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Younes Belkada

2 accepted papers

2023

Distributed Inference and Fine-tuning of Large Language Models Over The Internet

NeurIPS 2023poster

Large language models (LLMs) are useful in many NLP tasks and become more capable with size, with the best open-source models having over 50 billion parameters. However, using these 50B+ models requires high-end hardware, making them inaccessible to most researchers. In this work, we investigate met…

Cited by 56SourcePDFScholar
2022

GPT3.int8(): 8-bit Matrix Multiplication for Transformers at Scale

NeurIPS 2022accept

Large language models have been widely adopted but require significant GPU memory for inference. We develop a procedure for Int8 matrix multiplication for feed-forward and attention projection layers in transformers, which cut the memory needed for inference by half while retaining full precision pe…

Cited by 1133SourcePDFScholar