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Yongchang Hao's picture
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Yongchang Hao

yongchanghao
AyoubChLin's profile picture gustavoia2023's profile picture pradanaadn's profile picture
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https://yongchanghao.github.io
  • yongchanghao
  • yongchanghao

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We just released a paper (NeuZip) that compresses VRAM in a lossless manner to run larger models. This should be particularly useful when VRAM is insufficient during training/inference. Specifically, we look inside each floating number and find that the exponents are highly compressible (as shown in the figure below).

Read more about the work at NeuZip: Memory-Efficient Training and Inference with Dynamic Compression of Neural Networks (2410.20650)

Papers 3

arxiv:2410.20650
arxiv:2402.03293
arxiv:2210.08708

models 4

yongchanghao/CollabLLM-math-Llama-3.1-8B-Instruct

Text Generation • 8B • Updated Sep 8 • 6 • 1

yongchanghao/CollabLLM-writing-Llama-3.1-8B-Instruct

Text Generation • 8B • Updated Sep 8 • 5 • 1

yongchanghao/CollabLLM-code-Llama-3.1-8B-Instruct

Text Generation • 8B • Updated Sep 8 • 3

yongchanghao/DeepSeek-R1-Distill-Qwen-1.5B

Text Generation • 2B • Updated May 8 • 4

datasets 0

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