/** * 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 "optimizer/ad/grad.h" #include "optimizer/ad/dfunctor.h" #include "ir/func_graph_cloner.h" #include "utils/context/ms_context.h" #include "utils/symbolic.h" #include "utils/graph_utils.h" namespace mindspore { namespace ad { FuncGraphPtr Grad(const FuncGraphPtr &func_graph, const pipeline::ResourceBasePtr &resources) { MS_EXCEPTION_IF_NULL(func_graph); auto gradkv = func_graph->transforms().find("grad"); if (gradkv != func_graph->transforms().end()) { return gradkv->second.func_graph(); } auto manager_ptr = resources->manager(); MS_EXCEPTION_IF_NULL(manager_ptr); manager_ptr->AddFuncGraph(func_graph); auto multi_graph_sink = [&func_graph](const FuncGraphPtr &f) { if (MsContext::GetInstance()->is_multi_graph_sink()) { if (func_graph->has_flag(FUNC_GRAPH_FLAG_IGNORE_VALUES)) { f->set_flags(FUNC_GRAPH_FLAG_IGNORE_VALUES, true); } } }; auto f = std::make_shared(func_graph, resources); auto user_defined = f->KUserDefined(func_graph); if (user_defined != nullptr) { multi_graph_sink(user_defined); DFunctor::Clear(); return user_defined; } f->Init(f, true); f->MapObject(); f->MapMorphism(); auto ret = f->k_graph(); DFunctor::Clear(); multi_graph_sink(ret); return ret; } FuncGraphPtr Kprim(const ValueNodePtr &value_node, const pipeline::ResourceBasePtr &resources) { auto fg = g_k_prims.KPrimitive(value_node, resources); if (fg == nullptr) { return nullptr; } return BasicClone(fg); } MetaFuncGraphPtr Kmeta(const PrimitivePtr &prim, const pipeline::ResourceBasePtr &) { MetaFuncGraphPtr fg = g_k_prims.KMetaFuncGraph(prim); return fg; } } // namespace ad } // namespace mindspore