--- 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`](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): ``` 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