/** * Copyright 2019-2020 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/var_is_initialized_op_pass.h" #include #include #include "framework/common/debug/ge_log.h" #include "common/ge/ge_util.h" #include "graph/anchor.h" #include "graph/debug/ge_attr_define.h" #include "graph/manager/graph_var_manager.h" #include "graph/node.h" #include "graph/utils/graph_utils.h" #include "graph/utils/node_utils.h" namespace ge { namespace { const int kAssignVarRefIndex = 0; const int kVarIsInitializedIOCnt = 1; const int kVarIsInitVarInputIndex = 0; } // namespace Status VarIsInitializedOpPass::Run(NodePtr &node) { GE_CHECK_NOTNULL(node); auto ret = UpdateInitedVars(node); if (ret != SUCCESS) { GELOGE(ret, "Failed to run var is init pass on node %s", node->GetName().c_str()); return ret; } if (node->GetType() != VARISINITIALIZEDOP) { return SUCCESS; } bool inited = false; if (CheckSrcNode(node, inited) != SUCCESS) { return FAILED; } GELOGI("The variable inited status %s on node %s", inited ? "true" : "false", node->GetName().c_str()); ret = ChangeNodeToConstant(node, inited); GELOGI("Change VarIsInitializedOp %s to be Constant %s end.", node->GetName().c_str(), inited ? "true" : "false"); return ret; } Status VarIsInitializedOpPass::CheckSrcNode(const NodePtr &node, bool &inited) const { GE_CHECK_NOTNULL(node); auto input_nodes = node->GetInDataNodes(); if (input_nodes.size() != kVarIsInitializedIOCnt) { GELOGE(FAILED, "[%s] Node input data nodes size [%zu] is not equal 1.", node->GetName().c_str(), input_nodes.size()); return FAILED; } auto &input_node = input_nodes.at(kVarIsInitVarInputIndex); GE_CHECK_NOTNULL(input_node); auto input_node_name = input_node->GetName(); auto input_node_type = input_node->GetType(); if (input_node_type != VARIABLE) { GELOGE(FAILED, "[%s] Src node %s is not Variable, is %s.", node->GetName().c_str(), input_node_name.c_str(), input_node_type.c_str()); return FAILED; } // initialized and initialized check graph must not be in the same graph ComputeGraphPtr compute_graph = node->GetOwnerComputeGraph(); auto session_id = compute_graph->GetSessionID(); if (VarManager::Instance(session_id)->IsVarExist(input_node_name)) { inited = true; return SUCCESS; } GE_CHECK_NOTNULL(input_node->GetOpDesc()); inited = IsVarInitedOnTheGraphAndNode(node, input_node->GetOpDesc()->GetId()); return SUCCESS; } Status VarIsInitializedOpPass::CreateConstant(NodePtr &node, OpDescPtr &op_desc, bool inited) { GE_CHECK_NOTNULL(node); // 1. create Constant OpDesc op_desc = MakeShared(node->GetName().c_str(), CONSTANT); if (op_desc == nullptr) { GELOGE(FAILED, "[%s] Make shared of Constant op desc failed.", node->GetName().c_str()); return FAILED; } // 2. get OpDesc of VarIsInitializedOp OpDescPtr original_op_desc = node->GetOpDesc(); if (original_op_desc == nullptr) { GELOGE(FAILED, "[%s] Op desc must not be null.", node->GetName().c_str()); return FAILED; } GeTensorDesc original_desc = original_op_desc->GetOutputDesc(0); // 3. create attr value of Constant, is a tensor bool val = inited; GeTensorPtr const_tensor_ptr = MakeShared(original_desc, reinterpret_cast(&val), sizeof(bool)); if (const_tensor_ptr == nullptr) { GELOGE(FAILED, "[%s] Make shared of Constant tensor failed.", node->GetName().c_str()); return FAILED; } if (!AttrUtils::SetTensor(op_desc, ATTR_NAME_WEIGHTS, const_tensor_ptr)) { GELOGE(INTERNAL_ERROR, "get ATTR_NAME_WEIGHTS failed"); return FAILED; } // 4. set Constant output desc GE_CHK_STATUS_RET(op_desc->AddOutputDesc(original_desc), "add out put desc failed"); return SUCCESS; } Status VarIsInitializedOpPass::ProcessInAnchor(NodePtr &node, NodePtr &new_node) { GE_CHECK_NOTNULL(node); GE_CHECK_NOTNULL(new_node); auto in_anchors = node->GetAllInDataAnchors(); auto out_anchors = node->GetAllOutDataAnchors(); if ((in_anchors.size() != kVarIsInitializedIOCnt) || (out_anchors.size() != kVarIsInitializedIOCnt)) { GELOGE(FAILED, "[%s] Node input/output data anchors" " size [%lu][%lu] is not all equal 1.", node->GetName().c_str(), in_anchors.size(), out_anchors.size()); return FAILED; } // 1. delete in data anchor of VarIsInitializedOp node auto &in_anchor = in_anchors.at(kVarIsInitVarInputIndex); GE_CHECK_NOTNULL(in_anchor); auto peer_out_anchor = in_anchor->GetPeerOutAnchor(); GE_CHECK_NOTNULL(peer_out_anchor); if (GraphUtils::RemoveEdge(in_anchor, peer_out_anchor) != GRAPH_SUCCESS) { GELOGE(FAILED, "[%s] Remove in data edge failed.", node->GetName().c_str()); return FAILED; } auto src_node = peer_out_anchor->GetOwnerNode(); if (GraphUtils::AddEdge(src_node->GetOutControlAnchor(), new_node->GetInControlAnchor()) != GRAPH_SUCCESS) { GELOGE(FAILED, "Failed