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Running large language models like ChatGPT on a single GPU

FlexGen is a high-throughput generation engine for running large language models with limited GPU memory (e.g., a 16GB T4 or a 24GB RTX3090 gaming card!). Large language models (LLMs) are at the heart of applications like ChatGPT and Copilot, but the high computational and memory requirements of LLM inference traditionally make it feasible only with…

By |2023-02-21T01:16:59+00:00February 21st, 2023|Education|0 Comments

Do Large Language Models learn world models or just surface statistics?

A mysteryLarge Language Models (LLM) are on fire, capturing public attention by their ability to provide seemingly impressive completions to user prompts (NYT coverage). They are a delicate combination of a radically simplistic algorithm with massive amounts of data and computing power. They are trained by playing a guess-the-next-word game with itself over and over…

By |2023-01-23T12:27:54+00:00January 23rd, 2023|Education|0 Comments
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