Datasets:
Tasks:
Text Generation
Formats:
parquet
Languages:
English
Size:
10K - 100K
ArXiv:
Tags:
code
DOI:
License:
| 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: 0.0 | |
| num_examples: 0 | |
| - name: train | |
| num_bytes: 4310928.0 | |
| num_examples: 335 | |
| download_size: 2652077 | |
| dataset_size: 8621856.0 | |
| - 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: 383914.1666666667 | |
| num_examples: 35 | |
| download_size: 129528 | |
| dataset_size: 383914.1666666667 | |
| - 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: 135622087.12140077 | |
| num_examples: 641 | |
| download_size: 41798029 | |
| dataset_size: 135622087.12140077 | |
| - 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: 5996550 | |
| dataset_size: 15122830.0 | |
| 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-* | |
| - config_name: mixed | |
| data_files: | |
| - split: dev | |
| path: mixed/dev-* | |
| - 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`](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 <br> `https://github.com/{repo_owner}/{repo_name}/issues/{issue_id}`. | | |
| | `pull_url` | GitHub link to pull request <br> `https://github.com/{repo_owner}/{repo_name}/pull/{pull_id}`. | | |
| | `comment_url` | GitHub link to comment with pull request to issue reference <br> `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 <br> `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 |