to link control edges from var %s to new const %s", src_node->GetName().c_str(), new_node->GetName().c_str()); return FAILED; } if (GraphUtils::MoveInCtrlEdges(node, new_node) != GRAPH_SUCCESS) { GELOGE(FAILED, "Failed to move in ctrl edges from %s to new const", node->GetName().c_str()); return FAILED; } if (GraphUtils::MoveOutCtrlEdges(node, new_node) != GRAPH_SUCCESS) { GELOGE(FAILED, "Failed to move out ctrl edges from %s to new const", node->GetName().c_str()); return FAILED; } return SUCCESS; } Status VarIsInitializedOpPass::ChangeNodeToConstant(NodePtr &node, bool inited) { GE_CHECK_NOTNULL(node); ComputeGraphPtr graph = node->GetOwnerComputeGraph(); OpDescPtr constant_op_desc = nullptr; if (CreateConstant(node, constant_op_desc, inited) != SUCCESS) { return FAILED; } NodePtr const_node = graph->AddNodeFront(constant_op_desc); if (const_node == nullptr) { return FAILED; } if (ProcessInAnchor(node, const_node) != SUCCESS) { return FAILED; } if (NodeUtils::MoveOutputEdges(node, const_node) != GRAPH_SUCCESS) { GELOGE(FAILED, "[%s] Move output edges to new node failed.", node->GetName().c_str()); return FAILED; } if (GraphUtils::RemoveNodeWithoutRelink(graph, node) != SUCCESS) { GELOGE(FAILED, "[%s] RemoveNodeWithoutRelink failed.", node->GetName().c_str()); return FAILED; } AddRePassNodesWithInOut(const_node); // delete VarIsInitializedOp node from the graph AddNodeDeleted(node); return SUCCESS; } Status VarIsInitializedOpPass::UpdateInitedVars(const NodePtr &node) { GE_CHECK_NOTNULL(node); std::set *inited_vars = nullptr; bool inited_vars_merged = false; bool init_var = false; int64_t inited_var_id; auto ret = CheckAndSetVarInited(node, init_var, inited_var_id); if (ret != SUCCESS) { return ret; } if (init_var) { inited_vars = CreateInitedVars(); if (inited_vars == nullptr) { return OUT_OF_MEMORY; } inited_vars_merged = true; inited_vars->insert(inited_var_id); } for (auto &in_node : node->GetInNodes()) { GE_CHECK_NOTNULL(in_node->GetOpDesc()); auto iter = nodes_to_inited_vars_.find(in_node->GetOpDesc()->GetId()); if (iter == nodes_to_inited_vars_.end()) { continue; } if (inited_vars == nullptr) { inited_vars = iter->second; continue; } if (inited_vars == iter->second) { continue; } // if there are multiple different inited_vars set, we should merge them to a new one if (inited_vars_merged) { inited_vars->insert(iter->second->begin(), iter->second->end()); } else { auto origin_inited_vars = inited_vars; inited_vars = CreateInitedVars(); if (inited_vars == nullptr) { return OUT_OF_MEMORY; } inited_vars_merged = true; inited_vars->insert(origin_inited_vars->begin(), origin_inited_vars->end()); inited_vars->insert(iter->second->begin(), iter->second->end()); } } if (inited_vars != nullptr) { GE_CHECK_NOTNULL(node->GetOpDesc()); nodes_to_inited_vars_[node->GetOpDesc()->GetId()] = inited_vars; GELOGD("Inited vars on this graph when node %s, inited vars count %zu", node->GetName().c_str(), inited_vars->size()); } return SUCCESS; } std::set *VarIsInitializedOpPass::CreateInitedVars() { std::unique_ptr> inited_vars_keeper(new (std::nothrow) std::set()); if (inited_vars_keeper == nullptr) { GELOGE(OUT_OF_MEMORY, "Failed to alloc set memory"); return nullptr; } auto inited_vars = inited_vars_keeper.get(); var_inited_keeper_.emplace_back(std::move(inited_vars_keeper)); return inited_vars; } bool VarIsInitializedOpPass::IsVarInitedOnTheGraphAndNode(const NodePtr &node, int64_t var_id) const { if (node == nullptr || node->GetOpDesc() == nullptr) { return false; } auto iter = nodes_to_inited_vars_.find(node->GetOpDesc()->GetId()); if (iter == nodes_to_inited_vars_.end()) { return false; } return iter->second->count(var_id) > 0; } Status VarIsInitializedOpPass::CheckAndSetVarInited(const NodePtr &node, bool &inited, int64_t &inited_var) { GE_CHECK_NOTNULL(node); inited = false; if (node->GetType() != ASSIGN) { return SUCCESS; } auto ref_in_anchor = node->GetInDataAnchor(kAssignVarRefIndex); if (ref_in_anchor == nullptr) { GELOGW("Invalid assign node on graph, no ref input. name %s", node->GetName().c_str()); return PARAM_INVALID; } auto var_out_anchor = ref_in_anchor->GetPeerOutAnchor(); if (var_out_anchor == nullptr) { GELOGW("Invalid assign node on graph, no variable peer. name %s", node->GetName().c_str()); return PARAM_INVALID; } auto var = var_out_anchor->GetOwnerNode(); if (var == nullptr) { GELOGW("Invalid assign node on graph, no variable peer. name %s", node->GetName().c_str()); return PARAM_INVALID; } inited = true; GE_CHECK_NOTNULL(var->GetOpDesc()); inited_var = var->GetOpDesc()->GetId(); return SUCCESS; } } // namespace ge