README.md

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: 4310928
        num_examples: 335
      - name: test
        num_bytes: 12868.441791044776
        num_examples: 1
      - name: train
        num_bytes: 4298059.558208955
        num_examples: 334
    download_size: 7981103
    dataset_size: 8621856
  - 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: test
        num_bytes: 0
        num_examples: 0
      - name: train
        num_bytes: 262514.97142857144
        num_examples: 34
      - name: dev
        num_bytes: 270236
        num_examples: 35
    download_size: 656336
    dataset_size: 532750.9714285715
  - 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: 93329021
        num_examples: 641
      - name: test
        num_bytes: 0
        num_examples: 0
      - name: train
        num_bytes: 93183421.90327613
        num_examples: 640
    download_size: 167025038
    dataset_size: 186512442.90327615
  - 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: 7561415
        num_examples: 917
      - name: test
        num_bytes: 247374.5365321701
        num_examples: 30
      - name: train
        num_bytes: 7314040.46346783
        num_examples: 887
    download_size: 17989650
    dataset_size: 15122830
configs:
  - 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-*
  - config_name: mixed
    data_files:
      - split: dev
        path: mixed/dev-*
      - split: test
        path: mixed/test-*
      - split: train
        path: mixed/train-*
  - config_name: py
    data_files:
      - split: dev
        path: py/dev-*
      - split: test
        path: py/test-*
      - split: train
        path: py/train-*

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

4. Load repos via hf_hub_download

   from huggingface_hub import hf_hub_download
   from datasets import load_dataset
   
   # Load json with list of repos' .tar.gz file paths
   paths_json = load_dataset("JetBrains-Research/lca-bug-localization", data_files="paths.json")
   
   # Load each repo in .tar.gz format, unzip, delete archive
   repos = paths_json["repos"][0]
   
   for i, repo_tar_path in enumerate(repos):
   
       local_repo_tars = hf_hub_download(
           "JetBrains-Research/lca-bug-localization",
           filename=repo_tar_path,
           repo_type="dataset",
           local_dir="local/dir"
       )
   
       result = subprocess.run(["tar", "-xzf", local_repo_tars, "-C", os.path.join("local/dir", "repos")])
       os.remove(local_repo_tars)
   

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.
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.
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