/** * 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/flow_ctrl_pass.h" #include #include #include #include "framework/common/debug/ge_log.h" #include "graph/debug/ge_attr_define.h" #include "common/omg_util.h" #include "common/ge/ge_util.h" #include "graph/manager/graph_var_manager.h" #include "graph/passes/pass_utils.h" namespace ge { // when namespace change to ge, please delete the using code. Status FlowCtrlPass::Run(ComputeGraphPtr compute_graph) { GE_CHECK_NOTNULL(compute_graph); if (!PassUtils::IsNeedTrainIteFlowCtrl(compute_graph)) { GELOGI("No need FlowCtrl for graph %u.", compute_graph->GetGraphID()); return NOT_CHANGED; } GELOGI("FlowCtrl pass begin.graph is [%s].", compute_graph->GetName().c_str()); bool graph_change = false; // 1. Add FP/BP flow ctrl (big cycle) for (auto &node : compute_graph->GetDirectNode()) { if (node == nullptr) { continue; } GE_IF_BOOL_EXEC(node->GetOpDesc() == nullptr, continue); uint32_t true_stream_id = 0; bool is_found = AttrUtils::GetInt(node->GetOpDesc(), ATTR_NAME_TRUE_BRANCH_STREAM, true_stream_id); // FP/BP cycle flag is true_stream_id == 0 if (is_found && (true_stream_id == TRUE_STREAM_ID)) { // Add big cycle Status ret = AddFpBpIteratorCtrl(compute_graph, node); if (ret != SUCCESS) { GELOGE(ret, "[Add][FpBpIteratorCtrl] failed, node:%s, graph:%s.", node->GetName().c_str(), compute_graph->GetName().c_str()); return ret; } graph_change = true; // only one big cycle, so break. break; } } // 2. Add special node flow ctrl. eg, IteratorGetNext. (small cycle) // NOTE: Small cycle share the variables with big cycle. for (auto &node : compute_graph->GetDirectNode()) { if (node == nullptr) { continue; } GE_IF_BOOL_EXEC(node->GetOpDesc() == nullptr, continue); bool need_cycle_flag = false; (void)AttrUtils::GetBool(node->GetOpDesc(), ATTR_NAME_STREAM_CYCLE_EVENT_FLAG, need_cycle_flag); // small cycle flag is need_stream_cycle_event == true if (need_cycle_flag) { Status ret = AddSpecialNodeIteratorCtrl(compute_graph, node); if (ret != SUCCESS) { GELOGE(ret, "[Add][SpecialNodeIteratorCtrl] failed, node:%s, graph:%s.", node->GetName().c_str(), compute_graph->GetName().c_str()); return ret; } graph_change = true; } } // add edge operation below depends on memcpy node in itertor loop set single stream,or may cause block for (auto &active_node : active_nodes_in_iter_loop_) { auto ret = GraphUtils::AddEdge(active_node->GetOutControlAnchor(), assign_add_node_in_fpbp_loop_->GetInControlAnchor()); if (ret != GRAPH_SUCCESS) { GELOGW("add control edge between iter_loop_node:%s and fpbp_loop_node:%s fail, may cause block", active_node->GetName().c_str(), assign_add_node_in_fpbp_loop_->GetName().c_str()); } } GELOGI("FlowCtrl pass end, graph is %s.", graph_change ? "changed" : "not changed"); return graph_change ? SUCCESS : NOT_CHANGED; } bool FlowCtrlPass::CheckMultiDataSet(ComputeGraphPtr &compute_graph) { int data_set_num = 0; for (auto &node : compute_graph->GetDirectNode()) { if (node == nullptr) { continue; } string type; bool is_found = AttrUtils::GetStr(node->GetOpDesc(), ATTR_NAME_FRAMEWORK_ORIGINAL_TYPE, type); if (is_found && type == "IteratorV2") { data_set_num++; } } GELOGI("The ComputeGraph contain %d dataSet.", data_set_num); return (data_set_num > 1) ? true : false; } NodePtr FlowCtrlPass::InsertOp(ComputeGraphPtr &compute_graph, const string &node_type, const string &node_name, const std::vector &input_list, const std::vector &output_list) { OpDescPtr op_desc = MakeShared(node_name, node_type); if (op_desc == nullptr) { REPORT_CALL_ERROR("E19999", "New OpDesc failed"); GELOGE(FAILED, "[New][OpDesc] failed, name:%s, type:%s.", node_name.c_str(), node_type.c_str()); return nullptr; } for (auto &input_desc : input_list) { graphStatus graph_status = op_desc->AddInputDesc(input_desc); if (graph_status != GRAPH_SUCCESS) { REPORT_CALL_ERROR("E19999", "Add input desc to op:%s(%s) failed", op_desc->GetName().c_str(), op_desc->GetType().c_str()); GELOGE(FAILED, "[Add][InputDesc] to op:%s(%s) failed", op_desc->GetName().c_str(), op_desc->GetType().c_str()); return nullptr; } } for (auto &output_desc : output_list) { graphStatus graph_status = op_desc->AddOutputDesc(output_desc); if (graph_status != GRAPH_SUCCESS) { REPORT_CALL_ERROR("E19999", "Add output desc to op:%s(%s) failed", op_desc->GetName().c_str(), op_desc->GetType().c_str()); GELOGE(FAILED, "[Add][OutputDesc] to op:%s(%s) failed", op_desc->GetName().c_str(), op_desc->GetType().c_str()); return nullptr; } } GE_IF_BOOL_EXEC(compute_graph == nullptr, REPORT_INNER_ERROR("E19999", "Param compute_graph is nullptr, check invalid"); DOMI_LOGE("[Check][Param] compute_graph is nullptr"); return nullptr); NodePtr node = compute_graph->AddNode(op_desc); if (node == nullptr) { REPORT_CALL_ERROR("E19999", "Add node:%s(%s) to graph:%s failed", op_desc->GetName().c_str(), op_desc->GetType().c_str(), compute_graph->GetName().c_str()); GELOGE(FAILED, "[Add][Node] %s(%s) to graph:%s failed", op_desc->GetName().c_str(), op_desc->GetType().c_str(), compute_graph->GetName().c_str()); return nullptr; } GELOGI("Insert op success, name:%s, type:%s.", node_name.c_str(), node_type.c_str()); return node; } NodePtr FlowCtrlPass::InsertStreamSwitchOp(ComputeGraphPtr &compute_graph, const string &switch_name, const NodePtr &loop_cond, const NodePtr &iter_per_loop) { GE_IF_BOOL_EXEC(loop_cond == nullptr || loop_cond->GetOpDesc() == nullptr, REPORT_INNER_ERROR("E19999", "Param loop_cond or its op_desc is nullptr, check invalid"); GELOGE(FAILED, "[Check][Param] Param loop_cond or its op_desc is nullptr"); return nullptr); GE_IF_BOOL_EXEC(iter_per_loop == nullptr || iter_per_loop->GetOpDesc() == nullptr, REPORT_INNER_ERROR("E19999", "Param iter_per_loop or its op_desc is nullptr, check invalid"); GELOGE(FAILED, "[Check][Param] Param iter_per_loop or its op_desc is nullptr"); return nullptr); std::vector input_desc_list = {loop_cond->GetOpDesc()->GetOutputDesc(0), iter_per_loop->GetOpDesc()->GetOutputDesc(0)}; std::vector output_desc_list; NodePtr stream_switch = InsertOp(compute_graph, STREAMSWITCH, switch_name, input_desc_list, output_desc_list); if (stream_switch == nullptr) { GELOGE(FAILED, "[Insert][StreamSwitchOp] failed, name:%s.", switch_name.c_str()); return nullptr; } // set input 0 graphStatus add_ret = GraphUtils::AddEdge(loop_cond->GetOutDataAnchor(0), stream_switch->GetInDataAnchor(0)); if (add_ret != GRAPH_SUCCESS) { REPORT_CALL_ERROR("E19999", "Add edge between op:%s(%s)(index:0) and op:%s(%s)(index:0) failed", loop_cond->GetName().c_str(), loop_cond->GetType().c_str(), stream_switch->GetName().c_str(), stream_switch->GetType().c_str()); GELOGE(FAILED, "[Add][Edge] between op:%s(%s)(index:0) and op:%s(%s)(index:0) failed", loop_cond->GetName().c_str(), loop_cond->GetType().c_str(), stream_switch->GetName().c_str(), stream_switch->GetType().c_str()); return nullptr; } // set input 1 add_ret = GraphUtils::AddEdge(iter_per_loop->GetOutDataAnchor(0), stream_switch->GetInDataAnchor(1)); if (add_ret != GRAPH_SUCCESS) { REPORT_CALL_ERROR("E19999", "Add edge between op:%s(%s)(index:0) and op:%s(%s)(index:1) failed", iter_per_loop->GetName().c_str(), iter_per_loop->GetType().c_str(), stream_switch->GetName().c_str(), stream_switch->GetType().c_str()); GELOGE(FAILED, "[Add][Edge] between op:%s(%s)(index:0) and op:%s(%s)(index:1) failed", iter_per_loop->GetName().c_str(), iter_per_loop->GetType().c_str(), stream_switch->GetName().c_str(), stream_switch->GetType().c_str()); return nullptr; } // stream switch op need switch cond by attr. GE_IF_BOOL_EXEC(!AttrUtils::SetInt(stream_switch->GetOpDesc(), ATTR_NAME_STREAM_SWITCH_COND, static_cast(RT_LESS)), REPORT_CALL_ERROR("E19999", "Set Attr:%s to op:%s(%s) failed", ATTR_NAME_STREAM_SWITCH_COND.c_str(), stream_switch->GetName().c_str(), stream_switch->GetType().c_str()); DOMI_LOGE("[Set][Attr] %s to op:%s(%s) failed", ATTR_NAME_STREAM_SWITCH_COND.c_str(), stream_switch->GetName().c_str(), stream_switch->GetType().c_str()); return nullptr); return stream_switch; } NodePtr FlowCtrlPass::AddVariableNode(ComputeGraphPtr &compute_graph, const string &name) { GE_IF_BOOL_EXEC(compute_graph == nullptr, REPORT_INNER_ERROR("E19999", "Param compute_graph is nullptr, check invalid"); DOMI_LOGE("[Check][Param] compute_graph is nullptr"); return