/* 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 #ifdef PADDLE_WITH_CUDA #include "paddle/fluid/eager/activation_offloader.h" #endif #include "paddle/fluid/eager/hooks.h" #include "paddle/fluid/eager/pylayer/py_layer_node.h" #include "paddle/phi/core/dense_tensor.h" #include "paddle/utils/pybind.h" #include "pybind11/pybind11.h" #include "pybind11/stl.h" namespace paddle { namespace pybind { typedef struct { PyObject_HEAD PyObject* container; bool container_be_packed; std::shared_ptr unpack_hook; PyObject* non_differentiable; PyObject* not_inplace_tensors; bool materialize_grads; bool grad_in_dtype_consistent; std::vector forward_input_tensor_is_duplicable; std::vector forward_output_tensor_is_duplicable; std::weak_ptr grad_node; // Holds strong references to DenseTensor impls saved via save_for_backward, // preventing _clear_dataptr() from freeing the underlying memory before // backward runs. Lifecycle: born with container (set_container), dies with // the PyLayerObject (PyLayerDealloc). std::vector> tensor_hold_helper; // Holds strong references to DenseTensor impls captured in Python closures // of the forward function (not recorded via save_for_backward). The // top-level ``closure_obj`` keeps the owning Python Tensor objects alive // and defines the DFS order used by RestoreDenseTensors. Populated by // ctx._hold_tensors(obj); applied by ctx._restore_held_tensors() to // re-install impl_ after _clear_dataptr(). Released in PyLayerDealloc. PyObject* closure_obj; std::vector> closure_tensor_hold_helper; #ifdef PADDLE_WITH_CUDA std::vector reload_functors; #endif } PyLayerObject; void BindEager(pybind11::module* m); void BindEagerStringTensor(pybind11::module* module); void BindFunctions(PyObject* module); void BindEagerPyLayer(PyObject* module); void BindEagerOpFunctions(pybind11::module* module); void BindFinalStateEagerOpFunctions(pybind11::module* module); } // namespace pybind } // namespace paddle