• Py之interpret：interpret的简介、安装、案例应用之详细攻略

    Py之interpret：interpret的简介、安装、案例应用之详细攻略

    目录

    interpret的简介

    1、可解释性在ML过程中的重要作用

    interpret的安装

    interpret的案例应用

    interpret的简介

             InterpretML 是一个开源包，它将最先进的机器学习可解释性技术整合在一个框架下。 使用这个包，您可以训练可解释的玻璃盒模型和解释黑箱系统。InterpretML可以帮助您理解模型的全局行为，或者理解单个预测背后的原因。

    Github：GitHub - interpretml/interpret: Fit interpretable models. Explain blackbox machine learning.

    1、可解释性在ML过程中的重要作用

    • 模型调试：为什么我的模型会犯这个错误？
    • 特征工程：如何改进我的模型？
    • 检测公平性问题：我的模型是否存在歧视？
    • 人机合作：我如何理解和信任模型的决策？
    • 合规性：我的模型是否满足法律要求？
    • 高风险应用、医疗保健、金融、司法、...

    interpret的安装

    1. pip install interpret
    2. pip install -i https://pypi.tuna.tsinghua.edu.cn/simple interpret

     

    1. C:\Users\Administrator>pip install -i https://pypi.tuna.tsinghua.edu.cn/simple interpret
    2. WARNING: Ignoring invalid distribution -rotobuf (e:\program files\python\python36\lib\site-packages)
    3. WARNING: Ignoring invalid distribution -rotobuf (e:\program files\python\python36\lib\site-packages)
    4. Looking in indexes: https://pypi.tuna.tsinghua.edu.cn/simple
    5. Collecting interpret
    6.   Downloading https://pypi.tuna.tsinghua.edu.cn/packages/f6/95/ff4447375559638520567a0bf6e9853535c01e641061c74132d809f6ea6c/interpret-0.2.7-py3-none-any.whl (1.4 kB)
    7. Collecting interpret-core[dash,debug,decisiontree,ebm,lime,linear,notebook,plotly,required,sensitivity,shap,skoperules,treeinterpreter]>=0.2.7
    8.   Downloading https://pypi.tuna.tsinghua.edu.cn/packages/1c/23/057c891f6a0688c5d90bd7364896fe44af8da19f84f6e2e855e4833dc242/interpret_core-0.2.7-py3-none-any.whl (6.6 MB)
    9.      |████████████████████████████████| 6.6 MB 1.3 MB/s
    10. Requirement already satisfied: ipykernel>=5.1.0 in e:\program files\python\python36\lib\site-packages (from interpret-core[dash,debug,decisiontree,ebm,lime,linear,notebook,plotly,required,sensitivity,shap,skoperules,treeinterpreter]>=0.2.7->interpret) (5.3.4)
    11. Collecting ipython>=7.4.0
    12.   Downloading https://pypi.tuna.tsinghua.edu.cn/packages/53/09/958a4802489d28b2484114ee6414c7502ef57de6f2dbc9095b718640060c/ipython-7.16.3-py3-none-any.whl (783 kB)
    13.      |████████████████████████████████| 783 kB ...
    14. Collecting lime>=0.1.1.33
    15.   Downloading https://pypi.tuna.tsinghua.edu.cn/packages/f5/86/91a13127d83d793ecb50eb75e716f76e6eda809b6803c5a4ff462339789e/lime-0.2.0.1.tar.gz (275 kB)
    16.      |████████████████████████████████| 275 kB ...
    17.   Preparing metadata (setup.py) ... done
    18. Requirement already satisfied: joblib>=0.11 in e:\program files\python\python36\lib\site-packages (from interpret-core[dash,debug,decisiontree,ebm,lime,linear,notebook,plotly,required,sensitivity,shap,skoperules,treeinterpreter]>=0.2.7->interpret) (0.16.0)
    19. Collecting treeinterpreter>=0.2.2
    20.   Downloading https://pypi.tuna.tsinghua.edu.cn/packages/af/19/fa8556093f6b8c7374825118e05cf5a99c71262392382c3642ab1fd8a742/treeinterpreter-0.2.3-py2.py3-none-any.whl (6.0 kB)
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    22. Collecting dash>=1.0.0
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    24.      |████████████████████████████████| 9.8 MB 6.8 MB/s
