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Georg Brandlf6842722008-01-19 22:08:21 +00001.. highlightlang:: c
2
3.. _bufferobjects:
4
Antoine Pitrou789be0c2009-04-02 21:18:34 +00005Buffers and Memoryview Objects
6------------------------------
Georg Brandlf6842722008-01-19 22:08:21 +00007
8.. sectionauthor:: Greg Stein <gstein@lyra.org>
Antoine Pitrou789be0c2009-04-02 21:18:34 +00009.. sectionauthor:: Benjamin Peterson
Georg Brandlf6842722008-01-19 22:08:21 +000010
11
12.. index::
13 object: buffer
14 single: buffer interface
15
16Python objects implemented in C can export a group of functions called the
17"buffer interface." These functions can be used by an object to expose its data
18in a raw, byte-oriented format. Clients of the object can use the buffer
19interface to access the object data directly, without needing to copy it first.
20
21Two examples of objects that support the buffer interface are strings and
22arrays. The string object exposes the character contents in the buffer
23interface's byte-oriented form. An array can also expose its contents, but it
24should be noted that array elements may be multi-byte values.
25
26An example user of the buffer interface is the file object's :meth:`write`
27method. Any object that can export a series of bytes through the buffer
28interface can be written to a file. There are a number of format codes to
29:cfunc:`PyArg_ParseTuple` that operate against an object's buffer interface,
30returning data from the target object.
31
Antoine Pitrou789be0c2009-04-02 21:18:34 +000032Starting from version 1.6, Python has been providing Python-level buffer
33objects and a C-level buffer API so that any builtin or used-defined type
34can expose its characteristics. Both, however, have been deprecated because
35of various shortcomings, and have been officially removed in Python 3.0 in
36favour of a new C-level buffer API and a new Python-level object named
37:class:`memoryview`.
38
39The new buffer API has been backported to Python 2.6, and the
40:class:`memoryview` object has been backported to Python 2.7. It is strongly
41advised to use them rather than the old APIs, unless you are blocked from
42doing so for compatibility reasons.
43
44
45The new-style Py_buffer struct
46==============================
47
48
49.. ctype:: Py_buffer
50
51 .. cmember:: void *buf
52
53 A pointer to the start of the memory for the object.
54
55 .. cmember:: Py_ssize_t len
56 :noindex:
57
58 The total length of the memory in bytes.
59
60 .. cmember:: int readonly
61
62 An indicator of whether the buffer is read only.
63
64 .. cmember:: const char *format
65 :noindex:
66
67 A *NULL* terminated string in :mod:`struct` module style syntax giving the
68 contents of the elements available through the buffer. If this is *NULL*,
69 ``"B"`` (unsigned bytes) is assumed.
70
71 .. cmember:: int ndim
72
73 The number of dimensions the memory represents as a multi-dimensional
74 array. If it is 0, :cdata:`strides` and :cdata:`suboffsets` must be
75 *NULL*.
76
77 .. cmember:: Py_ssize_t *shape
78
79 An array of :ctype:`Py_ssize_t`\s the length of :cdata:`ndim` giving the
80 shape of the memory as a multi-dimensional array. Note that
81 ``((*shape)[0] * ... * (*shape)[ndims-1])*itemsize`` should be equal to
82 :cdata:`len`.
83
84 .. cmember:: Py_ssize_t *strides
85
86 An array of :ctype:`Py_ssize_t`\s the length of :cdata:`ndim` giving the
87 number of bytes to skip to get to a new element in each dimension.
88
89 .. cmember:: Py_ssize_t *suboffsets
90
91 An array of :ctype:`Py_ssize_t`\s the length of :cdata:`ndim`. If these
92 suboffset numbers are greater than or equal to 0, then the value stored
93 along the indicated dimension is a pointer and the suboffset value
94 dictates how many bytes to add to the pointer after de-referencing. A
95 suboffset value that it negative indicates that no de-referencing should
96 occur (striding in a contiguous memory block).
