcpyAsync node failed."); GE_CHK_STATUS(GraphUtils::RemoveEdge(peer_out_anchor, in_data_anchor), "MemcpyAsync node remove edge failed."); GE_CHK_STATUS(GraphUtils::AddEdge(peer_out_anchor, memcpy_node->GetInDataAnchor(0)), "MemcpyAsync node add edge failed."); GE_CHK_STATUS(GraphUtils::AddEdge(memcpy_node->GetOutDataAnchor(0), in_data_anchor), "MemcpyAsync node add edge failed."); NodePtr active_node = CreateActiveNode(graph, memcpy_node); GE_CHK_BOOL_EXEC(active_node != nullptr, return FAILED, "Create StreamActive node failed."); GE_CHK_STATUS(GraphUtils::AddEdge(active_node->GetOutControlAnchor(), node->GetInControlAnchor()), "StreamActive add ctrl edge failed."); if (SetActiveLabelList(active_node, { node->GetName() }) != SUCCESS) { GELOGE(FAILED, "SetActiveLabelList for node %s failed.", active_node->GetName().c_str()); return FAILED; } } return SUCCESS; } /// /// @brief Add MemcpyAsync Node /// @param [in] graph /// @param [in] name /// @param [in] out_data_anchor /// @param [in] multi_batch_flag /// @return ge::NodePtr /// NodePtr MergeToStreamMergePass::CreateMemcpyAsyncNode(const ComputeGraphPtr &graph, const std::string &name, const OutDataAnchorPtr &out_data_anchor, bool multi_batch_flag) { GE_CHK_BOOL_EXEC(out_data_anchor != nullptr, return nullptr, "Param of input node is null."); OpDescPtr pre_op_desc = out_data_anchor->GetOwnerNode()->GetOpDesc(); GE_CHK_BOOL_EXEC(pre_op_desc != nullptr, return nullptr, "OpDesc of pre node is invalid."); const std::string &memcpy_type = multi_batch_flag ? MEMCPYADDRASYNC : MEMCPYASYNC; const std::string &node_name = name + "_" + memcpy_type; GELOGI("Create MemcpyAsync op:%s.", node_name.c_str()); OpDescPtr op_desc = MakeShared(node_name, memcpy_type); if (op_desc == nullptr) { GELOGE(FAILED, "Create op_desc failed, MemcpyAsync:%s.", node_name.c_str()); return nullptr; } GE_CHK_BOOL_EXEC(op_desc->AddInputDesc(pre_op_desc->GetOutputDesc(out_data_anchor->GetIdx())) == GRAPH_SUCCESS, return nullptr, "Create MemcpyAsync op: add input desc failed."); GE_CHK_BOOL_EXEC(op_desc->AddOutputDesc(pre_op_desc->GetOutputDesc(out_data_anchor->GetIdx())) == GRAPH_SUCCESS, return nullptr, "Create MemcpyAsync op: add output desc failed."); return graph->AddNode(op_desc); } /// /// @brief Create Active Op /// @param [in] graph /// @param [in] node /// @return ge::NodePtr /// NodePtr MergeToStreamMergePass::CreateActiveNode(const ComputeGraphPtr &graph, const NodePtr &node) { const std::string &node_name = node->GetName() + "_" + STREAMACTIVE; GELOGI("Create StreamActive op:%s.", node_name.c_str()); OpDescPtr op_desc = MakeShared(node_name, STREAMACTIVE); if (op_desc == nullptr) { GELOGE(FAILED, "Create op_desc failed, StreamActive:%s.", node_name.c_str()); return nullptr; } NodePtr active_node = graph->AddNode(op_desc); GE_CHK_BOOL_EXEC(active_node != nullptr, return nullptr, "Create StreamActive node failed."); GE_IF_BOOL_EXEC(GraphUtils::AddEdge(node->GetOutControlAnchor(), active_node->GetInControlAnchor()) != SUCCESS, GELOGE(INTERNAL_ERROR, "add edge failed"); return nullptr); GE_IF_BOOL_EXEC(SetSwitchBranchNodeLabel(active_node, node_name) != SUCCESS, GELOGE(INTERNAL_ERROR, "set switch branch node label failed"); return nullptr); return active_node; } /// /// @brief move edges from old_node to new_node /// @param [in] old_node /// @param [in] new_node /// @return Status /// Status MergeToStreamMergePass::MoveEdges(const NodePtr &old_node, const NodePtr &new_node) { for (const InDataAnchorPtr &in_data_anchor : old_node->GetAllInDataAnchors()) { OutDataAnchorPtr peer_out_anchor = in_data_anchor->GetPeerOutAnchor(); GE_IF_BOOL_EXEC(peer_out_anchor == nullptr, continue); GE_CHK_STATUS(GraphUtils::RemoveEdge(peer_out_anchor, in_data_anchor), "Merge remove in data edge failed."); GE_CHK_STATUS(GraphUtils::AddEdge(peer_out_anchor, new_node->GetInDataAnchor(in_data_anchor->GetIdx())), "StreamMerge add in data edge failed."); } for (const OutDataAnchorPtr &out_data_anchor : old_node->GetAllOutDataAnchors()) { for (const InDataAnchorPtr &peer_in_anchor : out_data_anchor->GetPeerInDataAnchors()) { GE_CHK_STATUS(GraphUtils::RemoveEdge(out_data_anchor, peer_in_anchor), "Merge remove out data edge failed."); GE_CHK_STATUS(GraphUtils::AddEdge(new_node->GetOutDataAnchor(out_data_anchor->GetIdx()), peer_in_anchor), "StreamMerge add out data edge failed."); } } for (const NodePtr &in_ctrl_node : old_node->GetInControlNodes()) { GE_CHK_STATUS(GraphUtils::RemoveEdge(in_ctrl_node->GetOutControlAnchor(), old_node->GetInControlAnchor()), "Merge remove in ctrl edge failed."); GE_CHK_STATUS(GraphUtils::AddEdge(in_ctrl_node->GetOutControlAnchor(), new_node->GetInControlAnchor()), "StreamMerge add in ctrl edge failed."); } for (const NodePtr &out_ctrl_node : old_node->GetOutControlNodes()) { GE_CHK_STATUS(GraphUtils::RemoveEdge(old_node->GetOutControlAnchor(), out_ctrl_node->GetInControlAnchor()), "Merge remove out ctrl edge failed."); GE_CHK_STATUS(GraphUtils::AddEdge(new_node->GetOutControlAnchor(), out_ctrl_node->GetInControlAnchor()), "StreamMerge add out ctrl edge failed."); } return SUCCESS; } } // namespace ge