Datasets:
Tasks:
Text Generation
Formats:
parquet
Languages:
English
Size:
10K - 100K
ArXiv:
Tags:
code
DOI:
License:
File size: 13,955 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: 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:
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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
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num_examples: 618
- name: test
num_bytes: 393798.4627831715
num_examples: 50
- name: train
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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
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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
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dtype: int64
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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
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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, providing the state of the repository where bug is reproducable, by extraction repository content for the moment of the base commit sha of fixing pull request.
## 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. |
| `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 |