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604 lines
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ReStructuredText
.. highlight:: c
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.. _memory:
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*****************
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Memory Management
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*****************
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.. sectionauthor:: Vladimir Marangozov <Vladimir.Marangozov@inrialpes.fr>
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.. _memoryoverview:
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Overview
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========
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Memory management in Python involves a private heap containing all Python
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objects and data structures. The management of this private heap is ensured
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internally by the *Python memory manager*. The Python memory manager has
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different components which deal with various dynamic storage management aspects,
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like sharing, segmentation, preallocation or caching.
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At the lowest level, a raw memory allocator ensures that there is enough room in
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the private heap for storing all Python-related data by interacting with the
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memory manager of the operating system. On top of the raw memory allocator,
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several object-specific allocators operate on the same heap and implement
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distinct memory management policies adapted to the peculiarities of every object
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type. For example, integer objects are managed differently within the heap than
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strings, tuples or dictionaries because integers imply different storage
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requirements and speed/space tradeoffs. The Python memory manager thus delegates
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some of the work to the object-specific allocators, but ensures that the latter
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operate within the bounds of the private heap.
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It is important to understand that the management of the Python heap is
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performed by the interpreter itself and that the user has no control over it,
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even if they regularly manipulate object pointers to memory blocks inside that
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heap. The allocation of heap space for Python objects and other internal
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buffers is performed on demand by the Python memory manager through the Python/C
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API functions listed in this document.
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.. index::
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single: malloc()
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single: calloc()
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single: realloc()
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single: free()
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To avoid memory corruption, extension writers should never try to operate on
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Python objects with the functions exported by the C library: :c:func:`malloc`,
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:c:func:`calloc`, :c:func:`realloc` and :c:func:`free`. This will result in mixed
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calls between the C allocator and the Python memory manager with fatal
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consequences, because they implement different algorithms and operate on
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different heaps. However, one may safely allocate and release memory blocks
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with the C library allocator for individual purposes, as shown in the following
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example::
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PyObject *res;
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char *buf = (char *) malloc(BUFSIZ); /* for I/O */
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if (buf == NULL)
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return PyErr_NoMemory();
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...Do some I/O operation involving buf...
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res = PyBytes_FromString(buf);
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free(buf); /* malloc'ed */
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return res;
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In this example, the memory request for the I/O buffer is handled by the C
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library allocator. The Python memory manager is involved only in the allocation
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of the string object returned as a result.
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In most situations, however, it is recommended to allocate memory from the
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Python heap specifically because the latter is under control of the Python
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memory manager. For example, this is required when the interpreter is extended
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with new object types written in C. Another reason for using the Python heap is
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the desire to *inform* the Python memory manager about the memory needs of the
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extension module. Even when the requested memory is used exclusively for
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internal, highly-specific purposes, delegating all memory requests to the Python
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memory manager causes the interpreter to have a more accurate image of its
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memory footprint as a whole. Consequently, under certain circumstances, the
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Python memory manager may or may not trigger appropriate actions, like garbage
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collection, memory compaction or other preventive procedures. Note that by using
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the C library allocator as shown in the previous example, the allocated memory
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for the I/O buffer escapes completely the Python memory manager.
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.. seealso::
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The :envvar:`PYTHONMALLOC` environment variable can be used to configure
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the memory allocators used by Python.
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The :envvar:`PYTHONMALLOCSTATS` environment variable can be used to print
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statistics of the :ref:`pymalloc memory allocator <pymalloc>` every time a
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new pymalloc object arena is created, and on shutdown.
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Raw Memory Interface
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====================
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The following function sets are wrappers to the system allocator. These
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functions are thread-safe, the :term:`GIL <global interpreter lock>` does not
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need to be held.
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The :ref:`default raw memory allocator <default-memory-allocators>` uses
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the following functions: :c:func:`malloc`, :c:func:`calloc`, :c:func:`realloc`
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and :c:func:`free`; call ``malloc(1)`` (or ``calloc(1, 1)``) when requesting
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zero bytes.
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.. versionadded:: 3.4
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.. c:function:: void* PyMem_RawMalloc(size_t n)
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Allocates *n* bytes and returns a pointer of type :c:type:`void\*` to the
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allocated memory, or *NULL* if the request fails.
