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Study data

Introduced by Tatiana Castro Vélez et al. in Challenges in Migrating Imperative Deep Learning Programs to Graph Execution: An Empirical Study21 Jan 2022 archive 2025-07-28

Challenges in Migrating Imperative Deep Learning Programs to Graph Execution: An Empirical Study

File Descriptions

File Description
commit_categorizations.csv Categorizations for the commits in our dataset.
commits.csv Information for the commits in our dataset
datasets.csv Contains the names and descriptions of our datasets.
issue_categorizations.csv Categorizations for the chosen issues from our dataset.
issues.csv Information for the issues in our dataset.
pipeline_stages.csv DL pipeline stages and their respective descriptions.
problem_categories.csv Problem categories and their respective descriptions.
problem_causes.csv Problem causes and their respective descriptions.
problem_fixes.csv Problem fixes and their respective descriptions.
problem_symptoms.csv Problem symptoms and their respective descriptions.
studied_subjects_commits.csv Project data for commits.
studied_subjects_issues.csv Project data for issues.

Column Descriptions

commit_categorizations.csv
Column Description
tf.function related fix? TRUE when a bug fix related to tf.function was found and FALSE otherwise. If FALSE, subsequent column values will be blank.
stage DL pipeline stage where the problem fix was found.
issue_categorizations.csv
Column Description
tf.function related problem? TRUE when a bug related to tf.function was found and FALSE otherwise. If FALSE, subsequent column values will be blank.
stage DL pipeline stage where the problem was found.
GH_id GitHub issue unique identifier.
issues.csv
Column Description
GH_id GitHub issue unique identifier.

Benchmarks archive 2025-07-28

No leaderboard in the archive resolves to this dataset.

Papers archive 2025-07-28

No paper in the archive has a leaderboard row on this dataset; the archive counts 2 papers for it but never published that list.

Dataset loaders archive 2025-07-28

No loader listed in the archive.

Tasks archive 2025-07-28

No task tagged in the archive.

License archive 2025-07-28

Creative Commons Attribution 4.0 International

Modalities archive 2025-07-28

Languages archive 2025-07-28

Variants archive 2025-07-28

  • Study data

1 variant name, as the archive lists them.

Report a problem or propose a change · a person checks every report against the paper or source before anything changes; decisions are listed on /corrections