97
98 Here is a function that returns a pointer to the element in an N-D array
99 pointed to by an N-dimesional index when there are both non-NULL strides
100 and suboffsets::
101
102 void *get_item_pointer(int ndim, void *buf, Py_ssize_t *strides,
103 Py_ssize_t *suboffsets, Py_ssize_t *indices) {
104 char *pointer = (char*)buf;
105 int i;
106 for (i = 0; i < ndim; i++) {
107 pointer += strides[i] * indices[i];
108 if (suboffsets[i] >=0 ) {
109 pointer = *((char**)pointer) + suboffsets[i];
110 }
111 }
112 return (void*)pointer;
113 }
114
115
116 .. cmember:: Py_ssize_t itemsize
117
118 This is a storage for the itemsize (in bytes) of each element of the
119 shared memory. It is technically un-necessary as it can be obtained using
120 :cfunc:`PyBuffer_SizeFromFormat`, however an exporter may know this
121 information without parsing the format string and it is necessary to know
122 the itemsize for proper interpretation of striding. Therefore, storing it
123 is more convenient and faster.
124
125 .. cmember:: void *internal
126
127 This is for use internally by the exporting object. For example, this
128 might be re-cast as an integer by the exporter and used to store flags
129 about whether or not the shape, strides, and suboffsets arrays must be
130 freed when the buffer is released. The consumer should never alter this
131 value.
132
133
134Buffer related functions
135========================
136
137
138.. cfunction:: int PyObject_CheckBuffer(PyObject *obj)
139
140 Return 1 if *obj* supports the buffer interface otherwise 0.
141
142
143.. cfunction:: int PyObject_GetBuffer(PyObject *obj, PyObject *view, int flags)
144
145 Export *obj* into a :ctype:`Py_buffer`, *view*. These arguments must
146 never be *NULL*. The *flags* argument is a bit field indicating what kind
147 of buffer the caller is prepared to deal with and therefore what kind of
148 buffer the exporter is allowed to return. The buffer interface allows for
149 complicated memory sharing possibilities, but some caller may not be able
150 to handle all the complexibity but may want to see if the exporter will
151 let them take a simpler view to its memory.
152
153 Some exporters may not be able to share memory in every possible way and
154 may need to raise errors to signal to some consumers that something is
155 just not possible. These errors should be a :exc:`BufferError` unless
156 there is another error that is actually causing the problem. The exporter
157 can use flags information to simplify how much of the :cdata:`Py_buffer`
158 structure is filled in with non-default values and/or raise an error if
159 the object can't support a simpler view of its memory.
160
161 0 is returned on success and -1 on error.
