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# Byte-compiled / optimized / DLL files | ||
__pycache__/ | ||
*.py[cod] | ||
*$py.class | ||
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# C extensions | ||
*.so | ||
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# Distribution / packaging | ||
.Python | ||
build/ | ||
develop-eggs/ | ||
dist/ | ||
downloads/ | ||
eggs/ | ||
.eggs/ | ||
lib/ | ||
lib64/ | ||
parts/ | ||
sdist/ | ||
var/ | ||
wheels/ | ||
*.egg-info/ | ||
.installed.cfg | ||
*.egg | ||
MANIFEST | ||
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# PyInstaller | ||
# Usually these files are written by a python script from a template | ||
# before PyInstaller builds the exe, so as to inject date/other infos into it. | ||
*.manifest | ||
*.spec | ||
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# Installer logs | ||
pip-log.txt | ||
pip-delete-this-directory.txt | ||
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# Unit test / coverage reports | ||
htmlcov/ | ||
.tox/ | ||
.coverage | ||
.coverage.* | ||
.cache | ||
nosetests.xml | ||
coverage.xml | ||
*.cover | ||
.hypothesis/ | ||
.pytest_cache/ | ||
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# Translations | ||
*.mo | ||
*.pot | ||
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# Django stuff: | ||
*.log | ||
local_settings.py | ||
db.sqlite3 | ||
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# Flask stuff: | ||
instance/ | ||
.webassets-cache | ||
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# Scrapy stuff: | ||
.scrapy | ||
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# Sphinx documentation | ||
docs/_build/ | ||
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# PyBuilder | ||
target/ | ||
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# Jupyter Notebook | ||
.ipynb_checkpoints | ||
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# pyenv | ||
.python-version | ||
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# celery beat schedule file | ||
celerybeat-schedule | ||
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# SageMath parsed files | ||
*.sage.py | ||
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# Environments | ||
.env | ||
.venv | ||
env/ | ||
venv/ | ||
ENV/ | ||
env.bak/ | ||
venv.bak/ | ||
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# Spyder project settings | ||
.spyderproject | ||
.spyproject | ||
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# Rope project settings | ||
.ropeproject | ||
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# mkdocs documentation | ||
/site | ||
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# mypy | ||
.mypy_cache/ | ||
.vscode | ||
.DS_Store | ||
__pycache__ | ||
**/reporting | ||
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pretrained_models | ||
docs/build | ||
.vscode |
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MIT License | ||
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Copyright (c) 2019-present, Deezer SA. | ||
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Permission is hereby granted, free of charge, to any person obtaining a copy | ||
of this software and associated documentation files (the "Software"), to deal | ||
in the Software without restriction, including without limitation the rights | ||
to use, copy, modify, merge, publish, distribute, sublicense, and/or sell | ||
copies of the Software, and to permit persons to whom the Software is | ||
furnished to do so, subject to the following conditions: | ||
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The above copyright notice and this permission notice shall be included in all | ||
copies or substantial portions of the Software. | ||
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THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR | ||
IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY, | ||
FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE | ||
AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER | ||
LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM, | ||
OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE | ||
SOFTWARE. |
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include src/resources/*.json | ||
include README.md | ||
include LICENSE |
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# ======================================================= | ||
