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Datasets:
fals3
/
methods2test_small

Tasks:
Text Generation
Modalities:
Text
Formats:
parquet
Languages:
English
Size:
100K - 1M
ArXiv:
Tags:
unit test
java
code
Libraries:
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License:
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fals3 commited on
Commit
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Add initial version

Browse files
Files changed (46) hide show
  1. .gitignore +131 -0
  2. README.md +455 -0
  3. data/fm+fc+c+m+f+t+tc/test-00000-of-00001.parquet +3 -0
  4. data/fm+fc+c+m+f+t+tc/train-00000-of-00001.parquet +3 -0
  5. data/fm+fc+c+m+f+t+tc/validation-00000-of-00001.parquet +3 -0
  6. data/fm+fc+c+m+f/test-00000-of-00001.parquet +3 -0
  7. data/fm+fc+c+m+f/train-00000-of-00001.parquet +3 -0
  8. data/fm+fc+c+m+f/validation-00000-of-00001.parquet +3 -0
  9. data/fm+fc+c+m+t+tc/test-00000-of-00001.parquet +3 -0
  10. data/fm+fc+c+m+t+tc/train-00000-of-00001.parquet +3 -0
  11. data/fm+fc+c+m+t+tc/validation-00000-of-00001.parquet +3 -0
  12. data/fm+fc+c+m/test-00000-of-00001.parquet +3 -0
  13. data/fm+fc+c+m/train-00000-of-00001.parquet +3 -0
  14. data/fm+fc+c+m/validation-00000-of-00001.parquet +3 -0
  15. data/fm+fc+c+t+tc/test-00000-of-00001.parquet +3 -0
  16. data/fm+fc+c+t+tc/train-00000-of-00001.parquet +3 -0
  17. data/fm+fc+c+t+tc/validation-00000-of-00001.parquet +3 -0
  18. data/fm+fc+c/test-00000-of-00001.parquet +3 -0
  19. data/fm+fc+c/train-00000-of-00001.parquet +3 -0
  20. data/fm+fc+c/validation-00000-of-00001.parquet +3 -0
  21. data/fm+fc+t+tc/test-00000-of-00001.parquet +3 -0
  22. data/fm+fc+t+tc/train-00000-of-00001.parquet +3 -0
  23. data/fm+fc+t+tc/validation-00000-of-00001.parquet +3 -0
  24. data/fm+fc/test-00000-of-00001.parquet +3 -0
  25. data/fm+fc/train-00000-of-00001.parquet +3 -0
  26. data/fm+fc/validation-00000-of-00001.parquet +3 -0
  27. data/fm+t/test-00000-of-00000.parquet +3 -0
  28. data/fm+t/train-00000-of-00000.parquet +3 -0
  29. data/fm+t/validation-00000-of-00000.parquet +3 -0
  30. data/fm/test-00000-of-00001.parquet +3 -0
  31. data/fm/train-00000-of-00001.parquet +3 -0
  32. data/fm/validation-00000-of-00001.parquet +3 -0
  33. data/fm_indented/test-00000-of-00001.parquet +3 -0
  34. data/fm_indented/train-00000-of-00001.parquet +3 -0
  35. data/fm_indented/validation-00000-of-00001.parquet +3 -0
  36. data/t+tc/test-00000-of-00000.parquet +3 -0
  37. data/t+tc/train-00000-of-00000.parquet +3 -0
  38. data/t+tc/validation-00000-of-00000.parquet +3 -0
  39. data/t/test-00000-of-00001.parquet +3 -0
  40. data/t/train-00000-of-00001.parquet +3 -0
  41. data/t/validation-00000-of-00001.parquet +3 -0
  42. data/t_indented/test-00000-of-00001.parquet +3 -0
  43. data/t_indented/train-00000-of-00001.parquet +3 -0
  44. data/t_indented/validation-00000-of-00001.parquet +3 -0
  45. focal_context.pdf +0 -0
  46. focal_context.png +3 -0
.gitignore ADDED
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1
+ .DS_Store
2
+
3
+ # Byte-compiled / optimized / DLL files
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+ __pycache__/
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+ *.py[cod]
6
+ *$py.class
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+
8
+ # C extensions
9
+ *.so
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+
11
+ # Distribution / packaging
12
+ .Python
13
+ build/
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+ develop-eggs/
15
+ dist/
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+ downloads/
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+ eggs/
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+ .eggs/
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+ lib/
20
+ lib64/
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+ parts/
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+ sdist/
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+ var/
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+ wheels/
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+ pip-wheel-metadata/
26
+ share/python-wheels/
27
+ *.egg-info/
28
+ .installed.cfg
29
+ *.egg
30
+ MANIFEST
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+
32
+ # PyInstaller
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+ # Usually these files are written by a python script from a template
34
+ # before PyInstaller builds the exe, so as to inject date/other infos into it.