162
163 The following table gives possible values to the *flags* arguments.
164
165 +------------------------------+---------------------------------------------------+
166 | Flag | Description |
167 +==============================+===================================================+
168 | :cmacro:`PyBUF_SIMPLE` | This is the default flag state. The returned |
169 | | buffer may or may not have writable memory. The |
170 | | format of the data will be assumed to be unsigned |
171 | | bytes. This is a "stand-alone" flag constant. It |
172 | | never needs to be '|'d to the others. The exporter|
173 | | will raise an error if it cannot provide such a |
174 | | contiguous buffer of bytes. |
175 | | |
176 +------------------------------+---------------------------------------------------+
177 | :cmacro:`PyBUF_WRITABLE` | The returned buffer must be writable. If it is |
178 | | not writable, then raise an error. |
179 +------------------------------+---------------------------------------------------+
180 | :cmacro:`PyBUF_STRIDES` | This implies :cmacro:`PyBUF_ND`. The returned |
181 | | buffer must provide strides information (i.e. the |
182 | | strides cannot be NULL). This would be used when |
183 | | the consumer can handle strided, discontiguous |
184 | | arrays. Handling strides automatically assumes |
185 | | you can handle shape. The exporter can raise an |
186 | | error if a strided representation of the data is |
187 | | not possible (i.e. without the suboffsets). |
188 | | |
189 +------------------------------+---------------------------------------------------+
190 | :cmacro:`PyBUF_ND` | The returned buffer must provide shape |
191 | | information. The memory will be assumed C-style |
192 | | contiguous (last dimension varies the |
193 | | fastest). The exporter may raise an error if it |
194 | | cannot provide this kind of contiguous buffer. If |
195 | | this is not given then shape will be *NULL*. |
196 | | |
197 | | |
198 | | |
199 +------------------------------+---------------------------------------------------+
200 |:cmacro:`PyBUF_C_CONTIGUOUS` | These flags indicate that the contiguity returned |
201 |:cmacro:`PyBUF_F_CONTIGUOUS` | buffer must be respectively, C-contiguous (last |
202 |:cmacro:`PyBUF_ANY_CONTIGUOUS`| dimension varies the fastest), Fortran contiguous |
203 | | (first dimension varies the fastest) or either |
204 | | one. All of these flags imply |
205 | | :cmacro:`PyBUF_STRIDES` and guarantee that the |
206 | | strides buffer info structure will be filled in |
207 | | correctly. |
208 | | |
209 +------------------------------+---------------------------------------------------+
210 | :cmacro:`PyBUF_INDIRECT` | This flag indicates the returned buffer must have |
211 | | suboffsets information (which can be NULL if no |
212 | | suboffsets are needed). This can be used when |
213 | | the consumer can handle indirect array |
214 | | referencing implied by these suboffsets. This |
215 | | implies :cmacro:`PyBUF_STRIDES`. |
216 | | |
217 | | |
218 | | |
219 +------------------------------+---------------------------------------------------+
220 | :cmacro:`PyBUF_FORMAT` | The returned buffer must have true format |
221 | | information if this flag is provided. This would |
222 | | be used when the consumer is going to be checking |
223 | | for what 'kind' of data is actually stored. An |
224 | | exporter should always be able to provide this |
225 | | information if requested. If format is not |
226 | | explicitly requested then the format must be |
227 | | returned as *NULL* (which means ``'B'``, or |
228 | | unsigned bytes) |
229 +------------------------------+---------------------------------------------------+
230 | :cmacro:`PyBUF_STRIDED` | This is equivalent to ``(PyBUF_STRIDES | |
231 | | PyBUF_WRITABLE)``. |
232 +------------------------------+---------------------------------------------------+
233 | :cmacro:`PyBUF_STRIDED_RO` | This is equivalent to ``(PyBUF_STRIDES)``. |
234 | | |
235 +------------------------------+---------------------------------------------------+
236 | :cmacro:`PyBUF_RECORDS` | This is equivalent to ``(PyBUF_STRIDES | |
237 | | PyBUF_FORMAT | PyBUF_WRITABLE)``. |
238 +------------------------------+---------------------------------------------------+
239 | :cmacro:`PyBUF_RECORDS_RO` | This is equivalent to ``(PyBUF_STRIDES | |
240 | | PyBUF_FORMAT)``. |
241 +------------------------------+---------------------------------------------------+
242 | :cmacro:`PyBUF_FULL` | This is equivalent to ``(PyBUF_INDIRECT | |
243 | | PyBUF_FORMAT | PyBUF_WRITABLE)``. |
244 +------------------------------+---------------------------------------------------+
Georg Brandl6cb1ff32009-04-08 16:36:39 +0000245 | :cmacro:`PyBUF_FULL_RO` | This is equivalent to ``(PyBUF_INDIRECT | |
Antoine Pitrou789be0c2009-04-02 21:18:34 +0000246 | | PyBUF_FORMAT)``. |
247 +------------------------------+---------------------------------------------------+
248 | :cmacro:`PyBUF_CONTIG` | This is equivalent to ``(PyBUF_ND | |
249 | | PyBUF_WRITABLE)``. |
250 +------------------------------+---------------------------------------------------+
251 | :cmacro:`PyBUF_CONTIG_RO` | This is equivalent to ``(PyBUF_ND)``. |
252 | | |
253 +------------------------------+---------------------------------------------------+
254
255
256.. cfunction:: void PyBuffer_Release(PyObject *obj, Py_buffer *view)
257
258 Release the buffer *view* over *obj*. This shouldd be called when the buffer
259 is no longer being used as it may free memory from it.
