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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 <algorithm>
-
- #include "common/common_test.h"
- #include "common/py_func_graph_fetcher.h"
-
- #include "ir/manager.h"
- #include "utils/log_adapter.h"
- #include "ir/func_graph_cloner.h"
- #include "pipeline/jit/parse/parse.h"
- #include "ir/graph_utils.h"
- #include "include/common/debug/draw.h"
- #include "base/core_ops.h"
-
- namespace mindspore {
- class FuncGraphIndex {
- public:
- explicit FuncGraphIndex(const FuncGraphPtr &fg, const SearchFunc &search = DeepScopedGraphSearch,
- const IncludeFunc &include = AlwaysInclude);
- FuncGraphIndex(const FuncGraphIndex &) = delete;
- FuncGraphIndex &operator=(const FuncGraphIndex &) = delete;
-
- virtual ~FuncGraphIndex() {}
-
- std::set<FuncGraphPtr> GetFuncGraphs(const std::string &key);
- std::set<AnfNodePtr> GetNodes(const std::string &key);
- FuncGraphPtr GetFirstFuncGraph(const std::string &key);
- AnfNodePtr GetFirstNode(const std::string &key);
-
- private:
- void Acquire(const FuncGraphPtr &key);
- void Acquire(const AnfNodePtr &key);
-
- std::map<std::string, std::set<FuncGraphPtr>> index_func_graph_;
- std::map<std::string, std::set<AnfNodePtr>> index_node_;
- };
-
- FuncGraphIndex::FuncGraphIndex(const FuncGraphPtr &fg, const SearchFunc &search, const IncludeFunc &include) {
- MS_EXCEPTION_IF_NULL(fg);
- Acquire(fg);
- auto vec = search(fg->get_return(), include);
- for (auto &node : vec) {
- MS_EXCEPTION_IF_NULL(node);
- Acquire(node);
- if (node->func_graph() != nullptr) {
- Acquire(node->func_graph());
- }
- }
- }
-
- std::set<FuncGraphPtr> FuncGraphIndex::GetFuncGraphs(const std::string &key) {
- std::set<FuncGraphPtr> func_graphs;
- if (index_func_graph_.find(key) != index_func_graph_.end()) {
- func_graphs = index_func_graph_[key];
- }
- return func_graphs;
- }
-
- std::set<AnfNodePtr> FuncGraphIndex::GetNodes(const std::string &key) {
- if (index_node_.find(key) != index_node_.end()) {
- return index_node_[key];
- }
- return std::set<AnfNodePtr>();
- }
-
- FuncGraphPtr FuncGraphIndex::GetFirstFuncGraph(const std::string &key) {
- if (GetFuncGraphs(key).empty()) {
- return nullptr;
- }
- auto fg = *GetFuncGraphs(key).begin();
- return fg;
- }
-
- AnfNodePtr FuncGraphIndex::GetFirstNode(const std::string &key) {
- if (GetNodes(key).empty()) {
- return nullptr;
- }
- auto node = *GetNodes(key).begin();
- return node;
- }
-
- void FuncGraphIndex::Acquire(const FuncGraphPtr &key) {
- std::string name = label_manage::Label(key->debug_info());
- if (!name.empty()) {
- (void)index_func_graph_[name].insert(key);
- }
- }
-
- void FuncGraphIndex::Acquire(const AnfNodePtr &key) {
- std::string name = label_manage::Label(key->debug_info());
- if (!name.empty()) {
- (void)index_node_[name].insert(key);
- }
- }
-
- class TestCloner : public UT::Common {
- public:
- TestCloner() : getPyFun("gtest_input.ir.clone_test", true) {
- one = NewValueNode(static_cast<int64_t>(1));
- two = NewValueNode(static_cast<int64_t>(2));
- three = NewValueNode(static_cast<int64_t>(3));
- }
-
- FuncGraphPtr GraphForInline() { return nullptr; }
- void SuccessfulInlining(const std::shared_ptr<Cloner> cl, FuncGraphPtr orig, const std::vector<AnfNodePtr> ¶ms,
- FuncGraphPtr target);
-
- public:
- UT::PyFuncGraphFetcher getPyFun;
-
- ValueNodePtr one;
- ValueNodePtr two;
- ValueNodePtr three;
- };
-
- void TestCloner::SuccessfulInlining(const std::shared_ptr<Cloner> cl, FuncGraphPtr orig,
- const std::vector<AnfNodePtr> ¶ms, FuncGraphPtr target) {
- auto g = (*cl)[orig];
- ASSERT_TRUE(g != target);
- ASSERT_TRUE(g == orig);
-
- auto new_root = (*cl)[orig->output()];
- ASSERT_TRUE(new_root != orig->output());
-
- AnfNodeSet orig_nodes = AnfNodeSet(DeepLinkedGraphSearch(orig->output()));
- AnfNodeSet new_nodes = AnfNodeSet(DeepLinkedGraphSearch(new_root));
-
- for (auto &p : params) {
