/** * 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/switch_to_stream_switch_pass.h" #include #include "common/ge/ge_util.h" #include "framework/common/debug/ge_log.h" #include "framework/common/debug/log.h" #include "framework/common/ge_inner_error_codes.h" #include "framework/common/types.h" #include "ge/ge_api_types.h" #include "graph/common/omg_util.h" #include "graph/debug/ge_attr_define.h" #include "graph/ge_context.h" #include "graph/utils/type_utils.h" namespace ge { Status SwitchToStreamSwitchPass::Run(ComputeGraphPtr graph) { GELOGD("SwitchToStreamSwitchPass Enter"); GE_CHK_STATUS_RET(CheckCycleDependence(graph), "Check cyclic dependence failed."); for (const auto &switch_node : switch_nodes_) { GE_CHK_STATUS_RET(ReplaceSwitchNode(graph, switch_node), "Replace Switch by StreamSwitch failed."); } GE_CHK_STATUS_RET(CombineSwitchNode(graph), "Combine StreamSwitch nodes failed."); for (const auto &node : bypass_nodes_) { GE_CHK_BOOL_EXEC(graph->IsolateNode(node) == GRAPH_SUCCESS, return FAILED, "Isolate node failed."); GE_CHK_BOOL_EXEC(GraphUtils::RemoveNodeWithoutRelink(graph, node) == GRAPH_SUCCESS, return FAILED, "Remove switch node failed."); } GELOGD("SwitchToStreamSwitchPass Leave"); return SUCCESS; } /// /// @brief Clear Status /// @return /// Status SwitchToStreamSwitchPass::ClearStatus() { switch_nodes_.clear(); switch_cyclic_map_.clear(); bypass_nodes_.clear(); stream_switch_nodes_.clear(); cond_node_map_.clear(); switch_node_map_.clear(); node_num_map_.clear(); return SUCCESS; } /// /// @brief Check cyclic dependence /// @param [in] graph /// @return Status /// Status SwitchToStreamSwitchPass::CheckCycleDependence(const ComputeGraphPtr &graph) { std::string type; std::unordered_map> cond_switch_map; for (const NodePtr &node : graph->GetDirectNode()) { GE_CHK_STATUS_RET(GetOriginalType(node, type), "Get node type failed."); if ((type != SWITCH) && (type != REFSWITCH)) { continue; } InDataAnchorPtr in_cond_anchor = node->GetInDataAnchor(SWITCH_PRED_INPUT); GE_CHECK_NOTNULL(in_cond_anchor); OutDataAnchorPtr peer_out_anchor = in_cond_anchor->GetPeerOutAnchor(); GE_CHECK_NOTNULL(peer_out_anchor); if (FindSwitchCondInput(peer_out_anchor) != SUCCESS) { GELOGE(FAILED, "Find pred_input for switch_node %s failed.", node->GetName().c_str()); return FAILED; } NodePtr cond_node = peer_out_anchor->GetOwnerNode(); auto iter = cond_switch_map.find(cond_node); if (iter == cond_switch_map.end()) { cond_switch_map[cond_node] = { node }; } else { iter->second.emplace_back(node); } switch_nodes_.emplace_back(node); } MarkCycleDependence(cond_switch_map); return SUCCESS; } /// /// @brief Mark cyclic dependence /// @param [in] graph /// @param [in] cond_switch_map /// @return void /// void SwitchToStreamSwitchPass::MarkCycleDependence( const std::unordered_map> &cond_switch_map) { std::stack out_nodes; NodePtr tmp_node = nullptr; std::unordered_set visited; for (const auto &iter : cond_switch_map) { std::set switch_nodes(iter.second.begin(), iter.second.end()); for (const auto &switch_node : switch_nodes) { GELOGD("MarkCycleDependence: cond_node=%s, switch=%s.", iter.first->GetName().c_str(), switch_node->GetName().c_str()); for (const auto &node : switch_node->GetOutAllNodes()) { out_nodes.push(node); } } visited.clear(); while (!out_nodes.empty()) { tmp_node = out_nodes.top(); out_nodes.pop(); if (visited.count(tmp_node) > 0) { continue; } GELOGD("MarkCycleDependence: