Evol-Instruct-Code-80k-v1 by Kaggle | Other

About this Dataset

Evol-Instruct-Code-80k-v1

Instructional code snippets with corresponding outputs

By Nick Roshdieh (From Huggingface) [source]

About this dataset

The purpose of this dataset is to provide a valuable resource for training and evaluating machine learning models that aim to understand and generate human-readable code instructions. It can be utilized for tasks such as code generation, natural language processing, program synthesis, and automated programming.

The dataset contains diverse examples of programming instructions from various domains, including but not limited to Python, Java, C++, JavaScript, and more. These examples cover a wide range of coding concepts, techniques, algorithms, and problem-solving approaches.

Researchers and developers can use this dataset for various purposes. For instance, it can serve as a benchmark for measuring the performance of code generation or program synthesis models. It can also be leveraged to better understand common patterns in instructional code snippets or to improve tools designed to assist programmers in writing accurate and precise instructions.

It is worth noting that all entries have been carefully curated by domain experts to ensure correctness and quality. Additionally, efforts have been made to remove any sensitive or personally identifiable information from the instructional snippets.

To facilitate usage and integration into different machine learning pipelines or frameworks, this dataset is provided in CSV format under the filename train.csv. The columns are labeled as output, output, instruction, instruction.

Researchers are encouraged to explore this rich repository of instructional code snippets along with their corresponding outputs for advancements in natural language processing applied to programming tasks. Applying machine learning techniques on this data could lead to significant improvements in automated programming tools and ultimately benefit both professional programmers as well as beginners learning coding concepts

Research Ideas

Code generation: This dataset can be used to train models that can generate code snippets based on given instructions. This could be extremely useful for automated code writing or generating templates for software development.

Programming education: This dataset can be utilized to create interactive programming tutorials or tools for learning programming languages. By providing users with code snippets and their outputs, learners can easily understand the concepts and practice coding.

Error detection and debugging: The dataset can also be employed to develop models that automatically detect errors in code by comparing the predicted output with the actual output provided in the dataset. This could help developers identify and fix bugs more efficiently.
These are just a few examples of how this instructional code snippet dataset can be used, but its potential applications extend beyond these ideas as well

Acknowledgements

If you use this dataset in your research, please credit the original authors.
Data Source

License

License: CC0 1.0 Universal (CC0 1.0) - Public Domain Dedication
No Copyright - You can copy, modify, distribute and perform the work, even for commercial purposes, all without asking permission. See Other Information.

Columns

File: train.csv

Column name	Description
output	The expected output or result obtained when executing a particular code snippet. (Text)
instruction	Textual instructions describing what each code snippet is supposed to do or how it should be used. (Text)

Acknowledgements

If you use this dataset in your research, please credit the original authors.
If you use this dataset in your research, please credit Nick Roshdieh (From Huggingface).

Tables

Train

@kaggle.thedevastator_evol_instruct_code_80k_v1_dataset.train

51.23 MB
78264 rows
2 columns


CREATE TABLE train (
  "output" VARCHAR,
  "instruction" VARCHAR
);