README.md

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: kt
    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: 460279
        num_examples: 42
    download_size: 192059
    dataset_size: 460279
  - 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: kt
    data_files:
      - split: dev
        path: kt/dev-*
  - 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

1. Since the dataset is private, if you haven't used HF Hub before, add your token via huggingface-cli first:

   huggingface-cli login
   

2. List all the available configs via datasets.get_dataset_config_names and choose an appropriate one

3. Load 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