nullptr); NodePtr exist_node = compute_graph->FindNode(name); if (exist_node != nullptr) { GELOGD("Node %s already exist, no need add.", name.c_str()); return exist_node; } // fetch and set tensor desc GeTensorDesc tensor_desc; if (ge::VarManager::Instance(compute_graph->GetSessionID()) == nullptr) { REPORT_INNER_ERROR("E19999", "Get VarManager by session_id:%lu failed", compute_graph->GetSessionID()); return nullptr; } Status ret = ge::VarManager::Instance(compute_graph->GetSessionID())->GetCurVarDesc(name, tensor_desc); if (ret != SUCCESS) { REPORT_INNER_ERROR("E19999", "Get var tensor from VarManager by name:%s failed, session_id:%lu", name.c_str(), compute_graph->GetSessionID()); GELOGE(FAILED, "[Get][CurVarDesc] failed, name:%s, session_id:%lu", name.c_str(), compute_graph->GetSessionID()); return nullptr; } std::vector input_desc_list; std::vector output_desc_list = {tensor_desc}; // insert node return InsertOp(compute_graph, VARIABLE, name, input_desc_list, output_desc_list); } Status FlowCtrlPass::AddGlobalStepVariableNode(ComputeGraphPtr &compute_graph) { NodePtr output_node = compute_graph->FindFirstNodeMatchType(NETOUTPUT); if (output_node == nullptr) { GELOGD("Node type %s can't be found in graph %u", NETOUTPUT, compute_graph->GetGraphID()); return SUCCESS; } // Global step just add to main graph's netoutput node.And the main graph must be known shape if ((compute_graph->GetParentGraph() != nullptr) || ((compute_graph->GetParentGraph() == nullptr) && (GraphUtils::IsUnknownShapeGraph(compute_graph)))) { GELOGD("Subgraph %s no need global step variable.", compute_graph->GetName().c_str()); return SUCCESS; } NodePtr exist_node = compute_graph->FindNode(NODE_NAME_GLOBAL_STEP); if (exist_node != nullptr) { GELOGD("Node %s already exist, no need add.", NODE_NAME_GLOBAL_STEP.c_str()); return SUCCESS; } // set global step tensor desc GeTensorDesc tensor_desc(GeShape({1}), FORMAT_ND, DT_UINT64); std::vector input_desc_list = {}; std::vector output_desc_list = {tensor_desc}; NodePtr global_step = InsertOp(compute_graph, VARIABLE, NODE_NAME_GLOBAL_STEP, input_desc_list, output_desc_list); if (global_step == nullptr) { GELOGE(FAILED, "[Insert][Op] in graph:%s failed, global_step is null.", compute_graph->GetName().c_str()); return FAILED; } // add ctrl edges graphStatus add_ret = GraphUtils::AddEdge(global_step->GetOutControlAnchor(), output_node->GetInControlAnchor()); if (add_ret != GRAPH_SUCCESS) { REPORT_CALL_ERROR("E19999", "Add control edge between op:%s(%s) and op:%s(%s) failed", global_step->GetName().c_str(), global_step->GetType().c_str(), output_node->GetName().c_str(), output_node->GetType().c_str()); GELOGE(FAILED, "[Add][ControlEdge] between op:%s(%s) and op:%s(%s) failed", global_step->GetName().c_str(), global_step->GetType().c_str(), output_node->GetName().c_str(), output_node->GetType().c_str()); return FAILED; } GELOGD("Add global_step to netoutput edge in graph %u success", compute_graph->GetGraphID()); return SUCCESS; } NodePtr FlowCtrlPass::InsertAssignOp(ge::ComputeGraphPtr &compute_graph, const string &node_type, const string &node_name, const NodePtr &ref_node, const NodePtr &value_node) { GE_IF_BOOL_EXEC(ref_node == nullptr || value_node == nullptr || ref_node->GetOpDesc() == nullptr || value_node->GetOpDesc() == nullptr, REPORT_INNER_ERROR("E19999", "Param ref_node or value_node or their op_desc is nullptr, " "check invalid"); GELOGE(FAILED, "[Check][Param] Param ref_node or value_node or their op_desc is nullptr"); return nullptr); GeTensorDesc ref_tensor_desc = ref_node->GetOpDesc()->GetOutputDesc(0); GeTensorDesc val_tensor_desc = value_node->GetOpDesc()->GetOutputDesc(0); std::vector input_desc_list = {ref_tensor_desc, val_tensor_desc}; std::vector output_desc_list = {ref_tensor_desc}; NodePtr assign_node = InsertOp(compute_graph, node_type, node_name, input_desc_list, output_desc_list); if (assign_node == nullptr) { GELOGE(FAILED, "[Insert][node] %s(%s) failed.", node_name.c_str(), node_type.c_str()); return nullptr; } // assign node input 0 = ref_node graphStatus add_ret = GraphUtils::AddEdge(ref_node->GetOutDataAnchor(0), assign_node->GetInDataAnchor(0)); if (add_ret != GRAPH_SUCCESS) { REPORT_CALL_ERROR("E19999", "Add edge between op:%s(%s)(index:0) and op:%s(%s)(index:0) failed", ref_node->GetName().c_str(), ref_node->GetType().c_str(), assign_node->GetName().c_str(), assign_node->GetType().c_str()); GELOGE(FAILED, "[Add][Edge] between op:%s(%s)(index:0) and op:%s(%s)(index:0) failed", ref_node->GetName().c_str(), ref_node->GetType().c_str(), assign_node->GetName().c_str(), assign_node->GetType().c_str()); return nullptr; } // assign input 1 = value_node add_ret = GraphUtils::AddEdge(value_node->GetOutDataAnchor(0), assign_node->GetInDataAnchor(1)); if (add_ret != GRAPH_SUCCESS) { REPORT_CALL_ERROR("E19999", "Add edge between op:%s(%s)(index:0) and op:%s(%s)(index:1) failed", value_node->GetName().c_str(), value_node->GetType().c_str(), assign_node->GetName().c_str(), assign_node->GetType().c_str()); GELOGE(FAILED, "[Add][Edge] between op:%s(%s)(index:0) and op:%s(%s)(index:1) failed", value_node->GetName().c_str(), value_node->GetType().c_str(), assign_node->GetName().c_str(), assign_node->GetType().c_str()); return nullptr; } (void)ge::AttrUtils::SetBool(assign_node->GetOpDesc(), ATTR_NEED_COMPILE, true); return assign_node; } Status FlowCtrlPass::CreateIterCtrlTrueBranch(ComputeGraphPtr &compute_graph, const NodePtr &loop_cond_node, const NodePtr &loop_inc_node, NodePtr &switch_node) { /* * loopCond * | * v * switch --> AssignAdd --> active * ^ * | * loopIncrement */ // Insert AssignAdd node assign_add_node_in_fpbp_loop_ = InsertAssignOp(compute_graph, ASSIGNADD, NODE_NAME_FLOWCTRL_LOOP_ASSIGNADD, loop_cond_node, loop_inc_node); if (assign_add_node_in_fpbp_loop_ == nullptr || switch_node == nullptr) { GELOGE(PARAM_INVALID, "[Check][Param] assign add node or switch node is null"); return FAILED; } string active_name = switch_node->GetName() + "_StreamActive"; // add attr for stream assign model to break branch. auto status = SetStreamLabel(assign_add_node_in_fpbp_loop_, active_name); if (status != ge::SUCCESS) { REPORT_CALL_ERROR("E19999", "Set stream_label:%s to op:%s(%s) failed", active_name.c_str(), assign_add_node_in_fpbp_loop_->GetName().c_str(), assign_add_node_in_fpbp_loop_->GetType().c_str()); GELOGE(status, "[Set][StreamLabel] %s to op:%s(%s) failed", active_name.c_str(), assign_add_node_in_fpbp_loop_->GetName().c_str(), assign_add_node_in_fpbp_loop_->GetType().c_str()); return status; } // used for stream assign to find true branch status = SetActiveLabelList(switch_node, { active_name }); if (status != ge::SUCCESS) { REPORT_CALL_ERROR("E19999", "Set active label list:%s to op:%s(%s) failed", active_name.c_str(), switch_node->GetName().c_str(), switch_node->GetType().c_str()); GELOGE(status, "[Set][ActiveLabelList] %s to op:%s(%s) failed", active_name.c_str(), switch_node->GetName().c_str(), switch_node->GetType().c_str()); return status; } // 2. Insert active node NodePtr active_node = InsertOp(compute_graph, STREAMACTIVE, active_name, {}, {}); if (active_node == nullptr) { GELOGE(FAILED, "[Insert][StreamActiveNode] %s for IterCtrlTrueStream failed.", active_name.c_str()); return FAILED; } status = SetStreamLabel(active_node, active_name); if (status != ge::SUCCESS) { REPORT_CALL_ERROR("E19999", "Set stream_label:%s to op:%s(%s) failed", active_name.c_str(), active_node->GetName().c_str(), active_node->GetType().c_str()); GELOGE(status, "[Set][StreamLabel] %s to op:%s(%s) failed", active_name.c_str(), active_node->GetName().c_str(), active_node->GetType().c_str()); return status; } GE_IF_BOOL_EXEC(!AttrUtils::SetBool(active_node->GetOpDesc(), ATTR_NAME_IS_LOOP_ACTIVE, true), REPORT_CALL_ERROR("E19999", "Set Attr:%s to op:%s(%s) failed", ATTR_NAME_IS_LOOP_ACTIVE.c_str(), active_node->GetName().c_str(), active_node->GetType().c_str()); DOMI_LOGE("[Set][Attr] %s to op:%s(%s) failed", ATTR_NAME_IS_LOOP_ACTIVE.c_str(), active_node->GetName().c_str(), active_node->GetType().c_str()); return FAILED); // add ctrl edges graphStatus add_ret = GraphUtils::AddEdge(switch_node->GetOutControlAnchor(), assign_add_node_in_fpbp_loop_->GetInControlAnchor()); if (add_ret != GRAPH_SUCCESS) { REPORT_CALL_ERROR("E19999", "Add