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    27.      |████████████████████████████████| 3.6 MB 6.8 MB/s
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    30. Requirement already satisfied: gevent>=1.3.6 in e:\program files\python\python36\lib\site-packages (from interpret-core[dash,debug,decisiontree,ebm,lime,linear,notebook,plotly,required,sensitivity,shap,skoperules,treeinterpreter]>=0.2.7->interpret) (1.4.0)
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    34. Collecting skope-rules>=1.0.1
    35.   Downloading https://pypi.tuna.tsinghua.edu.cn/packages/3f/5b/d3ea2e1635601557945c0a166b206b0b6e8b284cb74cb4bdb1b423ec7dd4/skope_rules-1.0.1-py3-none-any.whl (14 kB)
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    39. Requirement already satisfied: pandas>=0.19.2 in e:\program files\python\python36\lib\site-packages (from interpret-core[dash,debug,decisiontree,ebm,lime,linear,notebook,plotly,required,sensitivity,shap,skoperules,treeinterpreter]>=0.2.7->interpret) (1.1.4)
    40. Collecting SALib>=1.3.3
    41.   Downloading https://pypi.tuna.tsinghua.edu.cn/packages/04/09/bcbe4b907c6d987ea66416178475c6049c9ab7b56135c3725b2e01e3c9e8/SALib-1.4.5-py2.py3-none-any.whl (756 kB)
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    44. Collecting flask-compress
    45.   Downloading https://pypi.tuna.tsinghua.edu.cn/packages/d5/08/91ffc9506cb569f45cc4781ac8d35c6be19b9c3c8b1f8bc77aed56a46b53/Flask_Compress-1.12-py3-none-any.whl (7.9 kB)
    46. Collecting dash-core-components==2.0.0
    47.   Downloading https://pypi.tuna.tsinghua.edu.cn/packages/00/9e/a29f726e84e531a36d56cff187e61d8c96d2cc253c5bcef9a7695acb7e6a/dash_core_components-2.0.0-py3-none-any.whl (3.8 kB)
    48. Requirement already satisfied: Flask>=1.0.4 in e:\program files\python\python36\lib\site-packages (from dash>=1.0.0->interpret-core[dash,debug,decisiontree,ebm,lime,linear,notebook,plotly,required,sensitivity,shap,skoperules,treeinterpreter]>=0.2.7->interpret) (1.1.1)
    49. Collecting plotly>=3.8.1
    50.   Downloading https://pypi.tuna.tsinghua.edu.cn/packages/2d/6a/2c2e9ed190066646bbf1620c0b67f8e363e0024ee7bf0d3ea1fdcc9af3ae/plotly-5.9.0-py2.py3-none-any.whl (15.2 MB)
    51.      |████████████████████████████████| 15.2 MB 6.8 MB/s
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    53.   Downloading https://pypi.tuna.tsinghua.edu.cn/packages/75/65/1b16b853844ef59b2742a7de74a598f376ac0ab581f0dcc34db294e5c90e/dash_html_components-2.0.0-py3-none-any.whl (4.1 kB)
    54. Collecting importlib-metadata==4.8.3
    55.   Downloading https://pypi.tuna.tsinghua.edu.cn/packages/a0/a1/b153a0a4caf7a7e3f15c2cd56c7702e2cf3d89b1b359d1f1c5e59d68f4ce/importlib_metadata-4.8.3-py3-none-any.whl (17 kB)
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    57. Requirement already satisfied: zipp>=0.5 in e:\program files\python\python36\lib\site-packages (from importlib-metadata==4.8.3->dash>=1.0.0->interpret-core[dash,debug,decisiontree,ebm,lime,linear,notebook,plotly,required,sensitivity,shap,skoperules,treeinterpreter]>=0.2.7->interpret) (3.0.0)
