STI: Turbocharge NLP Inference at the Edge via Elastic Pipelining

Author:

Guo Liwei1,Choe Wonkyo1,Lin Felix Xiaozhu1

Affiliation:

1. University of Virginia, USA

Funder

NSF

Virginia Commonwealth Cyber Initiative

Publisher

ACM

Reference67 articles.

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2. 2022. PyTorch. https://pytorch.org/ (Accessed on 03/14/2022) 2022. PyTorch. https://pytorch.org/ (Accessed on 03/14/2022)

3. 2022. PyTorch 1.11 TorchData and functorch are now available | PyTorch. https://pytorch.org/blog/pytorch-1.11-released/ (Accessed on 07/07/2022) 2022. PyTorch 1.11 TorchData and functorch are now available | PyTorch. https://pytorch.org/blog/pytorch-1.11-released/ (Accessed on 07/07/2022)

4. 2022. TensorFlow. https://www.tensorflow.org/ (Accessed on 03/14/2022) 2022. TensorFlow. https://www.tensorflow.org/ (Accessed on 03/14/2022)

5. 2022. Version 0.23.2 — scikit-learn 1.1.1 documentation. https://scikit-learn.org/stable/whats_new/v0.23.html (Accessed on 07/07/2022) 2022. Version 0.23.2 — scikit-learn 1.1.1 documentation. https://scikit-learn.org/stable/whats_new/v0.23.html (Accessed on 07/07/2022)

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1. OTAS: An Elastic Transformer Serving System via Token Adaptation;IEEE INFOCOM 2024 - IEEE Conference on Computer Communications;2024-05-20

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

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