/* Copyright (c) 2016 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. */ #include "paddle/fluid/pybind/protobuf.h" #include #include #include #include #include "paddle/fluid/framework/block_desc.h" #include "paddle/fluid/framework/ir/graph_helper.h" #include "paddle/fluid/framework/op_desc.h" #include "paddle/fluid/framework/process_mesh_desc.h" #include "paddle/fluid/framework/program_desc.h" #include "paddle/fluid/framework/var_desc.h" #include "paddle/fluid/framework/version.h" #include "paddle/fluid/jit/property.h" #include "paddle/fluid/pybind/pybind_variant_caster.h" namespace py = pybind11; namespace paddle { namespace pybind { PyTypeObject *g_vartype_pytype = nullptr; PyTypeObject *g_blockdesc_pytype = nullptr; namespace pd = paddle::framework; namespace jit = paddle::jit; template static pybind11::bytes SerializeMessage( T &self) { // NOLINT due to pybind11 convention. // Check IsInitialized in Python std::string retv; PADDLE_ENFORCE_EQ(self.Proto()->SerializePartialToString(&retv), true, platform::errors::InvalidArgument( "Failed to serialize input Desc to string.")); return retv; } template static void DeserializeMessage(T *self, const std::string &str) { PADDLE_ENFORCE_EQ( self->Proto()->ParsePartialFromString(str), true, platform::errors::InvalidArgument("Failed to parse pb from string")); return; } // Bind Methods void BindProgramDesc(pybind11::module *m) { pybind11::class_(*m, "ProgramDesc", "") .def(pybind11::init<>()) .def("__init__", [](pd::ProgramDesc &self, const pd::ProgramDesc &other) { new (&self) pd::ProgramDesc(other); }) .def("__init__", [](pd::ProgramDesc &self, const pybind11::bytes &binary_str) { std::string str(binary_str); new (&self) pd::ProgramDesc(str); }) .def("append_block", &pd::ProgramDesc::AppendBlock, pybind11::return_value_policy::reference) .def("block", &pd::ProgramDesc::MutableBlock, pybind11::return_value_policy::reference) .def("num_blocks", &pd::ProgramDesc::Size) .def("flush", &pd::ProgramDesc::Flush) .def("get_feed_target_names", &pd::ProgramDesc::GetFeedTargetNames) .def("get_fetch_target_names", &pd::ProgramDesc::GetFetchTargetNames) .def("serialize_to_string", SerializeMessage) .def("parse_from_string", [](pd::ProgramDesc &program_desc, const std::string &data) { pd::proto::ProgramDesc *desc = program_desc.Proto(); PADDLE_ENFORCE_EQ( desc->ParseFromString(data), true, platform::errors::InvalidArgument( "Failed to parse ProgramDesc from binary string.")); }) .def( "_set_version", [](pd::ProgramDesc &self, int64_t version) { return self.SetVersion(version); }, pybind11::arg("version") = pd::kCurProgramVersion) .def("_version", [](pd::ProgramDesc &self) -> int64_t { return self.Version(); }) .def("get_op_deps", [](const framework::ProgramDesc &program) { return framework::ir::GetOpDependencies(program); }); } void BindProcessMeshDesc(pybind11::module *m) { pybind11::class_(*m, "ProcessMeshDesc", "") .def(pybind11::init &, const std::vector &, int32_t>()) .def_property_readonly("id", &pd::ProcessMeshDesc::ID) .def_property_readonly("parent", &pd::ProcessMeshDesc::Parent) .def_property_readonly("topology", &pd::ProcessMeshDesc::Topology) .def_property_readonly("process_group", &pd::ProcessMeshDesc::ProcessGroup); } void BindBlockDesc(pybind11::module *m) { pybind11::class_ blockdesc(*m, "BlockDesc", ""); g_blockdesc_pytype = (PyTypeObject *)blockdesc.ptr(); // NOLINT