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February 20, 202412 citationsOpen Access

Liger: Interleaving Intra- and Inter-Operator Parallelism for Distributed Large Model Inference

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JDJiangsu DuJWJinhui WeiJJJiazhi Jiang

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Abstract

Distributed large model inference is still in a dilemma where balancing cost and effect. The online scenarios demand intraoperator parallelism to achieve low latency and intensive communications makes it costly. Conversely, the inter-operator parallelism can achieve high throughput with much fewer communications, but it fails to enhance the effectiveness.

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Cite This Study

Du et al. (2024) studied this question.

synapsesocial.com/papers/68e786f4b6db6435876f9463https://doi.org/10.1145/3627535.3638466
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