GeezerVison is showing docs.python.org — Buffers and Memoryview Objects — Python 2.7.18 documentation
Buffers and Memoryview Objects¶
Python objects implemented in C can export a group of functions called the
“buffer interface.” These functions can be used by an object to expose its
data in a raw, byte-oriented format. Clients of the object can use the buffer
interface to access the object data directly, without needing to copy it
first.
Two examples of objects that support the buffer interface are strings and
arrays. The string object exposes the character contents in the buffer
interface’s byte-oriented form. An array can only expose its contents via the
old-style buffer interface. This limitation does not apply to Python 3,
where memoryview objects can be constructed from arrays, too.
Array elements may be multi-byte values.
An example user of the buffer interface is the file object’s write()
method. Any object that can export a series of bytes through the buffer
interface can be written to a file. There are a number of format codes to
PyArg_ParseTuple() that operate against an object’s buffer interface,
returning data from the target object.
Starting from version 1.6, Python has been providing Python-level buffer
objects and a C-level buffer API so that any built-in or used-defined type can
expose its characteristics. Both, however, have been deprecated because of
various shortcomings, and have been officially removed in Python 3 in favour
of a new C-level buffer API and a new Python-level object named
memoryview.
The new buffer API has been backported to Python 2.6, and the
memoryview object has been backported to Python 2.7. It is strongly
advised to use them rather than the old APIs, unless you are blocked from
doing so for compatibility reasons.
The new-style Py_buffer struct¶
-
Py_buffer¶
-
void *
buf¶
A pointer to the start of the memory for the object.
-
Py_ssize_t
len
The total length of the memory in bytes.
-
int
readonly¶
An indicator of whether the buffer is read only.
-
const char *
format
A NULL terminated string in struct module style syntax giving
the contents of the elements available through the buffer. If this is
NULL, "B" (unsigned bytes) is assumed.
-
int
ndim¶
The number of dimensions the memory represents as a multi-dimensional
array. If it is 0, strides and suboffsets must be
NULL.
-
Py_ssize_t *
shape¶
An array of Py_ssize_ts the length of ndim giving the
shape of the memory as a multi-dimensional array. Note that
((*shape)[0] * ... * (*shape)[ndims-1])*itemsize should be equal to
len.
-
Py_ssize_t *
strides¶
An array of Py_ssize_ts the length of ndim giving the
number of bytes to skip to get to a new element in each dimension.
-
Py_ssize_t *
suboffsets¶
An array of Py_ssize_ts the length of 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).
If all suboffsets are negative (i.e. no de-referencing is needed), then
this field must be NULL (the default value).
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;
}
-
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 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.
-
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¶
-
int
PyObject_CheckBuffer(PyObject *obj)¶
Return 1 if obj supports the buffer interface otherwise 0.
-
int
PyObject_GetBuffer(PyObject *obj, Py_buffer *view, int flags)¶
Export obj into a Py_buffer, view. These arguments must
never be NULL. The flags argument is a bit field indicating what
kind of buffer the caller is prepared to deal with and therefore what
kind of buffer the exporter is allowed to return. The buffer interface
allows for complicated memory sharing possibilities, but some caller may
not be able to handle all the complexity but may want to see if the
exporter will let them take a simpler view to its memory.
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 BufferError unless
there is another error that is actually causing the problem. The
exporter can use flags information to simplify how much of the
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.
0 is returned on success and -1 on error.
The following table gives possible values to the flags arguments.
Flag |
Description |
PyBUF_SIMPLE
|
This is the default flag state. The returned
buffer may or may not have writable memory. The
format of the data will be assumed to be unsigned
bytes. 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. |
PyBUF_WRITABLE
|
The returned buffer must be writable. If it is
not writable, then raise an error. |
PyBUF_STRIDES
|
This implies 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). |
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. |
PyBUF_C_CONTIGUOUS
PyBUF_F_CONTIGUOUS
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
PyBUF_STRIDES and guarantee that the
strides buffer info structure will be filled in
correctly. |
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 PyBUF_STRIDES. |
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) |
PyBUF_STRIDED
|
This is equivalent to (PyBUF_STRIDES |
PyBUF_WRITABLE). |
PyBUF_STRIDED_RO
|
This is equivalent to (PyBUF_STRIDES). |
PyBUF_RECORDS
|
This is equivalent to (PyBUF_STRIDES |
PyBUF_FORMAT | PyBUF_WRITABLE). |
PyBUF_RECORDS_RO
|
This is equivalent to (PyBUF_STRIDES |
PyBUF_FORMAT). |
PyBUF_FULL
|
This is equivalent to (PyBUF_INDIRECT |
PyBUF_FORMAT | PyBUF_WRITABLE). |
PyBUF_FULL_RO
|
This is equivalent to (PyBUF_INDIRECT |
PyBUF_FORMAT). |
PyBUF_CONTIG
|
This is equivalent to (PyBUF_ND |
PyBUF_WRITABLE). |
PyBUF_CONTIG_RO
|
This is equivalent to (PyBUF_ND). |
-
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.
-
Py_ssize_t
PyBuffer_SizeFromFormat(const char *)¶
Return the implied itemsize from the struct-stype
format.
