#pragma once #pragma GCC diagnostic ignored "-Wmissing-field-initializers" #include #include #include #include "megbrain/imperative/dispatch.h" #include "megbrain/imperative/interpreter.h" #include "pybind11/pybind11.h" #include "./pyext17.h" #include "megbrain/imperative/dispatch.h" #include "megbrain/imperative/transformations/scalar.h" #include "megbrain/imperative/transformations/symbol.h" #include "megbrain/imperative/utils/span.h" namespace mgb::imperative::python { template struct ObjectPtr : B { using B::B; T& operator*() { return reinterpret_cast(*B::ptr()); } T* operator->() { return reinterpret_cast(B::ptr()); } }; } // namespace mgb::imperative::python namespace mgb::imperative::python { extern interpreter::Interpreter::Channel* interpreter_for_py; extern PyTypeObject* py_tensor_type; extern PyTypeObject* py_varnode_type; extern pybind11::handle py_device_type; extern PyObject* cpp_use_symbolic_shape; extern PyObject* cpp_astensor1d; struct Tensor { private: ValueRef m_data; std::string m_name; public: using Handle = interpreter::Interpreter::Handle; inline explicit Tensor(ValueRef data) : m_data{data} {} ~Tensor() = default; inline Tensor copy() { return Tensor(imperative::apply(DupTensor(), data())[0]); } inline DType dtype() { return *data().dtype(); } inline CompNode comp_node() { return *data().device(); } inline std::optional shape() { auto shape = data().shape(); if (!shape) { return {}; } return *shape; } inline Format format() { return *data().format(); } inline void set_format(std::string format) { if (!format.empty()) { m_data = imperative::apply(SetFormat(format), m_data)[0]; } } inline HostValue::ref_t numpy() { return data().numpy(); } inline void reset(ValueRef value) { m_data = value; if (!m_name.empty()) { set_name(m_name); } } inline ValueRef data() const { return m_data.unwrap(); } bool is_scalar() { return data().is_scalar(); } inline std::string name() { return m_name; } inline size_t value_id() { return m_data.id(); } inline void set_name(std::string name) { m_name = name; if (!name.empty()) { auto output = imperative::apply(RenameValue(name), m_data)[0]; m_data = output; } } }; struct TensorWrapper { public: std::optional m_tensor; inline TensorWrapper(ValueRef value) { m_tensor.emplace(value); } TensorWrapper(PyObject* args, PyObject* kwargs); ~TensorWrapper() = default; static constexpr auto tp_name = pybind11::detail::_("Tensor"); using wrap_t = pyext17::wrap; friend wrap_t; inline static TensorWrapper* cast(PyObject* obj) { return reinterpret_cast(obj)->inst(); } inline static TensorWrapper* try_cast(PyObject* obj) { if (!wrap_t::type().isinstance(obj)) return nullptr; return cast(obj); } inline ObjectPtr self() { return wrap_t::pycast(this); } template static ObjectPtr make(Args&&... args) { auto* op = wrap_t::cnew(std::forward(args)...); return pybind11::reinterpret_steal>(op); } template static ObjectPtr make(PyTypeObject* pytype, Args&&... args) { auto* op = wrap_t::cnew_with_type(pytype, std::forward(args)...); return pybind11::reinterpret_steal>(op); } PyObject* shape(); PyObject* dtype(); PyObject* device(); PyObject* format(); PyObject* numpy(); void reset(PyObject*); PyObject* detach(); PyObject* isscalar(); PyObject* value_id(); PyObject* _dev_tensor(); void _drop(); PyObject* varnode(); PyObject* recording(); PyObject* copied(); PyObject* module_trace_info(); void set_module_trace_info(PyObject*); void _set_format(PyObject*); void _set_name(PyObject*); PyObject* _detail(); PyObject* _var(); PyObject* _graph(); void _watch(); }; PyObject* py_apply( PyObject* self, PyObject* const* args, size_t nargs /* , PyObject* kwnames */); void init_tensor(pybind11::module); extern PyObject* cpp_apply_module_trace; } // namespace mgb::imperative::python namespace pybind11::detail { template <> struct type_caster : mgb::imperative::python::TensorWrapper::wrap_t::caster {}; } // namespace pybind11::detail