tmp_node=%s.", tmp_node->GetName().c_str()); for (const NodePtr &out_node : tmp_node->GetOutAllNodes()) { if (switch_nodes.find(out_node) == switch_nodes.end()) { out_nodes.push(out_node); continue; } GE_IF_BOOL_EXEC(SetCyclicDependenceFlag(out_node) != SUCCESS, GELOGW("set cyclic dependence attr failed."); return ); auto map_iter = switch_cyclic_map_.find(out_node); if (map_iter == switch_cyclic_map_.end()) { switch_cyclic_map_[out_node] = {tmp_node->GetName()}; } else { map_iter->second.insert(tmp_node->GetName()); } } visited.insert(tmp_node); } } return; } /// /// @brief Replace Switch Op /// @param [in] graph /// @param [in] switch_node /// @return Status /// Status SwitchToStreamSwitchPass::ReplaceSwitchNode(const ComputeGraphPtr &graph, const NodePtr &switch_node) { OutDataAnchorPtr peer_data_anchor = nullptr; OutDataAnchorPtr peer_cond_anchor = nullptr; GE_CHK_BOOL_EXEC(BypassSwitchNode(switch_node, peer_data_anchor, peer_cond_anchor) == SUCCESS, return FAILED, "Bypass switch node %s failed.", switch_node->GetName().c_str()); GE_CHECK_NOTNULL(peer_data_anchor); GE_CHECK_NOTNULL(peer_cond_anchor); OpDescPtr cond_desc = peer_cond_anchor->GetOwnerNode()->GetOpDesc(); GE_CHECK_NOTNULL(cond_desc); DataType cond_data_type = cond_desc->GetOutputDesc(peer_cond_anchor->GetIdx()).GetDataType(); GE_CHK_BOOL_EXEC(cond_data_type == DT_BOOL, return FAILED, "pred_input of Switch only support DT_BOOL data_type, but %s exactly.", TypeUtils::DataTypeToSerialString(cond_data_type).c_str()); OpDescPtr switch_desc = switch_node->GetOpDesc(); GE_CHECK_NOTNULL(switch_desc); bool cyclic_flag = switch_desc->HasAttr(ATTR_NAME_CYCLIC_DEPENDENCE_FLAG); std::set out_node_list; for (const auto &out_data_anchor : switch_node->GetAllOutDataAnchors()) { bool true_branch_flag = (static_cast(out_data_anchor->GetIdx()) == SWITCH_TRUE_OUTPUT); NodePtr stream_switch = nullptr; out_node_list.clear(); for (const auto &peer_in_anchor : out_data_anchor->GetPeerAnchors()) { GE_IF_BOOL_EXEC(stream_switch == nullptr, { stream_switch = CreateStreamSwitchNode(graph, switch_node, true_branch_flag ? "_t" : "_f", peer_cond_anchor); GE_CHK_BOOL_EXEC(stream_switch != nullptr, return FAILED, "Create stream_switch node failed."); if (SetSwitchTrueBranchFlag(stream_switch, true_branch_flag) != SUCCESS) { GELOGE(FAILED, "SetSwitchTrueBranchFlag for node %s failed.", stream_switch->GetName().c_str()); return FAILED; } if (MarkBranches(peer_cond_anchor, stream_switch, true_branch_flag) != SUCCESS) { GELOGE(FAILED, "Mark branches for stream_switch %s failed.", stream_switch->GetName().c_str()); return FAILED; } if (!cyclic_flag) { GE_CHK_STATUS(GraphUtils::AddEdge(peer_data_anchor->GetOwnerNode()->GetOutControlAnchor(), stream_switch->GetInControlAnchor()), "StreamSwitch node add ctl edge failed."); } }); GE_CHK_STATUS(GraphUtils::RemoveEdge(out_data_anchor, peer_in_anchor), "Remove Switch data output failed."); NodePtr out_node = peer_in_anchor->GetOwnerNode(); GE_CHK_STATUS(GraphUtils::AddEdge(peer_data_anchor, peer_in_anchor), "StreamSwitch node add edge failed."); GE_CHK_STATUS(GraphUtils::AddEdge(stream_switch->GetOutControlAnchor(), out_node->GetInControlAnchor()), "StreamSwitch node add ctl edge failed."); out_node_list.insert(out_node->GetName()); } GE_IF_BOOL_EXEC(stream_switch != nullptr, { MoveCtrlEdges(switch_node, stream_switch); switch_node_map_[stream_switch] = out_node_list; if (SetOriginalNodeName(stream_switch, switch_node->GetName()) != SUCCESS) { GELOGE(FAILED, "SetOriginalNodeName for node %s failed.", stream_switch->GetName().c_str()); return FAILED; } }); } (void)bypass_nodes_.insert(switch_node); return SUCCESS; } /// /// @brief Bypass Switch Node /// @param [in] switch_node /// @param [out] peer_data_anchor /// @param [out] peer_cond_anchor /// @return Status /// Status SwitchToStreamSwitchPass::BypassSwitchNode(const NodePtr &switch_node, OutDataAnchorPtr &peer_data_anchor, OutDataAnchorPtr &peer_cond_anchor) { for (uint32_t idx = 0; idx < SWITCH_INPUT_NUM; ++idx) { InDataAnchorPtr in_data_anchor = switch_node->GetInDataAnchor(idx); GE_CHECK_NOTNULL(in_data_anchor); OutDataAnchorPtr peer_out_anchor = in_data_anchor->GetPeerOutAnchor(); GE_CHECK_NOTNULL(peer_out_anchor); // Remove Switch data input. if (GraphUtils::RemoveEdge(peer_out_anchor, in_data_anchor) != GRAPH_SUCCESS) { GELOGE(FAILED, "Remove data edge %s->%s failed.", peer_out_anchor->GetOwnerNode()->GetName().c_str(), switch_node->GetName().c_str()); return FAILED; } if (idx == SWITCH_DATA_INPUT) { peer_data_anchor = peer_out_anchor; } else { peer_cond_anchor = peer_out_anchor; } } return SUCCESS; } /// /// @brief Find Switch cond input /// @param [out] peer_cond_anchor /// @return Status /// Status SwitchToStreamSwitchPass::FindSwitchCondInput(OutDataAnchorPtr &peer_cond_anchor) { NodePtr tmp_node = nullptr; std::string type; bool pass_flag = true; while (pass_flag) { if (tmp_node == nullptr) { tmp_node = peer_cond_anchor->GetOwnerNode(); } else { InDataAnchorPtr in_data_anchor = tmp_node->GetInDataAnchor(SWITCH_DATA_INPUT); GE_CHECK_NOTNULL(in_data_anchor); peer_cond_anchor = in_data_anchor->GetPeerOutAnchor(); GE_CHECK_NOTNULL(peer_cond_anchor); tmp_node = peer_cond_anchor->GetOwnerNode(); } GE_CHK_STATUS_RET(GetOriginalType(tmp_node, type), "Get node type failed."); pass_flag = ((type == SWITCH) || (type == REFSWITCH)); } return SUCCESS; } /// /// @brief Create StreamSwitch Node /// @param [in] graph /// @param [in] switch_node /// @param [in] suffix /// @param [in] peer_cond_anchor /// @return ge::NodePtr /// NodePtr SwitchToStreamSwitchPass::CreateStreamSwitchNode(const ComputeGraphPtr &graph, const NodePtr &switch_node, const std::string &suffix, const OutDataAnchorPtr &peer_cond_anchor) { OpDescPtr switch_op_desc = switch_node->GetOpDesc(); GE_CHK_BOOL_EXEC(switch_op_desc != nullptr, return nullptr, "OpDesc of Switch node is invalid."); GE_IF_BOOL_EXEC(switch_op_desc->GetInputsSize() != SWITCH_INPUT_NUM, { GELOGE(FAILED, "Switch input param invalid, input_size=%lu, should be %u.", switch_op_desc->GetInputsSize(), SWITCH_INPUT_NUM); return nullptr; }); const std::string &node_name = switch_node->GetName() + "_" + STREAMSWITCH + suffix; GELOGI("Create StreamSwitch, name=%s.", node_name.c_str()); OpDescPtr op_desc = MakeShared(node_name, STREAMSWITCH); if (op_desc == nullptr) { GELOGE(FAILED, "Create op_desc failed, StreamSwitch:%s.", node_name.c_str()); return nullptr; } // mark hccl group id std::string hccl_group_id; if (AttrUtils::GetStr(switch_node->GetOpDesc(), ATTR_NAME_HCCL_FUSED_GROUP, hccl_group_id)) { (void)AttrUtils::SetStr(op_desc, ATTR_NAME_HCCL_FUSED_GROUP, hccl_group_id); GELOGD("Set attr ATTR_NAME_HCCL_FUSED_GROUP for Stream_Switch %s, value is %s.", node_name.c_str(), hccl_group_id.c_str()); } if (!AttrUtils::SetInt(op_desc, ATTR_NAME_SWITCH_DATA_TYPE, RT_SWITCH_INT32) || !AttrUtils::SetInt(op_desc, ATTR_NAME_STREAM_SWITCH_COND, (int64_t)RT_EQUAL)) { GELOGE(INTERNAL_ERROR, "set