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API Lable

A dataset 7,983 library APIs (labelled with workflow stages);

Download API lables

Pipelines

A dataset containing ML pipelines used in RQ1,RQ2,and Empirical Findings.

Download pipelines used in RQ1

Download pipelines used in RQ2

Download pipelines used in Empirical Findings

Download pipelines used in RQ5 (Collected from GitHub and Hugging Face)

Defective Repository

A defective repository

Download API defective repository

Empirical Findings

A list of PLC issues captured by us in real-world pipelines and popular ML libraries

• PLC Issues Repored to ML libraries

  Download PLC issues repored to ML libraries

• PLC Issues Identified in Real Pipelines

  Download PLC issues identified in real pipelines

Help ×

Help ×

We provide a list of PLC issues captured by us in real-world pipelines and popular ML libraries.

1. Go to Empirical Findings page
2. Select a bug and click on reproduce result link.
3. You can find the reproduction results of each version and the related reproduction code.