Split into separate subsets

.gitignore

@@ -0,0 +1,131 @@
+.DS_Store
+
+# Byte-compiled / optimized / DLL files
+__pycache__/
+*.py[cod]
+*$py.class
+
+# C extensions
+*.so
+
+# Distribution / packaging
+.Python
+build/
+develop-eggs/
+dist/
+downloads/
+eggs/
+.eggs/
+lib/
+lib64/
+parts/
+sdist/
+var/
+wheels/
+pip-wheel-metadata/
+share/python-wheels/
+*.egg-info/
+.installed.cfg
+*.egg
+MANIFEST
+
+# PyInstaller
+#  Usually these files are written by a python script from a template
+#  before PyInstaller builds the exe, so as to inject date/other infos into it.
+*.manifest
+*.spec
+
+# Installer logs
+pip-log.txt
+pip-delete-this-directory.txt
+
+# Unit test / coverage reports
+htmlcov/
+.tox/
+.nox/
+.coverage
+.coverage.*
+.cache
+nosetests.xml
+coverage.xml
+*.cover
+*.py,cover
+.hypothesis/
+.pytest_cache/
+
+# Translations
+*.mo
+*.pot
+
+# Django stuff:
+*.log
+local_settings.py
+db.sqlite3
+db.sqlite3-journal
+
+# Flask stuff:
+instance/
+.webassets-cache
+
+# Scrapy stuff:
+.scrapy
+
+# Sphinx documentation
+docs/_build/
+
+# PyBuilder
+target/
+
+# Jupyter Notebook
+.ipynb_checkpoints
+
+# IPython
+profile_default/
+ipython_config.py
+
+# pyenv
+.python-version
+
+# pipenv
+#   According to pypa/pipenv#598, it is recommended to include Pipfile.lock in version control.
+#   However, in case of collaboration, if having platform-specific dependencies or dependencies
+#   having no cross-platform support, pipenv may install dependencies that don't work, or not
+#   install all needed dependencies.
+#Pipfile.lock
+
+# PEP 582; used by e.g. github.com/David-OConnor/pyflow
+__pypackages__/
+
+# Celery stuff
+celerybeat-schedule
+celerybeat.pid
+
+# SageMath parsed files
+*.sage.py
+
+# Environments
+.env
+.venv
+env/
+venv/
+ENV/
+env.bak/
+venv.bak/
+
+# Spyder project settings
+.spyderproject
+.spyproject
+
+# Rope project settings
+.ropeproject
+
+# mkdocs documentation
+/site
+
+# mypy
+.mypy_cache/
+.dmypy.json
+dmypy.json
+
+# Pyre type checker
+.pyre/