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+ *.manifest
36
+ *.spec
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+
38
+ # Installer logs
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+ pip-log.txt
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+ pip-delete-this-directory.txt
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+
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+ # Unit test / coverage reports
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+ htmlcov/
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+ .tox/
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+ .nox/
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+ .coverage
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+ .coverage.*
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+ .cache
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+ nosetests.xml
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+ coverage.xml
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+ *.cover
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+ *.py,cover
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+ .hypothesis/
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+ .pytest_cache/
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+
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+ # Translations
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+ *.mo
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+ *.pot
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+
60
+ # Django stuff:
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+ *.log
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+ local_settings.py
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+ db.sqlite3
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+ db.sqlite3-journal
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+
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+ # Flask stuff:
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+ instance/
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+ .webassets-cache
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+
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+ # Scrapy stuff:
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+ .scrapy
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+
73
+ # Sphinx documentation
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+ docs/_build/
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+
76
+ # PyBuilder
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+ target/
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+
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+ # Jupyter Notebook
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+ .ipynb_checkpoints
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+
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+ # IPython
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+ profile_default/
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+ ipython_config.py
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+
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+ # pyenv
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+ .python-version
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+
89
+ # pipenv
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+ # According to pypa/pipenv#598, it is recommended to include Pipfile.lock in version control.
91
+ # However, in case of collaboration, if having platform-specific dependencies or dependencies
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+ # having no cross-platform support, pipenv may install dependencies that don't work, or not
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+ # install all needed dependencies.
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+ #Pipfile.lock
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+
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+ # PEP 582; used by e.g. github.com/David-OConnor/pyflow
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+ __pypackages__/
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+
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+ # Celery stuff
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+ celerybeat-schedule
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+ celerybeat.pid
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+
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+ # SageMath parsed files
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+ *.sage.py
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+
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+ # Environments
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+ .env
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+ .venv
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+ env/
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+ venv/
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+ ENV/
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+ env.bak/
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+ venv.bak/
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+
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+ # Spyder project settings
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+ .spyderproject
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+ .spyproject
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+
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+ # Rope project settings
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+ .ropeproject
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+
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+ # mkdocs documentation
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+ /site
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+
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+ # mypy
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+ .mypy_cache/
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+ .dmypy.json
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+ dmypy.json
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+
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+ # Pyre type checker
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+ .pyre/
README.md ADDED
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+ ---
2
+ language:
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+ - en
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+ license: mit
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+ task_categories:
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+ - text-generation
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+ configs:
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+ data_files:
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+ - split: train
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+ path: data/fm/train-*
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+ - split: test
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+ - split: validation
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+ data_files:
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+ - split: test
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+ - split: validation
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+ path: data/fm_indented/validation-*
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+ - config_name: fm+t
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+ data_files:
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+ - split: train
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+ path: data/fm+t/train-*
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+ - split: test
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+ path: data/fm+t/test-*
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+ - split: validation
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+ data_files:
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+ - split: train
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+ - split: test
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+ path: data/fm+fc/validation-*
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+ - split: train
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+ path: data/fm+fc+t+tc/train-*
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+ - split: test
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+ - split: train
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+ - split: train
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+ - split: validation
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+ download_size: 2496661
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+ dataset_size: 5964050
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+ tags:
390
+ - unit test
391
+ - java
392
+ - code
393
+ ---
394
+
395
+ ## Dataset Description
396
+ Microsoft created the methods2test dataset, consisting of Java Junit test cases with their corresponding focal methods.
