Simple, hackable offline speech to text - using the VOSK-API.

Related tags

Audionerd-dictation
Overview

Nerd Dictation

Offline Speech to Text for Desktop Linux.

This is a utility that provides simple access speech to text for using in Linux without being tied to a desktop environment.

Simple
This is a single file Python script with minimal dependencies.
Hackable
User configuration lets you manipulate text using Python string operations.
Zero Overhead
As this relies on manual activation there are no background processes.

Dictation is accessed manually with begin/end commands.

This uses the excellent vosk-api.

Usage

It is suggested to bind begin/end/cancel to shortcut keys.

nerd-dictation begin
nerd-dictation end

For details on how this can be used, see: nerd-dictation --help and nerd-dictation begin --help.

Features

Specific features include:

Numbers as Digits

Optional conversion from numbers to digits.

So Three million five hundred and sixty second becomes 3,000,562nd.

A series of numbers (such as reciting a phone number) is also supported.

So Two four six eight becomes 2,468.

Time Out
Optionally end speech to text early when no speech is detected for a given number of seconds. (without an explicit call to end which is otherwise required).
Output Type
Output can simulate keystroke events (default) or simply print to the standard output.
User Configuration Script
User configuration is just a Python script which can be used to manipulate text using Python's full feature set.

See nerd-dictation begin --help for details on how to access these options.

Dependencies

  • Python 3.
  • The VOSK-API.
  • parec command (for recording from pulse-audio).
  • xdotool command to simulate keyboard input.

Install

pip3 install vosk
git clone https://github.com/ideasman42/nerd-dictation.git
cd nerd-dictation
wget https://alphacephei.com/kaldi/models/vosk-model-small-en-us-0.15.zip
unzip vosk-model-small-en-us-0.15.zip
mv vosk-model-small-en-us-0.15 model

To test dictation:

./nerd-dictation begin --vosk-model-dir=./model &
# Start speaking.
./nerd-dictation end
  • Reminder that it's up to you to bind begin/end/cancel to actions you can easily access (typically key shortcuts).

  • To avoid having to pass the --vosk-model-dir argument, copy the model to the default path:

    mkdir -p ~/.config/nerd-dictation
    mv ./model ~/.config/nerd-dictation

Hint

Once this is working properly you may wish to download one of the larger language models for more accurate dictation. They are available here.

Configuration

This is an example of a trivial configuration file which simply makes the input text uppercase.

# ~/.config/nerd-dictation/nerd-dictation.py
def nerd_dictation_process(text):
    return text.upper()

A more comprehensive configuration is included in the examples/ directory.

Hints

  • The processing function can be used to implement your own actions using keywords of your choice. Simply return a blank string if you have implemented your own text handling.
  • Context sensitive actions can be implemented using command line utilities to access the active window.

Paths

Local Configuration
~/.config/nerd-dictation/nerd-dictation.py
Language Model

~/.config/nerd-dictation/model

Note that --vosk-model-dir=PATH can be used to override the default.

Details

  • Typing in results will never press enter/return.
  • Pulse audio is used for recording.
  • Recording and speech to text a performed in parallel.

Examples

Store the result of speech to text as a variable in the shell:

SPEECH="$(nerd-dictation begin --timeout=1.0 --output=STDOUT)"

Limitations

  • Text from VOSK is all lower-case, while the user configuration can be used to set the case of common words like I this isn't very convenient (see the example configuration for details).

  • For some users the delay in start up may be noticeable on systems with slower hard disks especially when running for the 1st time (a cold start).

    This is a limitation with the choice not to use a service that runs in the background. Recording begins before any the speech-to-text components are loaded to mitigate this problem.

Further Work

  • And a general solution to capitalize words (proper nouns for example).
  • Preview output while dictating.
  • Wayland support (this should be quite simple to support and mainly relies on a replacement for xdotool).
  • Add a setup.py for easy installation on uses systems.
  • Possibly other speech to text engines (only if they provide some significant benefits).
  • Possibly support Windows & macOS.
Owner
Campbell Barton
Campbell Barton
A python library for working with praat, textgrids, time aligned audio transcripts, and audio files.

praatIO Questions? Comments? Feedback? A library for working with praat, time aligned audio transcripts, and audio files that comes with batteries inc

Tim 224 Dec 19, 2022
Code for csig audio deepfake detection

FMFCC Audio Deepfake Detection Solution This repo provides an solution for the 多媒体伪造取证大赛. Our solution achieve the 1st in the Audio Deepfake Detection

BokingChen 9 Jun 04, 2022
commonfate 📦commonfate 📦 - Common Fate Model and Transform.

