Datasets:
Tasks:
Text Generation
Modalities:
Text
Sub-tasks:
language-modeling
Languages:
English
Size:
10M - 100M
License:
Commit
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Parent(s):
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README.md
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---
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languages:
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- en
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source_datasets:
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task_categories:
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task_ids:
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- language-modeling
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---
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```
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```latex
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journal = {GitHub repository},
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url = {https://github.com/shibing624/code-autocomplete},
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}
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```
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### Contributions
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Thanks to [shibing624](https://github.com/shibing624)
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---
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annotations_creators:
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- no-annotation
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language_creators:
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- crowdsourced
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languages:
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- en
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licenses:
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- cc-by-4-0
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- gfdl-1-3-or-later
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multilinguality:
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- monolingual
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size_categories:
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- 100M<n<200M
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source_datasets:
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- https://github.com/shibing624/code-autocomplete
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- https://github.com/bharathgs/Awesome-pytorch-list
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- https://github.com/akullpp/awesome-java
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- https://github.com/fffaraz/awesome-cpp
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task_categories:
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- sequence-modeling
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task_ids:
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- language-modeling
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---
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# Dataset Card for "SourceCode"
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## Table of Contents
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- [Dataset Description](#dataset-description)
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- [Dataset Summary](#dataset-summary)
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- [Supported Tasks and Leaderboards](#supported-tasks-and-leaderboards)
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- [Languages](#languages)
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- [Dataset Structure](#dataset-structure)
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- [Data Instances](#data-instances)
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- [Data Fields](#data-fields)
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- [Data Splits](#data-splits)
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- [Dataset Creation](#dataset-creation)
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- [Curation Rationale](#curation-rationale)
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- [Source Data](#source-data)
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- [Annotations](#annotations)
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- [Personal and Sensitive Information](#personal-and-sensitive-information)
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- [Considerations for Using the Data](#considerations-for-using-the-data)
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- [Social Impact of Dataset](#social-impact-of-dataset)
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- [Discussion of Biases](#discussion-of-biases)
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- [Other Known Limitations](#other-known-limitations)
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- [Additional Information](#additional-information)
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- [Dataset Curators](#dataset-curators)
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- [Licensing Information](#licensing-information)
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- [Citation Information](#citation-information)
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- [Contributions](#contributions)
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## Dataset Description
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- **Repository:** [code-autocomplete](https://github.com/shibing624/code-autocomplete)
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- **Leaderboard:** [leaderboard](https://github.com/shibing624/code-autocomplete) (located on the homepage)
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- **Size of downloaded dataset files:** 105 MB
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- **Total amount of disk used:** 570 MB
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### Dataset Summary
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Source code dataset is a collection of Github awesome repos, it contains Python, Java, C++, and other programming languages.
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This dataset can be used in different NLP tasks like language modeling and text generation tasks.
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```python
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PYTHON_CODE_HOME = "https://github.com/bharathgs/Awesome-pytorch-list"
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JAVA_CODE_HOME = "https://github.com/akullpp/awesome-java"
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CPP_CODE_HOME = "https://github.com/fffaraz/awesome-cpp"
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```
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### Supported Tasks and Leaderboards
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- language modeling
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- code generation tasks:
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**Leaderboard:** [code-autocomplete](https://github.com/shibing624/code-autocomplete)
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### Languages
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- programming languages: Python, Java, C++
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- natural language: English
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## Dataset Structure
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### Data Instances
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An example of 'train' looks as follows.
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```
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This example was too long and was cropped:
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{
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"text": """
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import json
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import argparse
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def _parse_args():
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parser = argparse.ArgumentParser(
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description=__doc__,
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formatter_class=argparse.RawTextHelpFormatter,
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)
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parser.add_argument(
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'--model-file',
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required=True,
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help=(
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'A pt file from '
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'https://github.com/pytorch/fairseq/tree/main/examples/hubert'
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)
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)
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return parser.parse_args()
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"""
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}
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```
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### Data Fields
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The data fields are the same among all splits.
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- `text`: a `string` feature.
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### Data Splits
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#### python
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```shell
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$ wc -l python/*
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10000 python/test.txt
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5215412 python/train.txt
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10000 python/valid.txt
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5235412 total
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```
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#### java
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```shell
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$ wc -l java/*
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950083 java/test.txt
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2802880 java/train.txt
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940803 java/valid.txt
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4693766 total
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```
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#### cpp
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```shell
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$ wc -l cpp/*
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1060014 cpp/test.txt
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3119241 cpp/train.txt
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1099124 cpp/valid.txt
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5278379 total
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```
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## Dataset Creation
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### Curation Rationale
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As code generation dataset, I upload it to huggingface datasets.
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### Source Data
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#### Initial Data Collection and Normalization
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#### Who are the source language producers?
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Citation:
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APA:
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```latex
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Xu, M. code-autocomplete: Code AutoComplete with GPT2 model (Version 0.0.4) [Computer software]. https://github.com/shibing624/code-autocomplete
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```
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BibTeX:
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```latex
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@software{Xu_code-autocomplete_Code_AutoComplete,
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author = {Xu, Ming},
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title = {code-autocomplete: Code AutoComplete with GPT2 model},
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url = {https://github.com/shibing624/code-autocomplete},
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version = {0.0.4}
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}
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```
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### Annotations
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#### Annotation process
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#### Who are the annotators?
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nobody
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### Personal and Sensitive Information
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## Considerations for Using the Data
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### Social Impact of Dataset
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This dataset was developed as a benchmark for evaluating code generation model.
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### Discussion of Biases
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### Other Known Limitations
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## Additional Information
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### Dataset Curators
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Github awesome programing code repos.
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### Licensing Information
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For research use only.
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### Contributions
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Thanks to [@shibing624](https://github.com/shibing624) add this dataset.
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