Speech Recognition for Uyghur using Speech transformer

Last update: Nov 17, 2022

Overview

Speech Recognition for Uyghur using Speech transformer

Training:

this model using CTC loss and Cross Entropy loss for training.

unzip results.7z and thuyg20_data.7z to the same folder where python source files located. then run:

python train.py

Recognition:

for recognition download only pretrained model. then run:

python .\tonu.py .\test6.wav

result will be:

        Model loaded: results/UFormer_last.pth
            Best CER: 4.16%
             Trained: 276 epochs
The model has 36,418,306 trainable parameters
 Feature  has 25,869,058 trainable parameters
  Encoder has 4,205,568 trainable parameters
  Decoder has 6,343,680 trainable parameters

======================
Recognizing file .\test6.wav
test6.wav -> u qizlarning resimi chiqip qalsa bilekchila sinchilap qaraytti

This project using

A free Uyghur speech database Released by [email protected] University & Xinjiang University

Reference

https://github.com/gentaiscool/end2end-asr-pytorch

pytorch-kaldi is a project for developing state-of-the-art DNN/RNN hybrid speech recognition systems. The DNN part is managed by pytorch, while feature extraction, label computation, and decoding are performed with the kaldi toolkit.

The PyTorch-Kaldi Speech Recognition Toolkit PyTorch-Kaldi is an open-source repository for developing state-of-the-art DNN/HMM speech recognition sys

2.3k Dec 27, 2022

Espresso: A Fast End-to-End Neural Speech Recognition Toolkit

Espresso Espresso is an open-source, modular, extensible end-to-end neural automatic speech recognition (ASR) toolkit based on the deep learning libra

919 Jan 3, 2023

Modular and extensible speech recognition library leveraging pytorch-lightning and hydra.

Lightning ASR Modular and extensible speech recognition library leveraging pytorch-lightning and hydra What is Lightning ASR • Installation • Get Star

40 Sep 19, 2022

voice2json is a collection of command-line tools for offline speech/intent recognition on Linux

Command-line tools for speech and intent recognition on Linux

988 Jan 4, 2023

Open-Source Toolkit for End-to-End Speech Recognition leveraging PyTorch-Lightning and Hydra.

OpenSpeech provides reference implementations of various ASR modeling papers and three languages recipe to perform tasks on automatic speech recogniti

26 Dec 14, 2022

Open-Source Toolkit for End-to-End Speech Recognition leveraging PyTorch-Lightning and Hydra.

OpenSpeech provides reference implementations of various ASR modeling papers and three languages recipe to perform tasks on automatic speech recogniti

86 Jun 11, 2021

A fast and lightweight python-based CTC beam search decoder for speech recognition.

pyctcdecode A fast and feature-rich CTC beam search decoder for speech recognition written in Python, providing n-gram (kenlm) language model support

315 Dec 21, 2022

Open-Source Toolkit for End-to-End Speech Recognition leveraging PyTorch-Lightning and Hydra.

🤗 Contributing to OpenSpeech 🤗 OpenSpeech provides reference implementations of various ASR modeling papers and three languages recipe to perform ta

513 Jan 3, 2023

ExKaldi-RT: An Online Speech Recognition Extension Toolkit of Kaldi

ExKaldi-RT is an online ASR toolkit for Python language. It reads realtime streaming audio and do online feature extraction, probability computation, and online decoding.

31 Aug 16, 2021

Comments

W2Llayer

Dear Gheyret, Thanks for your work.

I spent some time today to try to figure out the source of this feature extraction layer, can you point me the paper/any reference on it?

I think it is a great design to extract speech features, so just want to understand it more deeply,

Thanks a lot,

Kelvin

opened by kelvinqin 2

Releases(premodel)

premodel(Jun 18, 2021)

Pretrained model.
Source code(tar.gz)
Source code(zip)
results.7z(131.19 MB)

Owner

Uyghur

GitHub Repository

A Python script that compares files in directories

compare-files A Python script that compares files in different directories, this is similar to the command filecmp.cmp(f1, f2). I made this script in

1 Oct 15, 2021

PIZZA - a task-oriented semantic parsing dataset

The PIZZA dataset continues the exploration of task-oriented parsing by introducing a new dataset for parsing pizza and drink orders, whose semantics cannot be captured by flat slots and intents.

17 Dec 14, 2022

Official codebase for Can Wikipedia Help Offline Reinforcement Learning?

82 Dec 19, 2022

🧪 Cutting-edge experimental spaCy components and features

spacy-experimental: Cutting-edge experimental spaCy components and features This package includes experimental components and features for spaCy v3.x,

65 Dec 30, 2022

A workshop with several modules to help learn Feast, an open-source feature store

Workshop: Learning Feast This workshop aims to teach users about Feast, an open-source feature store. We explain concepts & best practices by example,

52 Jan 05, 2023

Converts python code into c++ by using OpenAI CODEX.

