/* Copyright (c) 2020 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 #include "paddle/phi/core/generator.h" #ifdef _POSIX_C_SOURCE #undef _POSIX_C_SOURCE #endif #ifdef _XOPEN_SOURCE #undef _XOPEN_SOURCE #endif #include #include #include #include #include "paddle/fluid/pybind/generator_py.h" namespace py = pybind11; namespace paddle::pybind { void BindGenerator(py::module* m_ptr) { auto& m = *m_ptr; py::class_>(m, "GeneratorState") .def("current_seed", [](std::shared_ptr& self) { return self->seed; }) #if defined(PADDLE_WITH_CUDA) || defined(PADDLE_WITH_HIP) || \ defined(PADDLE_WITH_CUSTOM_DEVICE) || defined(PADDLE_WITH_XPU) // NOTE(shenliang03): Due to the inability to serialize mt19937_64 // type, resulting in a problem with precision under the cpu. .def(py::pickle( [](const phi::Generator::GeneratorState& s) { // __getstate__ // NOTE(zhangwl):because pickle can not serialize mt19937_64, so we // need serialize mt19937_64 to bitstream before so that pickle can // dump std::stringstream ss; ss << *s.cpu_engine; std::string str = ss.str(); // switch stringstream to bitstream std::vector bitstream(str.begin(), str.end()); return py::make_tuple(s.device, s.seed, s.offset, bitstream); }, [](py::tuple s) { // __setstate__ if (s.size() != 3 && s.size() != 4) throw std::runtime_error( "Invalid Random state. Please check the format(device, " "current_seed, thread_offset [, rng_state])."); int64_t device = s[0].cast(); int64_t seed = s[1].cast(); uint64_t offset = s[2].cast(); // NOTE(zhangwl):switch bitstream to mt19937_64; std::shared_ptr cpu_engine = nullptr; if (s.size() == 4) { std::vector bitstream = s[3].cast>(); std::string str(bitstream.begin(), bitstream.end()); std::stringstream ss(str); std::mt19937_64 rng; ss >> rng; cpu_engine = std::make_shared(rng); } phi::Generator::GeneratorState state( device, seed, offset, cpu_engine); return state; })) #endif .def("__str__", [](const phi::Generator::GeneratorState& self) { std::stringstream ostr; ostr << self.device << " " << self.seed << " " << self.offset << " " << self.cpu_engine << " " << *self.cpu_engine; return ostr.str(); }); py::class_(m, "mt19937_64", ""); // NOLINT py::class_>(m, "Generator") .def(py::init([]() { return std::make_unique(); })) .def("get_state", &phi::Generator::GetState) .def("set_state", &phi::Generator::SetState) .def("get_state_index", &phi::Generator::GetStateIndex) .def("set_state_index", &phi::Generator::SetStateIndex) .def("register_state_index", &phi::Generator::RegisterStateIndex) .def("manual_seed", [](std::shared_ptr& self, uint64_t seed) { self->SetCurrentSeed(seed); return self; }) .def("seed", &phi::Generator::Seed) .def("initial_seed", &phi::Generator::GetCurrentSeed) .def("random", &phi::Generator::Random64); m.def("default_cpu_generator", &phi::DefaultCPUGenerator); m.def("default_cuda_generator", &phi::DefaultCUDAGenerator); m.def("default_xpu_generator", &phi::DefaultXPUGenerator); m.def("default_custom_device_generator", &phi::DefaultCustomDeviceGenerator); m.def("set_random_seed_generator", &phi::SetRandomSeedGenerator); m.def("get_random_seed_generator", &phi::GetRandomSeedGenerator); } } // namespace paddle::pybind