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#include <torch/extension.h>
#include <cstddef>
#include <string>
struct Net : torch::nn::Cloneable<Net> {
Net(int64_t in, int64_t out) : in_(in), out_(out) {
reset();
}
void reset() override {
fc = register_module("fc", torch::nn::Linear(in_, out_));
buffer = register_buffer("buf", torch::eye(5));
}
torch::Tensor forward(torch::Tensor x) {
return fc->forward(x);
}
void set_bias(torch::Tensor bias) {
torch::NoGradGuard guard;
fc->bias.set_(bias);
}
torch::Tensor get_bias() const {
return fc->bias;
}
void add_new_parameter(const std::string& name, torch::Tensor tensor) {
register_parameter(name, tensor);
}
void add_new_buffer(const std::string& name, torch::Tensor tensor) {
register_buffer(name, tensor);
}
void add_new_submodule(const std::string& name) {
register_module(name, torch::nn::Linear(fc->options));
}
int64_t in_, out_;
torch::nn::Linear fc{nullptr};
torch::Tensor buffer;
};
PYBIND11_MODULE(TORCH_EXTENSION_NAME, m) {
torch::python::bind_module<Net>(m, "Net")
.def(py::init<int64_t, int64_t>())
.def("set_bias", &Net::set_bias)
.def("get_bias", &Net::get_bias)
.def("add_new_parameter", &Net::add_new_parameter)
.def("add_new_buffer", &Net::add_new_buffer)
.def("add_new_submodule", &Net::add_new_submodule);
}
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