How to Download Jukebox AI: A Guide for Music Lovers
If you love music and want to create your own songs, you might be interested in Jukebox AI, a neural net that generates music in raw audio form. In this article, we will explain what Jukebox AI is, what it can do, and how you can download and install it on your computer. We will also show you how to sample music from Jukebox AI and explore the samples it produces.
What is Jukebox AI and what can it do?
Jukebox AI is a neural net that generates music in raw audio form. It was released in April 2020 by OpenAI, the same company that brought us the AI art generator named Dall-E, and the AI chatbot called ChatGPT.
how to download jukebox ai
Jukebox AI is a neural net that generates music in raw audio form
Unlike some other music generators that produce music symbolically in the form of notes or piano rolls, Jukebox AI models music directly as raw audio. This means that it can capture human voices and many of the subtle timbres, dynamics, and expressivity that are essential to music. However, this also means that it has to deal with very long sequences of data, since a typical 4-minute song has over 10 million timesteps.
Jukebox AI can produce music in various genres and artist styles
Jukebox AI was trained on a large dataset of songs from various genres and artists. It learned to associate different musical features with different labels, such as genre, artist, and lyrics. As a result, it can generate music in a variety of genres and artist styles, such as rock, pop, jazz, metal, country, rap, and more. It can also produce novel combinations of genres and styles, such as country-pop Frank Sinatra or death metal Six Feet Under.
How to get started with jukebox ai music generator
Step by step guide to download and install jukebox ai
How to use jukebox ai to create songs with your own lyrics
How to generate music in different genres and styles with jukebox ai
How to explore and listen to jukebox ai samples online
How to fine-tune jukebox ai models for better results
How to troubleshoot common issues with jukebox ai
How to collaborate with other musicians using jukebox ai
How to share and export your jukebox ai creations
How to learn more about the technology behind jukebox ai
How to download jukebox ai for Windows, Mac, or Linux
How to use jukebox ai with other audio software and hardware
How to customize and control the parameters of jukebox ai
How to optimize the performance and speed of jukebox ai
How to access the source code and documentation of jukebox ai
How to join the community and support the development of jukebox ai
How to download jukebox ai for free or with a subscription
How to use jukebox ai for educational and research purposes
How to generate music in different languages and accents with jukebox ai
How to create original and unique music with jukebox ai
How to download jukebox ai on your mobile device or tablet
How to use jukebox ai offline or online
How to use jukebox ai for fun and entertainment
How to generate music for different moods and occasions with jukebox ai
How to compare and contrast jukebox ai with other music generation tools
How to download jukebox ai without coding or technical skills
How to use jukebox ai for professional and commercial projects
How to generate music with vocals and instruments with jukebox ai
How to improve your musical skills and creativity with jukebox ai
How to discover new artists and genres with jukebox ai
How to download jukebox ai for beginners, intermediate, or advanced users
How to use jukebox ai with different input formats and sources
How to use jukebox ai for various musical genres and styles
How to generate music that sounds like your favorite artists with jukebox ai
How to edit and modify your jukebox ai outputs
How to download the latest version and updates of jukebox ai
How to use jukebox ai legally and ethically
How to generate music that matches your lyrics with jukebox ai
How to use jukebox ai for personal or professional growth
Jukebox AI can also generate lyrics and sing them
Another amazing feature of Jukebox AI is that it can generate lyrics and sing them. It learned to align lyrics with melodies and rhythms from the training data. It also learned to mimic different vocal styles and accents from different artists. Therefore, it can produce songs with lyrics that match the genre and artist style of the input. It can also generate unseen lyrics for existing songs or new songs.
How to install Jukebox AI on your computer?
