Skip to main content
# py-kaldi-asr

Some simple wrappers around kaldi-asr intended to make using kaldi's online nnet3-chain
decoders as convenient as possible. Kaldi's online GMM decoders are also supported.

Target audience are developers who would like to use kaldi-asr as-is for speech
recognition in their application on GNU/Linux operating systems.

Constructive comments, patches and pull-requests are very welcome.

Getting Started
===============

We recommend using pre-trained modules from the [zamia-speech](http://zamia-speech.org/) project
to get started. There you will also find a tutorial complete with links to pre-built binary packages
to get you up and running with free and open source speech recognition in a matter of minutes:

[Zamia Speech Tutorial](https://github.com/gooofy/zamia-speech#get-started-with-our-pre-trained-models)

Example Code
------------

Simple wav file decoding:

```python
from kaldiasr.nnet3 import KaldiNNet3OnlineModel, KaldiNNet3OnlineDecoder

MODELDIR = 'data/models/kaldi-generic-en-tdnn_sp-latest'
WAVFILE = 'data/dw961.wav'

kaldi_model = KaldiNNet3OnlineModel (MODELDIR)
decoder = KaldiNNet3OnlineDecoder (kaldi_model)

if decoder.decode_wav_file(WAVFILE):

s, l = decoder.get_decoded_string()

print
print u"*****************************************************************"
print u"**", WAVFILE
print u"**", s
print u"** %s likelihood:" % MODELDIR, l
print u"*****************************************************************"
print

else:

print "***ERROR: decoding of %s failed." % WAVFILE
```

Please check the examples directory for more example code.

Requirements
============

* Python 2.7 or 3.5
* NumPy
* Cython
* [kaldi-asr](http://kaldi-asr.org/ "kaldi-asr.org")

Setup Notes
===========

Source
------

At the time of this writing kaldi-asr does not seem to have an official way to
install it on a system.

So, for now we will rely on pkg-config to provide LIBS and CFLAGS for compilation:
Create a file called `kaldi-asr.pc` somewhere in your `PKG_CONFIG_PATH` that provides
this information:

```bash
kaldi_root=/opt/kaldi

Name: kaldi-asr
Description: kaldi-asr speech recognition toolkit
Version: 5.2
Requires: atlas
Libs: -L${kaldi_root}/tools/openfst/lib -L${kaldi_root}/src/lib -lkaldi-decoder -lkaldi-lat -lkaldi-fstext -lkaldi-hmm -lkaldi-feat -lkaldi-transform -lkaldi-gmm -lkaldi-tree -lkaldi-util -lkaldi-matrix -lkaldi-base -lkaldi-nnet3 -lkaldi-online2 -lkaldi-cudamatrix -lkaldi-ivector -lfst
Cflags: -I${kaldi_root}/src -I${kaldi_root}/tools/openfst/include
```

make sure `kaldi_root` points to wherever your kaldi checkout lives in your filesystem.

ATLAS
-----

You may need to install ATLAS headers even if you didn't need them to compile Kaldi.

```
$ sudo apt install libatlas-dev
```

License
=======

My own code is Apache licensed unless otherwise noted in the script's copyright
headers.

Some scripts and files are based on works of others, in those cases it is my
intention to keep the original license intact. Please make sure to check the
copyright headers inside for more information.

Author
======

Guenter Bartsch <guenter@zamia.org><br/>
Kaldi 5.1 adaptation contributed by mariasmo https://github.com/mariasmo<br/>
Kaldi GMM model support contributed by David Zurow https://github.com/daanzu<br/>

Metadata

Release files for py-kaldi-asr 0.5.2

For a detailed explanation of source distributions (sdists) and built distributions (wheels), please see the package formats documentation.

Source distribution (sdist)

Source distribution for py-kaldi-asr 0.5.2
File Size Uploaded
py-kaldi-asr-0.5.2.tar.gz 220.2 kB Details

Release files / py-kaldi-asr-0.5.2.tar.gz

Download URL py-kaldi-asr-0.5.2.tar.gz
Size 220.2 kB
Tags Source
SHA-256 checksum
How to use checksums
481c401c51ff48797a08e7eeec9ed3145a8600dc1b4699e41e26057794c49680
BLAKE2b-256 checksum
How to use checksums
b5bb0082185cfa67d63068358de9b1a65661c8dcdbe97e935809427d5881ea17
Upload date
Uploaded using Trusted Publishing?
What is trusted publishing?
No
Uploaded via twine/1.11.0 pkginfo/1.4.2 requests/2.6.0 setuptools/2.0 requests-toolbelt/0.8.0 tqdm/4.25.0 CPython/2.7.5

Release history Release notifications | RSS feed

This release

0.5.2 This release

1 release file

0.5.1

1 release file

0.5.0

1 release file

0.4.1

1 release file

0.4.0

1 release file

0.3.3

1 release file

0.3.2

1 release file

0.3.1

1 release file

0.3.0

1 release file

0.2.5

1 release file

0.2.4

1 release file

0.2.2

1 release file

Anthropic, PBC Visionary sponsor Bloomberg Visionary sponsor Hudson River Trading Visionary sponsor Meta Visionary sponsor NVIDIA Visionary sponsor Microsoft Sustainability sponsor Depot Continuous Integration AWS Cloud computing and Security Sponsor Datadog Monitoring Fastly CDN Google Download Analytics Sentry Error logging StatusPage Status page