//===- NanobindUtils.h - Utilities for interop with nanobind ------*- C++ //-*-===// // // Part of the LLVM Project, under the Apache License v2.0 with LLVM Exceptions. // See https://llvm.org/LICENSE.txt for license information. // SPDX-License-Identifier: Apache-2.0 WITH LLVM-exception // //===----------------------------------------------------------------------===// #ifndef MLIR_BINDINGS_PYTHON_PYBINDUTILS_H #define MLIR_BINDINGS_PYTHON_PYBINDUTILS_H #include "mlir-c/Support.h" #include "mlir/Bindings/Python/Nanobind.h" #include #include #include #include #include #include #include #include #include #include template <> struct std::iterator_traits { using value_type = nanobind::handle; using reference = const value_type; using pointer = void; using difference_type = std::ptrdiff_t; using iterator_category = std::forward_iterator_tag; }; namespace mlir { namespace python { /// Safely calls Python initialization code on first use, avoiding deadlocks. template class SafeInit { public: typedef std::unique_ptr (*F)(); explicit SafeInit(F init_fn) : initFn(init_fn) {} T &get() { if (T *result = output.load()) { return *result; } // Note: init_fn() may be called multiple times if, for example, the GIL is // released during its execution. The intended use case is for module // imports which are safe to perform multiple times. We are careful not to // hold a lock across init_fn() to avoid lock ordering problems. std::unique_ptr m = initFn(); { nanobind::ft_lock_guard lock(mu); if (T *result = output.load()) { return *result; } T *p = m.release(); output.store(p); return *p; } } private: nanobind::ft_mutex mu; std::atomic output{nullptr}; F initFn; }; struct MlirTypeIDHash { size_t operator()(MlirTypeID typeID) const { return mlirTypeIDHashValue(typeID); } }; struct MlirTypeIDEqual { bool operator()(MlirTypeID lhs, MlirTypeID rhs) const { return mlirTypeIDEqual(lhs, rhs); } }; /// CRTP template for special wrapper types that are allowed to be passed in as /// 'None' function arguments and can be resolved by some global mechanic if /// so. Such types will raise an error if this global resolution fails, and /// it is actually illegal for them to ever be unresolved. From a user /// perspective, they behave like a smart ptr to the underlying type (i.e. /// 'get' method and operator-> overloaded). /// /// Derived types must provide a method, which is called when an environmental /// resolution is required. It must raise an exception if resolution fails: /// static ReferrentTy &resolve() /// /// They must also provide a parameter description that will be used in /// error messages about mismatched types: /// static constexpr const char kTypeDescription[] = ""; template class Defaulting { public: using ReferrentTy = T; /// Type casters require the type to be default constructible, but using /// such an instance is illegal. Defaulting() = default; Defaulting(ReferrentTy &referrent) : referrent(&referrent) {} ReferrentTy *get() const { return referrent; } ReferrentTy *operator->() { return referrent; } private: ReferrentTy *referrent = nullptr; }; } // namespace python } // namespace mlir namespace nanobind { namespace detail { /// Helper function to concatenate arguments into a `std::string`. template inline std::string join(const Ts &...args) { std::ostringstream oss; (oss << ... << args); return oss.str(); } template struct MlirDefaultingCaster { NB_TYPE_CASTER(DefaultingTy, const_name(DefaultingTy::kTypeDescription)) bool from_python(handle src, uint8_t flags, cleanup_list *cleanup) { if (src.is_none()) { // Note that we do want an exception to propagate from here as it will be // the most informative. value = DefaultingTy{DefaultingTy::resolve()}; return true; } // Unlike many casters that chain, these casters are expected to always // succeed, so instead of doing an isinstance check followed by a cast, // just cast in one step and handle the exception. Returning false (vs // letting the exception propagate) causes higher level signature parsing // code to