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Requesting zero bytes returns a distinct non-*NULL* pointer if possible, as
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if ``PyMem_RawMalloc(1)`` had been called instead. The memory will not have
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been initialized in any way.
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.. c:function:: void* PyMem_RawCalloc(size_t nelem, size_t elsize)
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Allocates *nelem* elements each whose size in bytes is *elsize* and returns
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a pointer of type :c:type:`void\*` to the allocated memory, or *NULL* if the
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request fails. The memory is initialized to zeros.
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Requesting zero elements or elements of size zero bytes returns a distinct
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non-*NULL* pointer if possible, as if ``PyMem_RawCalloc(1, 1)`` had been
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called instead.
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.. versionadded:: 3.5
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.. c:function:: void* PyMem_RawRealloc(void *p, size_t n)
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Resizes the memory block pointed to by *p* to *n* bytes. The contents will
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be unchanged to the minimum of the old and the new sizes.
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If *p* is *NULL*, the call is equivalent to ``PyMem_RawMalloc(n)``; else if
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*n* is equal to zero, the memory block is resized but is not freed, and the
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returned pointer is non-*NULL*.
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Unless *p* is *NULL*, it must have been returned by a previous call to
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:c:func:`PyMem_RawMalloc`, :c:func:`PyMem_RawRealloc` or
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:c:func:`PyMem_RawCalloc`.
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If the request fails, :c:func:`PyMem_RawRealloc` returns *NULL* and *p*
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remains a valid pointer to the previous memory area.
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.. c:function:: void PyMem_RawFree(void *p)
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Frees the memory block pointed to by *p*, which must have been returned by a
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previous call to :c:func:`PyMem_RawMalloc`, :c:func:`PyMem_RawRealloc` or
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:c:func:`PyMem_RawCalloc`. Otherwise, or if ``PyMem_RawFree(p)`` has been
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called before, undefined behavior occurs.
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If *p* is *NULL*, no operation is performed.
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.. _memoryinterface:
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Memory Interface
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================
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The following function sets, modeled after the ANSI C standard, but specifying
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behavior when requesting zero bytes, are available for allocating and releasing
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memory from the Python heap.
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The :ref:`default memory allocator <default-memory-allocators>` uses the
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:ref:`pymalloc memory allocator <pymalloc>`.
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.. warning::
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The :term:`GIL <global interpreter lock>` must be held when using these
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functions.
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.. versionchanged:: 3.6
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The default allocator is now pymalloc instead of system :c:func:`malloc`.
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.. c:function:: void* PyMem_Malloc(size_t n)
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Allocates *n* bytes and returns a pointer of type :c:type:`void\*` to the
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allocated memory, or *NULL* if the request fails.
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Requesting zero bytes returns a distinct non-*NULL* pointer if possible, as
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if ``PyMem_Malloc(1)`` had been called instead. The memory will not have
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been initialized in any way.
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.. c:function:: void* PyMem_Calloc(size_t nelem, size_t elsize)
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Allocates *nelem* elements each whose size in bytes is *elsize* and returns
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a pointer of type :c:type:`void\*` to the allocated memory, or *NULL* if the
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request fails. The memory is initialized to zeros.
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Requesting zero elements or elements of size zero bytes returns a distinct
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non-*NULL* pointer if possible, as if ``PyMem_Calloc(1, 1)`` had been called
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instead.
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.. versionadded:: 3.5
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.. c:function:: void* PyMem_Realloc(void *p, size_t n)
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Resizes the memory block pointed to by *p* to *n* bytes. The contents will be
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unchanged to the minimum of the old and the new sizes.
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If *p* is *NULL*, the call is equivalent to ``PyMem_Malloc(n)``; else if *n*
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is equal to zero, the memory block is resized but is not freed, and the
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returned pointer is non-*NULL*.
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Unless *p* is *NULL*, it must have been returned by a previous call to
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:c:func:`PyMem_Malloc`, :c:func:`PyMem_Realloc` or :c:func:`PyMem_Calloc`.
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If the request fails, :c:func:`PyMem_Realloc` returns *NULL* and *p* remains
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a valid pointer to the previous memory area.
