Datasets:
Tasks:
Text Generation
Formats:
parquet
Languages:
English
Size:
10K - 100K
ArXiv:
Tags:
code
DOI:
License:
File size: 9,703 Bytes
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---
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:
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num_examples: 1059
- name: test
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num_examples: 20
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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:
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num_examples: 0
download_size: 803491
dataset_size: 2450923.4393063583
- config_name: mixed
features:
- name: id
dtype: int64
- name: repo_owner
dtype: string
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- name: issue_url
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- name: comment_url
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- name: links_count
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- name: issue_title
dtype: string
- name: issue_body
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- name: base_sha
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- name: head_sha
dtype: string
- name: diff_url
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- name: diff
dtype: string
- name: changed_files
dtype: string
- name: changed_files_exts
dtype: string
- name: changed_files_count
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- 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
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- name: languages
dtype: string
- name: license
dtype: string
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- config_name: py
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dtype: int64
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dtype: string
- name: repo_name
dtype: string
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dtype: string
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dtype: string
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dtype: int64
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dtype: string
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dtype: string
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dtype: int64
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dtype: int64
- name: kt_changed_files_count
dtype: int64
- name: py_changed_files_count
dtype: int64
- name: code_changed_files_count
dtype: int64
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dtype: string
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dtype: int64
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dtype: string
- name: languages
dtype: string
- name: license
dtype: string
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num_examples: 21
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num_examples: 0
download_size: 12134391
dataset_size: 35709472.25969485
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-*
- 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 |