Python-SoXR
High quality, one-dimensional sample-rate conversion library for Python.
- Homepage: https://github.com/dofuuz/python-soxr
- Documentation: https://python-soxr.readthedocs.io
- Release Notes: https://github.com/dofuuz/python-soxr/releases
- PyPI: https://pypi.org/project/soxr/
Keywords: Resampler, Audio resampling, Samplerate conversion, DSP(Digital Signal Processing)
Python-SoXR is a Python wrapper of libsoxr.
Installation
pip install soxr
If installation fails, upgrade pip with python -m pip install --upgrade pip and try again.
in Conda environment
conda install -c conda-forge soxr-python
Note: Conda packge name is soxr-python, not python-soxr.
Basic usage
import soxr
y = soxr.resample(
x, # input array – mono(1D) or multi-channel(2D of [frame, channel])
48000, # input samplerate
16000 # target samplerate
)
If input is not numpy.ndarray, it will be converted to numpy.ndarray(dtype='float32').
dtype should be one of float32, float64, int16, int32.
Output is numpy.ndarray with same dimension and data type of input.
Streaming usage
Use ResampleStream for real-time processing or very long signal.
import soxr
rs = soxr.ResampleStream(
44100, # input samplerate
16000, # target samplerate
1, # channel(s)
dtype='float32' # data type (default = 'float32')
)
eof = False
while not eof:
# Get chunk
...
y_chunk = rs.resample_chunk(
x, # input aray – mono(1D) or multi-channel(2D of [frame, channel])
last=eof # Set True at end of input
)
Output frame count may not be consistent. This is normal operation.
(ex. [0, 0, 0, 186, 186, 166, 186, 186, 168, ...])
Benchmark
Sweep, impulse, speed compairsion with other resamplers for Python.
https://colab.research.google.com/drive/1_xYUs00VWYOAXShB85W1MFWaUjGHfO4K?usp=sharing
Speed comparison summary
Downsampling 10 sec of 48000 Hz to 44100 Hz.
Ran on Google Colab.
| Library | Time on CPU (ms) |
|---|---|
| soxr (HQ) | 10.8 |
| torchaudio | 13.8 |
| soxr (VHQ) | 14.5 |
| scipy.signal.resample | 21.3 |
| lilfilter | 24.7 |
| julius | 31 |
| resampy (kaiser_fast) | 108 |
| samplerate (sinc_medium) | 223 |
| resampy (kaiser_best) | 310 |
| samplerate (sinc_best) | 794 |
Technical detail
For technical details behind resampler, see libsoxr docs.
- https://sourceforge.net/p/soxr/wiki/Home/
- http://sox.sourceforge.net/SoX/Resampling (archive)
- https://sourceforge.net/p/soxr/code/ci/master/tree/src/soxr.h
Python-SoXR package comes with modified version of libsoxr. See changes here.
These changes do not apply to dynamic-linked builds (e.g. conda-forge build).
To check the version of libsoxr, use soxr.__libsoxr_version__.
Credit and License
Python-SoXR is LGPL v2.1+ licensed, following libsoxr's license.
OSS libraries used
libsoxr (LGPLv2.1+)
The SoX Resampler library
https://sourceforge.net/projects/soxr/
Python-SoXR is a Python wrapper of libsoxr.
PFFFT (BSD-like)
PFFFT: a pretty fast FFT.
https://bitbucket.org/jpommier/pffft/
libsoxr dependency.
Release files for soxr 1.1.0
For a detailed explanation of source distributions (sdists) and built distributions (wheels), please see the package formats documentation.
