// Copyright (c) 2021 PaddlePaddle Authors. All Rights Reserved. // // 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. #pragma once #include #include #include #include #include "paddle/fluid/framework/op_registry.h" #include "paddle/fluid/framework/python_headers.h" namespace paddle { namespace operators { namespace py = ::pybind11; class PyLayerContext { public: explicit PyLayerContext(PyObject* context) : context_(context) { Py_INCREF(context_); } PyLayerContext() = delete; PyObject* GetMutableCtx() { return context_; } ~PyLayerContext() { py::gil_scoped_acquire guard; Py_XDECREF(context_); } private: PyObject* context_; }; class PyLayerOp : public framework::OperatorWithKernel { public: using framework::OperatorWithKernel::OperatorWithKernel; void InferShape(framework::InferShapeContext* ctx) const override { VLOG(3) << "`InferShape` of `PyLayer` is an empty function, and it cannot " "infer the shape of the output tensors."; } protected: framework::OpKernelType GetExpectedKernelType( const framework::ExecutionContext& ctx) const override { auto data_type = OperatorWithKernel::IndicateVarDataType(ctx, "X"); return framework::OpKernelType(data_type, ctx.device_context()); } public: void SetPyLayerContext(const std::shared_ptr& py_context) { py_context_ = py_context; } std::shared_ptr ReleasePyLayerContext() { auto temp = py_context_; py_context_.reset(); VLOG(3) << "`py_context_` in the PyLayerOp is released."; return temp; } private: std::shared_ptr py_context_; }; template class PyLayerGradOpMaker {}; template <> class PyLayerGradOpMaker : public framework::SingleGradOpMaker { public: using framework::SingleGradOpMaker< paddle::framework::OpDesc>::SingleGradOpMaker; protected: void Apply(GradOpPtr grad_op) const override { PADDLE_THROW(platform::errors::Unimplemented( "`PyLayer` don't support static graph mode.")); } }; template <> class PyLayerGradOpMaker : public framework::SingleGradOpMaker { public: using framework::SingleGradOpMaker< paddle::imperative::OpBase>::SingleGradOpMaker; protected: void Apply(GradOpPtr grad_op) const override; public: void SetPyLayerContext(const std::shared_ptr& py_context) { py_context_ = py_context; } private: std::shared_ptr py_context_; }; } // namespace operators } // namespace paddle