.. highlightlang:: c .. _bufferobjects: Buffer Protocol --------------- .. sectionauthor:: Greg Stein .. sectionauthor:: Benjamin Peterson .. index:: single: buffer interface Certain objects available in Python wrap access to an underlying memory array or *buffer*. Such objects include the built-in :class:`bytes` and :class:`bytearray`, and some extension types like :class:`array.array`. Third-party libraries may define their own types for special purposes, such as image processing or numeric analysis. While each of these types have their own semantics, they share the common characteristic of being backed by a possibly large memory buffer. It is then desireable, in some situations, to access that buffer directly and without intermediate copying. Python provides such a facility at the C level in the form of the *buffer protocol*. This protocol has two sides: .. index:: single: PyBufferProcs - on the producer side, a type can export a "buffer interface" which allows objects of that type to expose information about their underlying buffer. This interface is described in the section :ref:`buffer-structs`; - on the consumer side, several means are available to obtain a pointer to the raw underlying data of an object (for example a method parameter). Simple objects such as :class:`bytes` and :class:`bytearray` expose their underlying buffer in byte-oriented form. Other forms are possible; for example, the elements exposed by a :class:`array.array` can be multi-byte values. An example consumer of the buffer interface is the :meth:`~io.BufferedIOBase.write` method of file objects: any object that can export a series of bytes through the buffer interface can be written to a file. While :meth:`write` only needs read-only access to the internal contents of the object passed to it, other methods such as :meth:`~io.BufferedIOBase.readinto` need write access to the contents of their argument. The buffer interface allows objects to selectively allow or reject exporting of read-write and read-only buffers. There are two ways for a consumer of the buffer interface to acquire a buffer over a target object: * call :cfunc:`PyObject_GetBuffer` with the right parameters; * call :cfunc:`PyArg_ParseTuple` (or one of its siblings) with one of the ``y*``, ``w*`` or ``s*`` :ref:`format codes `. In both cases, :cfunc:`PyBuffer_Release` must be called when the buffer isn't needed anymore. Failure to do so could lead to various issues such as resource leaks. The buffer structure ==================== Buffer structures (or simply "buffers") are useful as a way to expose the binary data from another object to the Python programmer. They can also be used as a zero-copy slicing mechanism. Using their ability to reference a block of memory, it is possible to expose any data to the Python programmer quite easily. The memory could be a large, constant array in a C extension, it could be a raw block of memory for manipulation before passing to an operating system library, or it could be used to pass around structured data in its native, in-memory format. Contrary to most data types exposed by the Python interpreter, buffers are not :ctype:`PyObject` pointers but rather simple C structures. This allows them to be created and copied very simply. When a generic wrapper around a buffer is needed, a :ref:`memoryview ` object can be created. .. ctype:: Py_buffer .. cmember:: void *buf A pointer to the start of the memory for the object. .. cmember:: Py_ssize_t len :noindex: The total length of the memory in bytes. .. cmember:: int readonly An indicator of whether the buffer is read only. .. cmember:: const char *format :noindex: A *NULL* terminated string in :mod:`struct` module style syntax giving the contents of the elements available through the buffer. If this is *NULL*, ``"B"`` (unsigned bytes) is assumed. .. cmember:: int ndim The number of dimensions the memory represents as a multi-dimensional array. If it is 0, :cdata:`strides` and :cdata:`suboffsets` must be *NULL*. .. cmember:: Py_ssize_t *shape An array of :ctype:`Py_ssize_t`\s the length of :cdata:`ndim` giving the shape of the memory as a multi-dimensional array. Note that ``((*shape)[0] * ... * (*shape)[ndims-1])*itemsize`` should be equal to :cdata:`len`. .. cmember:: Py_ssize_t *strides An array of :ctype:`Py_ssize_t`\s the length of :cdata:`ndim` giving the number of bytes to skip to get to a new element in each dimension. .. cmember:: Py_ssize_t *suboffsets An array of :ctype:`Py_ssize_t`\s the length of :cdata:`ndim`. If these suboffset numbers are greater than or equal to 0, then the value stored along the indicated dimension is a pointer and the suboffset value dictates how many bytes to add to the pointer after de-referencing. A suboffset value that it negative indicates that no de-referencing should occur (striding in a contiguous memory block). Here is a function that returns a pointer to the element in an N-D array pointed to by an N-dimensional index when there are both non-NULL strides and suboffsets:: void *get_item_pointer(int ndim, void *buf, Py_ssize_t *strides, Py_ssize_t *suboffsets, Py_ssize_t *indices) { char *pointer = (char*)buf; int i; for (i = 0; i < ndim; i++) { pointer += strides[i] * indices[i]; if (suboffsets[i] >=0 ) { pointer = *((char**)pointer) + suboffsets[i]; } } return (void*)pointer; } .. cmember:: Py_ssize_t itemsize This is a storage for the itemsize (in bytes) of each element of the shared memory. It is technically un-necessary as it can be obtained using :cfunc:`PyBuffer_SizeFromFormat`, however an exporter may know this information without parsing the format string and it is necessary to know the itemsize for proper interpretation of striding. Therefore, storing it is more convenient and faster. .. cmember:: void *internal This is for use internally by the exporting object. For example, this might be re-cast as an integer by the exporter and used to store flags about whether or not the shape, strides, and suboffsets arrays must be freed when the buffer is released. The consumer should never alter this value. Buffer-related functions ======================== .. cfunction:: int PyObject_CheckBuffer(PyObject *obj) Return 1 if *obj* supports the buffer interface otherwise 0. When 1 is returned, it doesn't guarantee that :cfunc:`PyObject_GetBuffer` will succeed. .. cfunction:: int PyObject_GetBuffer(PyObject *obj, Py_buffer *view, int flags) Export a view over some internal data from the target object *obj*. *obj* must not be NULL, and *view* must point to an existing :ctype:`Py_buffer` structure allocated by the caller (most uses of this function will simply declare a local variable of type :ctype:`Py_buffer`). The *flags* argument is a bit field indicating what kind of buffer is requested. The buffer interface allows for complicated memory layout possibilities; however, some callers won't want to handle all the complexity and instead request a simple view of the target object (using :cmacro:`PyBUF_SIMPLE` for a read-only view and :cmacro:`PyBUF_WRITABLE` for a read-write view). Some exporters may not be able to share memory in every possible way and may need to raise errors to signal to some consumers that something is just not possible. These errors should be a :exc:`BufferError` unless there is another error that is actually causing the problem. The exporter can use flags information to simplify how much of the :cdata:`Py_buffer` structure is filled in with non-default values and/or raise an error if the object can't support a simpler view of its memory. On success, 0 is returned and the *view* structure is filled with useful values. On error, -1 is returned and an exception is raised; the *view* is left in an undefined state. The following are the possible values to the *flags* arguments. .. cmacro:: PyBUF_SIMPLE This is the default flag. The returned buffer exposes a read-only memory area. The format of data is assumed to be raw unsigned bytes, without any particular structure. This is a "stand-alone" flag constant. It never needs to be '|'d to the