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.gitattributes

@@ -9,7 +9,6 @@
 *.joblib filter=lfs diff=lfs merge=lfs -text
 *.lfs.* filter=lfs diff=lfs merge=lfs -text
 *.lz4 filter=lfs diff=lfs merge=lfs -text
-*.mds filter=lfs diff=lfs merge=lfs -text
 *.mlmodel filter=lfs diff=lfs merge=lfs -text
 *.model filter=lfs diff=lfs merge=lfs -text
 *.msgpack filter=lfs diff=lfs merge=lfs -text
@@ -54,6 +53,4 @@ saved_model/**/* filter=lfs diff=lfs merge=lfs -text
 *.jpg filter=lfs diff=lfs merge=lfs -text
 *.jpeg filter=lfs diff=lfs merge=lfs -text
 *.webp filter=lfs diff=lfs merge=lfs -text
-# Video files - compressed
-*.mp4 filter=lfs diff=lfs merge=lfs -text
-*.webm filter=lfs diff=lfs merge=lfs -text
+focal_context.pdf filter=lfs diff=lfs merge=lfs -text

.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/

LICENSE.txt

@@ -0,0 +1,22 @@
+MIT License
+
+Copyright (c) 2020 Microsoft Corporation
+Copyright (c) 2023 Anonymous
+
+Permission is hereby granted, free of charge, to any person obtaining a copy
+of this software and associated documentation files (the "Software"), to deal
+in the Software without restriction, including without limitation the rights
+to use, copy, modify, merge, publish, distribute, sublicense, and/or sell
+copies of the Software, and to permit persons to whom the Software is
+furnished to do so, subject to the following conditions:
+
+The above copyright notice and this permission notice shall be included in all
+copies or substantial portions of the Software.
+
+THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR
+IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,
+FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE
+AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER
+LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM,
+OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE
+SOFTWARE.

