AttributeError: module 'tensorflow' has no attribute 'get_default_session'

Installed dice-ml from pypi.

import dice_ml
from dice_ml.utils import helpers # helper functions

d = dice_ml.Data(dataframe=helpers.load_adult_income_dataset(),
                 continuous_features=['age', 'hours_per_week'],
                 outcome_name='income')

m = dice_ml.Model(model_path=dice_ml.utils.helpers.get_adult_income_modelpath())

exp = dice_ml.Dice(d,m)

Getting the following error

---------------------------------------------------------------------------
AttributeError                            Traceback (most recent call last)
<ipython-input-8-d3dad7eed1c9> in <module>
      8 m = dice_ml.Model(model_path=dice_ml.utils.helpers.get_adult_income_modelpath())
      9 # DiCE explanation instance
---> 10 exp = dice_ml.Dice(d,m)

~/anaconda3/envs/diceml/lib/python3.6/site-packages/dice_ml/dice.py in __init__(self, data_interface, model_interface, **kwargs)
     15         """
     16 
---> 17         self.decide_implementation_type(data_interface, model_interface, **kwargs)
     18 
     19     def decide_implementation_type(self, data_interface, model_interface, **kwargs):

~/anaconda3/envs/diceml/lib/python3.6/site-packages/dice_ml/dice.py in decide_implementation_type(self, data_interface, model_interface, **kwargs)
     21 
     22         self.__class__  = decide(data_interface, model_interface)
---> 23         self.__init__(data_interface, model_interface, **kwargs)
     24 
     25 # To add new implementations of DiCE, add the class in explainer_interfaces subpackage and import-and-return the class in an elif loop as shown in the below method.

~/anaconda3/envs/diceml/lib/python3.6/site-packages/dice_ml/explainer_interfaces/dice_tensorflow1.py in __init__(self, data_interface, model_interface)
     26 
     27         # create TensorFLow session if one is not already created
---> 28         if tf.get_default_session() is not None:
     29             self.dice_sess = tf.get_default_session()
     30         else:

AttributeError: module 'tensorflow' has no attribute 'get_default_session'

My pip freeze result

absl-py==0.11.0
appnope==0.1.0
argon2-cffi==20.1.0
astunparse==1.6.3
async-generator==1.10
attrs==20.2.0
backcall==0.2.0
bleach==3.2.1
cachetools==4.1.1
certifi==2020.6.20
cffi==1.14.3
chardet==3.0.4
dataclasses==0.7
decorator==4.4.2
defusedxml==0.6.0
dice-ml==0.4
entrypoints==0.3
future==0.18.2
gast==0.3.3
google-auth==1.22.1
google-auth-oauthlib==0.4.2
google-pasta==0.2.0
grpcio==1.33.2
h5py==2.10.0
idna==2.10
importlib-metadata==2.0.0
ipykernel==5.3.4
ipython==7.16.1
ipython-genutils==0.2.0
ipywidgets==7.5.1
jedi==0.17.2
Jinja2==2.11.2
joblib==0.17.0
jsonschema==3.2.0
jupyter==1.0.0
jupyter-client==6.1.7
jupyter-console==6.2.0
jupyter-core==4.6.3
jupyterlab-pygments==0.1.2
Keras-Preprocessing==1.1.2
lazy-import==0.2.2
Markdown==3.3.3
MarkupSafe==1.1.1
mistune==0.8.4
mkl-fft==1.2.0
mkl-random==1.1.1
mkl-service==2.3.0
nbclient==0.5.1
nbconvert==6.0.7
nbformat==5.0.8
nest-asyncio==1.4.2
notebook==6.1.4
numpy @ file:///opt/concourse/worker/volumes/live/e6a5a904-ea21-4841-4eec-d53e1ac1014c/volume/numpy_and_numpy_base_1603479626870/work
oauthlib==3.1.0
olefile==0.46
opt-einsum==3.3.0
packaging==20.4
pandas==0.25.3
pandocfilters==1.4.3
parso==0.7.1
pexpect==4.8.0
pickleshare==0.7.5
Pillow @ file:///opt/concourse/worker/volumes/live/06069510-e277-4aed-54f4-6dfdcb84a461/volume/pillow_1603822272490/work
prometheus-client==0.8.0
prompt-toolkit==3.0.3
protobuf==3.13.0
ptyprocess==0.6.0
pyasn1==0.4.8
pyasn1-modules==0.2.8
pycparser==2.20
Pygments==2.7.2
pyparsing==2.4.7
pyrsistent==0.17.3
python-dateutil==2.8.1
pytz==2020.1
pyzmq==19.0.2
qtconsole==4.7.7
QtPy==1.9.0
requests==2.24.0
requests-oauthlib==1.3.0
rsa==4.6
scikit-learn==0.23.2
scipy==1.5.3
Send2Trash==1.5.0
six==1.15.0
tensorboard==2.3.0
tensorboard-plugin-wit==1.7.0
tensorflow==2.3.1
tensorflow-cpu==2.3.1
tensorflow-estimator==2.3.0
tensorflow-gpu==1.1.0
termcolor==1.1.0
terminado==0.9.1
testpath==0.4.4
threadpoolctl==2.1.0
torch==1.7.0
torchaudio==0.7.0a0+ac17b64
torchvision==0.8.1
tornado==6.0.4
traitlets==4.3.3
typing-extensions @ file:///tmp/build/80754af9/typing_extensions_1598376058250/work
urllib3==1.25.11
wcwidth==0.2.5
webencodings==0.5.1
Werkzeug==1.0.1
widgetsnbextension==3.5.1
wrapt==1.12.1
zipp==3.4.0