control edge between op:%s(%s) and op:%s(%s) failed", switch_node->GetName().c_str(), switch_node->GetType().c_str(), assign_add_node_in_fpbp_loop_->GetName().c_str(), assign_add_node_in_fpbp_loop_->GetType().c_str()); GELOGE(FAILED, "[Add][ControlEdge] between op:%s(%s) and op:%s(%s) failed", switch_node->GetName().c_str(), switch_node->GetType().c_str(), assign_add_node_in_fpbp_loop_->GetName().c_str(), assign_add_node_in_fpbp_loop_->GetType().c_str()); return FAILED; } add_ret = GraphUtils::AddEdge(assign_add_node_in_fpbp_loop_->GetOutControlAnchor(), active_node->GetInControlAnchor()); if (add_ret != GRAPH_SUCCESS) { REPORT_CALL_ERROR("E19999", "Add control edge between op:%s(%s) and op:%s(%s) failed", assign_add_node_in_fpbp_loop_->GetName().c_str(), assign_add_node_in_fpbp_loop_->GetType().c_str(), active_node->GetName().c_str(), active_node->GetType().c_str()); GELOGE(FAILED, "[Add][ControlEdge] between op:%s(%s) and op:%s(%s) failed", assign_add_node_in_fpbp_loop_->GetName().c_str(), assign_add_node_in_fpbp_loop_->GetType().c_str(), active_node->GetName().c_str(), active_node->GetType().c_str()); return FAILED; } GELOGI("CreateIterCtrlTrueBranch success. StreamActive op:%s.", active_node->GetName().c_str()); return SUCCESS; } Status FlowCtrlPass::CreateIterCtrlFalseBranch(ComputeGraphPtr &compute_graph, const NodePtr &loop_cond_node, const NodePtr &loop_reset_node, NodePtr &switch_node) { /* * loopCond * | * v * switch --> Assign --> active --> ModelExit * ^ * | * loopReset */ // Insert Assign node and ctrl edge NodePtr assign_node = InsertAssignOp(compute_graph, ASSIGN, NODE_NAME_FLOWCTRL_LOOP_ASSIGN, loop_cond_node, loop_reset_node); if (assign_node == nullptr || switch_node == nullptr) { GELOGE(PARAM_INVALID, "[Check][Param] assign_node or switch node is null."); return FAILED; } auto status = SetStreamLabel(assign_node, switch_node->GetName()); if (status != ge::SUCCESS) { REPORT_CALL_ERROR("E19999", "Set stream_label:%s to op:%s(%s) failed", switch_node->GetName().c_str(), assign_node->GetName().c_str(), assign_node->GetType().c_str()); GELOGE(status, "[Set][StreamLabel] %s to op:%s(%s) failed", switch_node->GetName().c_str(), assign_node->GetName().c_str(), assign_node->GetType().c_str()); return status; } graphStatus add_ret = GraphUtils::AddEdge(switch_node->GetOutControlAnchor(), assign_node->GetInControlAnchor()); if (add_ret != GRAPH_SUCCESS) { REPORT_CALL_ERROR("E19999", "Add control edge between op:%s(%s) and op:%s(%s) failed", switch_node->GetName().c_str(), switch_node->GetType().c_str(), assign_node->GetName().c_str(), assign_node->GetType().c_str()); GELOGE(FAILED, "[Add][ControlEdge] between op:%s(%s) and op:%s(%s) failed", switch_node->GetName().c_str(), switch_node->GetType().c_str(), assign_node->GetName().c_str(), assign_node->GetType().c_str()); return FAILED; } if (CheckMultiDataSet(compute_graph)) { GELOGI("Multi dataSae exist, model_exit node is need."); // 2. Insert active node and add ctrl edge string active_name = switch_node->GetName() + "_StreamExitActive"; NodePtr active_node = InsertOp(compute_graph, STREAMACTIVE, active_name, {}, {}); if (active_node == nullptr) { GELOGE(FAILED, "[Insert][StreamActiveNode] %s for IterCtrlTrueStream failed.", active_name.c_str()); return FAILED; } status = SetStreamLabel(active_node, switch_node->GetName()); if (status != ge::SUCCESS) { REPORT_CALL_ERROR("E19999", "Set stream_label:%s to op:%s(%s) failed", switch_node->GetName().c_str(), active_node->GetName().c_str(), active_node->GetType().c_str()); GELOGE(status, "[Set][StreamLabel] %s to op:%s(%s) failed", switch_node->GetName().c_str(), active_node->GetName().c_str(), active_node->GetType().c_str()); return status; } GE_CHK_STATUS_RET(SetSwitchBranchNodeLabel(active_node, switch_node->GetName()), "[Set][SwitchBranchNodeLabel] %s to op:%s(%s) failed", switch_node->GetName().c_str(), active_node->GetName().c_str(), active_node->GetType().c_str()); string model_exit_name = switch_node->GetName() + "_ModelExit"; status = SetActiveLabelList(active_node, { model_exit_name }); if (status != ge::SUCCESS) { REPORT_CALL_ERROR("E19999", "Set active label list:%s