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Google Introduces TurboQuant: A New Compression Algorithm That Reduces LLM Key Value Cache Memory by 6x and Delivers Up to 8x Speedup, All with Zero Loss of Accuracy

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Google Introduces TurboQuant: A New Compression Algorithm That Reduces LLM Key Value Cache Memory by 6x and Delivers Up to 8x Speedup, All with Zero Loss of Accuracy

The scaling of large-scale language models (LLMs) is increasingly constrained by the memory interface between High-Bandwidth Memory (HBM) and SRAM. In particular, the Key-Value (KV) cache scales with model size and context length, creating a significant bottleneck for long content interpretation. Google’s research team made a proposal TurboQuanta data-insensitive estimation framework designed to achieve very … Read more

Your Hidden Talent, Based On Your Zodiac Sign

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Your Hidden Talent, Based On Your Zodiac Sign

Aries, you and enthusiasm the house of power. You’ve probably never realized it, but you’re a natural at recording furniture assembly instructions. The mere mention of the word ‘Allen wrench’ may send the entire zodiac into a mild panic attack, but not you. Give an Aries a package of half-hearted instructions, and they’ll turn a … Read more

BTS brings ‘Arirang’ to NYC and breaks down that frenzy ‘Hooligan’

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BTS brings ‘Arirang’ to NYC and breaks down that frenzy ‘Hooligan’

For the past four years, BTS has been watched by fans from afar, as the members complete their mandatory military service in South Korea. Meanwhile, they pursue solo projects and tour the world as individuals, while the band itself lives on through archived live streams and social media posts. On Monday night in New York … Read more

‘Daredevil: Born Again’ Season 2 Review: Series Soars With Unexpected Twists, Intense Suspense and Powerful Action

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‘Daredevil: Born Again’ Season 2 Review: Series Soars With Unexpected Twists, Intense Suspense and Powerful Action

When Daredevil: Born Again resurrected a Marvel hero Disney Plus last year, one thing was clearly established: This series will be as gratuitously violent as its Netflix predecessor. It delivered and then some, reintroducing Matt Murdock, Wilson Fisk and the poignant themes that made the superhero crime drama so compelling. While the first season took … Read more

Historic Hit Dome Creeps Over US. Here’s How to Prepare

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Historic Hit Dome Creeps Over US. Here’s How to Prepare

The massive heat wave broke heat records in 14 states, including Arizona and California, reaching 112 degrees Fahrenheit in some places. It is now creeping eastward, according to the National Weather Service. The heat wave continues its journey through the Midwestern United States and is expected to affect anywhere from one to one-third of the … Read more

Paged Attention to Major Language Models LLMs

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Paged Attention to Major Language Models LLMs

When using LLMs at scale, the real limitation is GPU memory rather than computation, mainly because each application needs a KV cache to store token-level data. In a typical setup, a large fixed memory block is reserved for each request based on the maximum sequence length, resulting in significant unused space and consistency limits. Paged … Read more