Source distribution (sdist)
| File | Size | Uploaded | |
|---|---|---|---|
| soxr-1.1.0.tar.gz | 173.1 kB | Details |
Built distributions (wheels)
| File | Reset | |||
|---|---|---|---|---|
| soxr-1.1.0-cp314-cp314t-win_amd64.whl | CPython 3.14 | CPython 3.14 free-threading | Windows x86-64 | Details |
| soxr-1.1.0-cp314-cp314t-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl | CPython 3.14 | CPython 3.14 free-threading | Linux glibc 2.27+ x86-64, Linux glibc 2.28+ x86-64 | Details |
| soxr-1.1.0-cp314-cp314t-manylinux_2_26_aarch64.manylinux_2_28_aarch64.whl | CPython 3.14 | CPython 3.14 free-threading | Linux glibc 2.26+ ARM64, Linux glibc 2.28+ ARM64 | Details |
| soxr-1.1.0-cp314-cp314t-macosx_11_0_arm64.whl | CPython 3.14 | CPython 3.14 free-threading | macOS 11.0+ ARM64 | Details |
| soxr-1.1.0-cp314-cp314t-macosx_10_15_x86_64.whl | CPython 3.14 | CPython 3.14 free-threading | macOS 10.15+ x86-64 | Details |
| soxr-1.1.0-cp312-abi3-win_amd64.whl | CPython 3.12 | abi3 | Windows x86-64 | Details |
| soxr-1.1.0-cp312-abi3-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl | CPython 3.12 | abi3 | Linux glibc 2.27+ x86-64, Linux glibc 2.28+ x86-64 | Details |
| soxr-1.1.0-cp312-abi3-manylinux_2_26_aarch64.manylinux_2_28_aarch64.whl | CPython 3.12 | abi3 | Linux glibc 2.26+ ARM64, Linux glibc 2.28+ ARM64 | Details |
| soxr-1.1.0-cp312-abi3-macosx_11_0_arm64.whl | CPython 3.12 | abi3 | macOS 11.0+ ARM64 | Details |
| soxr-1.1.0-cp312-abi3-macosx_10_14_x86_64.whl | CPython 3.12 | abi3 | macOS 10.14+ x86-64 | Details |
| soxr-1.1.0-cp311-cp311-win_amd64.whl | CPython 3.11 | CPython 3.11 | Windows x86-64 | Details |
| soxr-1.1.0-cp311-cp311-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl | CPython 3.11 | CPython 3.11 | Linux glibc 2.28+ x86-64, Linux glibc 2.27+ x86-64 | Details |
| soxr-1.1.0-cp311-cp311-manylinux_2_26_aarch64.manylinux_2_28_aarch64.whl | CPython 3.11 | CPython 3.11 | Linux glibc 2.28+ ARM64, Linux glibc 2.26+ ARM64 | Details |
| soxr-1.1.0-cp311-cp311-macosx_11_0_arm64.whl | CPython 3.11 | CPython 3.11 | macOS 11.0+ ARM64 | Details |
| soxr-1.1.0-cp311-cp311-macosx_10_14_x86_64.whl | CPython 3.11 | CPython 3.11 | macOS 10.14+ x86-64 | Details |
| soxr-1.1.0-cp310-cp310-win_amd64.whl | CPython 3.10 | CPython 3.10 | Windows x86-64 | Details |
| soxr-1.1.0-cp310-cp310-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl | CPython 3.10 | CPython 3.10 | Linux glibc 2.28+ x86-64, Linux glibc 2.27+ x86-64 | Details |
| soxr-1.1.0-cp310-cp310-manylinux_2_26_aarch64.manylinux_2_28_aarch64.whl | CPython 3.10 | CPython 3.10 | Linux glibc 2.28+ ARM64, Linux glibc 2.26+ ARM64 | Details |
| soxr-1.1.0-cp310-cp310-macosx_11_0_arm64.whl | CPython 3.10 | CPython 3.10 | macOS 11.0+ ARM64 | Details |
| soxr-1.1.0-cp310-cp310-macosx_10_14_x86_64.whl | CPython 3.10 | CPython 3.10 | macOS 10.14+ x86-64 | Details |
| soxr-1.1.0-cp39-cp39-win_amd64.whl | CPython 3.9 | CPython 3.9 | Windows x86-64 | Details |
| soxr-1.1.0-cp39-cp39-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl | CPython 3.9 | CPython 3.9 | Linux glibc 2.28+ x86-64, Linux glibc 2.27+ x86-64 | Details |
| soxr-1.1.0-cp39-cp39-manylinux_2_26_aarch64.manylinux_2_28_aarch64.whl | CPython 3.9 | CPython 3.9 | Linux glibc 2.28+ ARM64, Linux glibc 2.26+ ARM64 | Details |
| soxr-1.1.0-cp39-cp39-macosx_11_0_arm64.whl | CPython 3.9 | CPython 3.9 | macOS 11.0+ ARM64 | Details |
| soxr-1.1.0-cp39-cp39-macosx_10_14_x86_64.whl | CPython 3.9 | CPython 3.9 | macOS 10.14+ x86-64 | Details |
Total release size: 5.2 MB
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