metadata

language:
  - en
license: apache-2.0
task_categories:
  - text-generation
pretty_name: LCA (Bug Localization)
tags:
  - code
dataset_info:
  - config_name: java
    features:
      - name: id
        dtype: int64
      - name: text_id
        dtype: string
      - 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: links_count
        dtype: int64
      - name: link_keyword
        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: repo_symbols_count
        dtype: int64
      - name: repo_tokens_count
        dtype: int64
      - name: repo_lines_count
        dtype: int64
      - name: repo_files_without_tests_count
        dtype: int64
      - name: changed_symbols_count
        dtype: int64
      - name: changed_tokens_count
        dtype: int64
      - name: changed_lines_count
        dtype: int64
      - name: changed_files_without_tests_count
        dtype: int64
      - name: issue_symbols_count
        dtype: int64
      - name: issue_words_count
        dtype: int64
      - name: issue_tokens_count
        dtype: int64
      - name: issue_lines_count
        dtype: int64
      - name: issue_links_count
        dtype: int64
      - name: issue_code_blocks_count
        dtype: int64
      - name: pull_create_at
        dtype: timestamp[s]
      - name: repo_stars
        dtype: int64
      - name: repo_language
        dtype: string
      - name: repo_languages
        dtype: string
      - name: repo_license
        dtype: string
    splits:
      - name: dev
        num_bytes: 22190207
        num_examples: 2522
      - name: test
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        num_examples: 50
      - name: train
        num_bytes: 21750274.26804124
        num_examples: 2472
    download_size: 14252663
    dataset_size: 44380414
  - config_name: kt
    features:
      - name: id
        dtype: int64
      - name: text_id
        dtype: string
      - name: repo_owner
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      - name: repo_name
        dtype: string
      - name: issue_url
        dtype: string
      - name: pull_url
        dtype: string
      - name: comment_url
        dtype: string
      - name: links_count
        dtype: int64
      - name: link_keyword
        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
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      - 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: repo_symbols_count
        dtype: int64
      - name: repo_tokens_count
        dtype: int64
      - name: repo_lines_count
        dtype: int64
      - name: repo_files_without_tests_count
        dtype: int64
      - name: changed_symbols_count
        dtype: int64
      - name: changed_tokens_count
        dtype: int64
      - name: changed_lines_count
        dtype: int64
      - name: changed_files_without_tests_count
        dtype: int64
      - name: issue_symbols_count
        dtype: int64
      - name: issue_words_count
        dtype: int64
      - name: issue_tokens_count
        dtype: int64
      - name: issue_lines_count
        dtype: int64
      - name: issue_links_count
        dtype: int64
      - name: issue_code_blocks_count
        dtype: int64
      - name: pull_create_at
        dtype: timestamp[s]
      - name: repo_stars
        dtype: int64
      - name: repo_language
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      - name: repo_languages
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      - name: repo_license
        dtype: string
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        num_examples: 618
      - name: test
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        num_examples: 50
      - name: train
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        num_examples: 568
    download_size: 3298535
    dataset_size: 9734698
  - config_name: py
    features:
      - name: id
        dtype: int64
      - name: text_id
        dtype: string
      - 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: links_count
        dtype: int64
      - name: link_keyword
        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: repo_symbols_count
        dtype: int64
      - name: repo_tokens_count
        dtype: int64
      - name: repo_lines_count
        dtype: int64
      - name: repo_files_without_tests_count
        dtype: int64
      - name: changed_symbols_count
        dtype: int64
      - name: changed_tokens_count
        dtype: int64
      - name: changed_lines_count
        dtype: int64
      - name: changed_files_without_tests_count
        dtype: int64
      - name: issue_symbols_count
        dtype: int64
      - name: issue_words_count
        dtype: int64
      - name: issue_tokens_count
        dtype: int64
      - name: issue_lines_count
        dtype: int64
      - name: issue_links_count
        dtype: int64
      - name: issue_code_blocks_count
        dtype: int64
      - name: pull_create_at
        dtype: timestamp[s]
      - name: repo_stars
        dtype: int64
      - name: repo_language
        dtype: string
      - name: repo_languages
        dtype: string
      - name: repo_license
        dtype: string
    splits:
      - name: dev
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        num_examples: 4339
      - name: test
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        num_examples: 50
      - name: train
        num_bytes: 26359591.029269416
        num_examples: 4289
    download_size: 19864708
    dataset_size: 53333768
configs:
  - config_name: py
    data_files:
      - split: dev
        path: py/dev-*
      - split: test
        path: py/test-*
      - split: train
        path: py/train-*
  - config_name: java
    data_files:
      - split: dev
        path: java/dev-*
      - split: test
        path: java/test-*
      - split: train
        path: java/train-*
  - config_name: kt
    data_files:
      - split: dev
        path: kt/dev-*
      - split: test
        path: kt/test-*
      - split: train
        path: kt/train-*

