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Description:
pydiarization 0.4
pydiarization
pydiarization is a wrapper around the IBDiarization toolkit.
Requirements
You must have the follow binaries in your path:
ffmpeg
compute-mfcc-feats and copy-feats-to-htk from Kaldi
diarizeme from the IBDiarization toolkit.
Installation
pydiarization can be installed by either conda
conda install -c wdroz pydiarization
or pip
pip install pydiarization
Usage
Before using the pywrapper, you have to create a folder that will contains the results of the IBDiarization toolkit.
mkdir result.dir
Test the installation
To check if all binaries works and are recognized by pydiarization, you can run the tests by typing: python3 -m pydiarization.test_diarization_wrapper
from code
Example that convert a single video to a string (.rttm content)
from pydiarization.diarization_wrapper import video_to_rttm_string
rttm_content = video_to_rttm_string('MY_VIDEO_OR_URL.avi')
Here the list of all the high-levels API:
def video_to_rttm_string(video_path):
""" High-level function that return the rttm as string from a video
Arguments:
video_path -- where the video is
Return: the rttm content as string
"""
def wav_to_rttm_string(wav_path):
""" High-level function that return the rttm as string from a wav
Arguments:
wav_path -- where the wav is
Return: the rttm content as string
"""
def rttm_to_string(rttm_path):
""" transform rttm file to string
Arguments:
rttm_path -- where is the rttm file
Return: rttm content as string
"""
def rttm_from_video(video_path, rttm_path):
""" create a .rttm file from a video
Arguments:
video_path -- path to the video
rttm_path -- path where the .rrtm file will be saved
"""
def rttm_from_wav(wav_path, rttm_path):
""" create a .rttm file from a wav
Arguments:
wav_path -- path to the wav file
rttm_path -- path where the .rrtm file will be saved
"""
from CLI
The usage is the follow:
$ python3 -m pydiarization.run --help
usage: run.py [-h] [--video VIDEO] [--wav WAV] [--output OUTPUT]
Diarization Toolkit Wrapper CLI
optional arguments:
-h, --help show this help message and exit
--video VIDEO take a video file or URL as input
--wav WAV take a wav file as input
--output OUTPUT specify to write as .rttm file
some examples
Ask to get the .rttm content from a url:
python3 -m pydiarization.run --video http://data.cstr.inf.ed.ac.uk/summa/data/test.mp4
SPEAKER tmp86hrhwsd 1 0.01 292.17 tmp86hrhwsd_spkr_9
SPEAKER tmp86hrhwsd 1 292.18 2.98 tmp86hrhwsd_spkr_2
Ask to write to .rttm file instead:
python3 -m pydiarization.run --video http://data.cstr.inf.ed.ac.uk/summa/data/test.mp4 --output toto.rttm
License
For personal and professional use. You cannot resell or redistribute these repositories in their original state.
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