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V2.0.0 #583

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merged 16 commits into from
Jun 1, 2024
Merged

V2.0.0 #583

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6753e2c
sogaal to pytorch
Yeechin-is-here May 15, 2024
e5b573f
add defaultdict import
Yeechin-is-here May 15, 2024
57ee3f9
sogaal-- tf to pytorch
Yeechin-is-here May 15, 2024
9e3b035
Merge pull request #575 from Yeechin-is-here/master
yzhao062 May 21, 2024
9fc6fc4
quick fix for examples
inreview23 May 21, 2024
4cbb8fe
V2.0, Moving from TF to Torch
inreview23 May 21, 2024
c3a9ffa
Implement PyTorch deep learning base detector and utility functions.
RaymondY May 28, 2024
2fb0918
make badges be one one line
andrewm4894 May 28, 2024
5426538
Save the old funtion for now.
RaymondY May 29, 2024
48c440a
Fix a bug.
RaymondY May 29, 2024
5a052b7
Delete the test for .compile().
RaymondY May 30, 2024
4b6eac5
Add test file for torch_utility and fix bugs in torch_utility.
RaymondY May 31, 2024
6a7480e
Merge pull request #579 from RaymondY/development
yzhao062 Jun 1, 2024
163b268
Merge pull request #580 from andrewm4894/patch-1
yzhao062 Jun 1, 2024
53379f5
clean up and prepare for V2.0.0
yzhao062 Jun 1, 2024
2d2fc07
Merge remote-tracking branch 'origin/development' into development
yzhao062 Jun 1, 2024
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4 changes: 3 additions & 1 deletion CHANGES.txt
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Expand Up @@ -185,4 +185,6 @@ v<1.1.2>, <11/17/2023> -- Fix the issue of contamination.
v<1.1.2>, <11/17/2023> -- KPCA bug fix (#494).
v<1.1.3>, <02/07/2024> -- Minor fix for SUOD changes.
v<1.1.4>, <02/09/2024> -- Drop support of six for Python 2.
v<1.1.4>, <03/16/2024> -- Fix documentation and temporarily restrict to Keras 2 in testing.
v<1.1.4>, <03/16/2024> -- Fix documentation and temporarily restrict to Keras 2 in testing.
v<2.0.0>, <05/21/2024> -- Moving from TF to Torch -- reimplement SO_GAAL.
v<2.0.0>, <05/21/2024> -- Moving from TF to Torch -- implement dl base with more utilities.
24 changes: 13 additions & 11 deletions README.rst
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Expand Up @@ -3,55 +3,57 @@ Python Outlier Detection (PyOD)

**Deployment & Documentation & Stats & License**

.. image:: https://img.shields.io/pypi/v/pyod.svg?color=brightgreen
|badge_pypi| |badge_anaconda| |badge_docs| |badge_stars| |badge_forks| |badge_downloads| |badge_testing| |badge_coverage| |badge_maintainability| |badge_licence| |badge_benchmark|

.. |badge_pypi| image:: https://img.shields.io/pypi/v/pyod.svg?color=brightgreen
:target: https://pypi.org/project/pyod/
:alt: PyPI version


.. image:: https://anaconda.org/conda-forge/pyod/badges/version.svg
.. |badge_anaconda| image:: https://anaconda.org/conda-forge/pyod/badges/version.svg
:target: https://anaconda.org/conda-forge/pyod
:alt: Anaconda version


.. image:: https://readthedocs.org/projects/pyod/badge/?version=latest
.. |badge_docs| image:: https://readthedocs.org/projects/pyod/badge/?version=latest
:target: https://pyod.readthedocs.io/en/latest/?badge=latest
:alt: Documentation status


.. image:: https://img.shields.io/github/stars/yzhao062/pyod.svg
.. |badge_stars| image:: https://img.shields.io/github/stars/yzhao062/pyod.svg
:target: https://github.com/yzhao062/pyod/stargazers
:alt: GitHub stars


.. image:: https://img.shields.io/github/forks/yzhao062/pyod.svg?color=blue
.. |badge_forks| image:: https://img.shields.io/github/forks/yzhao062/pyod.svg?color=blue
:target: https://github.com/yzhao062/pyod/network
:alt: GitHub forks


.. image:: https://pepy.tech/badge/pyod
.. |badge_downloads| image:: https://pepy.tech/badge/pyod
:target: https://pepy.tech/project/pyod
:alt: Downloads

.. image:: https://github.com/yzhao062/pyod/actions/workflows/testing.yml/badge.svg
.. |badge_testing| image:: https://github.com/yzhao062/pyod/actions/workflows/testing.yml/badge.svg
:target: https://github.com/yzhao062/pyod/actions/workflows/testing.yml
:alt: testing


.. image:: https://coveralls.io/repos/github/yzhao062/pyod/badge.svg
.. |badge_coverage| image:: https://coveralls.io/repos/github/yzhao062/pyod/badge.svg
:target: https://coveralls.io/github/yzhao062/pyod
:alt: Coverage Status


.. image:: https://api.codeclimate.com/v1/badges/bdc3d8d0454274c753c4/maintainability
.. |badge_maintainability| image:: https://api.codeclimate.com/v1/badges/bdc3d8d0454274c753c4/maintainability
:target: https://codeclimate.com/github/yzhao062/Pyod/maintainability
:alt: Maintainability


.. image:: https://img.shields.io/github/license/yzhao062/pyod.svg
.. |badge_license| image:: https://img.shields.io/github/license/yzhao062/pyod.svg
:target: https://github.com/yzhao062/pyod/blob/master/LICENSE
:alt: License

.. image:: https://img.shields.io/badge/ADBench-benchmark_results-pink
.. |badge_benchmark| image:: https://img.shields.io/badge/ADBench-benchmark_results-pink
:target: https://github.com/Minqi824/ADBench
:alt: Benchmark

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6 changes: 1 addition & 5 deletions examples/cd_example.py
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Expand Up @@ -33,7 +33,7 @@
contamination=contamination,
random_state=42)

# train HBOS detector
# train Cook's distance outlier detector
clf_name = 'CD'
clf = CD()
clf.fit(X_train)
Expand All @@ -51,7 +51,3 @@
evaluate_print(clf_name, y_train, y_train_scores)
print("\nOn Test Data:")
evaluate_print(clf_name, y_test, y_test_scores)

# visualize the results
visualize(clf_name, X_train, y_train, X_test, y_test, y_train_pred,
y_test_pred, show_figure=True, save_figure=False)
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