Music Artist Generator

Music Artist Generator – It was just five years ago that electronic punk band YACHT entered the recording studio with a daunting task: They would train an AI on 14 years of their music, then synthesize the results into the “Chain Tripping” album.

“I don’t want to be a reactionary,” says YACHT member and tech writer Claire L. Evans said in a documentary about the album. “I don’t want to go back to my roots and play acoustic guitar because I’m so worried about the coming robot apocalypse, but I also don’t want to jump into the trenches and welcome my new robot owners.”

Music Artist Generator

Music Artist Generator

But our new Robot Overloads makes significant progress in the AI ​​music generation space. Although the Grammy-nominated “Chain Tripping” was released in 2019, the technology behind it is already old. Now, the startup behind the open-source AI image generator Stable Diffusion is taking us on again with its next act: making music.

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Harmony is a funder of Stable AI, the London-based startup behind Stable Diffusion. At the end of September, Harmony released Dance Diffusion, a set of tools and an algorithm that can train hundreds of hours of existing songs to create music clips.

Music Artist Generator

“I started my work on audio diffusion around the same time I started working with Stability AI,” Zach Evans, head of Dance Diffusion, said in an email interview. “I was brought to the company because of my development work with [image generation algorithms] Disco Diffusion and decided to move quickly into audio research. To facilitate my learning and research and build a community of people focused on audio AI, I started Harmony. .

Dance Diffusion is still in the experimental stage – currently, the system can only generate clips of a few seconds. But the preliminary results offer a tantalizing glimpse of what the future of music creation might hold, while raising questions about the potential impact on artists.

Music Artist Generator

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Dance Diffusion emerges years after the San Francisco-based OpenAI behind DALL-E 2 explained the best experience in the music generation known as the jukebox. Given a genre, artist, and snippet of lyrics, the jukebox can generate relatively consistent music with sound. But the songs produced by Jukebox lacked key musical structures such as choruses, consisting of repetitive and often silly lines.

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Google’s AudioLM, which was detailed earlier this week , shows more promise with its uncanny ability to produce piano music playing a short piece. But it’s not open source.

Music Artist Generator

Dance Diffusion aims to overcome the limitations of previous open source tools by borrowing technology from image generators such as Stable Diffusion. It is based on the so-called diffusion model, which creates new data (such as songs) by learning how to destroy and recover many existing data patterns. Given existing samples – the entire Smashing Pumpkins discography – the model excels at retrieving all previously destroyed data to create new works.

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Kyle Worrell, a PhD student at the University of York in the UK who studies musical applications of machine learning, explained the nuances of diffusion systems in an interview:

Music Artist Generator

“When training a diffusion model, training data such as the MAESTRO data set of piano performances is ‘collapsed’ and ‘recovered’, and the model gets better at performing these tasks as it works through the training data,” she said. . via email. “Finally the trained model can take sound and transform it into music like training data (ie a piano performance in Maestro’s case). The user then uses the trained model to perform one of three tasks: Can: create new audio and recreate existing audio that the user selects or interpolates between two input tracks .

It’s not the most intuitive idea. But as DALL-E 2, Stable Diffusion and other similar systems have shown, the results can be very realistic.

Music Artist Generator

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“Our initial reaction was, ‘Well, this is a leap from where we were before with raw audio,'” Bechtolt explained.

Unlike popular image-generating systems, Dance Diffusion is limited in what it can generate – at least for now. Although it can be fine-tuned to a particular artist, genre, or instrument, the system is not as general as a jukebox. A handful of dance diffusion models are available from Harmony and early adopters on the official Discord server, including clips from Billy Joel, The Beatles, Daft Punk, and musician Jonathan Mann’s Song A Day project. Built models – stay yours. Streets means Jonathan Mann models always producing songs in Mann’s musical style.

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Music Artist Generator

Music produced by Dance Diffusion won’t fool anyone today. While the system can “style transfer” songs by applying one artist’s style to another, essentially creating covers, it can’t create clips longer than a few seconds and lyrics that aren’t vulgar ((see clip below). That’s the result of technical hurdles Harmonai, a self-taught game developer and Harmonai Discord member, has yet to overcome. Nicolas Martel says.

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“The model is only trained on small samples of 1.5 seconds at a time, so it cannot learn or estimate long-term structure,” explained Martel. “The authors seem to be saying this isn’t a problem, but in my experience — logically — that’s not quite true.”

Music Artist Generator

YACHT’s Evans and Bechtold worry about the ethical implications of AI — they are, after all, working artists — but observe that these “style transfers” are already part of the natural creative process.

“It’s something artists already do in the studio in a more informal, slower way,” Evans said. “You sit down to write a song, and I want a fall bass line and a B-52 melody, and I want it to sound like it came out of London in 1977.”

Music Artist Generator

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But Evans wasn’t interested in writing the dark, post-punk ballad “Love Shack.” Instead, she thinks interesting music comes from experimentation in the studio—even if you’re inspired by the B-52s, your final product won’t carry the weight of those influences.

“You fail trying to achieve that,” Evans said. “One of the things that attracted us to machine learning tools and the art of AI is the ways in which it fails, because these models are not perfect. They only guess at what we want.”

Music Artist Generator

Evans describes artists as “the ultimate beta testers,” who use tools outside of their intended methods to create something new.

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“A lot of times, the output can be really weird and bad and annoying, or it can be really weird and innovative, and failure is fun,” Evans said.

Music Artist Generator

Assuming that dance streaming can one day reach the point where coherent entire songs can be created, it seems inevitable that major ethical and legal issues will arise. They already have simple AI systems. In 2020, Jay-Z’s record label filed copyright strikes against YouTube channel Vocal Synthesis for using AI to create Jay-Z covers of songs such as Billy Joel’s “We Didn’t Start the Fire”. After the videos were initially removed, YouTube reinstated them after finding that the takedown requests were “incomplete.” But Deepfake Music is still on complicated legal ground.

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Perhaps anticipating legal challenges, OpenAI has for its part open-sourced Jukebox under a non-commercial license, which prohibits users from selling music created with the system.

Music Artist Generator

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“There is very little work to establish how original the output of a creative algorithm is, so using creative music in ads and other projects has the potential to inadvertently infringe copyright and cause property damage,” Worrell said. “This area needs more research.”

A scholarly paper by Eric Sunray, now a legal intern at the Music Publishers Association, argues that AI music generators like Dance Diffusion “in practice may infringe music copyright by creating a tapestry of audio interspersed with these works.” Copyright by the United States. Reproduction Rights Act.” Since Jukebox’s release, critics have questioned whether training AI models on copyrighted musical material is fair use. Similar concerns have been raised about training data used in image-, code-, and text-generating AI systems, often scraped from the web without the creators’ knowledge.

Music Artist Generator

Technologists like Matt Dryhurst and Holly Herndon founded Spawning AI, a set of AI tools built by artists for artists. One of their projects, “Am I Trained,” allows users to search for their artwork and see if it has been added to an AI training set without their consent.

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“We show people what’s in the popular datasets used to train AI image systems, and initially offer them the tools to opt out or join training,” Herndon said via email. “We’re talking to several large research institutions to convince them that consensus data is beneficial to everyone.”

Music Artist Generator

But these standards remain voluntary. Harmony has not said whether they will be adopted.

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Music Artist Generator

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