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Real-Time-Voice-Cloning | 5 seconds to generate arbitrary speech | Speech library

 by   CorentinJ Python Version: Current License: Non-SPDX

 by   CorentinJ Python Version: Current License: Non-SPDX

kandi X-RAY | Real-Time-Voice-Cloning Summary

Real-Time-Voice-Cloning is a Python library typically used in Artificial Intelligence, Speech, Deep Learning, Pytorch applications. Real-Time-Voice-Cloning has no bugs, it has no vulnerabilities, it has build file available and it has medium support. However Real-Time-Voice-Cloning has a Non-SPDX License. You can download it from GitHub.
Clone a voice in 5 seconds to generate arbitrary speech in real-time
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Support
Quality
Quality
Security
Security
License
License
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kandi-support Support

  • Real-Time-Voice-Cloning has a medium active ecosystem.
  • It has 38910 star(s) with 7087 fork(s). There are 859 watchers for this library.
  • It had no major release in the last 6 months.
  • There are 80 open issues and 875 have been closed. On average issues are closed in 59 days. There are 4 open pull requests and 0 closed requests.
  • It has a neutral sentiment in the developer community.
  • The latest version of Real-Time-Voice-Cloning is current.
This Library - Support
Best in #Speech
Average in #Speech
This Library - Support
Best in #Speech
Average in #Speech

quality kandi Quality

  • Real-Time-Voice-Cloning has 0 bugs and 0 code smells.
This Library - Quality
Best in #Speech
Average in #Speech
This Library - Quality
Best in #Speech
Average in #Speech

securitySecurity

  • Real-Time-Voice-Cloning has no vulnerabilities reported, and its dependent libraries have no vulnerabilities reported.
  • Real-Time-Voice-Cloning code analysis shows 0 unresolved vulnerabilities.
  • There are 0 security hotspots that need review.
This Library - Security
Best in #Speech
Average in #Speech
This Library - Security
Best in #Speech
Average in #Speech

license License

  • Real-Time-Voice-Cloning 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.
This Library - License
Best in #Speech
Average in #Speech
This Library - License
Best in #Speech
Average in #Speech

buildReuse

  • Real-Time-Voice-Cloning releases are not available. You will need to build from source code and install.
  • Build file is available. You can build the component from source.
  • Installation instructions are available. Examples and code snippets are not available.
  • Real-Time-Voice-Cloning saves you 2513 person hours of effort in developing the same functionality from scratch.
  • It has 4334 lines of code, 307 functions and 59 files.
  • It has high code complexity. Code complexity directly impacts maintainability of the code.
This Library - Reuse
Best in #Speech
Average in #Speech
This Library - Reuse
Best in #Speech
Average in #Speech
Top functions reviewed by kandi - BETA

kandi has reviewed Real-Time-Voice-Cloning and discovered the below as its top functions. This is intended to give you an instant insight into Real-Time-Voice-Cloning implemented functionality, and help decide if they suit your requirements.

  • Train a model
    • Gradient op
    • Compute the similarity matrix
    • Calculate the loss for each prediction
  • Generate wave function
    • Sample from discretized mixture
    • Return random number of items from the queue
    • Convert tensor into one - hot tensor
  • Setup event handler
    • Syntrograms synthesis
  • Embed a utterance into an embedding
    • Preprocess a dataset
      • Forward pass through the model
        • Collate a batch of words
          • Compute the mean noise of a signal
            • Preprocess a wav file
              • Plot the alignment
                • Preprocess VoxCeleb1 dataset
                  • Ensures that the default models exist
                    • Preprocess a speaker
                      • Runs the synthesizer
                        • Discretized mixture logistic loss
                          • Forward computation
                            • Preprocess the speaker directory
                              • Symbolize texts
                                • Generate the model
                                  • Denoise the waveform of a wav file

                                    Get all kandi verified functions for this library.

                                    Get all kandi verified functions for this library.

                                    Real-Time-Voice-Cloning Key Features

                                    Clone a voice in 5 seconds to generate arbitrary speech in real-time

                                    Real-Time-Voice-Cloning Examples and Code Snippets

                                    See all related Code Snippets

                                    Community Discussions

                                    Trending Discussions on Real-Time-Voice-Cloning
                                    • Unable to activate virtual environment in Python
                                    Trending Discussions on Real-Time-Voice-Cloning

                                    QUESTION

                                    Unable to activate virtual environment in Python

                                    Asked 2022-Mar-18 at 08:17

                                    I am on Windows 10, Python 3.10.2. Here are the commands that I ran to create the virtual environment:

                                    Here are my versions for packages:

                                    virtualenv==16.7.5
                                    virtualenvwrapper-win==1.2.6
                                    
                                    1. I installed the virtual environment.
                                    D:\voice-cloning\real-time-voice-cloning>python -m pip install virtualenv
                                    WARNING: Ignoring invalid distribution -ip (d:\python\lib\site-packages)
                                    WARNING: Ignoring invalid distribution - (d:\python\lib\site-packages)
                                    WARNING: Ignoring invalid distribution -ip (d:\python\lib\site-packages)
                                    WARNING: Ignoring invalid distribution - (d:\python\lib\site-packages)
                                    Requirement already satisfied: virtualenv in d:\python\lib\site-packages (16.7.5)
                                    WARNING: Ignoring invalid distribution -ip (d:\python\lib\site-packages)
                                    WARNING: Ignoring invalid distribution - (d:\python\lib\site-packages)
                                    WARNING: Ignoring invalid distribution -ip (d:\python\lib\site-packages)
                                    WARNING: Ignoring invalid distribution - (d:\python\lib\site-packages)
                                    WARNING: Ignoring invalid distribution -ip (d:\python\lib\site-packages)
                                    WARNING: Ignoring invalid distribution - (d:\python\lib\site-packages)
                                    WARNING: Ignoring invalid distribution -ip (d:\python\lib\site-packages)
                                    WARNING: Ignoring invalid distribution - (d:\python\lib\site-packages)
                                    WARNING: You are using pip version 21.2.4; however, version 22.0.4 is available.
                                    You should consider upgrading via the 'D:\python\python.exe -m pip install --upgrade pip' command.
                                    

