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- /**
- * Copyright 2019 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 "backend/optimizer/common/node_pass.h"
-
- #include <unordered_set>
- #include <unordered_map>
- #include <deque>
- #include "ir/anf.h"
- #include "ir/func_graph.h"
- #include "ir/manager.h"
- #include "backend/session/anf_runtime_algorithm.h"
-
- namespace mindspore {
- namespace opt {
- const size_t kSwitchBranchIndex = 2;
- const size_t kCallArgsIndex = 1;
- const size_t kPartialArgsIndex = 1;
-
- void AddOutputAndCallerToMap(const CNodePtr &cnode, std::unordered_map<AnfNodePtr, AnfNodePtr> *out_caller_map) {
- MS_EXCEPTION_IF_NULL(cnode);
- MS_EXCEPTION_IF_NULL(out_caller_map);
- auto inputs = cnode->inputs();
- if (AnfAlgo::CheckPrimitiveType(cnode, prim::kPrimSwitch)) {
- auto partial_node = dyn_cast<CNode>(inputs.at(kSwitchBranchIndex));
- MS_EXCEPTION_IF_NULL(partial_node);
- const auto &partial_inputs = partial_node->inputs();
- if (!IsPrimitive(partial_inputs.at(0), prim::kPrimPartial)) {
- MS_LOG(EXCEPTION) << "Invalid switch node: " << cnode->DebugString();
- }
- auto switch_subgraph = GetValueNode<FuncGraphPtr>(partial_inputs.at(kPartialArgsIndex));
- MS_EXCEPTION_IF_NULL(switch_subgraph);
- (*out_caller_map)[switch_subgraph->output()] = cnode;
- } else if (AnfAlgo::CheckPrimitiveType(cnode, prim::kPrimCall)) {
- auto call_subgraph = GetValueNode<FuncGraphPtr>(inputs.at(kCallArgsIndex));
- MS_EXCEPTION_IF_NULL(call_subgraph);
- (*out_caller_map)[call_subgraph->output()] = cnode;
- }
- }
-
- bool NodePass::Run(const FuncGraphPtr &func_graph) {
- MS_EXCEPTION_IF_NULL(func_graph);
- FuncGraphManagerPtr manager = func_graph->manager();
- MS_EXCEPTION_IF_NULL(manager);
- manager->AddFuncGraph(func_graph);
-
- std::unordered_map<AnfNodePtr, AnfNodePtr> subgraph_out_caller_map = {};
- std::unordered_set<AnfNodePtr> seen_node;
- std::deque<std::pair<AnfNodePtr, FuncGraphPtr>> todo{{func_graph->output(), func_graph}};
- bool changes = false;
- while (!todo.empty()) {
- AnfNodePtr node = todo.front().first;
- auto fg = todo.front().second;
- manager->AddFuncGraph(fg);
- todo.pop_front();
- if (seen_node.count(node) > 0 || !manager->all_nodes().contains(node)) {
- continue;
- }
- (void)seen_node.insert(node);
- TraceGuard guard(std::make_shared<TraceOpt>(node->debug_info()));
- AnfNodePtr new_node = Run(fg, node);
- bool change = (new_node != nullptr);
- if (new_node != nullptr && new_node != node) {
- auto find_iter = subgraph_out_caller_map.find(node);
- if (find_iter != subgraph_out_caller_map.end()) {
- find_iter->second->set_abstract(new_node->abstract());
- }
- (void)manager->Replace(node, new_node);
- // if replaced node is end_goto, refresh relative params in kernel graph
- auto kernel_graph = fg->cast<std::shared_ptr<session::KernelGraph>>();
- if (kernel_graph != nullptr && node->isa<CNode>()) {
- auto cnode = node->cast<CNodePtr>();
- MS_EXCEPTION_IF_NULL(cnode);
- auto end_label = kernel_graph->get_end_goto();
- if (cnode == end_label && AnfAlgo::GetCNodeName(cnode) == kLabelSwitchOpName) {
- kernel_graph->set_end_goto(new_node->cast<CNodePtr>());
- }
- }
- (void)seen_node.erase(node);
- } else if (new_node == nullptr) {
- new_node = node;
- }
- if (new_node && IsValueNode<FuncGraph>(new_node)) {
- auto const_func_graph = GetValueNode<FuncGraphPtr>(new_node);
- MS_EXCEPTION_IF_NULL(const_func_graph);
- if (!const_func_graph->has_attr(FUNC_GRAPH_ATTR_GRAPH_KERNEL)) {
- (void)todo.emplace_back(const_func_graph->output(), const_func_graph);
- }
- } else if (new_node && new_node->isa<CNode>()) {
- if (AnfAlgo::IsGraphKernel(new_node)) {
- (void)todo.emplace_back(new_node, func_graph);
- }
- auto cnode = new_node->cast<CNodePtr>();
- MS_EXCEPTION_IF_NULL(cnode);
- AddOutputAndCallerToMap(cnode, &subgraph_out_caller_map);
- auto inputs = cnode->inputs();
- (void)std::for_each(inputs.begin(), inputs.end(), [&fg, &todo](AnfNodePtr &node) {
- (void)todo.emplace_back(std::pair<AnfNodePtr, FuncGraphPtr>(node, fg));
- });
- }
- changes = changes || change;
- }
- return changes;
- }
- } // namespace opt
- } // namespace mindspore
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