    58. Requirement already satisfied: greenlet>=0.4.14 in e:\program files\python\python36\lib\site-packages (from gevent>=1.3.6->interpret-core[dash,debug,decisiontree,ebm,lime,linear,notebook,plotly,required,sensitivity,shap,skoperules,treeinterpreter]>=0.2.7->interpret) (0.4.15)
    59. Requirement already satisfied: cffi>=1.11.5 in e:\program files\python\python36\lib\site-packages (from gevent>=1.3.6->interpret-core[dash,debug,decisiontree,ebm,lime,linear,notebook,plotly,required,sensitivity,shap,skoperules,treeinterpreter]>=0.2.7->interpret) (1.11.5)
    60. Requirement already satisfied: traitlets>=4.1.0 in e:\program files\python\python36\lib\site-packages (from ipykernel>=5.1.0->interpret-core[dash,debug,decisiontree,ebm,lime,linear,notebook,plotly,required,sensitivity,shap,skoperules,treeinterpreter]>=0.2.7->interpret) (4.3.2)
    61. Requirement already satisfied: tornado>=4.2 in e:\program files\python\python36\lib\site-packages (from ipykernel>=5.1.0->interpret-core[dash,debug,decisiontree,ebm,lime,linear,notebook,plotly,required,sensitivity,shap,skoperules,treeinterpreter]>=0.2.7->interpret) (5.1.1)
    62. Requirement already satisfied: jupyter-client in e:\program files\python\python36\lib\site-packages (from ipykernel>=5.1.0->interpret-core[dash,debug,decisiontree,ebm,lime,linear,notebook,plotly,required,sensitivity,shap,skoperules,treeinterpreter]>=0.2.7->interpret) (6.1.7)
    63. Requirement already satisfied: pickleshare in e:\program files\python\python36\lib\site-packages (from ipython>=7.4.0->interpret-core[dash,debug,decisiontree,ebm,lime,linear,notebook,plotly,required,sensitivity,shap,skoperules,treeinterpreter]>=0.2.7->interpret) (0.7.4)
    64. Requirement already satisfied: jedi<=0.17.2,>=0.10 in e:\program files\python\python36\lib\site-packages (from ipython>=7.4.0->interpret-core[dash,debug,decisiontree,ebm,lime,linear,notebook,plotly,required,sensitivity,shap,skoperules,treeinterpreter]>=0.2.7->interpret) (0.12.0)
    65. Requirement already satisfied: pygments in e:\program files\python\python36\lib\site-packages (from ipython>=7.4.0->interpret-core[dash,debug,decisiontree,ebm,lime,linear,notebook,plotly,required,sensitivity,shap,skoperules,treeinterpreter]>=0.2.7->interpret) (2.2.0)
    66. Requirement already satisfied: colorama in e:\program files\python\python36\lib\site-packages (from ipython>=7.4.0->interpret-core[dash,debug,decisiontree,ebm,lime,linear,notebook,plotly,required,sensitivity,shap,skoperules,treeinterpreter]>=0.2.7->interpret) (0.3.9)
    67. Requirement already satisfied: backcall in e:\program files\python\python36\lib\site-packages (from ipython>=7.4.0->interpret-core[dash,debug,decisiontree,ebm,lime,linear,notebook,plotly,required,sensitivity,shap,skoperules,treeinterpreter]>=0.2.7->interpret) (0.1.0)
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    70. Collecting prompt-toolkit!=3.0.0,!=3.0.1,<3.1.0,>=2.0.0
    71.   Downloading https://pypi.tuna.tsinghua.edu.cn/packages/b0/8f/09a88160539a1164de562809f8b1d0a36dc1f9d8c6473f4b71ebed17b953/prompt_toolkit-3.0.30-py3-none-any.whl (381 kB)