🏟️ Long Code Arena (Bug localization)

This is the benchmark for the Bug localization task as part of the 🏟️ Long Code Arena benchmark.

The bug localization problem can be formulated as follows: given an issue with a bug description and a repository snapshot in a state where the bug is reproducible, identify the files within the repository that need to be modified to address the reported bug.

The dataset provides all the required components for evaluation of bug localization approaches in real project-level large-scale data collected from GitHub, including:

Bug issue description;
Repositories, from which the content can be extracted at the state of the commit SHA where the bug is reproducible;
List of files that should be changed in order to solve the bug;
Other additional data and metrics that can be useful in developing new approaches.

All the repositories are published under permissive licenses (MIT, Apache-2.0, BSD-3-Clause, and BSD-2-Clause). The datapoints can be removed upon request.

The collected dataset was carefully filtered, enhanced with useful metrics and, what's more, manually labeled, which assures the data quality and provides a golden subset of good examples for evaluation.
Moreover, the dataset was split into several categories, namely:

Category	Description	Number of data points
`py`	Only `.py` files in changes	4,339
`java`	Only `.java` files in changes	2,522
`kt`	Only `.kt` files in changes	618

...and splits, namely:

Split	Description
`dev`	All collected datapoints
`test`	Manually verified datapoints
`train`	Rest of the datapoint from `dev` without `test`

The results of evaluation of various bug localization approaches can be found in the Long Code Arena 🏟 leaderboard.

The following sections describe the utilities around the dataset, as well as dataset content.

How-to

Load the data via load_dataset:

from datasets import load_dataset

# Select a configuration from ["py", "java", "kt"]
configuration = "py"
# Select a split from ["dev", "train", "test"]
split = "dev"
# Load data
dataset = load_dataset("JetBrains-Research/lca-bug-localization", configuration, split=split)

Load repos via hf_hub_download:

from huggingface_hub import hf_hub_download
from datasets import load_dataset
import zipfile
import os

# Load json with list of repos' .tar.gz file paths
paths_json = load_dataset("JetBrains-Research/lca-bug-localization", data_files="repos.json")

# Load each repo in .tar.gz format, unzip, delete archive
repos = paths_json[configuration][0]
repos_path = "path/to/repos"

for i, repo_zip_path in enumerate(repos):
    repo_name = os.path.basename(repo_zip_path).split('.')[0]
    repo_path = os.path.join(repos_path, repo_name)

    # Load repo zip
    local_repo_zip_path = hf_hub_download(
        "JetBrains-Research/lca-bug-localization",
        filename=repo_zip_path,
        repo_type="dataset",
        local_dir="path/to/zips"
    )

    # Unzip repo
    with zipfile.ZipFile(local_repo_zip_path, 'r') as zip_ref:
        zip_ref.extractall(repo_path)
    os.remove(local_repo_zip_path)

Data streaming via HFDataSource. Besides data loading, HFDataSource returns a datapoint for running the baseline along with the content of the repository at the state where the bug is reproducible (aka base_sha commit of the pull request that resloves the bug issue).
All source code for working with the Git history of repositories (commits, diffs, etc.) is available in git_utils.py, as is an example of baselines, utilizing this dataset.