260
261
262.. cfunction:: Py_ssize_t PyBuffer_SizeFromFormat(const char *)
263
264 Return the implied :cdata:`~Py_buffer.itemsize` from the struct-stype
265 :cdata:`~Py_buffer.format`.
266
267
268.. cfunction:: int PyObject_CopyToObject(PyObject *obj, void *buf, Py_ssize_t len, char fortran)
269
270 Copy *len* bytes of data pointed to by the contiguous chunk of memory pointed
271 to by *buf* into the buffer exported by obj. The buffer must of course be
272 writable. Return 0 on success and return -1 and raise an error on failure.
273 If the object does not have a writable buffer, then an error is raised. If
274 *fortran* is ``'F'``, then if the object is multi-dimensional, then the data
275 will be copied into the array in Fortran-style (first dimension varies the
276 fastest). If *fortran* is ``'C'``, then the data will be copied into the
277 array in C-style (last dimension varies the fastest). If *fortran* is
278 ``'A'``, then it does not matter and the copy will be made in whatever way is
279 more efficient.
280
281
282.. cfunction:: int PyBuffer_IsContiguous(Py_buffer *view, char fortran)
283
284 Return 1 if the memory defined by the *view* is C-style (*fortran* is
285 ``'C'``) or Fortran-style (*fortran* is ``'F'``) contiguous or either one
286 (*fortran* is ``'A'``). Return 0 otherwise.
287
288
289.. cfunction:: void PyBuffer_FillContiguousStrides(int ndim, Py_ssize_t *shape, Py_ssize_t *strides, Py_ssize_t itemsize, char fortran)
290
291 Fill the *strides* array with byte-strides of a contiguous (C-style if
292 *fortran* is ``'C'`` or Fortran-style if *fortran* is ``'F'`` array of the
293 given shape with the given number of bytes per element.
294
295
296.. cfunction:: int PyBuffer_FillInfo(Py_buffer *view, void *buf, Py_ssize_t len, int readonly, int infoflags)
297
298 Fill in a buffer-info structure, *view*, correctly for an exporter that can
299 only share a contiguous chunk of memory of "unsigned bytes" of the given
300 length. Return 0 on success and -1 (with raising an error) on error.
301
302
303MemoryView objects
304==================
305
306A memoryview object is an extended buffer object that could replace the buffer
307object (but doesn't have to as that could be kept as a simple 1-d memoryview
308object). It, unlike :ctype:`Py_buffer`, is a Python object (exposed as
309:class:`memoryview` in :mod:`builtins`), so it can be used with Python code.
310
311.. cfunction:: PyObject* PyMemoryView_FromObject(PyObject *obj)
312
313 Return a memoryview object from an object that defines the buffer interface.
314
315
316Old-style buffer objects
317========================
318
Georg Brandlf6842722008-01-19 22:08:21 +0000319.. index:: single: PyBufferProcs
320
Antoine Pitrou789be0c2009-04-02 21:18:34 +0000321More information on the old buffer interface is provided in the section
Georg Brandlf6842722008-01-19 22:08:21 +0000322:ref:`buffer-structs`, under the description for :ctype:`PyBufferProcs`.
323
324A "buffer object" is defined in the :file:`bufferobject.h` header (included by
325:file:`Python.h`). These objects look very similar to string objects at the
326Python programming level: they support slicing, indexing, concatenation, and
327some other standard string operations. However, their data can come from one of
328two sources: from a block of memory, or from another object which exports the
329buffer interface.
