Datasets:
Tasks:
Text Generation
Formats:
parquet
Languages:
English
Size:
10K - 100K
ArXiv:
Tags:
code
DOI:
License:
metadata
language:
- en
license: other
task_categories:
- text-generation
pretty_name: LCA (Bug Localization)
tags:
- code
dataset_info:
- config_name: bug_localization_data
features:
- name: id
dtype: int64
- name: repo_owner
dtype: string
- name: repo_name
dtype: string
- name: issue_url
dtype: string
- name: pull_url
dtype: string
- name: comment_url
dtype: string
- name: issue_title
dtype: string
- name: issue_body
dtype: string
- name: base_sha
dtype: string
- name: head_sha
dtype: string
- name: diff_url
dtype: string
- name: diff
dtype: string
- name: changed_files
dtype: string
- name: changed_files_exts
dtype: string
- name: changed_files_count
dtype: int64
- name: java_changed_files_count
dtype: int64
- name: kt_changed_files_count
dtype: int64
- name: py_changed_files_count
dtype: int64
- name: code_changed_files_count
dtype: int64
- name: pull_create_at
dtype: string
- name: stars
dtype: int64
splits:
- name: train
num_bytes: 290096868
num_examples: 2770
download_size: 113879936
dataset_size: 290096868
- config_name: py
features:
- name: id
dtype: int64
- name: repo_owner
dtype: string
- name: repo_name
dtype: string
- name: issue_url
dtype: string
- name: pull_url
dtype: string
- name: comment_url
dtype: string
- name: issue_title
dtype: string
- name: issue_body
dtype: string
- name: base_sha
dtype: string
- name: head_sha
dtype: string
- name: diff_url
dtype: string
- name: diff
dtype: string
- name: changed_files
dtype: string
- name: changed_files_exts
dtype: string
- name: changed_files_count
dtype: int64
- name: java_changed_files_count
dtype: int64
- name: kt_changed_files_count
dtype: int64
- name: py_changed_files_count
dtype: int64
- name: code_changed_files_count
dtype: int64
- name: pull_create_at
dtype: int64
- name: stars
dtype: int64
splits:
- name: dev
num_bytes: 9965423
num_examples: 1023
download_size: 3821988
dataset_size: 9965423
configs:
- config_name: bug_localization_data
data_files:
- split: train
path: bug_localization_data/train-*
- config_name: py
data_files:
- split: dev
path: py/dev-*
LCA (Bug Localization)
This is the data for Bug Localization benchmark as part of LCA.
How-to
Since the dataset is private, if you haven't used HF Hub before, add your token via
huggingface-cli
first:huggingface-cli login
List all the available configs via
datasets.get_dataset_config_names
and choose an appropriate oneLoad the data via
load_dataset
:from datasets import load_dataset configuration = "TODO" # select a configuration dataset = load_dataset("JetBrains-Research/lca-bug-localization", configuration, split="test")
Some notes:
- All the data we have is considered to be in test split
Dataset Structure
TODO: some overall structure or repo
Bug localization data
This section concerns configuration with full data about each commit (no -labels
suffix).
Each example has the following fields:
Field | Description |
---|---|
repo_owner |
Bug issue repository owner. |
repo_name |
Bug issue repository name. |
issue_url |
GitHub link to issue https://github.com/{repo_owner}/{repo_name}/issues/{issue_id} . |
pull_url |
GitHub link to pull request https://github.com/{repo_owner}/{repo_name}/pull/{pull_id} . |
comment_url |
GitHub link to comment with pull request to issue reference https://github.com/{repo_owner}/{repo_name}/pull/{pull_id}#issuecomment-{comment_id} . |
issue_title |
Issue title. |
issue_body |
Issue body. |
base_sha |
Pull request base sha. |
head_sha |
Pull request head sha. |
diff_url |
Pull request diff url between base and head sha https://github.com/{repo_owner}/{repo_name}/compare/{base_sha}...{head_sha} . |
diff |
Pull request diff content. |
changed_files |
List of changed files parsed from diff. |
changed_files_exts |
Dict from changed files extension to count. |
java_changed_files_count |
Number of changed .java files. |
kt_changed_files_count |
Number of changed .kt files. |
py_changed_files_count |
Number of changed .py files. |
code_changed_files_count |
Number of changed .java , .kt or .py files. |
pull_create_at |
Data of pull request creation in format yyyy-mm-ddThh:mm:ssZ. |
stars |
Number of repo stars. |
Repos data
TODO: describe repos data as .tar.gz
archives with list of repos metadata