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ZENODO
Software . 2024
License: CC BY
Data sources: ZENODO
ZENODO
Software . 2024
License: CC BY
Data sources: Datacite
ZENODO
Software . 2024
License: CC BY
Data sources: Datacite
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vAttention: Dynamic Memory Management for Serving LLMs without PagedAttention

Authors: Microsoft Research (India);

vAttention: Dynamic Memory Management for Serving LLMs without PagedAttention

Abstract

vAttention is a simple, performant and more portable dynamic memory manager for serving large language models. Leveraging CUDA support for demand paging, vAttention stores KV cache in contiguous virtual memory and uses on-demand allocation for physical memory. In doing so, we also introduce various LLM-specific optimizations to address the latency and fragmentation challenges that arise when using demand paging to serve LLMs on GPUs. vAttention supports various attention kernels out-of-the-box and significantly improves LLM serving throughput compared to using the state-of-the-art PagedAttention based kernels of FlashAttention and FlashInfer.

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    This is an alternative to the "Influence" indicator, which also reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
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    popularity
    This indicator reflects the "current" impact/attention (the "hype") of an article in the research community at large, based on the underlying citation network.
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    influence
    This indicator reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
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selected citations
These citations are derived from selected sources.
This is an alternative to the "Influence" indicator, which also reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Citations provided by BIP!
popularity
This indicator reflects the "current" impact/attention (the "hype") of an article in the research community at large, based on the underlying citation network.
BIP!Popularity provided by BIP!
influence
This indicator reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Influence provided by BIP!
impulse
This indicator reflects the initial momentum of an article directly after its publication, based on the underlying citation network.
BIP!Impulse provided by BIP!
0
Average
Average
Average