330
331Buffer objects are useful as a way to expose the data from another object's
332buffer interface to the Python programmer. They can also be used as a zero-copy
333slicing mechanism. Using their ability to reference a block of memory, it is
334possible to expose any data to the Python programmer quite easily. The memory
335could be a large, constant array in a C extension, it could be a raw block of
336memory for manipulation before passing to an operating system library, or it
337could be used to pass around structured data in its native, in-memory format.
338
339
340.. ctype:: PyBufferObject
341
342 This subtype of :ctype:`PyObject` represents a buffer object.
343
344
345.. cvar:: PyTypeObject PyBuffer_Type
346
347 .. index:: single: BufferType (in module types)
348
349 The instance of :ctype:`PyTypeObject` which represents the Python buffer type;
350 it is the same object as ``buffer`` and ``types.BufferType`` in the Python
351 layer. .
352
353
354.. cvar:: int Py_END_OF_BUFFER
355
356 This constant may be passed as the *size* parameter to
357 :cfunc:`PyBuffer_FromObject` or :cfunc:`PyBuffer_FromReadWriteObject`. It
358 indicates that the new :ctype:`PyBufferObject` should refer to *base* object
359 from the specified *offset* to the end of its exported buffer. Using this
360 enables the caller to avoid querying the *base* object for its length.
361
362
363.. cfunction:: int PyBuffer_Check(PyObject *p)
364
365 Return true if the argument has type :cdata:`PyBuffer_Type`.
366
367
368.. cfunction:: PyObject* PyBuffer_FromObject(PyObject *base, Py_ssize_t offset, Py_ssize_t size)
369
370 Return a new read-only buffer object. This raises :exc:`TypeError` if *base*
371 doesn't support the read-only buffer protocol or doesn't provide exactly one
372 buffer segment, or it raises :exc:`ValueError` if *offset* is less than zero.
373 The buffer will hold a reference to the *base* object, and the buffer's contents
374 will refer to the *base* object's buffer interface, starting as position
375 *offset* and extending for *size* bytes. If *size* is :const:`Py_END_OF_BUFFER`,
376 then the new buffer's contents extend to the length of the *base* object's
377 exported buffer data.
378
379
380.. cfunction:: PyObject* PyBuffer_FromReadWriteObject(PyObject *base, Py_ssize_t offset, Py_ssize_t size)
381
382 Return a new writable buffer object. Parameters and exceptions are similar to
383 those for :cfunc:`PyBuffer_FromObject`. If the *base* object does not export
384 the writeable buffer protocol, then :exc:`TypeError` is raised.
385
386
387.. cfunction:: PyObject* PyBuffer_FromMemory(void *ptr, Py_ssize_t size)
388
389 Return a new read-only buffer object that reads from a specified location in
390 memory, with a specified size. The caller is responsible for ensuring that the
391 memory buffer, passed in as *ptr*, is not deallocated while the returned buffer
392 object exists. Raises :exc:`ValueError` if *size* is less than zero. Note that
393 :const:`Py_END_OF_BUFFER` may *not* be passed for the *size* parameter;
394 :exc:`ValueError` will be raised in that case.
395
396
397.. cfunction:: PyObject* PyBuffer_FromReadWriteMemory(void *ptr, Py_ssize_t size)
398
399 Similar to :cfunc:`PyBuffer_FromMemory`, but the returned buffer is writable.
400
401
402.. cfunction:: PyObject* PyBuffer_New(Py_ssize_t size)
403
404 Return a new writable buffer object that maintains its own memory buffer of
405 *size* bytes. :exc:`ValueError` is returned if *size* is not zero or positive.
406 Note that the memory buffer (as returned by :cfunc:`PyObject_AsWriteBuffer`) is
407 not specifically aligned.