int failed"); return nullptr; } // Already checked, first input is Variable will passed, second is condition will checked. GeTensorDesc cond_input_desc = switch_op_desc->GetInputDesc(SWITCH_PRED_INPUT); GeTensorDesc input_desc(GeShape(cond_input_desc.GetShape().GetDims()), cond_input_desc.GetFormat(), DT_INT32); GE_CHK_BOOL_EXEC(op_desc->AddInputDesc(input_desc) == GRAPH_SUCCESS, return nullptr, "Create StreamSwitch node: add input desc failed."); GE_CHK_BOOL_EXEC(op_desc->AddInputDesc(input_desc) == GRAPH_SUCCESS, return nullptr, "Create StreamSwitch node: add input desc failed."); NodePtr stream_switch = graph->AddNode(op_desc); GE_CHK_BOOL_EXEC(stream_switch != nullptr, return nullptr, "Insert StreamSwitch node failed."); GE_CHK_STATUS(GraphUtils::AddEdge(peer_cond_anchor, stream_switch->GetInDataAnchor(0)), "StreamSwitch node add cond edge failed."); return stream_switch; } /// /// @brief Mark Switch Branch /// @param [in] peer_cond_anchor /// @param [in] stream_switch /// @param [in] true_branch_flag /// @return Status /// Status SwitchToStreamSwitchPass::MarkBranches(const OutDataAnchorPtr &peer_cond_anchor, const NodePtr &stream_switch, bool true_branch_flag) { uint32_t index = true_branch_flag ? SWITCH_TRUE_OUTPUT : SWITCH_FALSE_OUTPUT; auto it = cond_node_map_.find(peer_cond_anchor); if (it != cond_node_map_.end()) { int64_t switch_group_id = GetGroupId(stream_switch); auto switch_group_it = it->second.find(switch_group_id); if (switch_group_it == it->second.end()) { std::list false_node_list; std::list true_node_list; std::list &node_list = true_branch_flag ? true_node_list : false_node_list; node_list.emplace_back(stream_switch); std::vector> switch_list; switch_list.emplace_back(false_node_list); switch_list.emplace_back(true_node_list); it->second[switch_group_id] = switch_list; } else { GE_IF_BOOL_EXEC(switch_group_it->second.size() != SWITCH_OUTPUT_NUM, { GELOGE(INTERNAL_ERROR, "Check size failed, node: %s", stream_switch->GetName().c_str()); return FAILED; }); switch_group_it->second[index].emplace_back(stream_switch); } } else { int64_t switch_group_id = GetGroupId(stream_switch); std::map>> switch_group_map; std::list false_node_list; std::list true_node_list; std::list &node_list = true_branch_flag ? true_node_list : false_node_list; node_list.emplace_back(stream_switch); std::vector> switch_list; switch_list.emplace_back(false_node_list); switch_list.emplace_back(true_node_list); switch_group_map[switch_group_id] = switch_list; cond_node_map_[peer_cond_anchor] = switch_group_map; } return SUCCESS; } /// /// @brief Get group_id for switch_node /// @param [in] node /// @return group_id /// int64_t SwitchToStreamSwitchPass::GetGroupId(const NodePtr &node) { std::string tailing_optimization_option; bool is_tailing_optimization = false; if (GetContext().GetOption(OPTION_EXEC_ENABLE_TAILING_OPTIMIZATION, tailing_optimization_option) == GRAPH_SUCCESS) { // "1" means it's True from frontend option is_tailing_optimization = (tailing_optimization_option == "1"); GELOGI("Option ge.exec.isTailingOptimization is %s", tailing_optimization_option.c_str()); } if (!is_tailing_optimization) { return 0; } std::string hccl_group_id; if (!AttrUtils::GetStr(node->GetOpDesc(), ATTR_NAME_HCCL_FUSED_GROUP, hccl_group_id)) { GELOGI("Node %s can not find hccl group id.", node->GetName().c_str()); return 0; } auto key_index = hccl_group_id.find_last_of('_'); auto key_num = hccl_group_id.substr(key_index + 1, hccl_group_id.length() - key_index); GELOGI("Node:%s, hccl_group_id=%s, key_num=%s", node->GetName().c_str(), hccl_group_id.c_str(), key_num.c_str()); int64_t num = atoi(key_num.c_str()); if (num == 0) { return 0; } GELOGI("Hccl_group_id is %s, group_id is %ld", hccl_group_id.c_str(), num); return num; } /// /// @brief Combine switch nodes link to same cond /// @param [in] graph /// @return Status /// Status SwitchToStreamSwitchPass::CombineSwitchNode(const ComputeGraphPtr &graph) { for (auto iter = cond_node_map_.begin(); iter != cond_node_map_.end(); ++iter) { for (auto group_iter = iter->second.begin(); group_iter != iter->second.end(); ++group_iter) { std::list false_switch_list = group_iter->second[SWITCH_FALSE_OUTPUT]; std::list true_switch_list = group_iter->second[SWITCH_TRUE_OUTPUT]; std::set same_cond_switch; same_cond_switch.insert(false_switch_list.begin(), false_switch_list.end()); same_cond_switch.insert(true_switch_list.begin(), true_switch_list.end()); OutDataAnchorPtr peer_cond_anchor = iter->first; GE_CHECK_NOTNULL(peer_cond_anchor); NodePtr cond_node = peer_cond_anchor->GetOwnerNode(); GELOGI("CombineSwitchNode: cond_node=%s.", cond_node->GetName().c_str()); NodePtr cast_node = CreateCastOp(graph, peer_cond_anchor); GE_CHK_BOOL_EXEC(cast_node != nullptr, return FAILED, "Create cast_node failed."); NodePtr active_node = CreateActiveNode(graph, cond_node); GE_CHK_BOOL_EXEC(active_node != nullptr, return FAILED, "Create StreamActive node failed."); GE_CHK_STATUS(GraphUtils::AddEdge(cast_node->GetOutControlAnchor(), active_node->GetInControlAnchor()), "StreamActive add ctl edge failed."); if (SetActiveLabelList(active_node, { cast_node->GetName() }) != SUCCESS) { GELOGE(FAILED, "Set active_label_list attr for node %s failed.", active_node->GetName().c_str()); return FAILED; } const std::string &cond_group = cond_node->GetName(); for (uint32_t i = 0; i < SWITCH_OUTPUT_NUM; ++i) { bool true_branch_flag = (i == SWITCH_TRUE_OUTPUT); std::list &switch_list = (true_branch_flag ? true_switch_list : false_switch_list); GE_IF_BOOL_EXEC(switch_list.empty(), continue); // select first stream_switch NodePtr stream_switch = switch_list.front(); OpDescPtr switch_desc = stream_switch->GetOpDesc(); GE_CHECK_NOTNULL(switch_desc); switch_desc->SetName(CheckDuplicateName(cond_group + "/" + STREAMSWITCH + (true_branch_flag ? "_t" : "_f"))); stream_switch_nodes_.emplace_back(stream_switch); // 0_input: original pred input, 1_input: constant node GE_CHK_STATUS_RET(AddConstNode(graph, stream_switch), "Add const node failed."); GE_CHK_STATUS(GraphUtils::RemoveEdge(peer_cond_anchor, stream_switch->GetInDataAnchor(0)), "StreamSwitch remove data edge failed."); GE_CHK_STATUS(GraphUtils::AddEdge(cast_node->GetOutDataAnchor(0), stream_switch->GetInDataAnchor(0)), "Cast add data edge failed."); for (const NodePtr &node : switch_list) { GE_IF_BOOL_EXEC(node != stream_switch, { GE_CHK_STATUS(GraphUtils::RemoveEdge(peer_cond_anchor, node->GetInDataAnchor(0)), "StreamSwitch remove data edge failed."); }); GE_CHK_STATUS(ModifySwitchInCtlEdges(node, cast_node, same_cond_switch), "ModifySwitchInCtlEdges failed."); GE_CHK_STATUS(ModifySwitchOutCtlEdges(node, stream_switch, active_node), "ModifySwitchOutCtlEdges failed."); } GE_CHK_STATUS(GraphUtils::AddEdge(active_node->GetOutControlAnchor(), stream_switch->GetInControlAnchor()), "StreamActive