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    74. Requirement already satisfied: tqdm in e:\program files\python\python36\lib\site-packages (from lime>=0.1.1.33->interpret-core[dash,debug,decisiontree,ebm,lime,linear,notebook,plotly,required,sensitivity,shap,skoperules,treeinterpreter]>=0.2.7->interpret) (4.51.0)
    75. Requirement already satisfied: scikit-image>=0.12 in e:\program files\python\python36\lib\site-packages (from lime>=0.1.1.33->interpret-core[dash,debug,decisiontree,ebm,lime,linear,notebook,plotly,required,sensitivity,shap,skoperules,treeinterpreter]>=0.2.7->interpret) (0.13.1)
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    78. Collecting tenacity>=6.2.0
    79.   Downloading https://pypi.tuna.tsinghua.edu.cn/packages/f2/a5/f86bc8d67c979020438c8559cc70cfe3a1643fd160d35e09c9cca6a09189/tenacity-8.0.1-py3-none-any.whl (24 kB)
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    84. Collecting pathos
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    99. Requirement already satisfied: pyparsing!=3.0.5,>=2.0.2 in e:\program files\python\python36\lib\site-packages (from packaging>20.9->shap>=0.28.5->interpret-core[dash,debug,decisiontree,ebm,lime,linear,notebook,plotly,required,sensitivity,shap,skoperules,treeinterpreter]>=0.2.7->interpret) (2.2.0)
    100. Requirement already satisfied: wcwidth in e:\program files\python\python36\lib\site-packages (from prompt-toolkit!=3.0.0,!=3.0.1,<3.1.0,>=2.0.0->ipython>=7.4.0->interpret-core[dash,debug,decisiontree,ebm,lime,linear,notebook,plotly,required,sensitivity,shap,skoperules,treeinterpreter]>=0.2.7->interpret) (0.1.7)
    101. Requirement already satisfied: six>=1.5 in e:\program files\python\python36\lib\site-packages (from python-dateutil>=2.7.3->pandas>=0.19.2->interpret-core[dash,debug,decisiontree,ebm,lime,linear,notebook,plotly,required,sensitivity,shap,skoperules,treeinterpreter]>=0.2.7->interpret) (1.15.0)
    102. Requirement already satisfied: PyWavelets>=0.4.0 in e:\program files\python\python36\lib\site-packages (from scikit-image>=0.12->lime>=0.1.1.33->interpret-core[dash,debug,decisiontree,ebm,lime,linear,notebook,plotly,required,sensitivity,shap,skoperules,treeinterpreter]>=0.2.7->interpret) (0.5.2)
    103. Requirement already satisfied: pillow>=2.1.0 in e:\program files\python\python36\lib\site-packages (from scikit-image>=0.12->lime>=0.1.1.33->interpret-core[dash,debug,decisiontree,ebm,lime,linear,notebook,plotly,required,sensitivity,shap,skoperules,treeinterpreter]>=0.2.7->interpret) (8.0.0)
    104. Requirement already satisfied: networkx>=1.8 in e:\program files\python\python36\lib\site-packages (from scikit-image>=0.12->lime>=0.1.1.33->interpret-core[dash,debug,decisiontree,ebm,lime,linear,notebook,plotly,required,sensitivity,shap,skoperules,treeinterpreter]>=0.2.7->interpret) (2.5)
    105. Requirement already satisfied: ipython-genutils in e:\program files\python\python36\lib\site-packages (from traitlets>=4.1.0->ipykernel>=5.1.0->interpret-core[dash,debug,decisiontree,ebm,lime,linear,notebook,plotly,required,sensitivity,shap,skoperules,treeinterpreter]>=0.2.7->interpret) (0.2.0)
    106. Collecting brotli
    107.   Downloading https://pypi.tuna.tsinghua.edu.cn/packages/e3/d4/e68c4f2a21cab38ba1defbd5bc6ab7e74e2234383f1daf36153dce11ea9d/Brotli-1.0.9-cp36-cp36m-win_amd64.whl (365 kB)