produce nice error messages (other than "Cannot cast..."). try { value = DefaultingTy{ nanobind::cast(src)}; return true; } catch (std::exception &) { return false; } } static handle from_cpp(DefaultingTy src, rv_policy policy, cleanup_list *cleanup) noexcept { return nanobind::cast(src, policy); } }; } // namespace detail } // namespace nanobind //------------------------------------------------------------------------------ // Conversion utilities. //------------------------------------------------------------------------------ namespace mlir { /// Accumulates into a python string from a method that accepts an /// MlirStringCallback. struct PyPrintAccumulator { nanobind::list parts; void *getUserData() { return this; } MlirStringCallback getCallback() { return [](MlirStringRef part, void *userData) { PyPrintAccumulator *printAccum = static_cast(userData); nanobind::str pyPart(part.data, part.length); // Decodes as UTF-8 by default. printAccum->parts.append(std::move(pyPart)); }; } nanobind::str join() { nanobind::str delim("", 0); return nanobind::cast(delim.attr("join")(parts)); } }; /// RAII wrapper for MlirLlvmRawFdOStream that ensures destruction on scope /// exit. struct RAIIMlirLlvmRawFdOStream : MlirLlvmRawFdOStream { RAIIMlirLlvmRawFdOStream(MlirLlvmRawFdOStream stream) : MlirLlvmRawFdOStream(stream) {} RAIIMlirLlvmRawFdOStream(const RAIIMlirLlvmRawFdOStream &) = delete; RAIIMlirLlvmRawFdOStream & operator=(const RAIIMlirLlvmRawFdOStream &) = delete; ~RAIIMlirLlvmRawFdOStream() { mlirLlvmRawFdOStreamDestroy(*this); } }; /// Accumulates into a file, either writing text (default) /// or binary. The file may be a Python file-like object or a path to a file. class PyFileAccumulator { public: PyFileAccumulator(const nanobind::object &fileOrStringObject, bool binary) : binary(binary) { std::string filePath; if (nanobind::try_cast(fileOrStringObject, filePath)) { std::string errorMessage; auto errorCallback = +[](MlirStringRef message, void *userData) { auto *storage = static_cast(userData); storage->assign(message.data, message.length); }; MlirLlvmRawFdOStream stream = mlirLlvmRawFdOStreamCreate( filePath.c_str(), binary, errorCallback, &errorMessage); if (mlirLlvmRawFdOStreamIsNull(stream)) { throw nanobind::value_error( (std::string("Unable to open file for writing: ") + errorMessage) .c_str()); } writeTarget.emplace(stream); } else { writeTarget.emplace(fileOrStringObject.attr("write")); } } MlirStringCallback getCallback() { return writeTarget.index() == 0 ? getPyWriteCallback() : getOStreamCallback(); } void *getUserData() { return this; } private: MlirStringCallback getPyWriteCallback() { return [](MlirStringRef part, void *userData) { nanobind::gil_scoped_acquire acquire; PyFileAccumulator *accum = static_cast(userData); if (accum->binary) { // Note: Still has to copy and not avoidable with this API. nanobind::bytes pyBytes(part.data, part.length); std::get(accum->writeTarget)(pyBytes); } else { nanobind::str pyStr(part.data, part.length); // Decodes as UTF-8 by default. std::get(accum->writeTarget)(pyStr); } }; } MlirStringCallback getOStreamCallback() { return [](MlirStringRef part, void *userData) { PyFileAccumulator *accum = static_cast(userData); mlirLlvmRawFdOStreamWrite( std::get(accum->writeTarget), part); }; } std::variant writeTarget; bool binary; }; /// Accumulates into a python string from a method that is expected to make /// one (no more, no less) call to the callback (asserts internally on /// violation). struct PySinglePartStringAccumulator { void *getUserData() { return this; } MlirStringCallback getCallback() { return [](MlirStringRef part, void *userData) { PySinglePartStringAccumulator *accum = static_cast(userData); assert(!accum->invoked && "PySinglePartStringAccumulator called back multiple times"); accum->invoked = true; accum->value = nanobind::str(part.data, part.length); }; } nanobind::str takeValue() { assert(invoked && "PySinglePartStringAccumulator not called back"); return std::move(value); } private: nanobind::str value; bool invoked = false; }; /// A CRTP base class for pseudo-containers willing to support Python-type /// slicing access on top of indexed access. Calling ::bind on this class /// will define `__len__` as well as `__getitem__` with integer and slice /// arguments. /// /// This is intended for pseudo-containers that can refer to arbitrary slices of /// underlying storage indexed by a single integer. Indexing those with an /// integer produces an instance of ElementTy. Indexing those with a slice /// produces a new instance of Derived, which can be sliced further. /// /// A derived class must provide the following: /// - a `static const char *pyClassName ` field containing the name of the /// Python class to bind; /// - an instance method `intptr_t getRawNumElements()` that returns the /// number /// of elements in the backing container (NOT that of the slice); /// - an instance method `ElementTy getRawElement(intptr_t)` that returns a /// single element at the given linear index (NOT slice index); /// - an instance method `Derived slice(intptr_t, intptr_t, intptr_t)` that /// constructs a new instance of the derived pseudo-container with the /// given slice parameters (to be forwarded to the Sliceable constructor). /// /// The getRawNumElements() and getRawElement(intptr_t) callbacks must not /// throw. /// /// A derived class may additionally define: /// - a `static void bindDerived(ClassTy &)` method to bind additional methods /// the python class. /// - a `static constexpr std::array typeParams` to make the /// Python class generic, parameterizable with the given type parameters. template class Sliceable { protected: using ClassTy = nanobind::class_; /// Type parameter names for generic classes. When non-empty, the Python /// class will be made generic with `typing.Generic[...]`. static constexpr std::array typeParams = {}; /// Transforms `index` into a legal value to access the underlying sequence. /// Returns <0 on failure. intptr_t wrapIndex(intptr_t index) { if (index < 0) index = length + index; if (index < 0 || index >= length) return -1; return index; } /// Computes the linear index given the current slice properties. intptr_t linearizeIndex(intptr_t index) { intptr_t linearIndex = index * step + startIndex; assert(linearIndex >= 0 && linearIndex < static_cast(this)->getRawNumElements() && "linear index out of bounds, the slice is ill-formed"); return linearIndex; } /// Trait to check if T provides a `maybeDownCast` method. /// Note, you need the & to detect inherited members. template struct has_maybe_downcast : std::false_type {}; template struct has_maybe_downcast> : std::true_type {}; /// Returns the element at the given slice index. Supports negative indices /// by taking elements in inverse order. Returns a nullptr object if out /// of bounds. nanobind::typed getItem(intptr_t index) { // Negative indices mean we count from the end. index = wrapIndex(index); if (index < 0) { PyErr_SetString(PyExc_IndexError, "index out of range"); return {}; } if constexpr (has_maybe_downcast::value) return static_cast(this) ->getRawElement(linearizeIndex(index)) .maybeDownCast(); else return nanobind::cast( static_cast(this)->getRawElement(linearizeIndex(index))); } /// Returns a new instance of the pseudo-container restricted to the given /// slice. Returns a nullptr object on failure. nanobind::object getItemSlice(PyObject *slice) { Py_ssize_t start, stop, extraStep, sliceLength; if (PySlice_GetIndicesEx(slice, length, &start, &stop, &extraStep, &sliceLength) != 0) { PyErr_SetString(PyExc_IndexError, "index out of range"); return {}; } return nanobind::cast(static_cast(this)->slice( startIndex + start * step, sliceLength, step * extraStep)); } public: explicit Sliceable(intptr_t startIndex, intptr_t length, intptr_t step) : startIndex(startIndex), length(length), step(step) { assert(length >= 0 && "expected non-negative slice length"); } /// Returns the `index`-th element in the slice, supports negative indices. /// Throws if the index