CLONE ANY AI Voices for FREE LOCALLY in 1 CLICK! JUST INSANE!

Aitrepreneur
12 Mar 202425:09

TLDRIn this video, the presenter introduces RVC, an open-source program that allows users to clone any voice with just a few audio clips. The process is explained in detail, from installing RVC to training a voice model using around 10 minutes of clean audio. The presenter also demonstrates how to convert any audio into the cloned voice using the trained model. Additionally, the video covers how to utilize pre-trained voice models from the community, and how to integrate text-to-speech functionality for creating audio from text using RVC. The presenter emphasizes the potential for endless possibilities with voice cloning, from having Morgan Freeman read a bedtime story to listening to SpongeBob SquarePants tell jokes, all achievable on a local computer without the need for internet connectivity.

Takeaways

  • 🎉 You can clone any voice for free using an open-source program called RVC on your local computer.
  • 📚 To get started with RVC, you can either use a one-click installer for Patreon supporters or download the RVC package installer for an older version.
  • 💻 For manual installation, ensure you have Python and Git for Windows, then clone the RVC repository from GitHub and set up the environment.
  • 🔊 Quality of the voice dataset is crucial, aiming for at least 10 minutes of clear, noise-free audio to train a good voice model.
  • 🎧 If you're cloning a public figure's voice, you'll need to isolate their voice from interview videos or other sources using software like Audacity.
  • 📁 Organize your voice files in a folder and use the RVC web UI to train your voice model by processing the data and extracting features.
  • 🔧 Adjust training settings like total epochs, save frequency, and batch size per GPU according to your system's capabilities.
  • 🔗 Download necessary files like ffmpeg.exe and ff.exe, and place them in the main RVC folder for the software to function correctly.
  • 🧍‍♂️ Find and download pre-trained voice models from the community via websites like vocmodels.com to avoid the training process.
  • 📈 Experiment with the transpose value to match the pitch of the original voice to the one you're trying to clone.
  • 🌐 Use the RVC web UI to convert any audio into the cloned voice by selecting the model, adjusting settings, and converting the file.
  • ✅ For text-to-speech conversion, use an external tool to generate an initial audio file that can then be converted using RVC.

Q & A

  • What is the purpose of the RVC program mentioned in the transcript?

    -The RVC (Real-Time Voice Cloning) program is an open-source tool used for cloning voices and converting audio files into a new voice. It allows users to create a voice model from audio clips and then use that model to generate new sounds with the cloned voice.

  • How can one install RVC using the one-click installer?

    -To install RVC using the one-click installer, you need to download the installer onto your computer, double-click on the file, and wait for the installation process to complete. After a few minutes, RVC will be ready for use.

  • What are the system requirements for installing RVC manually?

    -For manual installation, you need to have Python and Git for Windows installed on your computer. You also need to create a new folder for the RVC files and use the command prompt to clone the RVC repository from GitHub.

  • How long does it take to train a voice model using RVC?

    -The time it takes to train a voice model can vary depending on the system's capabilities and the amount of audio data. However, the speaker in the transcript mentions that training a 20-minute voice for 250 epochs takes approximately 1 hour and a half.

  • What is the recommended duration of audio needed to train a good voice model in RVC?

    -It is recommended to have at least 10 minutes of good quality audio without background noise to train a good voice model in RVC.

  • How can you obtain audio clips of someone else's voice for training in RVC?

    -You can obtain audio clips by downloading interview videos or monologues of the person whose voice you want to clone. You can then use software like Audacity to isolate and edit the audio to remove any unwanted parts, leaving only the voice you intend to clone.

  • What is the process of converting an audio file into a cloned voice using RVC?

    -After training the voice model, you go to the 'Model Inference' tab in RVC, select the trained voice model, adjust the transpose value to match the source audio's pitch, input the path of the audio file you want to convert, and then click 'Convert' to create the cloned voice audio.

  • How can you adjust the pitch of the cloned voice to better match the source audio?

