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oegedijk avatar oegedijk commented on May 27, 2024

Looks like maybe you installed a new version of xgboost than the version under which you stored the explainer? And the new version cannot load the old format? (I think xgboost recently released 2.0 right?)

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jaimeggb avatar jaimeggb commented on May 27, 2024

Yes that was one of the problems. I had to downgrade to xgboost==1.7.2. In the end the dependencies used that worked after much trial and error were:

cloudpickle
explainerdashboard==0.4.7
xgboost==1.7.2
mlflow
numba==0.58.1
pandas==1.4.2

And the code that worked was:

import cloudpickle
from explainerdashboard import ExplainerDashboard
from flask import Flask

# Load the explainer object with cloudpickle
with open("explainer.joblib", "rb") as f:
    explainer = cloudpickle.load(f)

# Create the ExplainerDashboard instance directly instead of using dashboard.yaml configuration file
dashboard = ExplainerDashboard(explainer,
                               title="Title",
                               description="Description text.",
                               simple=False,
                               # add other parameters as needed
                              )

# Create a Flask app instance to serve the dashboard
app = dashboard.flask_server()

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