                                    Then I ran these commands:

                                    D:\voice-cloning\real-time-voice-cloning>python -m virtualenv venv310
                                    D:\python\lib\site-packages\virtualenv.py:24: DeprecationWarning: The distutils package is deprecated and slated for removal in Python 3.12. Use setuptools or check PEP 632 for potential alternatives
                                      import distutils.spawn
                                    D:\python\lib\site-packages\virtualenv.py:25: DeprecationWarning: The distutils.sysconfig module is deprecated, use sysconfig instead
                                      import distutils.sysconfig
                                    Using base prefix 'D:\\python'
                                    New python executable in D:\voice-cloning\real-time-voice-cloning\venv310\Scripts\python.exe
                                    Traceback (most recent call last):
                                      File "D:\python\lib\runpy.py", line 196, in _run_module_as_main
                                        return _run_code(code, main_globals, None,
                                      File "D:\python\lib\runpy.py", line 86, in _run_code
                                        exec(code, run_globals)
                                      File "D:\python\lib\site-packages\virtualenv.py", line 2632, in <module>
                                        main()
                                      File "D:\python\lib\site-packages\virtualenv.py", line 860, in main
                                        create_environment(
                                      File "D:\python\lib\site-packages\virtualenv.py", line 1156, in create_environment
                                        install_python(home_dir, lib_dir, inc_dir, bin_dir, site_packages=site_packages, clear=clear, symlink=symlink)
                                      File "D:\python\lib\site-packages\virtualenv.py", line 1719, in install_python
                                        fix_local_scheme(home_dir, symlink)
                                      File "D:\python\lib\site-packages\virtualenv.py", line 1805, in fix_local_scheme
                                        if sysconfig._get_default_scheme() == "posix_local":
                                    AttributeError: module 'sysconfig' has no attribute '_get_default_scheme'. Did you mean: 'get_default_scheme'?
                                    

                                    Here are the commands I ran for activating the virtual environment and none of them worked:

                                    D:\voice-cloning\real-time-voice-cloning>venv310/scripts/activate
                                    'venv310' is not recognized as an internal or external command,
                                    operable program or batch file.
                                    
                                    D:\voice-cloning\real-time-voice-cloning>python venv310/scripts/activate
                                    python: can't open file 'D:\\voice-cloning\\real-time-voice-cloning\\venv310\\scripts\\activate': [Errno 2] No such file or directory
                                    
                                    D:\voice-cloning\real-time-voice-cloning>venv310/Scripts/activate
                                    'venv310' is not recognized as an internal or external command,
                                    operable program or batch file.
                                    
                                    D:\voice-cloning\real-time-voice-cloning>activate
                                    'activate' is not recognized as an internal or external command,
                                    operable program or batch file.
                                    
                                    D:\voice-cloning\real-time-voice-cloning>cd venv310
                                    
                                    D:\voice-cloning\real-time-voice-cloning\venv310>.\Scripts\activate
                                    '.\Scripts\activate' is not recognized as an internal or external command,
                                    operable program or batch file.
                                    

                                    What is missing here?

                                    Thanks.

                                    ANSWER

                                    Answered 2022-Mar-18 at 05:41

                                    Make sure that in the windows PATH variable there is an entry with your python installation and the scripts subfolder eg: C:\Program Files (x86)\Python36-32\ and C:\Program Files (x86)\Python36-32\Scripts
                                    When using pip install virtualenv, make sure that you run cmd as administrator. Otherwise, there might an access denied error during installation and virtualenv will not be installed properly. Make sure that virtualenv has been installed correctly. Check in the python scripts subfolder - there must exist an .exe named virtualenv.exe. If not, uninstall will pip uninstall virtualenv and install again.

                                    Source https://stackoverflow.com/questions/71522731

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

                                    Vulnerabilities

                                    No vulnerabilities reported

                                    Install Real-Time-Voice-Cloning

                                    Both Windows and Linux and supported. A GPU is recommended for training and for inference speed, but is not mandatory.
                                    Python 3.7 is recommended. Python 3.5 or greater should work, but you'll probably have to tweak the dependencies' versions. I recommend setting up a virtual environment using venv, but this is optional.
                                    Install ffmpeg. This is necessary for reading audio files.
                                    Install PyTorch. Pick the latest stable version, your operating system, your package manager (pip by default) and finally pick any of the proposed CUDA versions if you have a GPU, otherwise pick CPU. Run the given command.
                                    Install the remaining requirements with pip install -r requirements.txt
                                    Pretrained models are now downloaded automatically. If this doesn't work for you, you can manually download them here.
                                    For playing with the toolbox alone, I only recommend downloading LibriSpeech/train-clean-100. Extract the contents as <datasets_root>/LibriSpeech/train-clean-100 where <datasets_root> is a directory of your choosing. Other datasets are supported in the toolbox, see here. You're free not to download any dataset, but then you will need your own data as audio files or you will have to record it with the toolbox.

                                    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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                                    Clone
                                    • https://github.com/CorentinJ/Real-Time-Voice-Cloning.git

                                    • gh repo clone CorentinJ/Real-Time-Voice-Cloning

                                    • git@github.com:CorentinJ/Real-Time-Voice-Cloning.git

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