/** * This is the C++ adaptation and derivative work of Myia (https://github.com/mila-iqia/myia/). * * 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. */ #ifndef MINDSPORE_CCSRC_IR_META_FUNC_GRAPH_H_ #define MINDSPORE_CCSRC_IR_META_FUNC_GRAPH_H_ #include #include #include #include #include #include #include "pybind11/pybind11.h" #include "ir/dtype.h" #include "ir/anf.h" #include "ir/func_graph.h" #include "pipeline/static_analysis/abstract_value.h" namespace py = pybind11; namespace mindspore { // namespace to support intermediate representation definition // Graph generator. // Can be called with a pipeline's resources and a list of argument types to // generate a graph corresponding to these types. class MetaFuncGraph : public FuncGraphBase { public: explicit MetaFuncGraph(const std::string &name) : name_(name) { cache_.clear(); } ~MetaFuncGraph() override = default; MS_DECLARE_PARENT(MetaFuncGraph, FuncGraphBase); abstract::AbstractBasePtr MakeAbstractClosure(const AnfNodePtr &anf_node); // Return normalized versions of the arguments. // By default, this returns args unchanged. virtual abstract::AbstractBasePtrList NormalizeArgs(const abstract::AbstractBasePtrList &args_spec_list) const { return args_spec_list; } const std::vector &signatures() const { return signatures_; } void set_signatures(const std::vector &signatures) { signatures_ = signatures; } // Generate a Graph for the given abstract arguments. virtual FuncGraphPtr GenerateFuncGraph(const abstract::AbstractBasePtrList &args_spec_list) { TypePtrList types; (void)std::transform(args_spec_list.begin(), args_spec_list.end(), std::back_inserter(types), [](const AbstractBasePtr &arg) -> TypePtr { MS_EXCEPTION_IF_NULL(arg); return arg->BuildType(); }); // filter unsafe characters in log print since name_ is from outside auto iter = cache_.find(types); if (iter == cache_.end()) { FuncGraphPtr fg = GenerateFromTypes(types); MS_EXCEPTION_IF_NULL(fg); MS_LOG(INFO) << "MetaFuncgraph: cache miss for types: " << mindspore::ToString(args_spec_list) << ", g: " << fg->ToString(); cache_[types] = fg; return fg; } else { MS_LOG(DEBUG) << "MetaFuncgraph: cache hit for types: " << mindspore::ToString(args_spec_list) << ", g: " << iter->second->ToString(); return iter->second; } } // Generate a Graph for this type signature. virtual FuncGraphPtr GenerateFromTypes(const TypePtrList &) { MS_LOG(EXCEPTION) << "Undefine the method of generating graph from types."; } std::string name() { return name_; } std::string ToString() const override { return name_; } std::size_t hash() const override { return tid(); } virtual bool operator==(const MetaFuncGraph &other) const { return &other == this; } bool operator==(const Value &other) const override { if (other.isa()) { return &other == this; } else { return false; } } const bool parse_info_ = true; protected: template std::shared_ptr shared_from_base() { return std::static_pointer_cast(shared_from_this()); } std::string name_; std::vector signatures_; std::unordered_map cache_; }; using MetaFuncGraphPtr = std::shared_ptr; } // namespace mindspore #endif // MINDSPORE_CCSRC_IR_META_FUNC_GRAPH_H_