to op:%s(%s) failed", model_exit_name.c_str(), active_node->GetName().c_str(), active_node->GetType().c_str()); GELOGE(status, "[Set][ActiveLabelList] %s to op:%s(%s) failed", model_exit_name.c_str(), active_node->GetName().c_str(), active_node->GetType().c_str()); return status; } add_ret = GraphUtils::AddEdge(assign_node->GetOutControlAnchor(), active_node->GetInControlAnchor()); if (add_ret != GRAPH_SUCCESS) { REPORT_CALL_ERROR("E19999", "Add control edge between op:%s(%s) and op:%s(%s) failed", assign_node->GetName().c_str(), assign_node->GetType().c_str(), active_node->GetName().c_str(), active_node->GetType().c_str()); GELOGE(FAILED, "[Add][ControlEdge] between op:%s(%s) and op:%s(%s) failed", assign_node->GetName().c_str(), assign_node->GetType().c_str(), active_node->GetName().c_str(), active_node->GetType().c_str()); return FAILED; } // 3. Insert model exit node and add ctrl edge NodePtr model_exit_node = InsertOp(compute_graph, MODELEXIT, model_exit_name, {}, {}); if (model_exit_node == nullptr) { GELOGE(FAILED, "[Insert][ModelExitNode] %s for IterCtrlTrueStream failed.", model_exit_name.c_str()); return FAILED; } status = SetStreamLabel(model_exit_node, model_exit_name); if (status != ge::SUCCESS) { REPORT_CALL_ERROR("E19999", "Set stream_label:%s to op:%s(%s) failed", model_exit_name.c_str(), model_exit_node->GetName().c_str(), model_exit_node->GetType().c_str()); GELOGE(status, "[Set][StreamLabel] %s to op:%s(%s) failed", model_exit_name.c_str(), model_exit_node->GetName().c_str(), model_exit_node->GetType().c_str()); return status; } add_ret = GraphUtils::AddEdge(active_node->GetOutControlAnchor(), model_exit_node->GetInControlAnchor()); if (add_ret != GRAPH_SUCCESS) { REPORT_CALL_ERROR("E19999", "Add control edge between op:%s(%s) and op:%s(%s) failed", active_node->GetName().c_str(), assign_node->GetType().c_str(), model_exit_node->GetName().c_str(), model_exit_node->GetType().c_str()); GELOGE(FAILED, "[Add][ControlEdge] between op:%s(%s) and op:%s(%s) failed", active_node->GetName().c_str(), assign_node->GetType().c_str(), model_exit_node->GetName().c_str(), model_exit_node->GetType().c_str()); return FAILED; } } GELOGI("CreateIterCtrlFalseBranch success."); return SUCCESS; } Status FlowCtrlPass::AddFpBpIteratorCtrl(ComputeGraphPtr &compute_graph, NodePtr &pre_node) { GE_IF_BOOL_EXEC(pre_node == nullptr, DOMI_LOGE("[Check][Param] pre_node is nullptr."); return FAILED); string pre_node_name = pre_node->GetName(); GELOGI("Add FpBp Iterator ctrl, pre node:%s.", pre_node_name.c_str()); // 1. Get or add variables NodePtr loop_cond_node = AddVariableNode(compute_graph, NODE_NAME_FLOWCTRL_LOOP_COND); if (loop_cond_node == nullptr) { GELOGE(FAILED, "[Add][Variable] %s failed.", NODE_NAME_FLOWCTRL_LOOP_COND.c_str()); return FAILED; } NodePtr loop_inc_node = AddVariableNode(compute_graph, NODE_NAME_FLOWCTRL_LOOP_INCREMENT); if (loop_inc_node == nullptr) { GELOGE(FAILED, "[Add][Variable] %s failed.", NODE_NAME_FLOWCTRL_LOOP_INCREMENT.c_str()); return FAILED; } NodePtr loop_reset_node = AddVariableNode(compute_graph, NODE_NAME_FLOWCTRL_LOOP_RESETVALUE); if (loop_reset_node == nullptr) { GELOGE(FAILED, "[Add][Variable] %s failed.", NODE_NAME_FLOWCTRL_LOOP_RESETVALUE.c_str()); return FAILED; } NodePtr iter_per_loop_node = AddVariableNode(compute_graph, NODE_NAME_FLOWCTRL_LOOP_PER_ITER); if (iter_per_loop_node == nullptr) { GELOGE(FAILED, "[Add][Variable] %s failed.", NODE_NAME_FLOWCTRL_LOOP_PER_ITER.c_str()); return FAILED; } // 2. Add StreamSwitch string switch_name = pre_node_name + "_" + NODE_NAME_STREAM_SWITCH; NodePtr switch_node = InsertStreamSwitchOp(compute_graph, switch_name, loop_cond_node, iter_per_loop_node); if (switch_node == nullptr) { GELOGE(FAILED, "[Insert][StreamSwitchOp] %s failed.", switch_name.c_str()); return FAILED; } auto status = SetStreamLabel(switch_node, switch_name); if (status != ge::SUCCESS) { REPORT_CALL_ERROR("E19999", "Set stream label:%s to op:%s(%s) failed", switch_name.c_str(), switch_node->GetName().c_str(), switch_node->GetType().c_str()); GELOGE(status, "[Set][StreamLabel] %s to