# Build script for distribution packaging. | ||
# | ||
# @author Deezer Research <[email protected]> | ||
# @licence MIT Licence | ||
# ======================================================= | ||
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clean: | ||
rm -Rf *.egg-info | ||
rm -Rf dist | ||
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build: | ||
@echo "=== Build CPU bdist package" | ||
@python3 setup.py sdist | ||
@echo "=== CPU version checksum" | ||
@openssl sha256 dist/*.tar.gz | ||
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build-gpu: | ||
@echo "=== Build GPU bdist package" | ||
@python3 setup.py sdist --target gpu | ||
@echo "=== GPU version checksum" | ||
@openssl sha256 dist/*.tar.gz | ||
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upload: | ||
twine upload dist/* | ||
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test-upload: | ||
twine upload --repository-url https://test.pypi.org/legacy/ dist/* | ||
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all: clean build build-gpu upload |
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# spleeter | ||
<img src="https://github.com/deezer/spleeter/raw/master/images/spleeter_logo.png" height="80" /> | ||
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<img src=images/spleeter_logo.png height=100> | ||
[![PyPI version](https://badge.fury.io/py/spleeter.svg)](https://badge.fury.io/py/spleeter) ![Conda](https://img.shields.io/conda/dn/conda-forge/spleeter) | ||
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## About | ||
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spleeter will be made available soon! | ||
**Spleeter** is the [Deezer](https://www.deezer.com/) source separation library with pretrained models | ||
written in [Python](https://www.python.org/) and uses [Tensorflow](tensorflow.org/). It makes it easy | ||
to train source separation model (assuming you have a dataset of isolated sources), and provides | ||
already trained state of the art model for performing various flavour of separation : | ||
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* Vocals (singing voice) / accompaniment separation ([2 stems](https://github.com/deezer/spleeter/wiki/2.-Getting-started#using-2stems-model)) | ||
* Vocals / drums / bass / other separation ([4 stems](https://github.com/deezer/spleeter/wiki/2.-Getting-started#using-4stems-model)) | ||
* Vocals / drums / bass / piano / other separation ([5 stems](https://github.com/deezer/spleeter/wiki/2.-Getting-started#using-5stems-model)) | ||
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2 stems and 4 stems models have state of the art performances on the | ||
[musdb](https://sigsep.github.io/datasets/musdb.html) dataset. It is also very fast as | ||
it can perform separation of audio files to 4 stems 100x faster than real-time when run on a *GPU*. | ||
We designed it so you can use it straight from [command line](https://github.com/deezer/spleeter/wiki/2.-Getting-started#usage) | ||
as well as directly in your own development pipeline as a | ||
[Python library](https://github.com/deezer/spleeter/wiki/4.-API-Reference#separator) | ||
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**Spleeter** can be installed with [Conda](https://github.com/deezer/spleeter/wiki/1.-Installation#using-conda), | ||
with [pip](https://github.com/deezer/spleeter/wiki/1.-Installation#using-pip) or be used with | ||
[Docker](https://github.com/deezer/spleeter/wiki/2.-Getting-started#using-docker-image). | ||
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## Quick start | ||
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Want to try it out ? Just clone the repository and install a | ||
[Conda](https://github.com/deezer/spleeter/wiki/1.-Installation#using-conda) | ||
environment to start separating audio file as follows: | ||
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```bash | ||
$ git clone https://github.com/Deezer/spleeter | ||
$ conda env create -f spleeter/conda/spleeter-cpu.yaml | ||
$ conda activate spleeter-cpu | ||
$ spleeter separate -i spleeter/audio_example.mp3 -p spleeter:2stems -o output | ||
``` | ||
You should get two separated audio files (`vocals.wav` and `accompaniment.wav`) | ||
in the `output/audio_example` folder. | ||
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For a more detailed documentation, please check the [repository wiki](https://github.com/deezer/spleeter/wiki) | ||