If I change torch or tensorflow version other issues crop up. .

If fresh dice-ml install done in a new env where dice only install torch and tensorflow, then the error is AttributeError: module 'torch.jit' has no attribute '_script_if_tracing'

[raam93]

DiCE internally selects a version of the explainer implementation based on the backend parameter to dice_ml.Model. The default version is TensorFlow 1.x so you need to set it manually if you are using TF2 or PyTorch. Please check out the section Loading the ML model in this notebook: https://github.com/interpretml/DiCE/blob/master/docs/source/notebooks/DiCE_getting_started.ipynb.

Specifically, for your question, doing the below will resolve the error: backend = 'TF'+tf.__version__[0] # TF2 in your case ML_modelpath = helpers.get_adult_income_modelpath(backend=backend) m = dice_ml.Model(model_path= ML_modelpath, backend=backend)

[amindadgar]

Same issue here for the README example and also a new environment with installed everything from the requirements files!

To reproduce error:

>>> python -m venv mynewenvironment
>>> cd mynewenvironment
>>> source bin/activate
>>> git clone https://github.com/interpretml/DiCE.git
>>> cd DiCE
>>> pip install requirements.txt
>>> pip install requirements-deeplearning.txt
>>> pip install ipykernel
>>> python3 -m ipykernel --user --name=mynewenvironment
>>> jupyter-notebook  

And finally I chosed mynewenvironment for the notebook kernel.

For the first cell in jupyter notebook (the example from README.md)

import dice_ml
from dice_ml.utils import helpers # helper functions
# Dataset for training an ML model
d = dice_ml.Data(dataframe=helpers.load_adult_income_dataset(),
                 continuous_features=['age', 'hours_per_week'],
                 outcome_name='income')
# Pre-trained ML model
m = dice_ml.Model(model_path=dice_ml.utils.helpers.get_adult_income_modelpath())
# DiCE explanation instance
exp = dice_ml.Dice(d,m)

Running this code would gives me error AttributeError: module 'tensorflow' has no attribute 'get_default_session'.

My System:

• Using windows wsl Ubuntu 20.04.1 LTS
• CPU: I7 9750h
• GPU: GTX 1660Ti (Cuda is not configured for tensorflow)