397
+ It contains 780k pairs of JUnit test cases and focal methods which were extracted from a total of 91K Java open-source projects hosted on GitHub.
398
+
399
+ This is a smaller subset of the assembled version of the methods2test dataset.
400
+ It provides convenient access to the different context levels based on the raw source code (e.g. newlines are preserved). The test cases and associated classes are also made available.
401
+ The subset is created by randomly selecting only one sample from each of the 91k projects.
402
+
403
+ The mapping between test case and focal methods is based on heuristics rules and Java developer's best practice.
404
+ More information can be found here:
405
+ - [methods2test Github repo](https://github.com/microsoft/methods2test)
406
+ - [Methods2Test: A dataset of focal methods mapped to test cases](https://arxiv.org/pdf/2203.12776.pdf)
407
+
408
+ ## Dataset Schema
409
+ ```
410
+ t: <TEST_CASE>
411
+ t+tc: <TEST_CLASS_NAME> <TEST_CASE>
412
+ fm: <FOCAL_METHOD>
413
+ fm+t: <FOCAL_METHOD>
414
+ fm+fc: <FOCAL_CLASS_NAME> <FOCAL_METHOD>
415
+ fm+fc: <FOCAL_CLASS_NAME> <FOCAL_METHOD> <TEST_CLASS_NAME> <TEST_CASE>
416
+ fm+fc+c: <FOCAL_CLASS_NAME> <FOCAL_METHOD> <CONTRSUCTORS>
417
+ fm+fc+c: <FOCAL_CLASS_NAME> <FOCAL_METHOD> <CONTRSUCTORS> <TEST_CLASS_NAME> <TEST_CASE>
418
+ fm+fc+c+m: <FOCAL_CLASS_NAME> <FOCAL_METHOD> <CONTRSUCTORS> <METHOD_SIGNATURES>
419
+ fm+fc+c+m: <FOCAL_CLASS_NAME> <FOCAL_METHOD> <CONTRSUCTORS> <METHOD_SIGNATURES> <TEST_CLASS_NAME> <TEST_CASE>
420
+ fm+fc+c+m+f: <FOCAL_CLASS_NAME> <FOCAL_METHOD> <CONTRSUCTORS> <METHOD_SIGNATURES> <FIELDS>
421
+ fm+fc+c+m+f+t+tc: <FOCAL_CLASS_NAME> <FOCAL_METHOD> <CONTRSUCTORS> <METHOD_SIGNATURES> <FIELDS> <TEST_CLASS_NAME> <TEST_CASE>
422
+ ```
423
+
424
+ ## Focal Context
425
+ - fm: this representation incorporates exclusively the source
426
+ code of the focal method. Intuitively, this contains the most
427
+ important information for generating accurate test cases for
428
+ the given method.
429
+ - fm+fc: this representation adds the focal class name, which
430
+ can provide meaningful semantic information to the model.
431
+ - fm+fc+c: this representation adds the signatures of the constructor methods of the focal class. The idea behind this
432
+ augmentation is that the test case may require instantiating
433
+ an object of the focal class in order to properly test the focal
434
+ method.
435
+ - fm+fc+c+m: this representation adds the signatures of the
436
+ other public methods in the focal class. The rationale that motivated this inclusion is that the test case may need to
437
+ invoke other auxiliary methods within the class (e.g., getters,
438
+ setters) to set up or tear down the testing environment.
439
+ - fm+fc+c+m+f: this representation adds the public fields of
440
+ the focal class. The motivation is that test cases may need to
441
+ inspect the status of the public fields to properly test a focal
442
+ method.
443
+
444
+ The test case along with the class name is also provided for each focal context.
445
+
446
+ ![image/pdf](https://huggingface.co/datasets/fals3/methods2test/resolve/main/focal_context.png)
447
+
448
+ The different levels of focal contexts are the following:
449
+ ```
450
+ fm: focal method
451
+ fm+fc: focal method + focal class name
452
+ fm+fc+c: focal method + focal class name + constructor signatures
453
+ fm+fc+c+m: focal method + focal class name + constructor signatures + public method signatures
454
+ fm+fc+c+m+f: focal method + focal class name + constructor signatures + public method signatures + public fields
455
+ ```
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