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.. c:function:: void PyMem_Free(void *p)
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Frees the memory block pointed to by *p*, which must have been returned by a
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previous call to :c:func:`PyMem_Malloc`, :c:func:`PyMem_Realloc` or
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:c:func:`PyMem_Calloc`. Otherwise, or if ``PyMem_Free(p)`` has been called
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before, undefined behavior occurs.
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If *p* is *NULL*, no operation is performed.
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The following type-oriented macros are provided for convenience. Note that
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*TYPE* refers to any C type.
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.. c:function:: TYPE* PyMem_New(TYPE, size_t n)
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Same as :c:func:`PyMem_Malloc`, but allocates ``(n * sizeof(TYPE))`` bytes of
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memory. Returns a pointer cast to :c:type:`TYPE\*`. The memory will not have
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been initialized in any way.
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.. c:function:: TYPE* PyMem_Resize(void *p, TYPE, size_t n)
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Same as :c:func:`PyMem_Realloc`, but the memory block is resized to ``(n *
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sizeof(TYPE))`` bytes. Returns a pointer cast to :c:type:`TYPE\*`. On return,
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*p* will be a pointer to the new memory area, or *NULL* in the event of
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failure.
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This is a C preprocessor macro; *p* is always reassigned. Save the original
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value of *p* to avoid losing memory when handling errors.
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.. c:function:: void PyMem_Del(void *p)
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Same as :c:func:`PyMem_Free`.
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In addition, the following macro sets are provided for calling the Python memory
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allocator directly, without involving the C API functions listed above. However,
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note that their use does not preserve binary compatibility across Python
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versions and is therefore deprecated in extension modules.
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* ``PyMem_MALLOC(size)``
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* ``PyMem_NEW(type, size)``
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* ``PyMem_REALLOC(ptr, size)``
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* ``PyMem_RESIZE(ptr, type, size)``
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* ``PyMem_FREE(ptr)``
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* ``PyMem_DEL(ptr)``
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Object allocators
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=================
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The following function sets, modeled after the ANSI C standard, but specifying
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behavior when requesting zero bytes, are available for allocating and releasing
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memory from the Python heap.
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The :ref:`default object allocator <default-memory-allocators>` uses the
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:ref:`pymalloc memory allocator <pymalloc>`.
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.. warning::
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The :term:`GIL <global interpreter lock>` must be held when using these
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functions.
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.. c:function:: void* PyObject_Malloc(size_t n)
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Allocates *n* bytes and returns a pointer of type :c:type:`void\*` to the
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allocated memory, or *NULL* if the request fails.
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Requesting zero bytes returns a distinct non-*NULL* pointer if possible, as
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if ``PyObject_Malloc(1)`` had been called instead. The memory will not have
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been initialized in any way.
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.. c:function:: void* PyObject_Calloc(size_t nelem, size_t elsize)
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Allocates *nelem* elements each whose size in bytes is *elsize* and returns
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a pointer of type :c:type:`void\*` to the allocated memory, or *NULL* if the
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request fails. The memory is initialized to zeros.
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Requesting zero elements or elements of size zero bytes returns a distinct
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non-*NULL* pointer if possible, as if ``PyObject_Calloc(1, 1)`` had been called
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instead.
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.. versionadded:: 3.5
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.. c:function:: void* PyObject_Realloc(void *p, size_t n)
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Resizes the memory block pointed to by *p* to *n* bytes. The contents will be
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unchanged to the minimum of the old and the new sizes.
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If *p* is *NULL*, the call is equivalent to ``PyObject_Malloc(n)``; else if *n*
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is equal to zero, the memory block is resized but is not freed, and the
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returned pointer is non-*NULL*.
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Unless *p* is *NULL*, it must have been returned by a previous call to
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:c:func:`PyObject_Malloc`, :c:func:`PyObject_Realloc` or :c:func:`PyObject_Calloc`.
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If the request fails, :c:func:`PyObject_Realloc` returns *NULL* and *p* remains
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a valid pointer to the previous memory area.
