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I encountered an issue while installing xai due to compatibility conflicts with Python 3.11. The libraries specified in the requirements.txt file have versions that are not compatible with Python 3.11. As a result, the installation process fails.
Any suggestions would be appreciated.

A conda installation option could be very helpful. I have already started working on this, to add xai to conda-forge.

Conda-forge PR:

• conda-forge/staged-recipes#17601

Once the conda-forge PR is merged, you will be able to install the library with conda as follows:

conda install -c conda-forge xai

💡 I will push a PR to update the docs once the package is available on conda-forge.

I'm working with text data and looking for ways to explain BERT models. Is there any workaround using XAI or any other package/resources if anyone can recommend?

There is some bug in https://github.com/EthicalML/xai/blob/master/xai/__init__.py#L962

it was written as

r1s = r2s = []

but should be instead

r1s, r2s = [], []

The impact is that if the user would like to us r1s and r2s returned to construct the the curve (e.g. for storing the data for later analysis), they would find that r1s and r2s are referring to the same instance which stores all the curve data that should have been separately stored in r1s and r2s

catboost 0.21 has requirement numpy>=1.16.0

xai 0.0.5 has requirement numpy==1.15.4

How xai is supposed to work?

Hello,

Is there any guideline on how to run the method on sample inputs?
And can you please provide the related paper?

Tnx

your requirements are very restrictive. Can you please change it to >= instead of ==.
for example:

numpy>=1.3
pandas>=0.23.0
matplotlib>2.02,<=3.0.3
scikit-learn>=0.19.0

AttributeError: module 'xai' has no attribute 'show_imbalances;
How to handle this error?

Collecting matplotlib==3.0.2

Using cached matplotlib-3.0.2.tar.gz (36.5 MB)
ERROR: Command errored out with exit status 1:
command: /opt/anaconda3/envs/ethicalml/bin/python -c 'import sys, setuptools, tokenize; sys.argv[0] = '"'"'/private/var/folders/wv/m62_p54d5bx1dnq_m07ck3l40000gn/T/pip-install-303disb7/matplotlib/setup.py'"'"'; file='"'"'/private/var/folders/wv/m62_p54d5bx1dnq_m07ck3l40000gn/T/pip-install-303disb7/matplotlib/setup.py'"'"';f=getattr(tokenize, '"'"'open'"'"', open)(file);code=f.read().replace('"'"'\r\n'"'"', '"'"'\n'"'"');f.close();exec(compile(code, file, '"'"'exec'"'"'))' egg_info --egg-base /private/var/folders/wv/m62_p54d5bx1dnq_m07ck3l40000gn/T/pip-install-303disb7/matplotlib/pip-egg-info

Hello!

I've been trying to install this package and am unable to do so.
I've tried both methods on my Ubuntu machine.

1. pip install xai
2. python setup.py install

What can I do to install this?
Also, is this project active anymore at all?

Can you update the requirements to use the latest version of pandas? Pretty please 😺