license: cc-by-4.0
tags:
- code
Dataset Card for Pipeline2Code
Dataset origin
Code4ML: a Large-scale Dataset of annotated Machine Learning Code
Dataset Summary
This dataset is designed for the iterative generation of Machine Learning (ML) code based on high-level ML pipeline descriptions. It consists of code snippets extracted from Kaggle kernels, organized as Jupyter Notebook snippets. Each kernel includes a set of prompts and completions. The initial prompt contains an token, meta-information about the task the notebook aims to solve, and the semantic type of the code snippet. The final prompt of each kernel consists of the semantic type of the code snippet followed by an token. Each prompt is associated with a code snippet completion. Subsequent prompts include previously generated completions and the semantic type of the snippet.