gryannote 0.1.1

Provide Gradio custom components to make the diarization-based audio annotation process easier

gryannote: a speaker diarization labeling tool

gryannote is a collection of Gradio custom components focusing on the labeling of speaker diarization data. Integrated with the pyannote speaker diarization ecosystem, it allows to build web applications to load pretrained pyannote pipelines and customize their hyper-parameters, upload or record an audio file, process it with the pipeline, visualize and interact with its outputs, correct them if needed, and export the final annotation in RTTM format. Each of these components can be used independently from each other.

Available Gradio custom components

Here is the list of Gradio custom components integrated in gryannote

• gryannote_audio
• gryannote_pipeline
• gryannote_rttm

Installation

pip install gryannote

Usage

The following code snippet show how to use the gryannote_audio component with a pyannote pipeline in just a few lines of code

import gradio as gr
from gryannote.audio import AnnotatedAudio
from pyannote.audio import Pipeline

annotated_audio = AnnotatedAudio(type="filepath", interactive=True)


def apply_pipeline(audio):
    pipeline = Pipeline.from_pretrained("pyannote/speaker-diarization-3.1")
    annotations = pipeline(audio)
    return (audio, annotations)

demo = gr.Interface(apply_pipeline, inputs=annotated_audio, outputs=annotated_audio)

demo.launch()

Try it !

A version of the gryannote app is available in this Hugging Face space

Citation

TODO