others. The exporter will raise an error if it cannot provide such a contiguous buffer of bytes. .. cmacro:: PyBUF_WRITABLE Like :cmacro:`PyBUF_SIMPLE`, but the returned buffer is writable. If the exporter doesn't support writable buffers, an error is raised. .. cmacro:: PyBUF_STRIDES This implies :cmacro:`PyBUF_ND`. The returned buffer must provide strides information (i.e. the strides cannot be NULL). This would be used when the consumer can handle strided, discontiguous arrays. Handling strides automatically assumes you can handle shape. The exporter can raise an error if a strided representation of the data is not possible (i.e. without the suboffsets). .. cmacro:: PyBUF_ND The returned buffer must provide shape information. The memory will be assumed C-style contiguous (last dimension varies the fastest). The exporter may raise an error if it cannot provide this kind of contiguous buffer. If this is not given then shape will be *NULL*. .. cmacro:: PyBUF_C_CONTIGUOUS .. cmacro:: PyBUF_F_CONTIGUOUS .. cmacro:: PyBUF_ANY_CONTIGUOUS These flags indicate that the contiguity returned buffer must be respectively, C-contiguous (last dimension varies the fastest), Fortran contiguous (first dimension varies the fastest) or either one. All of these flags imply :cmacro:`PyBUF_STRIDES` and guarantee that the strides buffer info structure will be filled in correctly. .. cmacro:: PyBUF_INDIRECT This flag indicates the returned buffer must have suboffsets information (which can be NULL if no suboffsets are needed). This can be used when the consumer can handle indirect array referencing implied by these suboffsets. This implies :cmacro:`PyBUF_STRIDES`. .. cmacro:: PyBUF_FORMAT The returned buffer must have true format information if this flag is provided. This would be used when the consumer is going to be checking for what 'kind' of data is actually stored. An exporter should always be able to provide this information if requested. If format is not explicitly requested then the format must be returned as *NULL* (which means ``'B'``, or unsigned bytes). .. cmacro:: PyBUF_STRIDED This is equivalent to ``(PyBUF_STRIDES | PyBUF_WRITABLE)``. .. cmacro:: PyBUF_STRIDED_RO This is equivalent to ``(PyBUF_STRIDES)``. .. cmacro:: PyBUF_RECORDS This is equivalent to ``(PyBUF_STRIDES | PyBUF_FORMAT | PyBUF_WRITABLE)``. .. cmacro:: PyBUF_RECORDS_RO This is equivalent to ``(PyBUF_STRIDES | PyBUF_FORMAT)``. .. cmacro:: PyBUF_FULL This is equivalent to ``(PyBUF_INDIRECT | PyBUF_FORMAT | PyBUF_WRITABLE)``. .. cmacro:: PyBUF_FULL_RO This is equivalent to ``(PyBUF_INDIRECT | PyBUF_FORMAT)``. .. cmacro:: PyBUF_CONTIG This is equivalent to ``(PyBUF_ND | PyBUF_WRITABLE)``. .. cmacro:: PyBUF_CONTIG_RO This is equivalent to ``(PyBUF_ND)``. .. cfunction:: void PyBuffer_Release(Py_buffer *view) Release the buffer *view*. This should be called when the buffer is no longer being used as it may free memory from it. .. cfunction:: Py_ssize_t PyBuffer_SizeFromFormat(const char *) Return the implied :cdata:`~Py_buffer.itemsize` from the struct-stype :cdata:`~Py_buffer.format`. .. cfunction:: int PyBuffer_IsContiguous(Py_buffer *view, char fortran) Return 1 if the memory defined by the *view* is C-style (*fortran* is ``'C'``) or Fortran-style (*fortran* is ``'F'``) contiguous or either one (*fortran* is ``'A'``). Return 0 otherwise. .. cfunction:: void PyBuffer_FillContiguousStrides(int ndim, Py_ssize_t *shape, Py_ssize_t *strides, Py_ssize_t itemsize, char fortran) Fill the *strides* array with byte-strides of a contiguous (C-style if *fortran* is ``'C'`` or Fortran-style if *fortran* is ``'F'``) array of the given shape with the given number of bytes per element. .. cfunction:: int PyBuffer_FillInfo(Py_buffer *view, PyObject *obj, void *buf, Py_ssize_t len, int readonly, int infoflags) Fill in a buffer-info structure, *view*, correctly for an exporter that can only share a contiguous chunk of memory of "unsigned bytes" of the given length. Return 0 on success and -1 (with raising an error) on error.