README copy.md

@@ -0,0 +1,173 @@
+---
+language:
+- en
+license: mit
+task_categories:
+- text-generation
+dataset_info:
+  features:
+  - name: id
+    dtype: string
+  - name: t
+    dtype: string
+  - name: t_tc
+    dtype: string
+  - name: fm
+    dtype: string
+  - name: fm_fc
+    dtype: string
+  - name: fm_fc_c
+    dtype: string
+  - name: fm_fc_c_m
+    dtype: string
+  - name: fm_fc_c_m_f
+    dtype: string
+configs:
+- config_name: fm
+  data_files:
+  - split: train
+    path: data/fm/train-*
+  - split: test
+    path: data/fm/test-*
+  - split: validation
+    path: data/fm/validation-*
+- config_name: fm_t
+  data_files:
+  - split: train
+    path: data/fm_t/train-*
+  - split: test
+    path: data/fm_t/test-*
+  - split: validation
+    path: data/fm_t/validation-*
+- config_name: fm_fc_t_tc
+  data_files:
+  - split: train
+    path: data/fm_fc_t_tc/train-*
+  - split: test
+    path: data/fm_fc_t_tc/test-*
+  - split: validation
+    path: data/fm_fc_t_tc/validation-*
+- config_name: fm_fc_c
+  data_files:
+  - split: train
+    path: data/fm_fc_c/train-*
+  - split: test
+    path: data/fm_fc_c/test-*
+  - split: validation
+    path: data/fm_fc_c/validation-*
+- config_name: fm_fc_c_t_tc
+  data_files:
+  - split: train
+    path: data/fm_fc_c_t_tc/train-*
+  - split: test
+    path: data/fm_fc_c_t_tc/test-*
+  - split: validation
+    path: data/fm_fc_c_t_tc/validation-*
+- config_name: fm_fc_c_m
+  data_files:
+  - split: train
+    path: data/fm_fc_c_m/train-*
+  - split: test
+    path: data/fm_fc_c_m/test-*
+  - split: validation
+    path: data/fm_fc_c_m/validation-*
+- config_name: fm_fc_c_m_t_tc
+  data_files:
+  - split: train
+    path: data/fm_fc_c_m_t_tc/train-*
+  - split: test
+    path: data/fm_fc_c_m_t_tc/test-*
+  - split: validation
+    path: data/fm_fc_c_m_t_tc/validation-*
+- config_name: fm_fc_c_m_f
+  data_files:
+  - split: train
+    path: data/fm_fc_c_m_f/train-*
+  - split: test
+    path: data/fm_fc_c_m_f/test-*
+  - split: validation
+    path: data/fm_fc_c_m_f/validation-*
+- config_name: fm_fc_c_m_f_t_tc
+  data_files:
+  - split: train
+    path: data/fm_fc_c_m_f_t_tc/train-*
+  - split: test
+    path: data/fm_fc_c_m_f_t_tc/test-*
+  - split: validation
+    path: data/fm_fc_c_m_f_t_tc/validation-*
+tags:
+- unit test
+- java
+- code
+---
+
+## Dataset Description
+Microsoft created the methods2test dataset, consisting of Java Junit test cases with its corresponding focal methods. 
+It contains 780k pairs of JUnit test cases and focal methods which were extracted from a total of 91K
+Java open source project hosted on GitHub.
+
+This is smaller subset of the assembled version of the methods2test dataset.
+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.
+The subset is created by randomly selecting only one sample from each of the 91k projects.
+
+
+The mapping between test case and focal methods are based heuristics rules and Java developer's best practice.
+
+More information could be found here:
+- [methods2test Github repo](https://github.com/microsoft/methods2test)
+- [Methods2Test: A dataset of focal methods mapped to test cases](https://arxiv.org/pdf/2203.12776.pdf)
+
+## Dataset Schema
+```
+t: <TEST_CASE>
+t_tc: <TEST_CASE> <TEST_CLASS_NAME>
+fm: <FOCAL_METHOD>
+fm_fc: <FOCAL_CLASS_NAME> <FOCAL_METHOD>
+fm_fc_c: <FOCAL_CLASS_NAME> <FOCAL_METHOD> <CONTRSUCTORS>
+fm_fc_c_m: <FOCAL_CLASS_NAME> <FOCAL_METHOD> <CONTRSUCTORS> <METHOD_SIGNATURES>
+fm_fc_c_m_f: <FOCAL_CLASS_NAME> <FOCAL_METHOD> <CONTRSUCTORS> <METHOD_SIGNATURES> <FIELDS>
+```
+
+## Focal Context
+- fm: this representation incorporates exclusively the source
+code of the focal method. Intuitively, this contains the most
+important information for generating accurate test cases for
+the given method.
+- fm+fc: this representations adds the focal class name, which
+can provide meaningful semantic information to the model.
+- fm+fc+c: this representation adds the signatures of the constructor methods of the focal class. The idea behind this
+augmentation is that the test case may require instantiating
+an object of the focal class in order to properly test the focal
+method.
+- fm+fc+c+m: this representation adds the signatures of the
+other public methods in the focal class. The rationale which
+motivated this inclusion is that the test case may need to
+invoke other auxiliary methods within the class (e.g., getters,
+setters) to set up or tear down the testing environment.
+- fm+fc+c+m+f : this representation adds the public fields of
+the focal class. The motivation is that test cases may need to
+inspect the status of the public fields to properly test a focal
+method.
+
+![image/png](https://huggingface.co/datasets/andstor/methods2test/resolve/main/figure-1-focal-context.png)
+
+ The different levels of focal contexts are the following:
+```
+T: test case
+T_TC: test case + test class name
+FM: focal method
+FM_FC: focal method + focal class name
+FM_FC_C: focal method + focal class name + constructor signatures
+FM_FC_C_M: focal method + focal class name + constructor signatures + public method signatures
+FM_FC_C_M_F: focal method + focal class name + constructor signatures + public method signatures + public fields
+```
+
+## Limitations
+The original authors validate the heuristics by inspecting a
+statistically significant sample (confidence level of 95% within 10%
+margin of error) of 97 samples from the training set. Two authors
+independently evaluated the sample, then met to discuss the disagreements. We found that 90.72% of the samples have a correct
+link between the test case and the corresponding focal method
+
+## Contribution
+All thanks to the original authors.

