Datasets:
Tasks:
Other
Languages:
English
Multilinguality:
monolingual
Size Categories:
100K<n<1M
Language Creators:
machine-generated
Annotations Creators:
no-annotation
Source Datasets:
original
License:
| annotations_creators: | |
| - no-annotation | |
| language_creators: | |
| - machine-generated | |
| language: | |
| - en | |
| license: | |
| - apache-2.0 | |
| multilinguality: | |
| - monolingual | |
| size_categories: | |
| - 100K<n<1M | |
| source_datasets: | |
| - original | |
| task_categories: | |
| - other | |
| task_ids: [] | |
| paperswithcode_id: eth-py150-open | |
| pretty_name: ethpy150open | |
| tags: | |
| - contextual-embeddings | |
| dataset_info: | |
| features: | |
| - name: filepath | |
| dtype: string | |
| - name: license | |
| dtype: string | |
| config_name: eth_py150_open | |
| splits: | |
| - name: train | |
| num_bytes: 5414978 | |
| num_examples: 74749 | |
| - name: test | |
| num_bytes: 3006199 | |
| num_examples: 41457 | |
| - name: validation | |
| num_bytes: 598524 | |
| num_examples: 8302 | |
| download_size: 13875671 | |
| dataset_size: 9019701 | |
| # Dataset Card for ethpy150open | |
| ## Table of Contents | |
| - [Dataset Description](#dataset-description) | |
| - [Dataset Summary](#dataset-summary) | |
| - [Supported Tasks and Leaderboards](#supported-tasks-and-leaderboards) | |
| - [Languages](#languages) | |
| - [Dataset Structure](#dataset-structure) | |
| - [Data Instances](#data-instances) | |
| - [Data Fields](#data-fields) | |
| - [Data Splits](#data-splits) | |
| - [Dataset Creation](#dataset-creation) | |
| - [Curation Rationale](#curation-rationale) | |
| - [Source Data](#source-data) | |
| - [Annotations](#annotations) | |
| - [Personal and Sensitive Information](#personal-and-sensitive-information) | |
| - [Considerations for Using the Data](#considerations-for-using-the-data) | |
| - [Social Impact of Dataset](#social-impact-of-dataset) | |
| - [Discussion of Biases](#discussion-of-biases) | |
| - [Other Known Limitations](#other-known-limitations) | |
| - [Additional Information](#additional-information) | |
| - [Dataset Curators](#dataset-curators) | |
| - [Licensing Information](#licensing-information) | |
| - [Citation Information](#citation-information) | |
| - [Contributions](#contributions) | |
| ## Dataset Description | |
| - **Homepage:** https://www.sri.inf.ethz.ch/py150 | |
| - **Repository:** https://github.com/google-research-datasets/eth_py150_open | |
| - **Paper:** https://proceedings.icml.cc/static/paper_files/icml/2020/5401-Paper.pdf | |
| - **Leaderboard:** None | |
| - **Point of Contact:** Aditya Kanade <kanade@iisc.ac.in>, Petros Maniatis <maniatis@google.com> | |
| ### Dataset Summary | |
| A redistributable subset of the [ETH Py150 corpus](https://www.sri.inf.ethz.ch/py150), introduced in the ICML 2020 paper ['Learning and Evaluating Contextual Embedding of Source Code'](https://proceedings.icml.cc/static/paper_files/icml/2020/5401-Paper.pdf) | |
| ### Supported Tasks and Leaderboards | |
| [More Information Needed] | |
| ### Languages | |
| English | |
| ## Dataset Structure | |
| List of dicts of | |
| { | |
| "filepath": The relative URL containing the path to the file on GitHub | |
| "license": The license used for that specific file or repository | |
| } | |
| ### Data Instances | |
| { | |
| "filepath": "0rpc/zerorpc-python/setup.py", | |
| "license": "mit" | |
| }, | |
| { | |
| "filepath": "0rpc/zerorpc-python/zerorpc/heartbeat.py", | |
| "license": "mit" | |
| }, | |
| ### Data Fields | |
| - `filepath`: The relative URL containing the path to the file on GitHub | |
| - `license`: The license used for that specific file or repository | |
| ### Data Splits | |
| | | Train | Valid | Test | | |
| | ----- | ------- | ----- | ----- | | |
| | Dataset Split | 74749 | 8302 | 41457 | | |
| ## Dataset Creation | |
| The original dataset is at https://www.sri.inf.ethz.ch/py150 | |
| ### Curation Rationale | |
| To generate a more redistributable version of the dataset | |
| ### Source Data | |
| #### Initial Data Collection and Normalization | |
| All the urls are filepaths relative to GitHub and the master branch was used as available at the time | |
| #### Who are the source language producers? | |
| [More Information Needed] | |
| ### Annotations | |
| #### Annotation process | |
| [More Information Needed] | |
| #### Who are the annotators? | |
| [More Information Needed] | |
| ### Personal and Sensitive Information | |
| [More Information Needed] | |
| ## Considerations for Using the Data | |
| ### Social Impact of Dataset | |
| [More Information Needed] | |
| ### Discussion of Biases | |
| [More Information Needed] | |
| ### Other Known Limitations | |
| [More Information Needed] | |
| ## Additional Information | |
| ### Dataset Curators | |
| [More Information Needed] | |
| ### Licensing Information | |
| Apache License 2.0 | |
| ### Citation Information | |
| @inproceedings{kanade2020learning, | |
| title={Learning and Evaluating Contextual Embedding of Source Code}, | |
| author={Kanade, Aditya and Maniatis, Petros and Balakrishnan, Gogul and Shi, Kensen}, | |
| booktitle={International Conference on Machine Learning}, | |
| pages={5110--5121}, | |
| year={2020}, | |
| organization={PMLR} | |
| } | |
| ### Contributions | |
| Thanks to [@Bharat123rox](https://github.com/Bharat123rox) for adding this dataset. |