--- 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: 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 num_bytes: 439932.73195876286 num_examples: 50 - name: train num_bytes: 21750274.26804124 num_examples: 2472 download_size: 14252663 dataset_size: 44380414.0 - config_name: kt 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: 4867349 num_examples: 618 - name: test num_bytes: 393798.4627831715 num_examples: 50 - name: train num_bytes: 4473550.537216828 num_examples: 568 download_size: 3298535 dataset_size: 9734698.0 - config_name: mixed 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: 48686593 num_examples: 2322 - name: test num_bytes: 20967.524978466838 num_examples: 1 - name: train num_bytes: 48665625.47502153 num_examples: 2321 download_size: 34517193 dataset_size: 97373186.0 - 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 num_bytes: 26666884 num_examples: 4339 - name: test num_bytes: 307292.97073058307 num_examples: 50 - name: train num_bytes: 26359591.029269416 num_examples: 4289 download_size: 19864708 dataset_size: 53333768.0 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 * 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) ``` * 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 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="paths.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 by [HFDataSource](https://github.com/JetBrains-Research/lca-baselines/blob/main/bug_localization/src/baselines/data_sources/hf_data_source.py) \ Besides data loading, `HFDataSource` returns data point for running baseline along with the content of the repository in the state the bug is reproducible (aka `base_sha` commit of the pull request which resloves the bug issue). \ All source code for working with the GitHub history of repositories (commits, diffs, etc.) are available in [`git_utils.py`](https://github.com/JetBrains-Research/lca-baselines/blob/main/bug_localization/src/utils/git_utils.py) as so as example of baselines, utilizes this dataset. ## 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. | | `issue_tokens_count`* | Number of tokens* in issue body (separated by \\n). | | `issue_lines_count`* | Number of text lines in issue body (separated by \\n). | | `issue_links_count` | Number of links (\[...\](...)) presented in issue body. | | `issue_code_blocks_count` | Number of code blocks (\`\`\`...\`\`\`) presented in issue body. | | `pull_create_at` | Data of pull request creation in format yyyy-mm-ddThh:mm:ssZ. | | `repo_stars` | Number of repo stars. | | `repo_language` | Main programming language used in the repository. | | `repo_languages` | All programming languages used in the repository. | | `repo_license` | Licenses assigned to the repository. | ### Repos data TODO: describe repos data as `.zip` archives with list of repos metadata