Common Fate Transform and Model for Python This package is a python implementation of the Common Fate Transform and Model to be used for audio source

Fabian-Robert Stöter 18 Jan 08, 2022
Mopidy is an extensible music server written in Python

Mopidy Mopidy is an extensible music server written in Python. Mopidy plays music from local disk, Spotify, SoundCloud, Google Play Music, and more. Y

Mopidy 7.6k Jan 05, 2023
PyAbsorp is a python module that has the main focus to help estimate the Sound Absorption Coefficient.

This is a package developed to be use to find the Sound Absorption Coefficient through some implemented models, like Biot-Allard, Johnson-Champoux and

Michael Markus Ackermann 8 Oct 19, 2022
A Simple Script that will help you to Play / Change Songs with just your Voice

Auto-Spotify using Voice Recognition A Simple Script that will help you to Play / Change Songs with just your Voice Explore the docs » Table of Conten

Mehul Shah 1 Nov 21, 2021
Desktop music recognition application for windows

MusicRecognizer Music recognition application for windows You can choose from which of the devices the recording will be made. If you choose speakers,

Nikita Merzlyakov 28 Dec 13, 2022
Muzic: Music Understanding and Generation with Artificial Intelligence

Muzic is a research project on AI music that empowers music understanding and generation with deep learning and artificial intelligence.

Microsoft 2.6k Dec 30, 2022
Linear Prediction Coefficients estimation from mel-spectrogram implemented in Python based on Levinson-Durbin algorithm.

LPC_for_TTS Linear Prediction Coefficients estimation from mel-spectrogram implemented in Python based on Levinson-Durbin algorithm. 基于Levinson-Durbin

Zewang ZHANG 58 Nov 17, 2022
spafe: Simplified Python Audio-Features Extraction

spafe aims to simplify features extractions from mono audio files. The library can extract of the following features: BFCC, LFCC, LPC, LPCC, MFCC, IMFCC, MSRCC, NGCC, PNCC, PSRCC, PLP, RPLP, Frequenc

Ayoub Malek 310 Jan 01, 2023
Multi-Track Music Generation with the Transfomer and the Johann Sebastian Bach Chorales dataset

MMM: Exploring Conditional Multi-Track Music Generation with the Transformer and the Johann Sebastian Bach Chorales Dataset. Implementation of the pap

102 Dec 08, 2022
A voice control utility for Spotify

Spotify Voice Control A voice control utility for Spotify · Report Bug · Request

Shoubhit Dash 27 Jan 01, 2023
Python interface to the WebRTC Voice Activity Detector

py-webrtcvad This is a python interface to the WebRTC Voice Activity Detector (VAD). It is compatible with Python 2 and Python 3. A VAD classifies a p

John Wiseman 1.5k Dec 22, 2022
Python audio and music signal processing library

madmom Madmom is an audio signal processing library written in Python with a strong focus on music information retrieval (MIR) tasks. The library is i

Institute of Computational Perception 1k Dec 26, 2022
[Singing Log] Let your program learn to sing!

[Singing Log] Let your program learn to sing! You must have thought this was changelog when you saw the English title, but it's not, it's chànggēlog. What it does is allow your program to print logs

黄巍 22 Sep 03, 2022
Dataset and baseline code for the VocalSound dataset (ICASSP2022).

VocalSound: A Dataset for Improving Human Vocal Sounds Recognition Introduction Citing Download VocalSound Dataset Details Baseline Experiment Contact

Yuan Gong 58 Jan 03, 2023
Users can transcribe their favorite piano recordings to MIDI files after installation

Users can transcribe their favorite piano recordings to MIDI files after installation

190 Dec 17, 2022
Small Python application that links a Digico console and Reaper, handling automatic marker insertion and tracking.

Digico-Reaper-Link This is a small GUI based helper application designed to help with using Digico's Copy Audio function with a Reaper DAW used for re

Justin Stasiw 10 Oct 24, 2022
The venturimeter works on the principle of Bernoulli's equation, i.e., the pressure decreases as the velocity increases.

The venturimeter works on the principle of Bernoulli's equation, i.e., the pressure decreases as the velocity increases. The cross-section of the throat is less than the cross-section of the inlet pi

Shankar Mahadevan L 1 Dec 03, 2021
This library provides common speech features for ASR including MFCCs and filterbank energies.

python_speech_features This library provides common speech features for ASR including MFCCs and filterbank energies. If you are not sure what MFCCs ar

James Lyons 2.2k Jan 04, 2023