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.. c:function:: void PyObject_Free(void *p)
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Frees the memory block pointed to by *p*, which must have been returned by a
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previous call to :c:func:`PyObject_Malloc`, :c:func:`PyObject_Realloc` or
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:c:func:`PyObject_Calloc`. Otherwise, or if ``PyObject_Free(p)`` has been called
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before, undefined behavior occurs.
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If *p* is *NULL*, no operation is performed.
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.. _default-memory-allocators:
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Default Memory Allocators
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=========================
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Default memory allocators:
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=============================== ==================== ================== ===================== ====================
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Configuration Name PyMem_RawMalloc PyMem_Malloc PyObject_Malloc
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=============================== ==================== ================== ===================== ====================
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Release build ``"pymalloc"`` ``malloc`` ``pymalloc`` ``pymalloc``
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Debug build ``"pymalloc_debug"`` ``malloc`` + debug ``pymalloc`` + debug ``pymalloc`` + debug
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Release build, without pymalloc ``"malloc"`` ``malloc`` ``malloc`` ``malloc``
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Debug build, without pymalloc ``"malloc_debug"`` ``malloc`` + debug ``malloc`` + debug ``malloc`` + debug
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=============================== ==================== ================== ===================== ====================
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Legend:
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* Name: value for :envvar:`PYTHONMALLOC` environment variable
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* ``malloc``: system allocators from the standard C library, C functions:
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:c:func:`malloc`, :c:func:`calloc`, :c:func:`realloc` and :c:func:`free`
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* ``pymalloc``: :ref:`pymalloc memory allocator <pymalloc>`
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* "+ debug": with debug hooks installed by :c:func:`PyMem_SetupDebugHooks`
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Customize Memory Allocators
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===========================
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.. versionadded:: 3.4
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.. c:type:: PyMemAllocatorEx
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Structure used to describe a memory block allocator. The structure has
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four fields:
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+----------------------------------------------------------+---------------------------------------+
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| Field | Meaning |
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+==========================================================+=======================================+
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| ``void *ctx`` | user context passed as first argument |
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+----------------------------------------------------------+---------------------------------------+
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| ``void* malloc(void *ctx, size_t size)`` | allocate a memory block |
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+----------------------------------------------------------+---------------------------------------+
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| ``void* calloc(void *ctx, size_t nelem, size_t elsize)`` | allocate a memory block initialized |
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| | with zeros |
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+----------------------------------------------------------+---------------------------------------+
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| ``void* realloc(void *ctx, void *ptr, size_t new_size)`` | allocate or resize a memory block |
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+----------------------------------------------------------+---------------------------------------+
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| ``void free(void *ctx, void *ptr)`` | free a memory block |
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+----------------------------------------------------------+---------------------------------------+
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.. versionchanged:: 3.5
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The :c:type:`PyMemAllocator` structure was renamed to
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:c:type:`PyMemAllocatorEx` and a new ``calloc`` field was added.
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.. c:type:: PyMemAllocatorDomain
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Enum used to identify an allocator domain. Domains:
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.. c:var:: PYMEM_DOMAIN_RAW
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Functions:
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* :c:func:`PyMem_RawMalloc`
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* :c:func:`PyMem_RawRealloc`
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* :c:func:`PyMem_RawCalloc`
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* :c:func:`PyMem_RawFree`
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.. c:var:: PYMEM_DOMAIN_MEM
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Functions:
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* :c:func:`PyMem_Malloc`,
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* :c:func:`PyMem_Realloc`
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* :c:func:`PyMem_Calloc`
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* :c:func:`PyMem_Free`
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.. c:var:: PYMEM_DOMAIN_OBJ
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Functions:
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* :c:func:`PyObject_Malloc`
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* :c:func:`PyObject_Realloc`
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* :c:func:`PyObject_Calloc`
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* :c:func:`PyObject_Free`
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.. c:function:: void PyMem_GetAllocator(PyMemAllocatorDomain domain, PyMemAllocatorEx *allocator)
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Get the memory block allocator of the specified domain.
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.. c:function:: void PyMem_SetAllocator(PyMemAllocatorDomain domain, PyMemAllocatorEx *allocator)
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Set the memory block allocator of the specified domain.
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The new allocator must return a distinct non-NULL pointer when requesting
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zero bytes.
