|
--- |
|
license: other |
|
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_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: stars |
|
dtype: int64 |
|
- name: language |
|
dtype: string |
|
- name: languages |
|
dtype: string |
|
- name: license |
|
dtype: string |
|
splits: |
|
- name: dev |
|
num_bytes: 22170031 |
|
num_examples: 2522 |
|
- name: test |
|
num_bytes: 210975.71134020618 |
|
num_examples: 24 |
|
download_size: 7201510 |
|
dataset_size: 22381006.711340208 |
|
- 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_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: stars |
|
dtype: int64 |
|
- name: language |
|
dtype: string |
|
- name: languages |
|
dtype: string |
|
- name: license |
|
dtype: string |
|
splits: |
|
- name: dev |
|
num_bytes: 4862405 |
|
num_examples: 618 |
|
download_size: 1618925 |
|
dataset_size: 4862405 |
|
- 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_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: stars |
|
dtype: int64 |
|
- name: language |
|
dtype: string |
|
- name: languages |
|
dtype: string |
|
- name: license |
|
dtype: string |
|
splits: |
|
- name: dev |
|
num_bytes: 48668017 |
|
num_examples: 2322 |
|
download_size: 17230124 |
|
dataset_size: 48668017 |
|
- 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_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: stars |
|
dtype: int64 |
|
- name: language |
|
dtype: string |
|
- name: languages |
|
dtype: string |
|
- name: license |
|
dtype: string |
|
splits: |
|
- name: dev |
|
num_bytes: 26632172 |
|
num_examples: 4339 |
|
- name: test |
|
num_bytes: 24551.437658446648 |
|
num_examples: 4 |
|
- name: train |
|
num_bytes: 0.0 |
|
num_examples: 0 |
|
download_size: 9927211 |
|
dataset_size: 26656723.437658448 |
|
configs: |
|
- config_name: java |
|
data_files: |
|
- split: dev |
|
path: java/dev-* |
|
- split: test |
|
path: java/test-* |
|
- 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-* |
|
--- |
|
|
|
# Bug Localization |
|
This is the data for **Bug Localization** benchmark. |
|
|
|
## 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 |