🦾 codex_py2cpp 🤖 OpenAI Codex Python to C++ Code Generator Your Python Code is too slow? 🐌 You want to speed it up but forgot how to code in C++? ⌨

423 Jan 01, 2023

Language-Agnostic SEntence Representations

LASER Language-Agnostic SEntence Representations LASER is a library to calculate and use multilingual sentence embeddings. NEWS 2019/11/08 CCMatrix is

3.2k Jan 04, 2023

Code for hyperboloid embeddings for knowledge graph entities

Implementation for the papers: Self-Supervised Hyperboloid Representations from Logical Queries over Knowledge Graphs, Nurendra Choudhary, Nikhil Rao,

30 Dec 10, 2022

End-to-end MLOps pipeline of a BERT model for emotion classification.

image source EmoBERT-MLOps The goal of this repository is to build an end-to-end MLOps pipeline based on the MLOps course from Made with ML, but this

4 Nov 06, 2022

Code for the paper "Exploring the Limits of Transfer Learning with a Unified Text-to-Text Transformer"

T5: Text-To-Text Transfer Transformer The t5 library serves primarily as code for reproducing the experiments in Exploring the Limits of Transfer Lear

4.6k Jan 01, 2023

TweebankNLP - Pre-trained Tweet NLP Pipeline (NER, tokenization, lemmatization, POS tagging, dependency parsing) + Models + Tweebank-NER

TweebankNLP This repo contains the new Tweebank-NER dataset and off-the-shelf Twitter-Stanza pipeline for state-of-the-art Tweet NLP, as described in

84 Dec 20, 2022

Implementation of the Hybrid Perception Block and Dual-Pruned Self-Attention block from the ITTR paper for Image to Image Translation using Transformers

ITTR - Pytorch Implementation of the Hybrid Perception Block (HPB) and Dual-Pruned Self-Attention (DPSA) block from the ITTR paper for Image to Image

17 Dec 23, 2022

Speech Recognition for Uyghur using Speech transformer

Related tags

Overview

Speech Recognition for Uyghur using Speech transformer

Training:

Recognition:

This project using

Reference

You might also like...

pytorch-kaldi is a project for developing state-of-the-art DNN/RNN hybrid speech recognition systems. The DNN part is managed by pytorch, while feature extraction, label computation, and decoding are performed with the kaldi toolkit.

Espresso: A Fast End-to-End Neural Speech Recognition Toolkit

Modular and extensible speech recognition library leveraging pytorch-lightning and hydra.

voice2json is a collection of command-line tools for offline speech/intent recognition on Linux

Open-Source Toolkit for End-to-End Speech Recognition leveraging PyTorch-Lightning and Hydra.

Open-Source Toolkit for End-to-End Speech Recognition leveraging PyTorch-Lightning and Hydra.

A fast and lightweight python-based CTC beam search decoder for speech recognition.

Open-Source Toolkit for End-to-End Speech Recognition leveraging PyTorch-Lightning and Hydra.

ExKaldi-RT: An Online Speech Recognition Extension Toolkit of Kaldi

Comments

W2Llayer

Releases(premodel)

premodel(Jun 18, 2021)

Owner

Uyghur

A Python script that compares files in directories

PIZZA - a task-oriented semantic parsing dataset

Official codebase for Can Wikipedia Help Offline Reinforcement Learning?

🧪 Cutting-edge experimental spaCy components and features

A workshop with several modules to help learn Feast, an open-source feature store

Converts python code into c++ by using OpenAI CODEX.

Language-Agnostic SEntence Representations

Code for hyperboloid embeddings for knowledge graph entities

End-to-end MLOps pipeline of a BERT model for emotion classification.

Code for the paper "Exploring the Limits of Transfer Learning with a Unified Text-to-Text Transformer"

TweebankNLP - Pre-trained Tweet NLP Pipeline (NER, tokenization, lemmatization, POS tagging, dependency parsing) + Models + Tweebank-NER

Gold standard corpus annotated with verb-preverb connections for Hungarian.

Sorce code and datasets for "K-BERT: Enabling Language Representation with Knowledge Graph",

The Easy-to-use Dialogue Response Selection Toolkit for Researchers

A paper list for aspect based sentiment analysis.

Code for EmBERT, a transformer model for embodied, language-guided visual task completion.

EasyTransfer is designed to make the development of transfer learning in NLP applications easier.

Journey is a NLP-Powered Developer assistant

PUA Programming Language written in Python.

Implementation of the Hybrid Perception Block and Dual-Pruned Self-Attention block from the ITTR paper for Image to Image Translation using Transformers