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- /**
- * 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/var_is_initialized_op_pass.h"
- #include <memory>
- #include <utility>
- #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<OpDesc>(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<GeTensor>(original_desc, reinterpret_cast<uint8_t *>(&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<int64_t> *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<int64_t> *VarIsInitializedOpPass::CreateInitedVars() {
- std::unique_ptr<std::set<int64_t>> inited_vars_keeper(new(std::nothrow) std::set<int64_t>());
- 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
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