blockdesc.def_property_readonly("id", &pd::BlockDesc::ID) .def_property_readonly("parent", &pd::BlockDesc::Parent) .def("get_forward_block_idx", &pd::BlockDesc::ForwardBlockID) .def("_set_forward_block_idx", &pd::BlockDesc::SetForwardBlockID) .def("append_op", &pd::BlockDesc::AppendOp, pybind11::return_value_policy::reference) .def("_prepend_op", &pd::BlockDesc::PrependOp, pybind11::return_value_policy::reference) .def("_insert_op", &pd::BlockDesc::InsertOp, pybind11::return_value_policy::reference) .def("_remove_op", &pd::BlockDesc::RemoveOp) .def( "var", [](pd::BlockDesc &self, pybind11::bytes byte_name) { std::string name = byte_name; return self.Var(name); }, pybind11::return_value_policy::reference) .def( "has_var", [](pd::BlockDesc &self, pybind11::bytes byte_name) { std::string name = byte_name; return self.HasVar(name); }, pybind11::return_value_policy::reference) .def("_rename_var", [](pd::BlockDesc &self, const pybind11::bytes &byte_name, const pybind11::bytes &byte_name_new) { std::string name = byte_name; std::string new_name = byte_name_new; self.RenameVar(name, new_name); }) .def("has_var_recursive", [](pd::BlockDesc &self, pybind11::bytes byte_name) { std::string name = byte_name; return self.HasVarRecursive(name); }) .def( "find_var", [](pd::BlockDesc &self, pybind11::bytes byte_name) { std::string name = byte_name; return self.FindVar(name); }, pybind11::return_value_policy::reference) .def( "find_var_recursive", [](pd::BlockDesc &self, pybind11::bytes byte_name) { std::string name = byte_name; return self.FindVarRecursive(name); }, pybind11::return_value_policy::reference) .def( "_remove_var", [](pd::BlockDesc &self, pybind11::bytes byte_name) { std::string name = byte_name; return self.RemoveVar(name); }, pybind11::return_value_policy::reference) .def("all_vars", &pd::BlockDesc::AllVars, pybind11::return_value_policy::reference) .def("op_size", &pd::BlockDesc::OpSize) .def("op", &pd::BlockDesc::Op, pybind11::return_value_policy::reference) .def("serialize_to_string", SerializeMessage) .def("_move_from", &pd::BlockDesc::MoveFrom); } void BindVarDsec(pybind11::module *m) { pybind11::class_ var_desc(*m, "VarDesc", ""); var_desc.def(pybind11::init()) .def("name", &pd::VarDesc::Name, pybind11::return_value_policy::reference) .def("set_name", &pd::VarDesc::SetName) .def("set_shape", &pd::VarDesc::SetShape) .def("set_shapes", &pd::VarDesc::SetShapes) .def("get_shape", &pd::VarDesc::GetShape) .def("set_dtype", &pd::VarDesc::SetDataType) .def("set_dtypes", &pd::VarDesc::SetDataTypes) .def("shape", &pd::VarDesc::GetShape, pybind11::return_value_policy::reference) .def("shapes", &pd::VarDesc::GetShapes, pybind11::return_value_policy::reference) .def("dtype", &pd::VarDesc::GetDataType, pybind11::return_value_policy::reference) .def("element_size", &pd::VarDesc::ElementSize, pybind11::return_value_policy::reference) .def("dtypes", &pd::VarDesc::GetDataTypes, pybind11::return_value_policy::reference) .def("lod_level", &pd::VarDesc::GetLoDLevel) .def("lod_levels", &pd::VarDesc::GetLoDLevels, pybind11::return_value_policy::reference) .def("set_lod_level", &pd::VarDesc::SetLoDLevel) .def("set_lod_levels", &pd::VarDesc::SetLoDLevels) .def("type", &pd::VarDesc::GetType) .def("set_type", &pd::VarDesc::SetType) .def("serialize_to_string", SerializeMessage) .def("persistable", &pd::VarDesc::Persistable) .def("set_persistable", &pd::VarDesc::SetPersistable) .def("is_parameter", &pd::VarDesc::IsParameter) .def("set_is_parameter", &pd::VarDesc::SetIsParameter) .def("clear_is_parameter", &pd::VarDesc::ClearIsParameter) .def("has_is_parameter", &pd::VarDesc::HasIsParameter) .def("stop_gradient", &pd::VarDesc::StopGradient) .def("set_stop_gradient", &pd::VarDesc::SetStopGradient) .def("clear_stop_gradient", &pd::VarDesc::ClearStopGradient) .def("has_stop_gradient", &pd::VarDesc::HasStopGradient) .def("need_check_feed", &pd::VarDesc::NeedCheckFeed) .def("set_need_check_feed", &pd::VarDesc::SetNeedCheckFeed) .def("has_attr", &pd::VarDesc::HasAttr) .def("attr_names", &pd::VarDesc::AttrNames) .def("_set_attr", &pd::VarDesc::SetAttr) .def("remove_attr", &pd::VarDesc::RemoveAttr) .def("id", &pd::VarDesc::Id) .def("original_id", &pd::VarDesc::OriginalId) .def("set_original_id", &pd::VarDesc::SetOriginalId) .def("attr", &pd::VarDesc::GetAttr); pybind11::enum_ vartype(var_desc, "VarType", ""); g_vartype_pytype = (PyTypeObject *)vartype.ptr(); // NOLINT vartype.value("BOOL", pd::proto::VarType::BOOL) .value("UINT8", pd::proto::VarType::UINT8) .value("INT8", pd::proto::VarType::INT8) .value("INT16", pd::proto::VarType::INT16) .value("INT32", pd::proto::VarType::INT32) .value("INT64", pd::proto::VarType::INT64) .value("FP16", pd::proto::VarType::FP16) .value("FP32", pd::proto::VarType::FP32) .value("FP64", pd::proto::VarType::FP64) .value("BF16", pd::proto::VarType::BF16) .value("COMPLEX64", pd::proto::VarType::COMPLEX64) .value("COMPLEX128", pd::proto::VarType::COMPLEX128) .value("LOD_TENSOR", pd::proto::VarType::LOD_TENSOR) .value("SELECTED_ROWS", pd::proto::VarType::SELECTED_ROWS) .value("FEED_MINIBATCH", pd::proto::VarType::FEED_MINIBATCH) .value("FETCH_LIST", pd::proto::VarType::FETCH_LIST) .value("STEP_SCOPES", pd::proto::VarType::STEP_SCOPES) .value("LOD_RANK_TABLE", pd::proto::VarType::LOD_RANK_TABLE) .value("LOD_TENSOR_ARRAY", pd::proto::VarType::LOD_TENSOR_ARRAY) .value("PLACE_LIST", pd::proto::VarType::PLACE_LIST) .value("READER", pd::proto::VarType::READER) .value("RAW", pd::proto::VarType::RAW) .value("STRING", pd::proto::VarType::STRING) .value("STRINGS", pd::proto::VarType::STRINGS) .value("VOCAB", pd::proto::VarType::VOCAB); } void BindOpDesc(pybind11::module *m) { pybind11::enum_(*m, "AttrType", "") .value("INT", pd::proto::AttrType::INT) .value("INTS", pd::proto::AttrType::INTS) .value("LONG", pd::proto::AttrType::LONG) .value("LONGS", pd::proto::AttrType::LONGS) .value("FLOAT", pd::proto::AttrType::FLOAT) .value("FLOATS", pd::proto::AttrType::FLOATS) .value("STRING", pd::proto::AttrType::STRING) .value("STRINGS", pd::proto::AttrType::STRINGS) .value("BOOL", pd::proto::AttrType::BOOLEAN) .value("BOOLS", pd::proto::AttrType::BOOLEANS) .value("BLOCK", pd::proto::AttrType::BLOCK) .value("BLOCKS", pd::proto::AttrType::BLOCKS); pybind11::class_ op_desc(*m, "OpDesc", ""); op_desc .def( "__init__", [](pd::OpDesc &self) { new (&self) pd::OpDesc(); }, pybind11::return_value_policy::reference) .def("copy_from", &pd::OpDesc::CopyFrom) .def("type", &pd::OpDesc::Type) .def("set_type", &pd::OpDesc::SetType) .def("input", &pd::OpDesc::Input) .def("input_names", &pd::OpDesc::InputNames) .def("output", &pd::OpDesc::Output) .def("output_names", &pd::OpDesc::OutputNames) .def("set_input", [](pd::OpDesc &self, const std::string &name, const std::vector &vec_var_name) { self.SetInput(name, vec_var_name); }) .def("set_output", [](pd::OpDesc &self, const std::string &name, const std::vector &vec_var_name) { self.SetOutput(name, vec_var_name); }) .def("remove_output", &pd::OpDesc::RemoveOutput) .def("remove_input", &pd::OpDesc::RemoveInput) .def("input_arg_names", &pd::OpDesc::InputArgumentNames) .def("output_arg_names", &pd::OpDesc::OutputArgumentNames) .def("_rename_input", &pd::OpDesc::RenameInput) .def("_rename_output", &pd::OpDesc::RenameOutput) .def("has_attr", &pd::OpDesc::HasAttr) .def("attr_type", &pd::OpDesc::GetAttrType) .def("attr_names", &pd::OpDesc::AttrNames) .def("_set_attr", &pd::OpDesc::SetAttr) .def("remove_attr", &pd::OpDesc::RemoveAttr) .def("attr", &pd::OpDesc::GetAttr) .def("set_block_attr", &pd::OpDesc::SetBlockAttr) .def("set_blocks_attr", &pd::OpDesc::SetBlocksAttr) .def("set_serialized_attr", [](pd::OpDesc &self, const std::string &name, const pybind11::bytes &seriralized) { std::string ser(seriralized); self.SetAttr(name, ser); }) .def("_block_attr_id", &pd::OpDesc::GetBlockAttrId) .def("_blocks_attr_ids", &pd::OpDesc::GetBlocksAttrIds) .def("check_attrs", &pd::OpDesc::CheckAttrs) .def("infer_shape", &pd::OpDesc::InferShape) .def("infer_var_type", &pd::OpDesc::InferVarType) .def("set_is_target", &pd::OpDesc::SetIsTarget) .def("serialize_to_string", SerializeMessage) .def( "block", [](pd::OpDesc &self) { return self.Block(); }, pybind11::return_value_policy::reference) .def("id", &pd::OpDesc::Id) .def("original_id", &pd::OpDesc::OriginalId) .def("set_original_id", &pd::OpDesc::SetOriginalId) .def("inputs", &pd::OpDesc::Inputs) .def("outputs", &pd::OpDesc::Outputs); } // Serialize Class Property void BindJitProperty(pybind11::module *m) { pybind11::class_ property(*m, "Property"); property .def( "__init__", [](jit::Property &self) { new (&self) jit::Property(); }, pybind11::return_value_policy::reference) .def("size", &jit::Property::Size) .def("set_float", py::overload_cast(&jit::Property::SetFloat), "set float", py::arg("val")) .def("set_float", py::overload_cast( &jit::Property::SetFloat), "set float", py::arg("name"), py::arg("var")) .def("get_float", py::overload_cast(&jit::Property::GetFloat, py::const_)) .def("get_float", py::overload_cast(&jit::Property::GetFloat, py::const_)) .def("set_floats", py::overload_cast &>( &jit::Property::SetFloats), "set list of float", py::arg("vals")) .def("set_floats", py::overload_cast &>( &jit::Property::SetFloats), "set list of float", py::arg("name"), py::arg("val")) .def("set_int", py::overload_cast(&jit::Property::SetInt64), "set int", py::arg("val")) .def("set_int", py::overload_cast( &jit::Property::SetInt64), "set int", py::arg("name"), py::arg("val")) .def("set_ints", py::overload_cast &>( &jit::Property::SetInt64s), "set list of int", py::arg("vals")) .def("set_ints", py::overload_cast &>( &jit::Property::SetInt64s), "set list of int", py::arg("name"), py::arg("val")) .def("set_string", py::overload_cast(&jit::Property::SetString), "set string", py::arg("val")) .def("set_string", py::overload_cast( &jit::Property::SetString), "set string", py::arg("name"), py::arg("val")) .def("set_strings", py::overload_cast &>( &jit::Property::SetStrings), "set list of string", py::arg("vals")) .def("set_strings", py::overload_cast &>( &jit::Property::SetStrings), "set list of string", py::arg("name"), py::arg("val")) .def("set_tensor", [](const pd::VarDesc &tensor, const std::string name) { throw platform::errors::Unimplemented("Not implement set_tensor."); }) .def( "set_tensors", [](const pybind11::list &tensors, const std::string name) { throw platform::errors::Unimplemented("Not implement set_tensors."); }) .def("serialize_to_string", SerializeMessage) .def("parse_from_string", DeserializeMessage); } } // namespace pybind } // namespace paddle