    108.      |████████████████████████████████| 365 kB ...
    109. Requirement already satisfied: pyzmq>=13 in e:\program files\python\python36\lib\site-packages (from jupyter-client->ipykernel>=5.1.0->interpret-core[dash,debug,decisiontree,ebm,lime,linear,notebook,plotly,required,sensitivity,shap,skoperules,treeinterpreter]>=0.2.7->interpret) (17.0.0)
    110. Requirement already satisfied: jupyter-core>=4.6.0 in e:\program files\python\python36\lib\site-packages (from jupyter-client->ipykernel>=5.1.0->interpret-core[dash,debug,decisiontree,ebm,lime,linear,notebook,plotly,required,sensitivity,shap,skoperules,treeinterpreter]>=0.2.7->interpret) (4.6.3)
    111. Requirement already satisfied: kiwisolver>=1.0.1 in e:\program files\python\python36\lib\site-packages (from matplotlib->lime>=0.1.1.33->interpret-core[dash,debug,decisiontree,ebm,lime,linear,notebook,plotly,required,sensitivity,shap,skoperules,treeinterpreter]>=0.2.7->interpret) (1.0.1)
    112. Requirement already satisfied: cycler>=0.10 in e:\program files\python\python36\lib\site-packages (from matplotlib->lime>=0.1.1.33->interpret-core[dash,debug,decisiontree,ebm,lime,linear,notebook,plotly,required,sensitivity,shap,skoperules,treeinterpreter]>=0.2.7->interpret) (0.10.0)
    113. Requirement already satisfied: llvmlite>=0.30.0dev0 in e:\program files\python\python36\lib\site-packages (from numba->shap>=0.28.5->interpret-core[dash,debug,decisiontree,ebm,lime,linear,notebook,plotly,required,sensitivity,shap,skoperules,treeinterpreter]>=0.2.7->interpret) (0.30.0)
    114. Collecting pox>=0.3.0
    115.   Downloading https://pypi.tuna.tsinghua.edu.cn/packages/25/6e/7bc83d285dd0438f6ba106dba4fa85e569b09bae14f3c8d9df7acdc92629/pox-0.3.0-py2.py3-none-any.whl (30 kB)
    116. Collecting dill>=0.2.5
    117.   Downloading https://pypi.tuna.tsinghua.edu.cn/packages/b6/c3/973676ceb86b60835bb3978c6db67a5dc06be6cfdbd14ef0f5a13e3fc9fd/dill-0.3.4-py2.py3-none-any.whl (86 kB)
    118.      |████████████████████████████████| 86 kB 1.5 MB/s
    119. Collecting multiprocess>=0.70.12
    120.   Downloading https://pypi.tuna.tsinghua.edu.cn/packages/df/d0/c3011a5bb77f307e68682a5046cce1a2c6591267bf24b5bf3fc4130bb39d/multiprocess-0.70.12.2-py36-none-any.whl (106 kB)
    121.      |████████████████████████████████| 106 kB 2.2 MB/s
    122. Collecting ppft>=1.6.6.4
    123.   Downloading https://pypi.tuna.tsinghua.edu.cn/packages/e1/95/17253538621d21308a6e7ca67cd8f87c64e81f95477e57ee78766cf79aaa/ppft-1.6.6.4-py3-none-any.whl (65 kB)
    124.      |████████████████████████████████| 65 kB 1.2 MB/s
    125. Requirement already satisfied: MarkupSafe>=0.23 in e:\program files\python\python36\lib\site-packages (from Jinja2>=2.10.1->Flask>=1.0.4->dash>=1.0.0->interpret-core[dash,debug,decisiontree,ebm,lime,linear,notebook,plotly,required,sensitivity,shap,skoperules,treeinterpreter]>=0.2.7->interpret) (1.0)
    126. Requirement already satisfied: pywin32>=1.0 in e:\program files\python\python36\lib\site-packages (from jupyter-core>=4.6.0->jupyter-client->ipykernel>=5.1.0->interpret-core[dash,debug,decisiontree,ebm,lime,linear,notebook,plotly,required,sensitivity,shap,skoperules,treeinterpreter]>=0.2.7->interpret) (223)