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## Reference | ||
If you use **Spleeter** in your work, please cite: | ||
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``` | ||
@misc{spleeter2019, | ||
title={Spleeter: A Fast And State-of-the Art Music Source Separation Tool With Pre-trained Models}, | ||
author={Romain Hennequin and Anis Khlif and Felix Voituret and Manuel Moussallam}, | ||
howpublished={Late-Breaking/Demo ISMIR 2019}, | ||
month={November}, | ||
year={2019} | ||
} | ||
``` | ||
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## License | ||
The code of **Spleeter** is MIT-licensed. | ||
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## Note | ||
This repository include a demo audio file `audio_example.mp3` which is an excerpt | ||
from Slow Motion Dream by Steven M Bryant (c) copyright 2011 Licensed under a Creative | ||
Commons Attribution (3.0) license. http://dig.ccmixter.org/files/stevieb357/34740 | ||
Ft: CSoul,Alex Beroza & Robert Siekawitch |
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name: spleeter-cpu | ||
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channels: | ||
- conda-forge | ||
- anaconda | ||
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dependencies: | ||
- python=3.7 | ||
- tensorflow=1.14.0 | ||
- ffmpeg | ||
- pandas==0.25.1 | ||
- requests | ||
- pip | ||
- pip: | ||
- museval==0.3.0 | ||
- musdb==0.3.1 | ||
- norbert==0.2.1 | ||
- spleeter |
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name: spleeter-gpu | ||
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channels: | ||
- conda-forge | ||
- anaconda | ||
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dependencies: | ||
- python=3.7 | ||
- tensorflow-gpu=1.14.0 | ||
- ffmpeg | ||
- pandas==0.25.1 | ||
- requests | ||
- pip | ||
- pip: | ||
- museval==0.3.0 | ||
- musdb==0.3.1 | ||
- norbert==0.2.1 | ||
- spleeter | ||
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{ | ||
"train_csv": "path/to/train.csv", | ||
"validation_csv": "path/to/test.csv", | ||
"model_dir": "2stems", | ||
"mix_name": "mix", | ||
"instrument_list": ["vocals", "accompaniment"], | ||
"sample_rate":44100, | ||
"frame_length":4096, | ||
"frame_step":1024, | ||
"T":512, | ||
"F":1024, | ||
"n_channels":2, | ||
"separation_exponent":2, | ||
"mask_extension":"zeros", | ||
"learning_rate": 1e-4, | ||
"batch_size":4, | ||
"training_cache":"training_cache", | ||
"validation_cache":"validation_cache", | ||
"train_max_steps": 1000000, | ||
"throttle_secs":300, | ||
"random_seed":0, | ||
"save_checkpoints_steps":150, | ||
"save_summary_steps":5, | ||
"model":{ | ||
"type":"unet.unet", | ||
"params":{} | ||
} | ||
} |
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{ | ||
"train_csv": "path/to/train.csv", | ||
"validation_csv": "path/to/test.csv", | ||
"model_dir": "4stems", | ||
"mix_name": "mix", | ||
"instrument_list": ["vocals", "drums", "bass", "other"], | ||
"sample_rate":44100, | ||
"frame_length":4096, | ||
"frame_step":1024, | ||
"T":512, | ||
"F":1024, | ||
"n_channels":2, | ||
"separation_exponent":2, | ||
"mask_extension":"zeros", | ||
"learning_rate": 1e-4, | ||
"batch_size":4, | ||
"training_cache":"training_cache", | ||
"validation_cache":"validation_cache", | ||
"train_max_steps": 1500000, | ||
"throttle_secs":600, | ||
"random_seed":3, | ||
"save_checkpoints_steps":300, | ||
"save_summary_steps":5, | ||
"model":{ | ||
"type":"unet.unet", | ||
"params":{ | ||
"conv_activation":"ELU", | ||
"deconv_activation":"ELU" | ||
} | ||
} | ||
} |
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{ | ||
"train_csv": "path/to/train.csv", | ||
"validation_csv": "path/to/test.csv", | ||
"model_dir": "5stems", | ||
"mix_name": "mix", | ||
"instrument_list": ["vocals", "piano", "drums", "bass", "other"], | ||
"sample_rate":44100, | ||
"frame_length":4096, | ||
"frame_step":1024, | ||
"T":512, | ||
"F":1024, | ||
"n_channels":2, | ||
"separation_exponent":2, | ||
"mask_extension":"zeros", | ||
"learning_rate": 1e-4, | ||
"batch_size":4, | ||
"training_cache":"training_cache", | ||
"validation_cache":"validation_cache", | ||
"train_max_steps": 2500000, | ||
"throttle_secs":600, | ||
"random_seed":8, | ||
"save_checkpoints_steps":300, | ||
"save_summary_steps":5, | ||
"model":{ | ||
"type":"unet.softmax_unet", | ||
"params":{ | ||
"conv_activation":"ELU", | ||
"deconv_activation":"ELU" | ||
} | ||
} | ||
} |
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