Bug localization data

Each datapoint contains the main fields, as well as additional metrics calculated on them.
The main fields are:

Field	Description
`repo_owner`	Owner of the repository with the bug issue.
`repo_name`	Name of the repository with the bug issue.
`issue_url`	GitHub link to the issue `https://github.com/{repo_owner}/{repo_name}/issues/{issue_id}`.
`pull_url`	GitHub link to the pull request `https://github.com/{repo_owner}/{repo_name}/pull/{pull_id}`.
`comment_url`	GitHub link to the comment with a reference from pull request to issue `https://github.com/{repo_owner}/{repo_name}/pull/{pull_id}#issuecomment-{comment_id}`.
`issue_title`	Issue title.
`issue_body`	Issue body.
`base_sha`	Base SHA of the pull request.
`head_sha`	Head SHA of the pull request.
`diff_url`	Link to the diff between the base and the head SHA `https://github.com/{repo_owner}/{repo_name}/compare/{base_sha}...{head_sha}`.
`diff`	Content of the diff.
`pull_create_at`	Date of pull request creation in the `yyyy-mm-ddThh:mm:ssZ` format.
`repo_stars`	Number of stars of the repo.
`changed_files`*	List of the changed files parsed from diff.
`repo_language`	Main programming language used in the repository.
`repo_languages`	All programming languages used in the repository.
`repo_license`	License assigned to the repository.

* Excluding test files that do not contain bug causes, rather changed in order to add tests for proving that the bug is gone.

The metrics-related fields are:

Field	Description
`changed_files_exts`	Dictionary from the extension of changed files to their count.
`changed_files_count`	Number of changed files.
`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.
`repo_symbols_count`*	Number of symbols in the repository.
`repo_tokens_count`*	Number of tokens** in the files of the repository.
`repo_lines_count`*	Number of lines in the files of the repository.
`repo_files_without_tests_count`*	Number of files in the repository.
`changed_symbols_count`*	Number of symbols in the changed lines in diff.
`changed_tokens_count`*	Number of tokens** in the changed lines in diff.
`changed_lines_count`*	Number of changed lines in diff (including added and deleted).
`changed_files_without_tests_count`*	Number of files in diff.
`issue_symbols_count`*	Number of symbols in the issue body.
`issue_words_count`*	Number of words in the issue body (separated by space symbols).
`issue_tokens_count`*	Number of tokens** in the issue body.
`issue_lines_count`*	Number of text lines in the issue body (separated by `\\n`).
`issue_links_count`	Number of links ([...](...)) present in the issue body.
`issue_code_blocks_count`	Number of code blocks (```...```) present in the issue body.

* Excluding test files that do not contain bug causes, rather changed in order to add tests for proving that the bug is gone.
** Using GPT-4 tokenizer via ticktoken.

Repositories data

The compressed repositories are provided in the repos section, separately from datapoints, to provide access to the various stages of repositories, saving their initial structure, as well as to reuse their content for different datapoints connected to the same repository. To extract the required information from repositories, each zip file should be unarchived. Afterwords, we recommend to use GitPython or PyDriller Python libraries to navigate through the repository history and extract its content on the required commit or calculate diff. Most of the required utility methods are provided in our repository in the git_utils.py file, so you may reuse them to access the required repository data.

Citing

@article{bogomolov2024long,
  title={Long Code Arena: a Set of Benchmarks for Long-Context Code Models},
  author={Bogomolov, Egor and Eliseeva, Aleksandra and Galimzyanov, Timur and Glukhov, Evgeniy and Shapkin, Anton and Tigina, Maria and Golubev, Yaroslav and Kovrigin, Alexander and van Deursen, Arie and Izadi, Maliheh and Bryksin, Timofey},
  journal={arXiv preprint arXiv:2406.11612},
  year={2024}
}

You can find the paper here.