Real-Time-Voice-Cloning | 5 seconds to generate arbitrary speech | Speech library
kandi X-RAY | Real-Time-Voice-Cloning Summary
kandi X-RAY | Real-Time-Voice-Cloning Summary
Clone a voice in 5 seconds to generate arbitrary speech in real-time
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Top functions reviewed by kandi - BETA
- 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
Real-Time-Voice-Cloning Key Features
Real-Time-Voice-Cloning Examples and Code Snippets
your_dataset
├───txts
│ ├───your_dataset1.txt
│ └───your_dataset2.txt
├───wavs
│ ├───your_dataset1.wav
│ └───your_dataset2.wav
└───metadata.csv/alignment.json
Community Discussions
Trending Discussions on Real-Time-Voice-Cloning
QUESTION
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:
...ANSWER
Answered 2022-Mar-18 at 05:41Make 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.
Community Discussions, Code Snippets contain sources that include Stack Exchange Network
Vulnerabilities
No vulnerabilities reported
Install Real-Time-Voice-Cloning
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.
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