Yongchang Hao

yongchanghao

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reacted to their post with πŸ”₯ 4 months ago
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3769
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)
posted an update 4 months ago
view post
Post
3769
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)
New activity in EleutherAI/coqa 5 months ago
New activity in THUDM/LongBench 6 months ago
New activity in Anthropic/hh-rlhf about 2 years ago
New activity in google/bigbench about 2 years ago

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#5 opened about 2 years ago by
yongchanghao