add ctl edge failed."); } } } return SUCCESS; } /// /// @brief Create Active Op /// @param [in] graph /// @param [in] cond_node /// @return ge::NodePtr /// NodePtr SwitchToStreamSwitchPass::CreateActiveNode(const ComputeGraphPtr &graph, const NodePtr &node) { const std::string &node_name = CheckDuplicateName(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 Create cast node /// @param [in] graph /// @param [in] peer_cond_anchor /// @return NodePtr /// NodePtr SwitchToStreamSwitchPass::CreateCastOp(const ComputeGraphPtr &graph, const OutDataAnchorPtr &peer_cond_anchor) { OpDescPtr cond_desc = peer_cond_anchor->GetOwnerNode()->GetOpDesc(); GE_CHK_BOOL_EXEC(cond_desc != nullptr, return nullptr, "Get cond_desc failed."); const std::string &cast_name = CheckDuplicateName(cond_desc->GetName() + "_" + CAST); GELOGI("Create cast_node: %s, input datatype:DT_BOOL, out datatype:DT_INT32", cast_name.c_str()); OpDescPtr cast_desc = MakeShared(cast_name, CAST); if (cast_desc == nullptr) { GELOGE(FAILED, "Create op_desc failed, Cast:%s.", cast_name.c_str()); return nullptr; } if (!(AttrUtils::SetInt(cast_desc, CAST_ATTR_SRCT, (int64_t)DT_BOOL) && AttrUtils::SetInt(cast_desc, CAST_ATTR_DSTT, (int64_t)DT_INT32) && AttrUtils::SetInt(cast_desc, CAST_ATTR_DST_TYPE, (int64_t)DT_INT32) && AttrUtils::SetBool(cast_desc, CAST_ATTR_TRUNCATE, false))) { GELOGE(FAILED, "Set CAST_ATTR_SRCT or CAST_ATTR_DSTT or CAST_ATTR_DST_TYPE or CAST_ATTR_TRUNCATE failed, node: %s.", cast_name.c_str()); return nullptr; } GeTensorDesc tensor_desc = cond_desc->GetOutputDesc(peer_cond_anchor->GetIdx()); tensor_desc.SetDataType(DT_BOOL); GE_CHK_BOOL_EXEC(cast_desc->AddInputDesc(tensor_desc) == SUCCESS, return nullptr, "Cast_node add input desc failed."); tensor_desc.SetDataType(DT_INT32); GE_CHK_BOOL_EXEC(cast_desc->AddOutputDesc(tensor_desc) == SUCCESS, return nullptr, "Cast_node add output desc failed."); NodePtr cast_node = graph->AddNode(cast_desc); GE_CHK_BOOL_EXEC(cast_node != nullptr, return nullptr, "Create cast_node failed."); // Cast node has and only has one input GE_CHK_STATUS(GraphUtils::AddEdge(peer_cond_anchor, cast_node->GetInDataAnchor(0)), "Cast add data edge failed."); return cast_node; } /// /// @brief Add const node as switch input1 /// @param [in] graph /// @param [in] stream_switch /// @return Status /// Status SwitchToStreamSwitchPass::AddConstNode(const ComputeGraphPtr &graph, const NodePtr &stream_switch) { OpDescPtr op_desc = stream_switch->GetOpDesc(); GE_CHECK_NOTNULL(op_desc); bool value = false; GE_CHK_BOOL_EXEC(AttrUtils::GetBool(op_desc, ATTR_NAME_SWITCH_TRUE_BRANCH_FLAG, value), return FAILED, "StreamSwitch get attr TRUE_BRANCH_STREAM failed."); const std::string &const_node_name = op_desc->GetName() + "_Constant_" + (value ? "t" : "f"); GELOGI("Create const op: %s", const_node_name.c_str()); OpDescPtr const_op_desc = MakeShared(const_node_name, CONSTANT); if (const_op_desc == nullptr) { GELOGE(FAILED, "Create op_desc failed, Constant:%s.", const_node_name.c_str()); return FAILED; } auto resize_value = (int32_t)value; GeTensorDesc data_desc = op_desc->GetInputDesc(1); GeTensorPtr const_value = MakeShared(data_desc, reinterpret_cast(&resize_value), sizeof(int32_t)); if (const_value == nullptr) { GELOGE(FAILED, "Create tensor failed."); return FAILED; } GE_CHK_BOOL_EXEC(AttrUtils::SetTensor(const_op_desc, ATTR_NAME_WEIGHTS, const_value), return