License: Creative Commons Attribution 3.0 Unported license (CC-BY 3.0)
When quoting this document, please refer to the following
DOI: 10.4230/DARTS.6.2.6
URN: urn:nbn:de:0030-drops-132035
URL: https://drops.dagstuhl.de/opus/volltexte/2020/13203/
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Lagouvardos, Sifis ; Dolby, Julian ; Grech, Neville ; Antoniadis, Anastasios ; Smaragdakis, Yannis

Static Analysis of Shape in TensorFlow Programs (Artifact)

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Abstract

These instructions are intended for using the artifact for our ECOOP'20 paper entitled "Static Analysis of Shape in TensorFlow Programs". They can be used to run Pythia - the tool implementing the paper’s analysis - on the paper’s evaluation set demonstrating bug detection in the most precise configuration of our analysis as well as the precision of the analysis under different configurations.

BibTeX - Entry

@Article{lagouvardos_et_al:DARTS:2020:13203,
  author =	{Sifis Lagouvardos and Julian Dolby and Neville Grech and Anastasios Antoniadis and Yannis Smaragdakis},
  title =	{{Static Analysis of Shape in TensorFlow Programs (Artifact)}},
  pages =	{6:1--6:3},
  journal =	{Dagstuhl Artifacts Series},
  ISSN =	{2509-8195},
  year =	{2020},
  volume =	{6},
  number =	{2},
  publisher =	{Schloss Dagstuhl--Leibniz-Zentrum f{\"u}r Informatik},
  address =	{Dagstuhl, Germany},
  URL =		{https://drops.dagstuhl.de/opus/volltexte/2020/13203},
  URN =		{urn:nbn:de:0030-drops-132035},
  doi =		{10.4230/DARTS.6.2.6},
  annote =	{Keywords: Python, TensorFlow, static analysis, Doop, Wala}
}

Keywords: Python, TensorFlow, static analysis, Doop, Wala
Collection: DARTS, Volume 6, Issue 2, Special Issue of the 34th European Conference on Object-Oriented Programming (ECOOP 2020)
Related Scholarly Article: https://doi.org/10.4230/LIPIcs.ECOOP.2020.15
Issue Date: 2020
Date of publication: 06.11.2020


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