    127. Building wheels for collected packages: lime
    128.   Building wheel for lime (setup.py) ... done
    129.   Created wheel for lime: filename=lime-0.2.0.1-py3-none-any.whl size=283845 sha256=80b58e049fb5d2f8896cef0a55ebaf00ed6ee9c61bbe1e6ce16f39aae251abc8
    130.   Stored in directory: c:\users\administrator\appdata\local\pip\cache\wheels\c5\0e\99\ff7ddcb1cb98cead4dec929b7f595292a70525094fd00dddb2
    131. Successfully built lime
    132. WARNING: Ignoring invalid distribution -rotobuf (e:\program files\python\python36\lib\site-packages)
    133. Installing collected packages: tenacity, dill, brotli, prompt-toolkit, ppft, pox, plotly, multiprocess, importlib-metadata, flask-compress, dash-table, dash-html-components, dash-core-components, pathos, ipython, dash, treeinterpreter, skope-rules, SALib, lime, interpret-core, dash-cytoscape, interpret
    134.   Attempting uninstall: dill
    135.     WARNING: Ignoring invalid distribution -rotobuf (e:\program files\python\python36\lib\site-packages)
    136.     Found existing installation: dill 0.3.1.1
    137.     Uninstalling dill-0.3.1.1:
    138.       Successfully uninstalled dill-0.3.1.1
    139.   Attempting uninstall: prompt-toolkit
    140.     WARNING: Ignoring invalid distribution -rotobuf (e:\program files\python\python36\lib\site-packages)
    141.     Found existing installation: prompt-toolkit 1.0.15
    142.     Uninstalling prompt-toolkit-1.0.15:
    143.       Successfully uninstalled prompt-toolkit-1.0.15
    144.   Attempting uninstall: plotly
    145.     WARNING: Ignoring invalid distribution -rotobuf (e:\program files\python\python36\lib\site-packages)
    146.     Found existing installation: plotly 4.14.1
    147.     Uninstalling plotly-4.14.1:
    148.       Successfully uninstalled plotly-4.14.1
    149.   Attempting uninstall: importlib-metadata
    150.     WARNING: Ignoring invalid distribution -rotobuf (e:\program files\python\python36\lib\site-packages)
    151.     Found existing installation: importlib-metadata 1.5.0
    152.     Uninstalling importlib-metadata-1.5.0:
    153.       Successfully uninstalled importlib-metadata-1.5.0
    154.   Attempting uninstall: ipython
    155.     WARNING: Ignoring invalid distribution -rotobuf (e:\program files\python\python36\lib\site-packages)
    156.     Found existing installation: ipython 6.4.0
    157.     Uninstalling ipython-6.4.0:
    158.       Successfully uninstalled ipython-6.4.0
    159. Successfully installed SALib-1.4.5 brotli-1.0.9 dash-2.5.1 dash-core-components-2.0.0 dash-cytoscape-0.3.0 dash-html-components-2.0.0 dash-table-5.0.0 dill-0.3.4 flask-compress-1.12 importlib-metadata-4.8.3 interpret-0.2.7 interpret-core-0.2.7 ipython-7.16.3 lime-0.2.0.1 multiprocess-0.70.12.2 pathos-0.2.8 plotly-5.9.0 pox-0.3.0 ppft-1.6.6.4 prompt-toolkit-3.0.30 skope-rules-1.0.1 tenacity-8.0.1 treeinterpreter-0.2.3

    interpret的案例应用

    更新中……

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  • 原文地址：https://blog.csdn.net/qq_41185868/article/details/125572069