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HiPy: Extracting High-Level Semantics from Python Code for Data Processing

Published in Proceedings of the ACM on Programming Languages • Oct 8, 2024
Authors:
Michael Jungmair
,
Alexis Engelke
,
Jana Giceva

Abstract

Data science workloads frequently include Python code, but Python’s dynamic nature makes efficient execution hard. Traditional approaches either treat Python as a black box, missing out on optimization potential, or are limited to a narrow domain. However, a deep and efficient integration of user-de...

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