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For the :c:data:`PYMEM_DOMAIN_RAW` domain, the allocator must be
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thread-safe: the :term:`GIL <global interpreter lock>` is not held when the
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allocator is called.
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If the new allocator is not a hook (does not call the previous allocator),
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the :c:func:`PyMem_SetupDebugHooks` function must be called to reinstall the
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debug hooks on top on the new allocator.
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.. c:function:: void PyMem_SetupDebugHooks(void)
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Setup hooks to detect bugs in the Python memory allocator functions.
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Newly allocated memory is filled with the byte ``0xCD`` (``CLEANBYTE``),
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freed memory is filled with the byte ``0xDD`` (``DEADBYTE``). Memory blocks
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are surrounded by "forbidden bytes" (``FORBIDDENBYTE``: byte ``0xFD``).
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Runtime checks:
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- Detect API violations, ex: :c:func:`PyObject_Free` called on a buffer
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allocated by :c:func:`PyMem_Malloc`
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- Detect write before the start of the buffer (buffer underflow)
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- Detect write after the end of the buffer (buffer overflow)
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- Check that the :term:`GIL <global interpreter lock>` is held when
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allocator functions of :c:data:`PYMEM_DOMAIN_OBJ` (ex:
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:c:func:`PyObject_Malloc`) and :c:data:`PYMEM_DOMAIN_MEM` (ex:
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:c:func:`PyMem_Malloc`) domains are called
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On error, the debug hooks use the :mod:`tracemalloc` module to get the
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traceback where a memory block was allocated. The traceback is only
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displayed if :mod:`tracemalloc` is tracing Python memory allocations and the
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memory block was traced.
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These hooks are :ref:`installed by default <default-memory-allocators>` if
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Python is compiled in debug
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mode. The :envvar:`PYTHONMALLOC` environment variable can be used to install
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debug hooks on a Python compiled in release mode.
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.. versionchanged:: 3.6
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This function now also works on Python compiled in release mode.
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On error, the debug hooks now use :mod:`tracemalloc` to get the traceback
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where a memory block was allocated. The debug hooks now also check
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if the GIL is held when functions of :c:data:`PYMEM_DOMAIN_OBJ` and
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:c:data:`PYMEM_DOMAIN_MEM` domains are called.
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.. versionchanged:: 3.8.0
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Byte patterns ``0xCB`` (``CLEANBYTE``), ``0xDB`` (``DEADBYTE``) and
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``0xFB`` (``FORBIDDENBYTE``) have been replaced with ``0xCD``, ``0xDD``
|
|
and ``0xFD`` to use the same values than Windows CRT debug ``malloc()``
|
|
and ``free()``.
|
|
|
|
|
|
.. _pymalloc:
|
|
|
|
The pymalloc allocator
|
|
======================
|
|
|
|
Python has a *pymalloc* allocator optimized for small objects (smaller or equal
|
|
to 512 bytes) with a short lifetime. It uses memory mappings called "arenas"
|
|
with a fixed size of 256 KiB. It falls back to :c:func:`PyMem_RawMalloc` and
|
|
:c:func:`PyMem_RawRealloc` for allocations larger than 512 bytes.
|
|
|
|
*pymalloc* is the :ref:`default allocator <default-memory-allocators>` of the
|
|
:c:data:`PYMEM_DOMAIN_MEM` (ex: :c:func:`PyMem_Malloc`) and
|
|
:c:data:`PYMEM_DOMAIN_OBJ` (ex: :c:func:`PyObject_Malloc`) domains.
|
|
|
|
The arena allocator uses the following functions:
|
|
|
|
* :c:func:`VirtualAlloc` and :c:func:`VirtualFree` on Windows,
|
|
* :c:func:`mmap` and :c:func:`munmap` if available,
|
|
* :c:func:`malloc` and :c:func:`free` otherwise.
