News Report Technology
August 04, 2023

Perfusion: Nvidia Introduces a Compact 100 KB Neural Network with Efficient Training Time

Nvidia recently showcased its neural network named “Perfusion generative,” notable for its compact size and rapid training capabilities. According to details provided by Nvidia, this neural network model requires a mere 100 kb of space, an impressive feat when compared to other models like Midjourney, which necessitates over 2 gigabytes of free storage.

Perfusion: Nvidia Introduces a Compact 100 KB Neural Network with Efficient Training Time
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The key to Perfusion’s efficiency is a mechanism Nvidia has termed “Key-Locking.” This innovative feature enables the model to associate specific user requests with a broader category or ‘supercategory’. For instance, a request to produce a cat would prompt the model to align the term “cat” with the broader category “feline.” Once this alignment occurs, the model then processes additional details provided in the user’s text prompt. Such a method optimizes the algorithm, making the processing quicker.

Another advantage of the Perfusion model lies in its adaptability. Depending on user requirements, the model can be tailored to adhere strictly to a text prompt or be granted a degree of “creative freedom” in its outputs. This versatility ensures that the model can be finely tuned to generate outcomes ranging from precise to more general, based on specific user needs.

A prompt is converted into a series of encodings. Each encoding is fed into a diffusion U-Net denoiser’s cross-attention modules (purple blocks). The zoomed-in purple module demonstrates how the Key and Value pathways are influenced by text encoding. The attention map is driven by the Key, which modulates the Value pathway.

Nvidia has indicated plans to release the code in the future, allowing for a broader examination and understanding of this compact neural network’s potential.

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About The Author

Damir is the team leader, product manager, and editor at Metaverse Post, covering topics such as AI/ML, AGI, LLMs, Metaverse, and Web3-related fields. His articles attract a massive audience of over a million users every month. He appears to be an expert with 10 years of experience in SEO and digital marketing. Damir has been mentioned in Mashable, Wired, Cointelegraph, The New Yorker, Inside.com, Entrepreneur, BeInCrypto, and other publications. He travels between the UAE, Turkey, Russia, and the CIS as a digital nomad. Damir earned a bachelor's degree in physics, which he believes has given him the critical thinking skills needed to be successful in the ever-changing landscape of the internet.聽

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Damir Yalalov
Damir Yalalov

Damir is the team leader, product manager, and editor at Metaverse Post, covering topics such as AI/ML, AGI, LLMs, Metaverse, and Web3-related fields. His articles attract a massive audience of over a million users every month. He appears to be an expert with 10 years of experience in SEO and digital marketing. Damir has been mentioned in Mashable, Wired, Cointelegraph, The New Yorker, Inside.com, Entrepreneur, BeInCrypto, and other publications. He travels between the UAE, Turkey, Russia, and the CIS as a digital nomad. Damir earned a bachelor's degree in physics, which he believes has given him the critical thinking skills needed to be successful in the ever-changing landscape of the internet.聽

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