README.md

@@ -0,0 +1,456 @@
+---
+language:
+- en
+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_indented
+  data_files:
+  - split: train
+    path: data/fm_indented/train-*
+  - split: test
+    path: data/fm_indented/test-*
+  - split: validation
+    path: data/fm_indented/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+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-*
+- config_name: t
+  data_files:
+  - split: train
+    path: data/t/train-*
+  - split: test
+    path: data/t/test-*
+  - split: validation
+    path: data/t/validation-*
+- config_name: t_indented
+  data_files:
+  - split: train
+    path: data/t_indented/train-*
+  - split: test
+    path: data/t_indented/test-*
+  - split: validation
+    path: data/t_indented/validation-*
+- config_name: t+tc
+  data_files:
+  - split: train
+    path: data/t+tc/train-*
+  - split: test
+    path: data/t+tc/test-*
+  - split: validation
+    path: data/t+tc/validation-*
+dataset_info:
+- config_name: fm
+  features:
+  - name: id
+    dtype: string
+  - name: text
+    dtype: string
+  splits:
+  - name: train
+    num_bytes: 4696431
+    num_examples: 7440
+  - name: test
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+    num_examples: 1017
+  - name: validation
+    num_bytes: 662917
+    num_examples: 953
+  download_size: 2633268
+  dataset_size: 6001695
+- config_name: fm+fc
+  features:
+  - name: id
+    dtype: string
+  - name: text
+    dtype: string
+  splits:
+  - name: train
+    num_bytes: 5387123
+    num_examples: 7440
+  - name: test
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+    num_examples: 1017
+  - name: validation
+    num_bytes: 757167
+    num_examples: 953
+  download_size: 2925807
+  dataset_size: 6882339
+- config_name: fm+fc+c
+  features:
+  - name: id
+    dtype: string
+  - name: text
+    dtype: string
+  splits:
+  - name: train
+    num_bytes: 5906873
+    num_examples: 7440
+  - name: test
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+    num_examples: 1017
+  - name: validation
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+    num_examples: 953
+  download_size: 3170873
+  dataset_size: 7551463
+- 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: test
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+    num_examples: 1017
+  - name: validation
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+    num_examples: 953
+  download_size: 5406454
+  dataset_size: 15093966
+- 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: 1017
+  - name: validation
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+    num_examples: 953
+  download_size: 5753116
+  dataset_size: 16091180
+- config_name: fm+fc+c+m+f+t+tc
+  features:
+  - name: id
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+  - name: source
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+  - name: target
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+    num_examples: 1017
+  - name: validation
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+    num_examples: 953
+  download_size: 8280985
+  dataset_size: 23304773
+- config_name: fm+fc+c+m+t+tc
+  features:
+  - name: id
+    dtype: string
+  - name: source
+    dtype: string
+  - name: target
+    dtype: string
+  splits:
+  - name: train
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+    num_examples: 1017
+  - name: validation
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+    num_examples: 953
+  download_size: 8178222
+  dataset_size: 22304526
+- config_name: fm+fc+c+t+tc
+  features:
+  - name: id
+    dtype: string
+  - name: source
+    dtype: string
+  - name: target
+    dtype: string
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+  - name: train
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+    num_examples: 1017
+  - name: validation
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+    num_examples: 953
+  download_size: 5944482
+  dataset_size: 14687913
+- config_name: fm+fc+t+tc
+  features:
+  - name: id
+    dtype: string
+  - name: source
+    dtype: string
+  - name: target
+    dtype: string
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+    num_examples: 1017
+  - name: validation
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+    num_examples: 953
+  download_size: 5715335
+  dataset_size: 14015599
+- config_name: fm+t
+  features:
+  - name: id
+    dtype: string
+  - name: source
+    dtype: string
+  - name: target
+    dtype: string
+  splits:
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+    num_examples: 1017
+  - name: validation
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+    num_examples: 953
+  download_size: 4898458
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+- config_name: fm_indented
+  features:
+  - name: id
+    dtype: string
+  - name: text
+    dtype: string
+  splits:
+  - name: train
+    num_bytes: 5054397
+    num_examples: 7440
+  - name: test
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+    num_examples: 1017
+  - name: validation
+    num_bytes: 714462
+    num_examples: 953
+  download_size: 2703115
+  dataset_size: 6461807
+- config_name: t
+  features:
+  - name: id
+    dtype: string
+  - name: source
+    dtype: string
+  - name: target
+    dtype: string
+  splits:
+  - name: train
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+    num_examples: 7440
+  - name: test
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+    num_examples: 1017
+  - name: validation
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+    num_examples: 953
+  download_size: 2434024
+  dataset_size: 5588009
+- config_name: t+tc
+  features:
+  - name: id
+    dtype: string
+  - name: source
+    dtype: string
+  - name: target
+    dtype: string
+  splits:
+  - name: train
+    num_bytes: 5648321
+    num_examples: 7440
+  - name: test
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+    num_examples: 1017
+  - name: validation
+    num_bytes: 867350
+    num_examples: 953
+  download_size: 3024686
+  dataset_size: 7277057
+- config_name: t_indented
+  features:
+  - name: id
+    dtype: string
+  - name: source
+    dtype: string
+  - name: target
+    dtype: string
+  splits:
+  - name: train
+    num_bytes: 4606253
+    num_examples: 7440
+  - name: test
+    num_bytes: 623576
+    num_examples: 1017
+  - name: validation
+    num_bytes: 734221
+    num_examples: 953
+  download_size: 2496661
+  dataset_size: 5964050
+tags:
+- unit test
+- java
+- code
+pretty_name: Methods2Test Small
+---
+
+## Dataset Description
+Microsoft created the `methods2test` dataset, consisting of Java Junit test cases with their 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 projects hosted on GitHub.
+
+This is a 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 is based on heuristics rules and Java developer's best practice.
+More information can 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_CLASS_NAME> <TEST_CASE>
+fm: <FOCAL_METHOD>
+fm+t: <FOCAL_METHOD> 
+fm+fc: <FOCAL_CLASS_NAME> <FOCAL_METHOD>
+fm+fc: <FOCAL_CLASS_NAME> <FOCAL_METHOD> <TEST_CLASS_NAME> <TEST_CASE>
+fm+fc+c: <FOCAL_CLASS_NAME> <FOCAL_METHOD> <CONTRSUCTORS>
+fm+fc+c: <FOCAL_CLASS_NAME> <FOCAL_METHOD> <CONTRSUCTORS> <TEST_CLASS_NAME> <TEST_CASE>
+fm+fc+c+m: <FOCAL_CLASS_NAME> <FOCAL_METHOD> <CONTRSUCTORS> <METHOD_SIGNATURES>
+fm+fc+c+m: <FOCAL_CLASS_NAME> <FOCAL_METHOD> <CONTRSUCTORS> <METHOD_SIGNATURES> <TEST_CLASS_NAME> <TEST_CASE>
+fm+fc+c+m+f: <FOCAL_CLASS_NAME> <FOCAL_METHOD> <CONTRSUCTORS> <METHOD_SIGNATURES> <FIELDS>
+fm+fc+c+m+f+t+tc: <FOCAL_CLASS_NAME> <FOCAL_METHOD> <CONTRSUCTORS> <METHOD_SIGNATURES> <FIELDS> <TEST_CLASS_NAME> <TEST_CASE>
+```
+
+## 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 representation 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 that 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.
+
+The test case along with the class name is also provided for each focal context.
+
+![image/png](https://huggingface.co/datasets/fals3/methods2test_small/resolve/main/focal_context.png)
+
+ The different levels of focal contexts are the following:
+```
+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
+```

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