metadata
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_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: stars
dtype: int64
- name: language
dtype: string
- name: languages
dtype: string
- name: license
dtype: string
splits:
- name: dev
num_bytes: 22190207
num_examples: 2522
download_size: 7090129
dataset_size: 22190207
- 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
- name: test
num_bytes: 110151.56957928803
num_examples: 14
- name: train
num_bytes: 0
num_examples: 0
download_size: 1729686
dataset_size: 4972556.569579288
- 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
- name: test
num_bytes: 41919.049956933675
num_examples: 2
- name: train
num_bytes: 0
num_examples: 0
download_size: 17276012
dataset_size: 48709936.04995693
- 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: stars
dtype: int64
- name: language
dtype: string
- name: languages
dtype: string
- name: license
dtype: string
splits:
- name: dev
num_bytes: 26666884
num_examples: 4339
download_size: 9885350
dataset_size: 26666884
configs:
- config_name: java
data_files:
- split: dev
path: java/dev-*
- 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-*
Bug Localization
This is the data for Bug Localization benchmark.
How-to
Since the dataset is private, if you haven't used HF Hub before, add your token via
huggingface-cli
first:huggingface-cli login
List all the available configs via
datasets.get_dataset_config_names
and choose an appropriate oneLoad the data via
load_dataset
: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
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 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. |
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