shap 'KerasTensor' object has no attribute 'graph' SHAP CNN解释 报错处理

跑shap官方demo，shap.DeepExplainer报错：

shap 'KerasTensor' object has no attribute 'graph'

当时的环境是

keras == 2.4.3

tensorflow == 2.5.0

shap == 0.37

除了这个报错，还有个warning

keras is no longer supported, please use tf.keras instead.

我进行了以下尝试：

1.不使用keras，而使用tensorflow中的keras

2.

import tensorflow.compat.v1.keras.backend as K

import tensorflow as tf

tf.compat.v1.disable_eager_execution()

3.

import tensorflow as tf

tf.compat.v1.disable_v2_behavior()

2、3都会引入新的报错信息无法解释，后来我尝试升级shap版本到最新，因为我觉得我的keras和tensorflow太新了

4.pip install shap -U

最后有个报错，看起来都没开始安装，但是shap==0.39安装好了，使用起来未见异常

Installing collected packages: slicer, shap

  Attempting uninstall: slicer

    Found existing installation: slicer 0.0.3

    Uninstalling slicer-0.0.3:

      Successfully uninstalled slicer-0.0.3

  Attempting uninstall: shap

    Found existing installation: shap 0.37.0

    Uninstalling shap-0.37.0:

      Successfully uninstalled shap-0.37.0

ERROR: Could not install packages due to an EnvironmentError: [WinError 5] 拒绝访问。: 'C:\\Users\\YH\\anaconda3\\Lib\\site-packages\\~hap\\_cext.cp38-win_amd64.pyd'

Consider using the `--user` option or check the permissions.

但是仍然有keras is no longer supported, please use tf.keras instead.的warning，但是看运行结果，感觉已经正常work