is out of bounds. ElementTy getElement(intptr_t index) { // Negative indices mean we count from the end. index = wrapIndex(index); if (index < 0) { throw nanobind::index_error("index out of range"); } return static_cast(this)->getRawElement(linearizeIndex(index)); } /// Returns the size of slice. intptr_t size() { return length; } /// Returns a new vector (mapped to Python list) containing elements from two /// slices. The new vector is necessary because slices may not be contiguous /// or even come from the same original sequence. std::vector dunderAdd(Derived &other) { std::vector elements; elements.reserve(length + other.length); for (intptr_t i = 0; i < length; ++i) { elements.push_back(static_cast(this)->getElement(i)); } for (intptr_t i = 0; i < other.length; ++i) { elements.push_back(static_cast(&other)->getElement(i)); } return elements; } // Manually implement the sequence protocol via the C API. We do this // because it is approx 4x faster than via nanobind, largely because that // formulation requires a C++ exception to be thrown to detect end of // sequence. // Since we are in a C-context, any C++ exception that happens here // will terminate the program. There is nothing in this implementation // that should throw in a non-terminal way, so we forgo further // exception marshalling. // See: https://github.com/pybind/pybind11/issues/2842 // /// Binds the indexing and length methods in the Python class. static void bind(nanobind::module_ &m) { // These slots are passed via nanobind::type_slots() at class creation // time, which is compatible with both the full and limited (stable ABI) // Python APIs. static PyType_Slot sequenceSlots[] = { {Py_sq_length, (void *)(+[](PyObject *rawSelf) -> Py_ssize_t { auto self = nanobind::cast(nanobind::handle(rawSelf)); return self->length; })}, // sq_item is called as part of the sequence protocol for iteration, // list construction, etc. {Py_sq_item, (void *)(+[](PyObject *rawSelf, Py_ssize_t index) -> PyObject * { auto self = nanobind::cast(nanobind::handle(rawSelf)); return self->getItem(index).release().ptr(); })}, // mp_subscript is used for both slices and integer lookups. {Py_mp_subscript, (void *)(+[](PyObject *rawSelf, PyObject *rawSubscript) -> PyObject * { auto self = nanobind::cast(nanobind::handle(rawSelf)); Py_ssize_t index = PyNumber_AsSsize_t(rawSubscript, PyExc_IndexError); if (!PyErr_Occurred()) { // Integer indexing. return self->getItem(index).release().ptr(); } PyErr_Clear(); // Assume slice-based indexing. if (PySlice_Check(rawSubscript)) { return self->getItemSlice(rawSubscript).release().ptr(); } PyErr_SetString(PyExc_ValueError, "expected integer or slice"); return nullptr; })}, {0, nullptr}}; const std::type_info &elemTy = typeid(ElementTy); PyObject *elemTyInfo = nanobind::detail::nb_type_lookup(&elemTy); assert(elemTyInfo && "expected nb_type_lookup to succeed for Sliceable elemTy"); nanobind::handle elemTyName = nanobind::detail::nb_type_name(elemTyInfo); std::string sig = std::string("class ") + Derived::pyClassName + "(collections.abc.Sequence[" + nanobind::cast(elemTyName) + "]"; if constexpr (!Derived::typeParams.empty()) { sig += ", typing.Generic["; for (size_t i = 0; i < Derived::typeParams.size(); ++i) { if (i > 0) sig += ", "; const char *tp = Derived::typeParams[i]; sig += tp; if (!nanobind::hasattr(m, tp)) m.attr(tp) = nanobind::type_var(tp); } sig += "]"; } sig += ")"; ClassTy clazz; if constexpr (!Derived::typeParams.empty()) { clazz = ClassTy(m, Derived::pyClassName, nanobind::type_slots(sequenceSlots), nanobind::is_generic(), nanobind::sig(sig.c_str())); } else { clazz = ClassTy(m, Derived::pyClassName, nanobind::type_slots(sequenceSlots), nanobind::sig(sig.c_str())); } clazz.def("__add__", &Sliceable::dunderAdd); Derived::bindDerived(clazz); } /// Hook for derived classes willing to bind more methods. static void bindDerived(ClassTy &) {} intptr_t startIndex; intptr_t length; intptr_t step; }; } // namespace mlir #endif // MLIR_BINDINGS_PYTHON_PYBINDUTILS_H