A lock-free ring buffer for Python and Cython.
Project description
ringbuf
A lock-free, single-producer, single-consumer, ring buffer for Python and Cython.
Installation
OS X: brew install boost
Ubuntu: apt-get install libboost-all-dev
Then:
pip install ringbuf
Motivation
When working with realtime DSP in Python, we might be wrapping some external C/C++ library (for instance, PortAudio) which runs some user-provided callback function in realtime. The callback function shouldn't allocate/deallocate memory, shouldn't contain any critical sections (mutexes), and so forth, to prevent priority inversion. If the callback were to contain Python objects, we'd likely be allocating and deallocating, and at the very least, acquiring and releasing the GIL. So, the callback cannot interact with Python objects if we expect realtime performance. As such, there's a need for buffering data in a non-locking way between a C/C++ callback and Python.
Enter ringbuf, Cython wrappers for boost::lockfree::spsc_queue
. Our Python code can read from and write to a ringbuf.RingBuffer
object, and our C++ code can read from and write to that buffer's underlying spsc_queue
, no GIL required.
Usage
Any Python object which supports the buffer protocol can be stored in ringbuf.RingBuffer
. This includes, but is not limited to: bytes
, bytearray
, array.array
, and numpy.ndarray
.
NumPy
import numpy as np
from ringbuf import RingBuffer
buffer = RingBuffer(format='f', capacity=100)
data = np.linspace(-1, 1, num=100, dtype='f')
buffer.push(data)
popped = buffer.pop(100)
assert np.array_equal(data, popped)
bytes
from ringbuf import RingBuffer
buffer = RingBuffer(format='B', capacity=11)
buffer.push(b'hello world')
popped = buffer.pop(11)
assert bytes(popped) == b'hello world'
Interfacing with C/C++
mymodule.pxd:
# distutils: language = c++
from ringbuf.boost cimport spsc_queue, void_ptr_to_spsc_queue_char_ptr
cdef void callback(void* q)
mymodule.pyx:
# distutils: language = c++
from array import array
from some_c_library cimport some_c_function
cdef void callback(void* q):
cdef:
# Cast the void* back to an spsc_queue.
# The underlying queue always holds chars.
spsc_queue[char] *queue = void_ptr_to_spsc_queue_char_ptr(q)
double[5] to_push = [1.0, 2.0, 3.0, 4.0, 5.0]
# Since the queue holds chars, you'll have to cast and adjust size accordingly.
queue.push(<char*>to_push, sizeof(double) * 5)
def do_stuff():
cdef:
RingBuffer buffer = RingBuffer(format='d', capacity=100)
void* queue = buffer.queue_void_ptr()
# Pass our callback and a void* to the buffer's queue to some third party library.
# Presumably, the C library schedules the callback and passes it the queue's void pointer.
some_c_function(callback, queue)
sleep(1)
assert array.array('d', buffer.pop(5)) == array.array('d', range(1, 6))
Handling overflow
When RingBuffer.push()
overflows, it simply returns the data that couldn't be pushed:
from ringbuf import RingBuffer
buffer = RingBuffer(format='B', capacity=10)
overflowed = buffer.push(b'spam eggs ham')
assert overflowed == b'ham'
For additional usage see the tests.
Supported platforms
Travis CI tests with the following configurations:
- Ubuntu 18.04 Bionic Beaver + [CPython3.6, CPython3.7, CPython3.8, PyPy7.3.0 (3.6.9)]
- OS X + [CPython3.6, CPython3.7, CPython3.8, PyPy7.3.0 (3.6.9)]
Any platform with a C++11 compiler will probably work.
Contributing
Pull requests are welcome, please file any issues you encounter.
Project details
Release history Release notifications | RSS feed
Download files
Download the file for your platform. If you're not sure which to choose, learn more about installing packages.
Source Distribution
File details
Details for the file ringbuf-1.0.3.tar.gz
.
File metadata
- Download URL: ringbuf-1.0.3.tar.gz
- Upload date:
- Size: 134.7 kB
- Tags: Source
- Uploaded using Trusted Publishing? No
- Uploaded via: twine/3.1.1 pkginfo/1.5.0.1 requests/2.23.0 setuptools/46.0.0 requests-toolbelt/0.9.1 tqdm/4.43.0 CPython/3.8.1
File hashes
Algorithm | Hash digest | |
---|---|---|
SHA256 | 6cd796bdd86caaee564ece241ba611f67332b8fbd9f4799d7d64c33a28019240 |
|
MD5 | 26b82a6ab1ee08d5bbd174fb8a6e445b |
|
BLAKE2b-256 | f441d2e6682958eea61d4e0d8c3de1815f8d78f19bef55aadf66366ea494e6f6 |