Datasets:
Tasks:
Text Generation
Formats:
parquet
Languages:
English
Size:
10K - 100K
ArXiv:
Tags:
code
DOI:
License:
File size: 12,633 Bytes
69f0ad5 4f94681 69f0ad5 4f94681 69f0ad5 4f94681 56320b9 133e751 630ee32 133e751 1c13e0a 630ee32 8ca14f1 133e751 8ca14f1 133e751 630ee32 8ca14f1 133e751 8ca14f1 630ee32 8ca14f1 133e751 8ca14f1 786c08e 8ca14f1 786c08e 8ca14f1 786c08e 133e751 23ef333 dd043d4 8ca14f1 21bc1b8 9b53e20 56320b9 5c30ebc ad8b5da 5c30ebc dee72cf ad8b5da 5cd404e 5c30ebc 5cd404e 5c30ebc ad8b5da 5cd404e 5c30ebc 5cd404e ad8b5da 5cd404e 5c30ebc 5cd404e 2fd601e 5cd404e 2fd601e 5cd404e 2fd601e 5c30ebc e986bef dab47d1 5cd404e dab47d1 56320b9 095935f e69cc4f 095935f 9ae4ecd e69cc4f 1c6e749 095935f 1c6e749 095935f e69cc4f 1c6e749 095935f 1c6e749 e69cc4f 1c6e749 095935f 1c6e749 63a3469 1c6e749 63a3469 1c6e749 63a3469 095935f 13a9f0d 6068907 1c6e749 6068907 56320b9 8eaf533 e5bca67 8eaf533 99406f9 e5bca67 2341e22 8eaf533 2341e22 8eaf533 e5bca67 2341e22 8eaf533 2341e22 e5bca67 2341e22 8eaf533 2341e22 bd7d34d 2341e22 bd7d34d 2341e22 bd7d34d 8eaf533 3b3a831 43a1b53 2341e22 c70515e ec9f1bd 4f94681 133e751 21bc1b8 9b53e20 5c30ebc 095935f 8eaf533 6bc3d03 c70515e ec9f1bd 69f0ad5 0cbcd06 f970a6a 0cbcd06 f970a6a 0cbcd06 f970a6a 0cbcd06 f970a6a 0cbcd06 f970a6a 0cbcd06 |
1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47 48 49 50 51 52 53 54 55 56 57 58 59 60 61 62 63 64 65 66 67 68 69 70 71 72 73 74 75 76 77 78 79 80 81 82 83 84 85 86 87 88 89 90 91 92 93 94 95 96 97 98 99 100 101 102 103 104 105 106 107 108 109 110 111 112 113 114 115 116 117 118 119 120 121 122 123 124 125 126 127 128 129 130 131 132 133 134 135 136 137 138 139 140 141 142 143 144 145 146 147 148 149 150 151 152 153 154 155 156 157 158 159 160 161 162 163 164 165 166 167 168 169 170 171 172 173 174 175 176 177 178 179 180 181 182 183 184 185 186 187 188 189 190 191 192 193 194 195 196 197 198 199 200 201 202 203 204 205 206 207 208 209 210 211 212 213 214 215 216 217 218 219 220 221 222 223 224 225 226 227 228 229 230 231 232 233 234 235 236 237 238 239 240 241 242 243 244 245 246 247 248 249 250 251 252 253 254 255 256 257 258 259 260 261 262 263 264 265 266 267 268 269 270 271 272 273 274 275 276 277 278 279 280 281 282 283 284 285 286 287 288 289 290 291 292 293 294 295 296 297 298 299 300 301 302 303 304 305 306 307 308 309 310 311 312 313 314 315 316 317 318 319 320 321 322 323 324 325 326 327 328 329 330 331 332 333 334 335 336 337 338 339 340 341 342 343 344 345 346 347 348 349 350 351 352 353 354 355 356 357 358 359 360 361 362 363 364 365 366 367 368 369 370 371 372 373 374 375 376 377 378 379 380 381 382 383 384 385 386 387 388 389 390 391 392 393 394 395 396 397 398 399 400 401 402 403 404 405 406 407 408 409 410 411 412 413 414 415 416 417 418 419 420 421 422 423 424 425 426 427 428 429 430 431 432 433 434 435 436 437 438 439 440 441 442 443 444 445 446 447 448 449 450 451 452 453 454 455 456 457 458 459 460 461 462 463 464 465 466 467 468 469 470 471 472 473 474 475 476 477 478 479 480 481 482 483 484 485 486 487 488 489 490 491 492 493 494 495 |
---
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:
- name: dev
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
num_bytes: 4867349
num_examples: 618
download_size: 1617784
dataset_size: 4867349
- 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
num_bytes: 48686593
num_examples: 2322
download_size: 17228850
dataset_size: 48686593
- 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: repo_stars
dtype: int64
- name: repo_language
dtype: string
- name: repo_languages
dtype: string
- name: repo_license
dtype: string
splits:
- name: dev
num_bytes: 26666884
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-*
- 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 |