|
|
|
|
Customize pymalloc Arena Allocator
|
|
----------------------------------
|
|
|
|
.. versionadded:: 3.4
|
|
|
|
.. c:type:: PyObjectArenaAllocator
|
|
|
|
Structure used to describe an arena allocator. The structure has
|
|
three fields:
|
|
|
|
+--------------------------------------------------+---------------------------------------+
|
|
| Field | Meaning |
|
|
+==================================================+=======================================+
|
|
| ``void *ctx`` | user context passed as first argument |
|
|
+--------------------------------------------------+---------------------------------------+
|
|
| ``void* alloc(void *ctx, size_t size)`` | allocate an arena of size bytes |
|
|
+--------------------------------------------------+---------------------------------------+
|
|
| ``void free(void *ctx, size_t size, void *ptr)`` | free an arena |
|
|
+--------------------------------------------------+---------------------------------------+
|
|
|
|
.. c:function:: PyObject_GetArenaAllocator(PyObjectArenaAllocator *allocator)
|
|
|
|
Get the arena allocator.
|
|
|
|
.. c:function:: PyObject_SetArenaAllocator(PyObjectArenaAllocator *allocator)
|
|
|
|
Set the arena allocator.
|
|
|
|
|
|
tracemalloc C API
|
|
=================
|
|
|
|
.. versionadded:: 3.7
|
|
|
|
.. c:function: int PyTraceMalloc_Track(unsigned int domain, uintptr_t ptr, size_t size)
|
|
|
|
Track an allocated memory block in the :mod:`tracemalloc` module.
|
|
|
|
Return ``0`` on success, return ``-1`` on error (failed to allocate memory to
|
|
store the trace). Return ``-2`` if tracemalloc is disabled.
|
|
|
|
If memory block is already tracked, update the existing trace.
|
|
|
|
.. c:function: int PyTraceMalloc_Untrack(unsigned int domain, uintptr_t ptr)
|
|
|
|
Untrack an allocated memory block in the :mod:`tracemalloc` module.
|
|
Do nothing if the block was not tracked.
|
|
|
|
Return ``-2`` if tracemalloc is disabled, otherwise return ``0``.
|
|
|
|
|
|
.. _memoryexamples:
|
|
|
|
Examples
|
|
========
|
|
|
|
Here is the example from section :ref:`memoryoverview`, rewritten so that the
|
|
I/O buffer is allocated from the Python heap by using the first function set::
|
|
|
|
PyObject *res;
|
|
char *buf = (char *) PyMem_Malloc(BUFSIZ); /* for I/O */
|
|
|
|
if (buf == NULL)
|
|
return PyErr_NoMemory();
|
|
/* ...Do some I/O operation involving buf... */
|
|
res = PyBytes_FromString(buf);
|
|
PyMem_Free(buf); /* allocated with PyMem_Malloc */
|
|
return res;
|
|
|
|
The same code using the type-oriented function set::
|
|
|
|
PyObject *res;
|
|
char *buf = PyMem_New(char, BUFSIZ); /* for I/O */
|
|
|
|
if (buf == NULL)
|
|
return PyErr_NoMemory();
|
|
/* ...Do some I/O operation involving buf... */
|
|
res = PyBytes_FromString(buf);
|
|
PyMem_Del(buf); /* allocated with PyMem_New */
|
|
return res;
|
|
|
|
Note that in the two examples above, the buffer is always manipulated via
|
|
functions belonging to the same set. Indeed, it is required to use the same
|
|
memory API family for a given memory block, so that the risk of mixing different
|
|
allocators is reduced to a minimum. The following code sequence contains two
|
|
errors, one of which is labeled as *fatal* because it mixes two different
|
|
allocators operating on different heaps. ::
|
|
|
|
char *buf1 = PyMem_New(char, BUFSIZ);
|
|
char *buf2 = (char *) malloc(BUFSIZ);
|
|
char *buf3 = (char *) PyMem_Malloc(BUFSIZ);
|
|
...
|
|
PyMem_Del(buf3); /* Wrong -- should be PyMem_Free() */
|
|
free(buf2); /* Right -- allocated via malloc() */
|
|
free(buf1); /* Fatal -- should be PyMem_Del() */
|
|
|
|
In addition to the functions aimed at handling raw memory blocks from the Python
|
|
heap, objects in Python are allocated and released with :c:func:`PyObject_New`,
|
|
:c:func:`PyObject_NewVar` and :c:func:`PyObject_Del`.
|
|
|
|
These will be explained in the next chapter on defining and implementing new
|
|
object types in C.
|
|
|