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Merge pull request #1 from imatiach-msft/ilmat/release-v0.1
release v0.1.0.0
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# Microsoft Interpret Extensions SDK for Python | ||
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### This package has been tested with Python 2.7 and 3.6 | ||
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This is the initial extensions SDK release. | ||
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Machine learning interpret community package is used to interpret black box ML models. | ||
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- The TabularExplainer can be used to give local and global feature importances | ||
- The best explainer is automatically chosen for the user based on the model | ||
- Local feature importances are for each evaluation row | ||
- Global feature importances summarize the most importance features at the model-level | ||
- The API supports both dense (numpy or pandas) and sparse (scipy) datasets | ||
- For more advanced users, individual explainers can be used | ||
- The KernelExplainer and MimicExplainer are for BlackBox models | ||
- The MimicExplainer is faster but less accurate than the KernelExplainer | ||
- The TreeExplainer is for tree-based models | ||
- The DeepExplainer is for DNN tensorflow or pytorch models |
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import os | ||
import shutil | ||
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_major = '0.0' | ||
_major = '0.1' | ||
_minor = '0.0' | ||
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shutil.copyfile('../LICENSE', 'LICENSE.txt') | ||
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'Development Status :: 5 - Production/Stable', | ||
'Intended Audience :: Developers', | ||
'Intended Audience :: Science/Research', | ||
'License :: Other/Proprietary License', | ||
'License :: OSI Approved :: MIT License', | ||
'Programming Language :: Python :: 3', | ||
'Programming Language :: Python :: 3.5', | ||
'Programming Language :: Python :: 3.6', | ||
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] | ||
} | ||
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with open('README.rst', 'r', encoding='utf-8') as f: | ||
with open('README.md', 'r', encoding='utf-8') as f: | ||
README = f.read() | ||
with open('HISTORY.rst', 'r', encoding='utf-8') as f: | ||
HISTORY = f.read() | ||
with open('../LICENSE', 'r', encoding='utf-8') as f: | ||
inline_license = f.read() | ||
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setup( | ||
name='interpret-extensions', | ||
name='interpret-community', | ||
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version=SELFVERSION, | ||
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description='', | ||
long_description=README + '\n\n' + HISTORY, | ||
long_description_content_type='text/x-rst', | ||
description='Microsoft Interpret Extensions SDK for Python', | ||
long_description=README, | ||
long_description_content_type='text/markdown', | ||
author='Microsoft Corp', | ||
license=inline_license, | ||
author_email='[email protected]', | ||
license='MIT License', | ||
url='https://docs.microsoft.com/en-us/azure/machine-learning/service/', | ||
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classifiers=CLASSIFIERS, | ||
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