huggingface.co

[Resource] Llama3 70B Successfully Deployed on a Single 4GB GPU (huggingface.co)

The open-source language model Llama3 has been released, and it has been confirmed that it can be run locally on a single GPU with only 4GB of VRAM using the AirLLM framework. Llama3’s performance is comparable to GPT-4 and Claude3 Opus, and its success is attributed to its massive increase in training data and technical...

[Other] Beyond Language Models: Byte Models are Digital World Simulators (huggingface.co)

Abstract: Traditional deep learning often overlooks bytes, the basic units of the digital world, where all forms of information and operations are encoded and manipulated in binary format. Inspired by the success of next token prediction in natural language processing, we introduce bGPT, a model with next byte prediction to...

[Paper] The Era of 1-bit LLMs: All Large Language Models are in 1.58 Bits (huggingface.co)

From the abstract: “Recent research, such as BitNet, is paving the way for a new era of 1-bit Large Language Models (LLMs). In this work, we introduce a 1-bit LLM variant, namely BitNet b1.58, in which every single parameter (or weight) of the LLM is ternary {-1, 0, 1}.”...

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