If you want to try out Jukebox AI on your own computer, you will need to follow some steps to install it. Here are the main steps:
You need to install the con You need to install the conda package manager and some dependencies
Conda is a package manager that helps you install and manage different software packages and environments. You will need to install conda on your computer to run Jukebox AI. You can download and install conda from . After installing conda, you will also need to install some dependencies, such as PyTorch, Apex, and Librosa. You can do this by running the following commands in your terminal:
conda create -n jukebox python=3.7 conda activate jukebox conda install pytorch torchvision cudatoolkit=10.1 -c pytorch pip install -v --no-cache-dir --global-option="--cpp_ext" --global-option="--cuda_ext" ./apex pip install librosa unidecode
You need to clone the Jukebox AI repository from GitHub
The next step is to clone the Jukebox AI repository from GitHub, which contains the source code and instructions for running Jukebox AI. You can do this by running the following command in your terminal:
git clone cd jukebox
You need to download the model weights and code from OpenAI
The final step is to download the model weights and code from OpenAI, which are stored in a separate location. You will need to register and log in to OpenAI's website to access these files. You can do this by following . After logging in, you will see a list of files that you can download. You will need to download the following files and place them in the jukebox folder:
jukebox/models/5b/vqvae.pth.tar
jukebox/models/5b/prior_level_0.pth.tar
jukebox/models/5b/prior_level_1.pth.tar
jukebox/models/5b/prior_level_2.pth.tar
jukebox/utils/sample_utils.py
jukebox/utils/dist_utils.py
jukebox/sampling.py
How to sample music from Jukebox AI?
Now that you have installed Jukebox AI on your computer, you can start sampling music from it. There are two main ways to sample music from Jukebox AI: from scratch or from existing songs.
You can sample music from scratch or from existing songs
If you want to sample music from scratch, you can use the sample.py script that comes with Jukebox AI. This script allows you to specify the genre, artist, and lyrics as input, and then samples a song based on those inputs. For example, if you want to sample a rock song by AC/DC with the lyrics "Thunderstruck", you can run the following command in your terminal:
python jukebox/sample.py --model=5b_lyrics --name=sample_1 --levels=3 --sample_length_in_seconds=20 --total_sample_length_in_seconds=180 --sr=44100 --n_samples=16 --hop_fraction=0.5,0.5,0.125 --mode=primed --audio_file= --prompt_length_in_seconds=12 --genre=rock --artist=AC/DC --lyrics="Thunderstruck"
If you want to sample music from existing songs, you can use the sample_from_checkpoint.py script that comes with Jukebox AI. This script allows you to load an existing song as a checkpoint, and then continue sampling from that point. For example, if you want to sample a continuation of "Bohemian Rhapsody" by Queen, you can run the following command in your terminal:
python jukebox/sample_from_checkpoint.py --model=5b_lyrics --name=sample_2 --levels=3 --sample_length_in_seconds=20 --total_sample_length_in_seconds=180 --sr=44100 --n_samples=16 --hop_fraction=0.5,0.5,0.125 --mode=continue --audio_file= You can specify the genre, artist, and lyrics as input
One of the cool features of Jukebox AI is that you can specify the genre, artist, and lyrics as input, and it will try to generate a song that matches those inputs. You can use the --genre, --artist, and --lyrics flags to do this. For example, if you want to sample a pop song by Taylor Swift with the lyrics "You belong with me", you can run the following command in your terminal:
python jukebox/sample.py --model=5b_lyrics --name=sample_3 --levels=3 --sample_length_in_seconds=20 --total_sample_length_in_seconds=180 --sr=44100 --n_samples=16 --hop_fraction=0.5,0.5,0.125 --mode=primed --audio_file= --prompt_length_in_seconds=12 --genre=pop --artist=Taylor Swift --lyrics="You belong with me"
You can also use multiple genres, artists, or lyrics as input, separated by commas. For example, if you want to sample a song that mixes rap and country by Lil Nas X and Billy Ray Cyrus with the lyrics "Old Town Road", you can run the following command in your terminal:
python jukebox/sample.py --model=5b_lyrics --name=sample_4 --levels=3 --sample_length_in_seconds=20 --total_sample_length_in_seconds=180 --sr=44100 --n_samples=16 --hop_fraction=0.5,0.5,0.125 --mode=primed --audio_file= --prompt_length_in_seconds=12 --genre=rap,country --artist=Lil Nas X,Billy Ray Cyrus --lyrics="Old Town Road"
You can use multiple GPUs to speed up the sampling process
Sampling music from Jukebox AI can be very slow and computationally intensive, especially if you want to generate high-quality and coherent samples. One way to speed up the sampling process is to use multiple GPUs on your computer or on a cloud service. You can use the --n_gpus flag to specify how many GPUs you want to use for sampling. For example, if you have 4 GPUs on your computer and you want to use them all for sampling, you can run the following command in your terminal:
python jukebox/sample.py --model=5b_lyrics --name=sample_5 --levels=3 --sample_length_in_seconds=20 --total_sample_length_in_seconds=180 --sr=44100 --n_samples=16 --hop_fraction=0.5,0.5,0.125 --mode=primed --audio_file= --prompt_length_in_seconds=12 --genre=jazz --artist=Ella Fitzgerald,Louis Armstrong --lyrics="Summertime" --n_gpus=4
If you don't have enough GPUs on your computer, you can also use a cloud service such as Google Colab or Paperspace to run Jukebox AI. You can find some tutorials and examples on how to do this on .