- ASSERT_TRUE(new_nodes.contains(p));
- }
-
- for (auto &node : orig_nodes) {
- if (node->func_graph() == orig) {
- ASSERT_TRUE((*cl)[node]);
- }
- }
- ASSERT_TRUE(target->output() == three);
- }
-
- TEST_F(TestCloner, test_clone_simple) {
- std::string py_code = "test_clone_simple";
-
- FuncGraphPtr g = getPyFun.CallAndParseRet(py_code);
- ASSERT_TRUE(g != nullptr);
-
- std::vector<FuncGraphPtr> gs = {g};
- Cloner cl(gs, true);
- auto g2 = cl[g];
-
- AnfNodeSet d1 = AnfNodeSet(DeepScopedGraphSearch(g->get_return()));
- AnfNodeSet d2 = AnfNodeSet(DeepScopedGraphSearch(g2->get_return()));
-
- auto common = d1 & d2;
- ASSERT_EQ((size_t)0, common.size());
-
- Cloner cl2(gs);
- auto g3 = cl2[g];
-
- std::vector<Primitive> results = {Primitive(prim::kScalarAdd), Primitive(prim::kScalarMul), Primitive("Return")};
- AnfNodeSet d3 = AnfNodeSet(DeepScopedGraphSearch(g3->get_return()));
- common = d1 & d3;
- for (auto &x : common) {
- ASSERT_TRUE(x->isa<ValueNode>());
- ASSERT_TRUE(find(results.begin(), results.end(), *x->cast<ValueNodePtr>()->value()->cast<PrimitivePtr>()) !=
- results.end());
- }
- }
-
- TEST_F(TestCloner, test_clone_closure) {
- std::string py_code = "test_clone_closure";
-
- // parse ast to graph
- FuncGraphPtr parsed_f = getPyFun(py_code);
-
- FuncGraphIndex idx(parsed_f);
- auto g = idx.GetFirstFuncGraph("j");
-
- std::vector<FuncGraphPtr> gs = {g};
- Cloner cl(gs, true);
-
- auto g_clone = cl[g];
- FuncGraphIndex idx2(g_clone, DeepLinkedGraphSearch);
-
- std::string name_list = "xy";
- for (auto name : name_list) {
- ASSERT_EQ(idx.GetFirstNode(std::string(1, name)), idx2.GetFirstNode(std::string(1, name)));
- }
-
- ASSERT_FALSE(idx.GetFirstNode("z") == idx2.GetFirstNode("z"));
- ASSERT_FALSE(idx.GetFirstFuncGraph("j") == idx2.GetFirstFuncGraph("j"));
- }
-
- TEST_F(TestCloner, test_clone_lifting) {
- std::string py_code = "test_clone_closure";
-
- // parse ast to graph
- FuncGraphPtr parsed_f = getPyFun(py_code);
-
- auto g_lifting = LiftingClone(parsed_f);
-
- FuncGraphIndex idx(g_lifting);
- auto g = idx.GetFirstFuncGraph("j");
-
- auto params = g_lifting->parameters();
- auto child_params = g->parameters();
- ASSERT_TRUE(params.size() + 1 == child_params.size());
- }
-
- TEST_F(TestCloner, test_clone_scoping) {
- std::string py_code = "test_clone_scoping";
-
- // parse ast to graph
- FuncGraphPtr g = getPyFun.CallAndParseRet(py_code);
-
- std::vector<FuncGraphPtr> gs = {g};
- Cloner cl(gs, true);
-
- auto g2 = cl[g];
-
- FuncGraphIndex idx1(g);
- FuncGraphIndex idx2(g2);
-
- std::string name_list = "fgi";
- for (auto name : name_list) {
- auto result1 = idx1.GetFirstFuncGraph(std::string(1, name));
- auto result2 = idx2.GetFirstFuncGraph(std::string(1, name));
- ASSERT_FALSE(result1 == result2);
- }
-
- name_list = "h";
- for (auto name : name_list) {
- ASSERT_TRUE(idx1.GetFirstFuncGraph(std::string(1, name)) == idx2.GetFirstFuncGraph(std::string(1, name)));
- }
- }
-
- TEST_F(TestCloner, test_clone_total) {
- std::string py_code = "test_clone_total";
-
- // parse ast to graph
- getPyFun.SetDoResolve();
- FuncGraphPtr g = getPyFun.CallAndParseRet(py_code);
- if (g == nullptr) {
- return;
- }
-
- FuncGraphIndex idx0(g);
-
- std::vector<FuncGraphPtr> gs = {g};
- Cloner cl1(gs, true, true, true);
- auto g2 = cl1[g];
- FuncGraphIndex idx1(g2);
-
- ASSERT_FALSE(idx0.GetFirstFuncGraph("clone_total_sub") == idx1.GetFirstFuncGraph("clone_total_sub"));
- ASSERT_FALSE(idx0.GetFirstFuncGraph("clone_total") == idx1.GetFirstFuncGraph("clone_total"));
-
- Cloner cl2(gs, true);
- FuncGraphIndex idx2(cl2[g]);
-
- ASSERT_FALSE(idx0.GetFirstFuncGraph("clone_total") == idx2.GetFirstFuncGraph("clone_total"));
- ASSERT_TRUE(idx0.GetFirstFuncGraph("clone_total_sub") == idx2.GetFirstFuncGraph("clone_total_sub"));
- }
-
- } // namespace mindspore
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