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JetBrains-Research
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lca-bug-localization

Tasks:
Text Generation
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metadata
language:
  - en
license: other
task_categories:
  - text-generation
pretty_name: LCA (Bug Localization)
tags:
  - code
dataset_info:
  - config_name: java
    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: 7759003
        num_examples: 420
    download_size: 2272289
    dataset_size: 7759003
  - 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: mixed
    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: 271870593
        num_examples: 1285
    download_size: 107710628
    dataset_size: 271870593
  - 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: java
    data_files:
      - split: dev
        path: java/dev-*
  - config_name: kt
    data_files:
      - split: dev
        path: kt/dev-*
  - config_name: mixed
    data_files:
      - split: dev
        path: mixed/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