    -You can adjust the pitch by changing the transpose value. For instance, to convert a male voice to a female voice, you would increase the value, and to convert a female voice to a male voice, you would decrease the value. The optimal value may require some experimentation.

  • What is the role of the community in accessing pre-trained voice models for RVC?

    -The RVC community has created and shared many pre-trained voice models. Users can access these models from websites like vocmodels.com, download them, and use them directly in RVC without having to train the models themselves.

  • How can you use text-to-speech functionality with a cloned voice model?

    -While RVC is an audio-to-audio software, you can use it in conjunction with a text-to-speech system to generate an initial audio file from text. This audio file can then be converted using the cloned voice model in RVC.

  • What are the limitations of using RVC for role-playing games like City Tavern?

    -Using RVC for role-playing games is not recommended due to its audio-to-audio nature, which requires an initial audio generation step. This process is slow and may not yield high-quality results, making it more suitable for other applications rather than real-time gameplay.

  • How can patrons of the creator get support for using RVC?

    -Patrons can get priority support by sending a direct message to the creator on Patreon. This support can help resolve any issues that may arise while using RVC.

Outlines

00:00

😀 Introduction to Voice Cloning with RVC

The video begins with the host, SC, expressing excitement about teaching viewers how to clone any voice for free on their local computer using an open-source program called RVC. He outlines the potential applications, such as having Morgan Freeman read a bedtime story or listening to your own voice. The installation process for RVC is explained, with options for a one-click installer for Patreon supporters and a manual installation method for others. The manual method involves downloading the RVC package, extracting it, and launching the program. The host also emphasizes the importance of having Python and Git for Windows installed and provides a step-by-step guide for setting up the environment and cloning the RVC repository.

05:01

🎓 Training a Voice Model with RVC

The host explains that RVC is a web UI that allows users to train a voice model using around 10 minutes of clean, noise-free audio from the person they wish to clone. He provides guidance on recording one's own voice or extracting audio from video sources for other individuals. The process involves isolating the voice, ensuring quality, and using software like Audacity to edit the audio. The host demonstrates how to use the 'train' tab in the RVC web UI to input the voice clone name and target sample rate, process the data, and extract features. He also discusses the importance of selecting the right training settings, such as the total number of epochs and batch size per GPU, to optimize the training process.

10:02

🔧 Customizing and Converting Audio with Cloned Voices

After training the voice model, the host guides viewers on how to convert any audio into the cloned voice using the 'model inference' tab in RVC. He details the process of selecting the trained voice model, adjusting the transpose value to match the source audio's octave, and inputting the path of the audio file to be converted. The host emphasizes the speed of the conversion process and demonstrates how to listen to and download the converted audio. He also mentions the possibility of using community-made models from websites like vocmodels.com to avoid the training process altogether.

15:03

😂 Using RVC for Humorous Voice Conversions

The host showcases the humorous potential of RVC by converting a comedic audio clip into his own voice. He discusses the importance of adjusting the pitch to match the original voice and demonstrates the conversion process, resulting in a personalized and amusing output. The host also highlights the vast library of pre-trained voice models available for immediate use, allowing users to experiment with different voices without the need for extensive training.

20:04

📚 Text-to-Speech and Roleplay with RVC

The host addresses the use of RVC for text-to-speech conversions, explaining that while RVC is an audio-to-audio software, it can be combined with other tools like the UA Tech generation web UI to generate initial audio from text. He guides viewers through using the COOK TTS extension to create an audio file from text, which can then be converted using RVC. The host also cautions against using RVC for roleplay within certain platforms due to the slow process and subpar results, instead recommending the use of extensions designed for text-to-speech.

25:06

🎉 Conclusion and Final Thoughts

The host concludes the video by encouraging viewers to experiment with RVC and have fun cloning voices and converting audio files. He thanks the audience for watching, reminds them to subscribe and support the channel, and expresses gratitude to his Patreon supporters. The host also offers help through direct messages for any issues viewers might encounter and looks forward to seeing them in the next video.