op:%s(%s) failed", switch_name.c_str(), switch_node->GetName().c_str(), switch_node->GetType().c_str()); return status; } graphStatus add_ret = GraphUtils::AddEdge(pre_node->GetOutControlAnchor(), switch_node->GetInControlAnchor()); if (add_ret != GRAPH_SUCCESS) { REPORT_CALL_ERROR("E19999", "Add control edge between op:%s(%s) and op:%s(%s) failed", pre_node->GetName().c_str(), pre_node->GetType().c_str(), switch_node->GetName().c_str(), switch_node->GetType().c_str()); GELOGE(FAILED, "[Add][ControlEdge] between op:%s(%s) and op:%s(%s) failed", pre_node->GetName().c_str(), pre_node->GetType().c_str(), switch_node->GetName().c_str(), switch_node->GetType().c_str()); return FAILED; } // 3. Create switch false branch: return results and reset the loopCond Status ret = CreateIterCtrlFalseBranch(compute_graph, loop_cond_node, loop_reset_node, switch_node); if (ret != SUCCESS) { GELOGE(ret, "[Create][IterCtrlFalseBranch] fail, pre node:%s.", pre_node_name.c_str()); return ret; } // 4. Create switch true branch: // active train streams and increase the loopCond ret = CreateIterCtrlTrueBranch(compute_graph, loop_cond_node, loop_inc_node, switch_node); if (ret != SUCCESS) { GELOGE(ret, "[Create][IterCtrlTrueBranch] fail, pre node:%s.", pre_node_name.c_str()); return ret; } return SUCCESS; } Status FlowCtrlPass::AddSpecialNodeIteratorCtrl(ComputeGraphPtr &compute_graph, NodePtr &loop_after_node) { /* * before add: * iterator * | * v * MemcpyAsync * * after add: * iterator ----------┐ * | ┆c * v c v c * MemcpyAsync-----> switch -----> active * ^ * / \ * itersPerLoop loopCond */ GE_IF_BOOL_EXEC(loop_after_node == nullptr || compute_graph == nullptr, REPORT_INNER_ERROR("E19999", "Param loop_after_node or compute_graph is nullptr, check invalid"); DOMI_LOGE("[Check][Param] loop after node or compute graph is null."); return FAILED); InDataAnchorPtr in_anchor = loop_after_node->GetInDataAnchor(0); if (in_anchor == nullptr || in_anchor->GetPeerOutAnchor() == nullptr) { REPORT_INNER_ERROR("E19999", "Param loop_after_node:%s(%s) no in data node, check invalid", loop_after_node->GetName().c_str(), loop_after_node->GetType().c_str()); GELOGE(FAILED, "[Check][Param] Param loop_after_node:%s(%s) no in data node.", loop_after_node->GetName().c_str(), loop_after_node->GetType().c_str()); return FAILED; } NodePtr loop_pre_node = in_anchor->GetPeerOutAnchor()->GetOwnerNode(); // 1. Get variables NodePtr loop_cond_node = compute_graph->FindNode(NODE_NAME_FLOWCTRL_LOOP_COND); if (loop_cond_node == nullptr) { REPORT_INNER_ERROR("E19999", "Node:%s not found in graph:%s, check invalid", NODE_NAME_FLOWCTRL_LOOP_COND.c_str(), compute_graph->GetName().c_str()); GELOGE(FAILED, "[Check][Param] Node:%s not found in graph:%s.", NODE_NAME_FLOWCTRL_LOOP_COND.c_str(), compute_graph->GetName().c_str()); return FAILED; } NodePtr iter_per_loop_node = compute_graph->FindNode(NODE_NAME_FLOWCTRL_LOOP_PER_ITER); if (iter_per_loop_node == nullptr) { REPORT_INNER_ERROR("E19999", "Node:%s not found in graph:%s, check invalid", NODE_NAME_FLOWCTRL_LOOP_PER_ITER.c_str(), compute_graph->GetName().c_str()); GELOGE(FAILED, "[Check][Param] Node:%s not found in graph:%s.", NODE_NAME_FLOWCTRL_LOOP_PER_ITER.c_str(), compute_graph->GetName().c_str()); return FAILED; } // 2. Add StreamSwitch and edges to switch_node. GE_IF_BOOL_EXEC(loop_pre_node == nullptr, REPORT_INNER_ERROR("E19999", "Param loop_after_node:%s(%s) no in data node, check invalid", loop_after_node->GetName().c_str(), loop_after_node->GetType().c_str()); DOMI_LOGE("[Check][Param] Param loop_after_node:%s(%s) no in data node", loop_after_node->GetName().c_str(), loop_after_node->GetType().c_str()); return FAILED); string switch_name = loop_pre_node->GetName() + "_" + NODE_NAME_STREAM_SWITCH; NodePtr switch_node = InsertStreamSwitchOp(compute_graph, switch_name, loop_cond_node, iter_per_loop_node); if (switch_node == nullptr) { GELOGE(FAILED, "[Insert][StreamSwitchOp] %s failed.", switch_name.c_str()); return FAILED; } auto status = SetStreamLabel(switch_node, switch_name); if (status != ge::SUCCESS) { REPORT_CALL_ERROR("E19999", "Set stream label:%s to op:%s(%s) failed", switch_name.c_str(), switch_node->GetName().c_str(), switch_node->GetType().c_str()); GELOGE(status, "[Set][StreamLabel] %s