Efficient Transformer Inference with Statically Structured Sparse Attention

Author:

Dai Steve1,Genc Hasan2,Venkatesan Rangharajan1,Khailany Brucek1

Affiliation:

1. NVIDIA

2. University of California,Berkeley

Publisher

IEEE

Reference27 articles.

1. Linformer: Self-attention with linear complexity;wang,2020

2. Blockwise self-attention for long document understanding;qiu,2019

3. Longformer: The long-document transformer;beltagy,2020

4. Generating long sequences with sparse transformers;child,2019

5. MAGNet: A Modular Accelerator Generator for Neural Networks

Cited by 2 articles. 订阅此论文施引文献 订阅此论文施引文献,注册后可以免费订阅5篇论文的施引文献,订阅后可以查看论文全部施引文献

1. ALISA: Accelerating Large Language Model Inference via Sparsity-Aware KV Caching;2024 ACM/IEEE 51st Annual International Symposium on Computer Architecture (ISCA);2024-06-29

2. Training and Serving System of Foundation Models: A Comprehensive Survey;IEEE Open Journal of the Computer Society;2024

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