-
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.
-
void
PyBuffer_FillContiguousStrides(int ndims, Py_ssize_t *shape, Py_ssize_t *strides, int 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.
-
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.
MemoryView objects¶
A memoryview object exposes the new C level buffer interface as a
Python object which can then be passed around like any other object.
-
PyObject *
PyMemoryView_FromObject(PyObject *obj)¶
Create a memoryview object from an object that defines the new buffer
interface.
-
PyObject *
PyMemoryView_FromBuffer(Py_buffer *view)¶
Create a memoryview object wrapping the given buffer-info structure view.
The memoryview object then owns the buffer, which means you shouldn’t
try to release it yourself: it will be released on deallocation of the
memoryview object.
-
PyObject *
PyMemoryView_GetContiguous(PyObject *obj, int buffertype, char order)¶
Create a memoryview object to a contiguous chunk of memory (in either
‘C’ or ‘F’ortran order) from an object that defines the buffer
interface. If memory is contiguous, the memoryview object points to the
original memory. Otherwise copy is made and the memoryview points to a
new bytes object.
-
int
PyMemoryView_Check(PyObject *obj)¶
Return true if the object obj is a memoryview object. It is not
currently allowed to create subclasses of memoryview.
-
Py_buffer *
PyMemoryView_GET_BUFFER(PyObject *obj)¶
Return a pointer to the buffer-info structure wrapped by the given
object. The object must be a memoryview instance; this macro doesn’t
check its type, you must do it yourself or you will risk crashes.
Old-style buffer objects¶
More information on the old buffer interface is provided in the section
Buffer Object Structures, under the description for PyBufferProcs.
A “buffer object” is defined in the bufferobject.h header (included by
Python.h). These objects look very similar to string objects at the
Python programming level: they support slicing, indexing, concatenation, and
some other standard string operations. However, their data can come from one
of two sources: from a block of memory, or from another object which exports
the buffer interface.
Buffer objects are useful as a way to expose the data from another object’s
buffer interface 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.
-
PyBufferObject¶
This subtype of PyObject represents a buffer object.
-
PyTypeObject
PyBuffer_Type¶
The instance of PyTypeObject which represents the Python buffer type;
it is the same object as buffer and types.BufferType in the Python
layer. .
-
int
Py_END_OF_BUFFER¶
This constant may be passed as the size parameter to
PyBuffer_FromObject() or PyBuffer_FromReadWriteObject(). It
indicates that the new PyBufferObject should refer to base
object from the specified offset to the end of its exported buffer.
Using this enables the caller to avoid querying the base object for its
length.
-
int
PyBuffer_Check(PyObject *p)¶
Return true if the argument has type PyBuffer_Type.
-
PyObject*
PyBuffer_FromObject(PyObject *base, Py_ssize_t offset, Py_ssize_t size)¶
- Return value: New reference.
Return a new read-only buffer object. This raises TypeError if
base doesn’t support the read-only buffer protocol or doesn’t provide
exactly one buffer segment, or it raises ValueError if offset is
less than zero. The buffer will hold a reference to the base object, and
the buffer’s contents will refer to the base object’s buffer interface,
starting as position offset and extending for size bytes. If size is
Py_END_OF_BUFFER, then the new buffer’s contents extend to the
length of the base object’s exported buffer data.
Changed in version 2.5: This function used an int type for offset and size. This
might require changes in your code for properly supporting 64-bit
systems.
-
PyObject*
PyBuffer_FromReadWriteObject(PyObject *base, Py_ssize_t offset, Py_ssize_t size)¶
- Return value: New reference.
Return a new writable buffer object. Parameters and exceptions are similar
to those for PyBuffer_FromObject(). If the base object does not
export the writeable buffer protocol, then TypeError is raised.
Changed in version 2.5: This function used an int type for offset and size. This
might require changes in your code for properly supporting 64-bit
systems.
-
PyObject*
PyBuffer_FromMemory(void *ptr, Py_ssize_t size)¶
- Return value: New reference.
Return a new read-only buffer object that reads from a specified location
in memory, with a specified size. The caller is responsible for ensuring
that the memory buffer, passed in as ptr, is not deallocated while the
returned buffer object exists. Raises ValueError if size is less
than zero. Note that Py_END_OF_BUFFER may not be passed for the
size parameter; ValueError will be raised in that case.
Changed in version 2.5: This function used an int type for size. This might require
changes in your code for properly supporting 64-bit systems.
-
PyObject*
PyBuffer_FromReadWriteMemory(void *ptr, Py_ssize_t size)¶
- Return value: New reference.
Similar to PyBuffer_FromMemory(), but the returned buffer is
writable.
Changed in version 2.5: This function used an int type for size. This might require
changes in your code for properly supporting 64-bit systems.
-
PyObject*
PyBuffer_New(Py_ssize_t size)¶
- Return value: New reference.
Return a new writable buffer object that maintains its own memory buffer of
size bytes. ValueError is returned if size is not zero or
positive. Note that the memory buffer (as returned by
PyObject_AsWriteBuffer()) is not specifically aligned.
Changed in version 2.5: This function used an int type for size. This might require
changes in your code for properly supporting 64-bit systems.
|