Compressing pre-trained models of code into 3 MB

Compressing pre-trained models of code into 3 MB

Although large pre-trained models of code have delivered significant advancements in various code processing tasks, there is an impediment to the wide and fluent adoption of these powerful models in software developers’ daily workflow: these large models consume hundreds of megabytes of memory and r...

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Bibliographic Details
Main Authors: SHI, Jieke, YANG, Zhou, XU, Bowen, KANG, Hong Jin, LO, David
Format: text
Language:English
Published: Institutional Knowledge at Singapore Management University 2022
Subjects:
Model compression
Genetic algorithm
Pre-trained models
Software Engineering
Online Access:https://ink.library.smu.edu.sg/sis_research/7725
https://ink.library.smu.edu.sg/context/sis_research/article/8728/viewcontent/3551349.3556964_pvoa.pdf
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Institution: Singapore Management University
Language: English

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https://ink.library.smu.edu.sg/sis_research/7725
https://ink.library.smu.edu.sg/context/sis_research/article/8728/viewcontent/3551349.3556964_pvoa.pdf

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