pykaldi | Python wrapper for Kaldi decoders | Speech library

 by   UFAL-DSG Python Version: v1.0 License: Non-SPDX

kandi X-RAY | pykaldi Summary

kandi X-RAY | pykaldi Summary

pykaldi is a Python library typically used in Artificial Intelligence, Speech applications. pykaldi has no bugs, it has no vulnerabilities and it has low support. However pykaldi build file is not available and it has a Non-SPDX License. You can download it from GitHub.

Python wrapper for Kaldi decoders (Kaldi https://sourceforge.net/projects/kaldi/)
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              pykaldi has a low active ecosystem.
              It has 81 star(s) with 30 fork(s). There are 15 watchers for this library.
              OutlinedDot
              It had no major release in the last 12 months.
              There are 4 open issues and 22 have been closed. On average issues are closed in 70 days. There are no pull requests.
              It has a neutral sentiment in the developer community.
              The latest version of pykaldi is v1.0

            kandi-Quality Quality

              pykaldi has 0 bugs and 0 code smells.

            kandi-Security Security

              pykaldi has no vulnerabilities reported, and its dependent libraries have no vulnerabilities reported.
              pykaldi code analysis shows 0 unresolved vulnerabilities.
              There are 0 security hotspots that need review.

            kandi-License License

              pykaldi has a Non-SPDX License.
              Non-SPDX licenses can be open source with a non SPDX compliant license, or non open source licenses, and you need to review them closely before use.

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              pykaldi releases are available to install and integrate.
              pykaldi has no build file. You will be need to create the build yourself to build the component from source.
              pykaldi saves you 4715 person hours of effort in developing the same functionality from scratch.
              It has 9952 lines of code, 241 functions and 147 files.
              It has high code complexity. Code complexity directly impacts maintainability of the code.

            Top functions reviewed by kandi - BETA

            kandi has reviewed pykaldi and discovered the below as its top functions. This is intended to give you an instant insight into pykaldi implemented functionality, and help decide if they suit your requirements.
            • Return a copy of the object
            • Make a shallow copy of the object
            • Get all RST files
            Get all kandi verified functions for this library.

            pykaldi Key Features

            No Key Features are available at this moment for pykaldi.

            pykaldi Examples and Code Snippets

            No Code Snippets are available at this moment for pykaldi.

            Community Discussions

            QUESTION

            Does Kaldi return any recognition confidence parameter, similar to Google Speech-To-Text API?
            Asked 2019-Oct-23 at 11:28

            I am dealing with a speech recognition task. So far, I have been using the Google Cloud Speech Recognition API (in Python) with good results. The API returns a confidence value along with every chunk of the transcribed text. The confidence is a number between 0 and 1 as stated in the docs, but I did not find any deeper explanation of how Google's API derives this number, so I assume it somehow comes from the Neural Network that does the recognition.

            The next step I want to take is to make my own (offline) automatic speech recognition program, and I found that pyKaldi should be fine up to the task. I did not start programming it yet, but I want to know beforehand (for research purposes) - can Kaldi return some similar value of confidence, as does the Google Speech-to-Text API? And what really is this "confidence", and how is it computed?

            ...

            ANSWER

            Answered 2019-Oct-23 at 11:28

            Yes, pyKaldi supports confidence values (word confidence score), calculated with minimum bayes risk (MBR). You will find all the necessary information in the documentation. Here is the link to the description of the module:

            https://pykaldi.github.io/api/kaldi.lat.html?highlight=mbr#module-kaldi.lat.sausages

            As the name says, it is a confidence value, but it is not expressing how "probable" it is that the resulting text output for a word, derived (or given, in a probabilistic setting) from a sequence of audio chunks is correct. In my opinion the expressivity or meaningfulness is a bit fuzzy and depending on the quality of the model and the training data (noise, reverb etc.). It is meaningful in comparing alternatives, telling you the one with the higher value is more likely to be the correct one. This in turn poses the problem of which distance to call a significant difference. A single confidence value does not tell you anything, nor can you compare two different recognizer models only on the basis of their confidence values. Microsoft terms it "Instead, confidence scores provide a mechanism for comparing the relative accuracy of multiple recognition alternates for a given input. This facilitates returning the most accurate recognition result."

            Source https://stackoverflow.com/questions/58397321

            Community Discussions, Code Snippets contain sources that include Stack Exchange Network

            Vulnerabilities

            No vulnerabilities reported

            Install pykaldi

            You can download it from GitHub.
            You can use pykaldi like any standard Python library. You will need to make sure that you have a development environment consisting of a Python distribution including header files, a compiler, pip, and git installed. Make sure that your pip, setuptools, and wheel are up to date. When using pip it is generally recommended to install packages in a virtual environment to avoid changes to the system.

            Support

            For any new features, suggestions and bugs create an issue on GitHub. If you have any questions check and ask questions on community page Stack Overflow .
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            https://github.com/UFAL-DSG/pykaldi.git

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            gh repo clone UFAL-DSG/pykaldi

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            git@github.com:UFAL-DSG/pykaldi.git

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