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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/pass/optimize_dependence.h"
- #include <memory>
- #include <vector>
- #include <string>
- #include "backend/optimizer/common/helper.h"
- #include "frontend/operator/ops.h"
- #include "utils/utils.h"
- #include "backend/session/kernel_graph.h"
- #include "backend/session/anf_runtime_algorithm.h"
-
- namespace mindspore {
- namespace opt {
- constexpr auto kSingleInputIndex = 1;
- namespace {
- AnfNodePtr GetReplaceNode(const AnfNodePtr &node) {
- MS_EXCEPTION_IF_NULL(node);
- if (!node->isa<CNode>()) {
- return nullptr;
- }
- auto cnode = node->cast<CNodePtr>();
- MS_EXCEPTION_IF_NULL(cnode);
- string op_name = AnfAlgo::GetCNodeName(cnode);
- // Currently we only eliminate transdata or cast nodes.
- if (op_name != kTransDataOpName && op_name != prim::kPrimCast->name()) {
- return nullptr;
- }
- CheckCNodeInputSize(cnode, kSingleInputIndex + 1);
- return cnode->input(kSingleInputIndex);
- }
-
- AnfNodePtr ReplaceMakeTuple(const FuncGraphPtr &func_graph, const CNodePtr &cnode) {
- MS_EXCEPTION_IF_NULL(func_graph);
- MS_EXCEPTION_IF_NULL(cnode);
- if (AnfAlgo::GetCNodeName(cnode) != prim::kPrimMakeTuple->name()) {
- return nullptr;
- }
- std::vector<AnfNodePtr> new_make_tuple_inputs;
- bool need_update = false;
- for (const auto &input : cnode->inputs()) {
- AnfNodePtr replace_input = GetReplaceNode(input);
- // If replace input is not null, it will be the input of the TransData or Cast.
- if (replace_input == nullptr) {
- new_make_tuple_inputs.push_back(input);
- continue;
- }
- new_make_tuple_inputs.push_back(replace_input);
- need_update = true;
- }
- if (need_update) {
- auto kernel_graph = func_graph->cast<std::shared_ptr<session::KernelGraph>>();
- CNodePtr new_make_tuple = nullptr;
- if (kernel_graph == nullptr) {
- new_make_tuple = func_graph->NewCNode(new_make_tuple_inputs);
- } else {
- new_make_tuple = kernel_graph->NewCNode(cnode);
- }
- MS_EXCEPTION_IF_NULL(new_make_tuple);
- new_make_tuple->set_inputs(new_make_tuple_inputs);
- auto manager = func_graph->manager();
- MS_EXCEPTION_IF_NULL(manager);
- manager->Replace(cnode, new_make_tuple);
- return new_make_tuple;
- }
- return nullptr;
- }
- } // namespace
-
- const BaseRef OptimizeDependence::DefinePattern() const {
- VarPtr X = std::make_shared<Var>();
- VarPtr Xs = std::make_shared<SeqVar>();
- return VectorRef({X, Xs});
- }
-
- const AnfNodePtr OptimizeDependence::Process(const FuncGraphPtr &func_graph, const AnfNodePtr &node,
- const EquivPtr &) const {
- MS_EXCEPTION_IF_NULL(func_graph);
- MS_EXCEPTION_IF_NULL(node);
- if (!node->isa<CNode>()) {
- return nullptr;
- }
- auto node_name = AnfAlgo::GetCNodeName(node);
- if (node_name != prim::kPrimControlDepend->name() && node_name != prim::kPrimDepend->name()) {
- return nullptr;
- }
- size_t index = 0;
- auto depend_cnode = node->cast<CNodePtr>();
- MS_EXCEPTION_IF_NULL(depend_cnode);
- std::vector<AnfNodePtr> new_depend_inputs = {depend_cnode->input(kAnfPrimitiveIndex)};
- if (node_name == prim::kPrimDepend->name()) {
- index = 1;
- new_depend_inputs.push_back(depend_cnode->input(kRealInputIndexInDepend));
- }
- if (AnfAlgo::GetInputTensorNum(depend_cnode) < 2) {
- MS_LOG(EXCEPTION) << "The depend node input size is at less size 2,but got "
- << AnfAlgo::GetInputTensorNum(depend_cnode) << depend_cnode->DebugString();
- }
- auto input_num = AnfAlgo::GetInputTensorNum(depend_cnode);
- while (index < input_num) {
- auto replace_node = GetConvertNode(func_graph, node, index);
- MS_EXCEPTION_IF_NULL(replace_node);
- new_depend_inputs.push_back(replace_node);
- ++index;
- }
- auto kernel_graph = func_graph->cast<std::shared_ptr<session::KernelGraph>>();
- CNodePtr new_depend = nullptr;
- if (kernel_graph == nullptr) {
- new_depend = func_graph->NewCNode(new_depend_inputs);
- MS_EXCEPTION_IF_NULL(new_depend);
- new_depend->set_abstract(node->abstract());
- new_depend->set_scope(node->scope());
- } else {
- new_depend = kernel_graph->NewCNode(depend_cnode);
- MS_EXCEPTION_IF_NULL(new_depend);
- new_depend->set_inputs(new_depend_inputs);
- }
- return new_depend;
- }
-
- const AnfNodePtr OptimizeDependence::GetConvertNode(const FuncGraphPtr &graph, const AnfNodePtr &node,
- const size_t index) const {
- MS_EXCEPTION_IF_NULL(graph);
- MS_EXCEPTION_IF_NULL(node);
- auto depend_cnode = node->cast<CNodePtr>();
- auto replacing_node = AnfAlgo::GetInputNode(depend_cnode, index);
- MS_EXCEPTION_IF_NULL(replacing_node);
- if (!replacing_node->isa<CNode>()) {
- return replacing_node;
- }
- auto replacing_cnode = replacing_node->cast<CNodePtr>();
- MS_EXCEPTION_IF_NULL(replacing_cnode);
- // Deal with the make_tuple with TransData or Cast inputs.
- auto make_tuple_replace_node = ReplaceMakeTuple(graph, replacing_cnode);
- if (make_tuple_replace_node != nullptr) {
- return make_tuple_replace_node;
- }
- AnfNodePtr replace_node = GetReplaceNode(replacing_cnode);
- if (replace_node == nullptr) {
- MS_LOG(DEBUG) << "Can not find the TransData or Cast with single output node. Depend node: " << node->DebugString();
- return replacing_node;
- }
- return replace_node;
- }
- } // namespace opt
- } // namespace mindspore
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