FAILED); GE_CHK_BOOL_EXEC(const_op_desc->AddOutputDesc(data_desc) == GRAPH_SUCCESS, return FAILED, "Create Const op: add output desc failed."); NodePtr const_node = graph->AddNode(const_op_desc); GE_CHK_BOOL_EXEC(const_node != nullptr, return FAILED, "Insert Const node failed."); GE_CHK_STATUS(GraphUtils::AddEdge(const_node->GetOutDataAnchor(0), stream_switch->GetInDataAnchor(1)), "StreamSwitch node add ctl edge failed."); return SUCCESS; } /// /// @brief Modify in ctl edge for switch_node /// @param [in] switch_node /// @param [in] cast_node /// @param [in] same_cond_switch /// @return Status /// Status SwitchToStreamSwitchPass::ModifySwitchInCtlEdges(const NodePtr &switch_node, const NodePtr &cast_node, const std::set &same_cond_switch) { GELOGI("ModifySwitchInCtlEdges: switch_node=%s, active_node=%s", switch_node->GetName().c_str(), cast_node->GetName().c_str()); std::string orig_switch_name = switch_node->GetName(); OpDescPtr switch_desc = switch_node->GetOpDesc(); GE_CHECK_NOTNULL(switch_desc); if (!AttrUtils::GetStr(switch_desc, ATTR_NAME_ORIG_NODE_NAME, orig_switch_name) || orig_switch_name.empty()) { GELOGE(INTERNAL_ERROR, "Get attr ATTR_NAME_ORIG_NODE_NAME failed, node: %s", switch_desc->GetName().c_str()); return INTERNAL_ERROR; } for (const NodePtr &in_ctrl_node : switch_node->GetInControlNodes()) { GE_CHK_STATUS(GraphUtils::RemoveEdge(in_ctrl_node->GetOutControlAnchor(), switch_node->GetInControlAnchor()), "Remove ctl edge failed."); GE_IF_BOOL_EXEC(!in_ctrl_node->GetOutControlAnchor()->IsLinkedWith(cast_node->GetInControlAnchor()), { GE_CHK_STATUS(GraphUtils::AddEdge(in_ctrl_node->GetOutControlAnchor(), cast_node->GetInControlAnchor()), "Add ctl edge failed."); }); GE_IF_BOOL_EXEC(in_ctrl_node->GetType() != STREAMSWITCH, continue); if (same_cond_switch.count(in_ctrl_node) > 0) { GE_CHK_STATUS(GraphUtils::RemoveEdge(in_ctrl_node->GetOutControlAnchor(), cast_node->GetInControlAnchor()), "Remove ctl edge failed."); continue; } auto find_res1 = switch_node_map_.find(in_ctrl_node); GE_IF_BOOL_EXEC(find_res1 == switch_node_map_.end(), { GELOGE(INTERNAL_ERROR, "StreamSwitch node %s not found in switch_node_map_.", in_ctrl_node->GetName().c_str()); return INTERNAL_ERROR; }); auto find_res2 = find_res1->second.find(orig_switch_name); auto find_res3 = find_res1->second.find(cast_node->GetName()); GE_IF_BOOL_EXEC((find_res2 != find_res1->second.end()) && (find_res3 == find_res1->second.end()), { find_res1->second.erase(find_res2); find_res1->second.insert(cast_node->GetName()); continue; }); } return SUCCESS; } /// /// @brief Modify out ctl edge for switch_node /// @param [in] switch_node /// @param [in] stream_switch /// @param [in] active_node /// @return Status /// Status SwitchToStreamSwitchPass::ModifySwitchOutCtlEdges(const NodePtr &switch_node, const NodePtr &stream_switch, const NodePtr &active_node) { GELOGI("ModifySwitchOutCtlEdges: switch_node=%s, stream_switch=%s, active_node=%s", switch_node->GetName().c_str(), stream_switch->GetName().c_str(), active_node->GetName().c_str()); auto find_res = switch_node_map_.find(switch_node); GE_IF_BOOL_EXEC(find_res == switch_node_map_.end(), { GELOGE(INTERNAL_ERROR, "StreamSwitch node %s not found in switch_node_map_.", switch_node->GetName().c_str()); return INTERNAL_ERROR; }); GE_IF_BOOL_EXEC(find_res->second.empty(), { GELOGE(INTERNAL_ERROR, "true_nodes of StreamSwitch node %s is empty.", switch_node->GetName().c_str()); return INTERNAL_ERROR; }); for (const