README.md

@@ -4,45 +4,268 @@ language:
 license: mit
 task_categories:
 - text-generation
+configs:
+- config_name: fm
+  data_files:
+  - split: train
+    path: data/fm/train-*
+  - split: test
+    path: data/fm/test-*
+  - split: validation
+    path: data/fm/validation-*
+- config_name: fm_t
+  data_files:
+  - split: train
+    path: data/fm_t/train-*
+  - split: test
+    path: data/fm_t/test-*
+  - split: validation
+    path: data/fm_t/validation-*
+- config_name: fm_fc
+  data_files:
+  - split: train
+    path: data/fm_fc/train-*
+  - split: test
+    path: data/fm_fc/test-*
+  - split: validation
+    path: data/fm_fc/validation-*
+- config_name: fm_fc
+  data_files:
+  - split: train
+    path: data/fm_fc_t_tc/train-*
+  - split: test
+    path: data/fm_fc_t_tc/test-*
+  - split: validation
+    path: data/fm_fc_t_tc/validation-*
+- config_name: fm_fc_c
+  data_files:
+  - split: train
+    path: data/fm_fc_c/train-*
+  - split: test
+    path: data/fm_fc_c/test-*
+  - split: validation
+    path: data/fm_fc_c/validation-*
+- config_name: fm_fc_c_t_tc
+  data_files:
+  - split: train
+    path: data/fm_fc_c_t_tc/train-*
+  - split: test
+    path: data/fm_fc_c_t_tc/test-*
+  - split: validation
+    path: data/fm_fc_c_t_tc/validation-*
+- config_name: fm_fc_c_m
+  data_files:
+  - split: train
+    path: data/fm_fc_c_m/train-*
+  - split: test
+    path: data/fm_fc_c_m/test-*
+  - split: validation
+    path: data/fm_fc_c_m/validation-*
+- config_name: fm_fc_c_m_t_tc
+  data_files:
+  - split: train
+    path: data/fm_fc_c_m_t_tc/train-*
+  - split: test
+    path: data/fm_fc_c_m_t_tc/test-*
+  - split: validation
+    path: data/fm_fc_c_m_t_tc/validation-*
+- config_name: fm_fc_c_m_f
+  data_files:
+  - split: train
+    path: data/fm_fc_c_m_f/train-*
+  - split: test
+    path: data/fm_fc_c_m_f/test-*
+  - split: validation
+    path: data/fm_fc_c_m_f/validation-*
+- config_name: fm_fc_c_m_f_t_tc
+  data_files:
+  - split: train
+    path: data/fm_fc_c_m_f_t_tc/train-*
+  - split: test
+    path: data/fm_fc_c_m_f_t_tc/test-*
+  - split: validation
+    path: data/fm_fc_c_m_f_t_tc/validation-*
 dataset_info:
+- config_name: fm
   features:
   - name: id
     dtype: string
-  - name: t
+  - name: text
     dtype: string
-  - name: t_tc
+  splits:
+  - name: train
+    num_bytes: 4696431
+    num_examples: 7440
+  - name: validation
+    num_bytes: 662917
+    num_examples: 953
+  - name: test
+    num_bytes: 642347
+    num_examples: 1017
+  download_size: 2633268
+  dataset_size: 6001695
+- config_name: fm_t
+  features:
+  - name: id
     dtype: string
-  - name: fm
+  - name: text
     dtype: string
-  - name: fm_fc
+  splits:
+  - name: train
+    num_bytes: 8859676
+    num_examples: 7440
+  - name: validation
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+    num_examples: 953
+  - name: test
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+    num_examples: 1017
+  download_size: 4758345
+  dataset_size: 11396307
+- config_name: fm_fc
+  features:
+  - name: id
     dtype: string
-  - name: fm_fc_c
+  - name: text
     dtype: string
-  - name: fm_fc_c_m
+  splits:
+  - name: train
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+    num_examples: 7440
+  - name: validation
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+    num_examples: 953
+  - name: test
+    num_bytes: 738049
