{
"info": {
"author": "Justin Salamon & Duncan MacConnell",
"author_email": "justin.salamon@gmail.com",
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"Programming Language :: Python :: 2.7",
"Programming Language :: Python :: 3",
"Programming Language :: Python :: 3.4",
"Programming Language :: Python :: 3.5",
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"Topic :: Multimedia :: Sound/Audio :: Analysis",
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"description": "# scaper\n\n![](\"http://www.justinsalamon.com/uploads/4/3/9/4/4394963/scaper-logo_orig.png\")
\n\nA library for soundscape synthesis and augmentation\n\n[](https://pypi.python.org/pypi/scaper)\n[](https://opensource.org/licenses/BSD-3-Clause)\n[](https://travis-ci.org/justinsalamon/scaper)\n[](https://coveralls.io/github/justinsalamon/scaper?branch=master)\n[](http://scaper.readthedocs.io/en/latest/?badge=latest)\n[]()\n\nPlease refer to the [documentation](http://scaper.readthedocs.io/) for details.\n\nFor the motivation behind scaper and its applications check out the scaper-paper:\n\n[Scaper: A library for soundscape synthesis and augmentation](http://www.justinsalamon.com/uploads/4/3/9/4/4394963/salamon_scaper_waspaa_2017.pdf)
\nJ. Salamon, D. MacConnell, M. Cartwright, P. Li, and J. P. Bello
\nIn IEEE Workshop on Applications of Signal Processing to Audio and Acoustics (WASPAA), New Paltz, NY, USA, Oct. 2017.\n\n## Installation\n\n### Non-python dependencies\nScaper has two non-python dependencies:\n- SoX: http://sox.sourceforge.net/\n- FFmpeg: https://ffmpeg.org/\n\n#### Linux/macOS\nIf you're using [Anaconda](https://www.anaconda.com/distribution/) (or [miniconda](https://docs.conda.io/en/latest/miniconda.html)) to manage your python environment (recommended), you can install these dependencies using `conda` on macOS/Linux:\n\n```\nconda install -c conda-forge sox ffmpeg\n```\n\n#### macOS\nOn macOS these can be installed using [homebrew](https://brew.sh/):\n\n```\nbrew install sox\nbrew install ffmpeg\n```\n\n#### Linux\nOn linux you can use your distribution's package manager, e.g. on Ubuntu (15.04 \"Vivid Vervet\" or newer):\n\n```\nsudo apt-get install sox\nsudo apt-get install ffmpeg\n```\nNOTE: on earlier versions of Ubuntu [ffmpeg may point to a Libav binary](http://stackoverflow.com/a/9477756/2007700) which is not the correct binary. If you are using Anaconda, you can install the correct version as described earlier by calling `conda install -c conda-forge ffmpeg`. Otherwise, you can [obtain a static binary from the ffmpeg website](https://ffmpeg.org/download.html).\n\n#### Windows\nOn windows you can use the provided installation binaries:\n- SoX: https://sourceforge.net/projects/sox/files/sox/\n- FFmpeg: https://ffmpeg.org/download.html#build-windows\n\n### Installing Scaper\n\nThe simplest way to install scaper is by using `pip`, which will also install the required python dependencies if needed. To install scaper using pip, simply run:\n\n```\npip install scaper\n```\n\nTo install the latest version of scaper from source, clone or pull the lastest version:\n\n```\ngit clone git@github.com:justinsalamon/scaper.git\n```\n\nThen enter the source folder and install using pip to handle python dependencies:\n\n```\ncd scaper\npip install -e .\n```\n## Tutorial\n\nTo help you get started with scaper, please see this [step-by-step tutorial](http://scaper.readthedocs.io/en/latest/tutorial.html).\n\n## Example\n\n```python\nimport scaper\nimport numpy as np\n\n# OUTPUT FOLDER\noutfolder = 'audio/soundscapes/'\n\n# SCAPER SETTINGS\nfg_folder = 'audio/soundbank/foreground/'\nbg_folder = 'audio/soundbank/background/'\n\nn_soundscapes = 1000\nref_db = -50\nduration = 10.0 \n\nmin_events = 1\nmax_events = 9\n\nevent_time_dist = 'truncnorm'\nevent_time_mean = 5.0\nevent_time_std = 2.0\nevent_time_min = 0.0\nevent_time_max = 10.0\n\nsource_time_dist = 'const'\nsource_time = 0.0\n\nevent_duration_dist = 'uniform'\nevent_duration_min = 0.5\nevent_duration_max = 4.0\n\nsnr_dist = 'uniform'\nsnr_min = 6\nsnr_max = 30\n\npitch_dist = 'uniform'\npitch_min = -3.0\npitch_max = 3.0\n\ntime_stretch_dist = 'uniform'\ntime_stretch_min = 0.8\ntime_stretch_max = 1.2\n\n# Generate 1000 soundscapes using a truncated normal distribution of start times\n\nfor n in range(n_soundscapes):\n\n print('Generating soundscape: {:d}/{:d}'.format(n+1, n_soundscapes))\n\n # create a scaper\n sc = scaper.Scaper(duration, fg_folder, bg_folder)\n sc.protected_labels = []\n sc.ref_db = ref_db\n\n # add background\n sc.add_background(label=('const', 'noise'), \n source_file=('choose', []), \n source_time=('const', 0))\n\n # add random number of foreground events\n n_events = np.random.randint(min_events, max_events+1)\n for _ in range(n_events):\n sc.add_event(label=('choose', []), \n source_file=('choose', []), \n source_time=(source_time_dist, source_time), \n event_time=(event_time_dist, event_time_mean, event_time_std, event_time_min, event_time_max), \n event_duration=(event_duration_dist, event_duration_min, event_duration_max), \n snr=(snr_dist, snr_min, snr_max),\n pitch_shift=(pitch_dist, pitch_min, pitch_max),\n time_stretch=(time_stretch_dist, time_stretch_min, time_stretch_max))\n\n # generate\n audiofile = os.path.join(outfolder, \"soundscape_unimodal{:d}.wav\".format(n))\n jamsfile = os.path.join(outfolder, \"soundscape_unimodal{:d}.jams\".format(n))\n txtfile = os.path.join(outfolder, \"soundscape_unimodal{:d}.txt\".format(n))\n\n sc.generate(audiofile, jamsfile,\n allow_repeated_label=True,\n allow_repeated_source=False,\n reverb=0.1,\n disable_sox_warnings=True,\n no_audio=False,\n txt_path=txtfile)\n```\n\n\n",
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