NodePtr &node : switch_node->GetOutControlNodes()) { GE_CHK_STATUS(GraphUtils::RemoveEdge(switch_node->GetOutControlAnchor(), node->GetInControlAnchor()), "Remove ctl edge failed."); OpDescPtr op_desc = node->GetOpDesc(); GE_CHECK_NOTNULL(op_desc); std::string orig_name = op_desc->GetName(); GE_IF_BOOL_EXEC(op_desc->HasAttr(ATTR_NAME_ORIG_NODE_NAME), { if (!AttrUtils::GetStr(op_desc, ATTR_NAME_ORIG_NODE_NAME, orig_name) || orig_name.empty()) { GELOGE(INTERNAL_ERROR, "Get attr ATTR_NAME_ORIG_NODE_NAME failed, node: %s.", op_desc->GetName().c_str()); return INTERNAL_ERROR; } }); if (find_res->second.find(orig_name) == find_res->second.end()) { auto active_out_ctrl_anchor = active_node->GetOutControlAnchor(); GE_CHECK_NOTNULL(active_out_ctrl_anchor); GE_IF_BOOL_EXEC(!active_out_ctrl_anchor->IsLinkedWith(node->GetInControlAnchor()), { GE_CHK_STATUS(GraphUtils::AddEdge(active_out_ctrl_anchor, node->GetInControlAnchor()), "Add ctl edge failed."); }); } else { auto switch_out_ctrl_anchor = stream_switch->GetOutControlAnchor(); GE_CHECK_NOTNULL(switch_out_ctrl_anchor); GE_IF_BOOL_EXEC(!switch_out_ctrl_anchor->IsLinkedWith(node->GetInControlAnchor()), { GE_CHK_STATUS(GraphUtils::AddEdge(switch_out_ctrl_anchor, node->GetInControlAnchor()), "Add ctl edge failed."); }); } } GE_IF_BOOL_EXEC(switch_node != stream_switch, (void)bypass_nodes_.insert(switch_node)); return SUCCESS; } /// /// @brief Check duplicate node_name /// @param [in] node_name /// @return std::string /// std::string SwitchToStreamSwitchPass::CheckDuplicateName(const std::string &node_name) { std::string tmp_name = node_name; auto iter = node_num_map_.find(tmp_name); if (iter != node_num_map_.end()) { tmp_name = tmp_name + "_" + std::to_string(iter->second); (iter->second)++; } else { node_num_map_[tmp_name] = 1; } return tmp_name; } /// /// @brief Move Control Edges /// @param [in] old_node /// @param [in] new_node /// @return void /// void SwitchToStreamSwitchPass::MoveCtrlEdges(const NodePtr &old_node, const NodePtr &new_node) { GE_IF_BOOL_EXEC(old_node == new_node, return ); auto iter = switch_cyclic_map_.find(old_node); bool check_flag = (iter != switch_cyclic_map_.end()); for (const NodePtr &in_node : old_node->GetInControlNodes()) { auto out_ctrl_anchor = in_node->GetOutControlAnchor(); GE_CHECK_NOTNULL_JUST_RETURN(out_ctrl_anchor); if (check_flag && (iter->second.count(in_node->GetName()) > 0)) { for (const auto &out_node : old_node->GetOutAllNodes()) { GE_IF_BOOL_EXEC(!out_ctrl_anchor->IsLinkedWith(out_node->GetInControlAnchor()), { GE_CHK_STATUS(GraphUtils::AddEdge(out_ctrl_anchor, out_node->GetInControlAnchor()), "Add in ctrl edge failed."); }); } } else { GE_IF_BOOL_EXEC(!out_ctrl_anchor->IsLinkedWith(new_node->GetInControlAnchor()), { GE_CHK_STATUS(GraphUtils::AddEdge(out_ctrl_anchor, new_node->GetInControlAnchor()), "Add in ctrl edge failed."); }); } GE_CHK_STATUS(GraphUtils::RemoveEdge(out_ctrl_anchor, old_node->GetInControlAnchor()), "Remove in ctrl edge failed."); } for (const NodePtr &out_node : old_node->GetOutControlNodes()) { GE_IF_BOOL_EXEC(!new_node->GetOutControlAnchor()->IsLinkedWith(out_node->GetInControlAnchor()), { GE_CHK_STATUS(GraphUtils::AddEdge(new_node->GetOutControlAnchor(), out_node->GetInControlAnchor()), "Add out ctrl edge failed."); }); GE_CHK_STATUS(GraphUtils::RemoveEdge(old_node->GetOutControlAnchor(), out_node->GetInControlAnchor()), "Remove out ctrl edge failed."); } } } // namespace ge