How to explore the samples generated by Jukebox AI?
After sampling music from Jukebox AI, you might want to explore the samples and see how they sound and look. There are three main ways to do this: listening to the samples, viewing the samples as an HTML, and browsing the samples in the Jukebox Sample Explorer.
You can listen to the samples in different levels of quality and coherence
When you sample music from Jukebox AI, you will get a folder with the name of your sample that contains several files. One of these files is level_0/item_0.wav, which is the final output of the sampling process. This file has the highest quality and coherence, but also takes the longest time to generate. You can listen to this file using any audio player that supports WAV format.
Another file is level_1/item_0.wav, which is the output of the second level of sampling. This file has a lower quality and coherence, but also takes less time to generate. You can listen to this file to get a rough idea of how the final output will sound like.
The last file is level_2/item_0.wav, which is the output of the first level of sampling. This file has the lowest quality and coherence, but also takes the shortest time to generate. You can listen to this file to get a very rough idea of how the final output will sound like.
You can view the samples as an HTML with the aligned lyrics
Another way to explore the samples is to view them as an HTML with the aligned lyrics. This allows you to see how the lyrics match with the melodies and rhythms of the music. You can do this by opening the index.html file that is in the same folder as your sample. This file will show you a table with all the samples that you generated, along with their genre, artist, and lyrics. You can click on any sample to play it and see its lyrics highlighted in sync with the music.
You can browse all the samples in the Jukebox Sample Explorer
The last way to explore the samples is to browse them in the Jukebox Sample Explorer, which is a web app that lets you listen and download all the samples that have been generated by Jukebox AI. You can access this app by following . You can filter the samples by genre, artist, or lyrics, or search for specific keywords. You can also rate and comment on the samples, or share them with others.
Conclusion
Jukebox AI is an amazing tool for music generation and exploration. It can produce music in raw audio form, in various genres and artist styles, and with lyrics and vocals. You can download and install Jukebox AI following some simple steps, and then sample music from it in different ways. You can also explore the samples that it generates in different levels of quality and coherence, as an HTML with aligned lyrics, or in the Jukebox Sample Explorer. If you love music and want to create your own songs, you should definitely give Jukebox AI a try.
Frequently Asked Questions
What are the requirements for running Jukebox AI?
You need to have a computer with Python 3.7, conda, PyTorch, Apex, Librosa, and some other dependencies installed. You also need to have access to one or more GPUs that support CUDA 10.1 or higher.
How long does it take to sample music from Jukebox AI?
It depends on several factors, such as the length of the sample, the number of GPUs you use, and the level of quality and coherence you want. Generally speaking, it can take from a few minutes to several hours to sample music from Jukebox AI.
Can I use Jukebox AI for commercial purposes?
No, you cannot use Jukebox AI for commercial purposes without permission from OpenAI. Jukebox AI is licensed under a non-commercial license that prohibits any use that is primarily intended for or directed towards commercial advantage or monetary compensation.
How can I learn more about Jukebox AI?
How can I learn more about Jukebox AI?
You can learn more about Jukebox AI by reading the original paper by OpenAI, which explains the technical details and challenges of Jukebox AI. You can also watch the video presentation by the authors, which demonstrates some of the samples and features of Jukebox AI. You can find the paper and the video on .
What are some of the limitations and challenges of Jukebox AI?
Jukebox AI is a remarkable achievement, but it is not perfect. Some of the limitations and challenges of Jukebox AI are:
It requires a lot of computational resources and time to generate high-quality and coherent samples.
It sometimes produces samples that are noisy, distorted, or off-key.
It sometimes generates lyrics that are nonsensical, offensive, or inappropriate.
It does not always respect the genre, artist, or lyrics inputs, and may produce samples that are inconsistent or mismatched with them.
It may infringe on the intellectual property rights of the original artists or composers.
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