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
Codes for "Efficient Long-Range Attention Network for Image Super-resolution"

ELAN Codes for "Efficient Long-Range Attention Network for Image Super-resolution", arxiv link. Dependencies & Installation Please refer to the follow

xindong zhang 124 Dec 22, 2022
A Python library for audio data augmentation. Inspired by albumentations. Useful for machine learning.

Audiomentations A Python library for audio data augmentation. Inspired by albumentations. Useful for deep learning. Runs on CPU. Supports mono audio a

Iver Jordal 1.2k Jan 07, 2023
Minimal command-line music player written in Python

pyms Minimal command-line music player written in Python. Designed with elegance and minimalism. Resizes dynamically with your terminal. Dependencies

12 Sep 23, 2022
Cobra is a highly-accurate and lightweight voice activity detection (VAD) engine.

On-device voice activity detection (VAD) powered by deep learning.

Picovoice 88 Dec 16, 2022
pedalboard is a Python library for adding effects to audio.

pedalboard is a Python library for adding effects to audio. It supports a number of common audio effects out of the box, and also allows the use of VST3® and Audio Unit plugin formats for third-party

Spotify 3.9k Jan 02, 2023
DeepSpeech is an open source embedded (offline, on-device) speech-to-text engine which can run in real time on devices ranging from a Raspberry Pi 4 to high power GPU servers.

Project DeepSpeech DeepSpeech is an open-source Speech-To-Text engine, using a model trained by machine learning techniques based on Baidu's Deep Spee

Mozilla 20.8k Jan 03, 2023
The project aims to develop a personal-assistant for Windows & Linux-based systems

The project aims to develop a personal-assistant for Windows & Linux-based systems. Samiksha draws its inspiration from virtual assistants like Cortana for Windows, and Siri for iOS. It has been desi

SHUBHANSHU RAI 1 Jan 16, 2022
:speech_balloon: SpeechPy - A Library for Speech Processing and Recognition: http://speechpy.readthedocs.io/en/latest/

SpeechPy Official Project Documentation Table of Contents Documentation Which Python versions are supported Citation How to Install? Local Installatio

Amirsina Torfi 870 Dec 27, 2022
MelGAN test on audio decoding

Official repository for the paper MelGAN: Generative Adversarial Networks for Conditional Waveform Synthesis The original work URL: https://github.com

Jurio 1 Apr 29, 2022
A Python wrapper around the Soundcloud API

soundcloud-python A friendly wrapper around the Soundcloud API. Installation To install soundcloud-python, simply: pip install soundcloud Or if you'r

SoundCloud 84 Dec 31, 2022
A Python 3 script for capturing and recording a SDR stream to a WAV file (or serving it to a HTTP audio stream).

rfsoapyfile A Python 3 script for capturing and recording a SDR stream to a WAV file (or serving it to a HTTP audio stream). The script is threaded fo

4 Dec 19, 2022
A GUI-based audio player with support for a large variety of formats

Miza-Player A GUI-based audio player with support for a large variety of formats, able to play from web-hosted media platforms such as YouTube, includ

Thomas Xin 3 Dec 14, 2022
PatrikZero's CS:GO Hearing protection

Program that lowers volume when you die and get flashed in CS:GO. It aims to lower the chance of hearing damage by reducing overall sound exposure. Uses game state integration. Anti-cheat safe.

Patrik Žúdel 224 Dec 04, 2022
A Python wrapper for the high-quality vocoder "World"

PyWORLD - A Python wrapper of WORLD Vocoder Linux Windows WORLD Vocoder is a fast and high-quality vocoder which parameterizes speech into three compo

Jeremy Hsu 583 Dec 15, 2022
無料で使える中品質なテキスト読み上げソフトウェア、VOICEVOXのコア

無料で使える中品質なテキスト読み上げソフトウェア、VOICEVOXのコア

Hiroshiba 0 Aug 29, 2022
Python implementation of the Short Term Objective Intelligibility measure

Python implementation of STOI Implementation of the classical and extended Short Term Objective Intelligibility measures Intelligibility measure which

Pariente Manuel 250 Dec 21, 2022
Simple discord bot by @merive 🤖

Parzibot Powerful and Useful Discord Bot on Python. The source code of the bot is available to everyone. Parzibot uses English language. This is free

merive_ 3 Dec 28, 2022
Klangbecken: The RaBe Endless Music Player

Klangbecken Klangbecken is the minimalistic endless music player for Radio Bern RaBe based on liquidsoap. It supports configurable and editable playli

Radio Bern RaBe 8 Oct 09, 2021
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
Open-Source bot to play songs in your Telegram's Group Voice Chat. Powered by @Akki_ThePro

VcPlayer Telegram Voice-Chat Bot [PyTGCalls] ⇝ Requirements ⇜ Account requirements A Telegram account to use as the music bot, You cannot use regular

Akki ThePro 2 Dec 25, 2021