--- 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: links_count dtype: int64 - 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 - name: language dtype: string - name: languages dtype: string - name: license dtype: string splits: - name: dev num_bytes: 22706780 num_examples: 1059 - name: test num_bytes: 428834.3720491029 num_examples: 20 - name: train num_bytes: 0.0 num_examples: 0 download_size: 5684442 dataset_size: 23135614.372049104 - 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: links_count dtype: int64 - 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 - name: language dtype: string - name: languages dtype: string - name: license dtype: string splits: - name: dev num_bytes: 2174409 num_examples: 173 - name: test num_bytes: 276514.4393063584 num_examples: 22 - name: train num_bytes: 0.0 num_examples: 0 download_size: 803491 dataset_size: 2450923.4393063583 - 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: links_count dtype: int64 - 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 - name: language dtype: string - name: languages dtype: string - name: license dtype: string splits: - name: dev num_bytes: 1566517441 num_examples: 3846 - name: test num_bytes: 407310.8270930837 num_examples: 1 - name: train num_bytes: 0.0 num_examples: 0 download_size: 496233475 dataset_size: 1566924751.8270931 - 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: issue_title dtype: string - name: link_keyword 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_count dtype: int64 - name: java_changed_files_count dtype: int64 - name: py_changed_files_count dtype: int64 - name: kt_changed_files_count dtype: int64 - name: code_changed_files_count dtype: int64 - name: changed_files_exts dtype: string - name: pull_create_at dtype: timestamp[s] - name: stars dtype: int64 - name: language dtype: string - name: languages dtype: string - name: license dtype: string splits: - name: dev num_bytes: 30149649 num_examples: 4568 download_size: 10930678 dataset_size: 30149649 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-* --- # 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`](https://huggingface.co/docs/datasets/v2.14.3/en/package_reference/loading_methods#datasets.get_dataset_config_names) and choose an appropriate one 3. Load the data via [`load_dataset`](https://huggingface.co/docs/datasets/v2.14.3/en/package_reference/loading_methods#datasets.load_dataset): ```py 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`](https://huggingface.co/docs/huggingface_hub/v0.20.3/en/package_reference/file_download#huggingface_hub.hf_hub_download) ```py 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