Mindmap

Keywords

💡AI Voice Models

AI voice models refer to artificial intelligence systems that can generate human-like speech. In the context of the video, these models are used to clone and replicate the unique vocal characteristics of any individual, which can then be used for various applications such as voiceovers, narrations, or even for fun and entertainment.

💡RVC (Recurrent Voice Cloning)

RVC stands for Recurrent Voice Cloning, an open-source program that allows users to clone a voice and convert audio files into that cloned voice. It is a significant tool in the video as it enables the voice cloning process without the need for a large dataset, making it accessible to individuals with limited resources.

💡Audio Clipping

An audio clip is a short piece of audio that has been extracted from a larger audio recording. In the video, audio clippings are used as the source material for training the AI to clone a specific voice. The quality and clarity of these clips are crucial for achieving a high-fidelity voice clone.

💡Voice Cloning

Voice cloning is the process of replicating a person's unique vocal characteristics to generate speech in their voice. The video demonstrates how to clone voices using RVC, which can be used for various purposes, such as creating personalized voice responses or mimicking celebrities for entertainment.

💡Python Environment

A Python environment refers to a setup where the Python programming language is installed along with a specific set of libraries and dependencies required to run a particular program or script. In the video, setting up a Python environment is a step in the process of installing and using RVC for voice cloning.

💡Text-to-Speech (TTS)

Text-to-speech is a technology that converts written text into spoken words. The video mentions using TTS in conjunction with voice cloning to generate audio from text in the cloned voice. This is useful for creating audio content without the need for the original voice actor to record new material.

💡GPU (Graphics Processing Unit)

A GPU is a specialized electronic circuit designed to rapidly manipulate and alter memory to accelerate the creation of images in a frame buffer intended for output to a display device. In the context of the video, a GPU is used to speed up the training process of the voice model by performing parallel computations.

💡Audio to Audio Conversion

Audio to audio conversion refers to the process of taking an original audio recording and converting it to a new audio format or voice using certain software. In the video, this process is central as it describes how to convert any audio file into the cloned voice using RVC.

💡Community Models

Community models refer to voice models that have been trained and shared by the user community of a voice cloning software. The video discusses how users can access and utilize these pre-trained models to convert audio without having to go through the training process themselves, which saves time and resources.

💡Model Inference

Model inference in the context of machine learning and AI refers to the process of using a trained model to make predictions or generate outputs. In the video, model inference is the step where the trained voice model is used to convert an input audio file into an output audio file with the cloned voice.

💡Transpose Value

Transpose value in audio processing is the interval by which the pitch of an audio signal is shifted up or down. In the video, adjusting the transpose value is crucial for matching the pitch of the source audio with the cloned voice, especially when converting between voices of different vocal ranges, such as from male to female or vice versa.

Highlights

AI voice cloning technology allows you to replicate anyone's voice with just a few audio clips.

RVC is an open-source program that clones a voice and converts audio files into the replicated voice.

Two installation methods for RVC: one-click installer for Patreon supporters and manual installation.

To clone a voice, you need at least 10 minutes of high-quality, noise-free audio.

RVC is not a text-to-speech software; it requires an audio file to create a new audio file with the cloned voice.

The training process involves selecting the right pitch extraction algorithm and adjusting training settings.

The community around RVC has created and shared thousands of pre-trained voice models.

VoilàModels.com is a recommended website to find and download community-created voice models.

You can use RVC for role-playing by first generating an audio file using a text-to-speech method.

The COOK TTS extension can be used to generate the initial audio file for conversion in RVC.

RVC can be used to convert any text into a cloned voice without installing additional software.

The final cloned voice may require adjustments to the transpose value for optimal results.

RVC training can take over an hour for a 20-minute voice, depending on the system's GPU.

The training process can be monitored through the RVC web UI, allowing users to choose the best model.

Once a voice model is trained, it can be used to convert any audio into that specific voice.

RVC provides a one-click training feature to simplify the voice cloning process.

The RVC software is popular for its ability to create personalized voice models for various applications.

Patreon supporters have access to priority support and additional resources for using RVC.