+    num_examples: 1017
+  download_size: 2925807
+  dataset_size: 6882339
+- config_name: fm_fc_t_tc
+  features:
+  - name: id
     dtype: string
-  - name: fm_fc_c_m_f
+  - name: text
     dtype: string
   splits:
   - name: train
-    num_bytes: 49899655
+    num_bytes: 10882600
     num_examples: 7440
+  - name: validation
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+    num_examples: 953
   - name: test
-    num_bytes: 6770843
+    num_bytes: 1478517
     num_examples: 1017
+  download_size: 5540045
+  dataset_size: 13966056
+- config_name: fm_fc_c
+  features:
+  - name: id
+    dtype: string
+  - name: text
+    dtype: string
+  splits:
+  - name: train
+    num_bytes: 5906873
+    num_examples: 7440
   - name: validation
-    num_bytes: 6918594
+    num_bytes: 824441
     num_examples: 953
-  download_size: 24624557
-  dataset_size: 63589092
-configs:
-- config_name: default
-  data_files:
-  - split: train
-    path: data/train-*
-  - split: test
-    path: data/test-*
-  - split: validation
-    path: data/validation-*
+  - name: test
+    num_bytes: 820149
+    num_examples: 1017
+  download_size: 3170873
+  dataset_size: 7551463
+- config_name: fm_fc_c_t_tc
+  features:
+  - name: id
+    dtype: string
+  - name: text
+    dtype: string
+  splits:
+  - name: train
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+    num_examples: 7440
+  - name: validation
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+    num_examples: 953
+  - name: test
+    num_bytes: 1560617
+    num_examples: 1017
+  download_size: 5763488
+  dataset_size: 14635180
+- config_name: fm_fc_c_m
+  features:
+  - name: id
+    dtype: string
+  - name: text
+    dtype: string
+  splits:
+  - name: train
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+    num_examples: 7440
+  - name: validation
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+    num_examples: 953
+  - name: test
+    num_bytes: 1610045
+    num_examples: 1017
+  download_size: 5406454
+  dataset_size: 15093966
+- config_name: fm_fc_c_m_t_tc
+  features:
+  - name: id
+    dtype: string
+  - name: text
+    dtype: string
+  splits:
+  - name: train
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+    num_examples: 7440
+  - name: validation
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+    num_examples: 953
+  - name: test
+    num_bytes: 2350513
+    num_examples: 1017
+  download_size: 7974794
+  dataset_size: 22177683
+- config_name: fm_fc_c_m_f
+  features:
+  - name: id
+    dtype: string
+  - name: text
+    dtype: string
+  splits:
+  - name: train
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+    num_examples: 7440
+  - name: validation
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+    num_examples: 953
+  - name: test
+    num_bytes: 1713683
+    num_examples: 1017
+  download_size: 5753116
+  dataset_size: 16091180
+- config_name: fm_fc_c_m_f_t_tc
+  features:
+  - name: id
+    dtype: string
+  - name: text
+    dtype: string
+  splits:
+  - name: train
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+    num_examples: 7440
+  - name: validation
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+    num_examples: 953
+  - name: test
+    num_bytes: 2454151
+    num_examples: 1017
+  download_size: 8056671
+  dataset_size: 23174897
 tags:
 - unit test
 - java

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