to op:%s(%s) failed", switch_name.c_str(), switch_node->GetName().c_str(), switch_node->GetType().c_str()); return status; } graphStatus add_ret = GraphUtils::AddEdge(loop_pre_node->GetOutControlAnchor(), switch_node->GetInControlAnchor()); if (add_ret != GRAPH_SUCCESS) { REPORT_CALL_ERROR("E19999", "Add control edge between op:%s(%s) and op:%s(%s) failed", loop_pre_node->GetName().c_str(), loop_pre_node->GetType().c_str(), switch_node->GetName().c_str(), switch_node->GetType().c_str()); GELOGE(FAILED, "[Add][ControlEdge] between op:%s(%s) and op:%s(%s) failed", loop_pre_node->GetName().c_str(), loop_pre_node->GetType().c_str(), switch_node->GetName().c_str(), switch_node->GetType().c_str()); return FAILED; } add_ret = GraphUtils::AddEdge(loop_after_node->GetOutControlAnchor(), switch_node->GetInControlAnchor()); if (add_ret != GRAPH_SUCCESS) { REPORT_CALL_ERROR("E19999", "Add control edge between op:%s(%s) and op:%s(%s) failed", loop_after_node->GetName().c_str(), loop_after_node->GetType().c_str(), switch_node->GetName().c_str(), switch_node->GetType().c_str()); GELOGE(FAILED, "[Add][ControlEdge] between op:%s(%s) and op:%s(%s) failed", loop_after_node->GetName().c_str(), loop_after_node->GetType().c_str(), switch_node->GetName().c_str(), switch_node->GetType().c_str()); return FAILED; } // 3. Create switch true branch: only active string active_name = switch_name + "_StreamActive"; NodePtr active_node = InsertOp(compute_graph, STREAMACTIVE, active_name, {}, {}); if (active_node == nullptr) { GELOGE(FAILED, "[Insert][StreamActiveNode] %s for SpecialNodeIteratorCtrl failed.", active_name.c_str()); return FAILED; } status = SetStreamLabel(active_node, active_name); if (status != ge::SUCCESS) { REPORT_CALL_ERROR("E19999", "Set stream label:%s to op:%s(%s) failed", active_name.c_str(), active_node->GetName().c_str(), active_node->GetType().c_str()); GELOGE(status, "[Set][StreamLabel] %s to op:%s(%s) failed", active_name.c_str(), active_node->GetName().c_str(), active_node->GetType().c_str()); return status; } GE_IF_BOOL_EXEC(!AttrUtils::SetBool(active_node->GetOpDesc(), ATTR_NAME_IS_LOOP_ACTIVE, true), REPORT_CALL_ERROR("E19999", "Set Attr:%s to op:%s(%s) failed", ATTR_NAME_IS_LOOP_ACTIVE.c_str(), active_node->GetName().c_str(), active_node->GetType().c_str()); DOMI_LOGE("[Set][Attr] %s to op:%s(%s) failed", ATTR_NAME_IS_LOOP_ACTIVE.c_str(), active_node->GetName().c_str(), active_node->GetType().c_str()); return FAILED); add_ret = GraphUtils::AddEdge(switch_node->GetOutControlAnchor(), active_node->GetInControlAnchor()); if (add_ret != GRAPH_SUCCESS) { REPORT_CALL_ERROR("E19999", "Add control edge between op:%s(%s) and op:%s(%s) failed", switch_node->GetName().c_str(), switch_node->GetType().c_str(), active_node->GetName().c_str(), active_node->GetType().c_str()); GELOGE(FAILED, "[Add][ControlEdge] between op:%s(%s) and op:%s(%s) failed", switch_node->GetName().c_str(), switch_node->GetType().c_str(), active_node->GetName().c_str(), active_node->GetType().c_str()); return FAILED; } // used for stream assign to find true branch status = SetActiveLabelList(switch_node, { active_name }); if (status != ge::SUCCESS) { REPORT_CALL_ERROR("E19999", "Set active label list:%s to op:%s(%s) failed", active_name.c_str(), switch_node->GetName().c_str(), switch_node->GetType().c_str()); GELOGE(status, "[Set][ActiveLabelList] %s to op:%s(%s) failed", active_name.c_str(), switch_node->GetName().c_str(), switch_node->GetType().c_str()); return status; } // used for stream assign to find active stream status = SetActiveLabelList(active_node, { loop_pre_node->GetName() }); if (status != ge::SUCCESS) { REPORT_CALL_ERROR("E19999", "Set active label list:%s to op:%s(%s) failed", loop_pre_node->GetName().c_str(), active_node->GetName().c_str(), active_node->GetType().c_str()); GELOGE(status, "[Set][ActiveLabelList] %s to op:%s(%s) failed", loop_pre_node->GetName().c_str(), active_node->GetName().c_str(), active_node->GetType().c_str()); return status; } active_nodes_in_iter_loop_.push_back(active_node); return SUCCESS; } } // namespace ge