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[Bug]: Modeling does not work for certain setup #523

Description

@bpaulwitz

Describe the bug
For our installed setup, it is not possible to do modeling. First, the training does not seem to store the model and then subsequently it is not possible to load it for testing and application.

How to reproduce the bug
It effects all sorts of modeling (Logistic Regression, MLP, ...). It does only seem to affect the software setup in our computer pool.

Expected behavior
Model would be saved and testing and application would load the stored model.

Environment details

  • OS: Windows 11
  • Python Version: 3.10.11
  • Package Version: 1.1.6

Additional information

  • Dataset: EIS Tutorial Lapland dataset
  • QGIS Version: 3.40.4
  • The bug occured during a block course at TU Freiberg.

Python packages in environment:

Package                      Version
---------------------------- -----------
absl-py                      2.3.1
access                       1.1.9
affine                       2.4.0
astunparse                   1.6.3
attrs                        25.3.0
beartype                     0.13.1
beautifulsoup4               4.13.5
cachetools                   5.5.2
certifi                      2025.8.3
charset-normalizer           3.4.3
click                        8.2.1
click-plugins                1.1.1.2
cligj                        0.7.2
colorama                     0.4.6
contourpy                    1.3.2
cycler                       0.12.1
deprecation                  2.1.0
eis_toolkit                  1.1.6
esda                         2.5.1
fiona                        1.9.6
flatbuffers                  25.2.10
fonttools                    4.59.2
gast                         0.6.0
GDAL                         3.8.4
geopandas                    0.11.1
giddy                        2.3.5
google-auth                  2.40.3
google-auth-oauthlib         1.2.2
google-pasta                 0.2.0
grpcio                       1.74.0
h5py                         3.14.0
idna                         3.10
imbalanced-learn             0.11.0
inequality                   1.1.1
Jinja2                       3.1.6
joblib                       1.5.2
keras                        2.15.0
kiwisolver                   1.4.9
libclang                     18.1.1
libpysal                     4.7.0
llvmlite                     0.43.0
mapclassify                  2.8.1
Markdown                     3.8.2
markdown-it-py               4.0.0
MarkupSafe                   3.0.2
matplotlib                   3.10.6
mdurl                        0.1.2
mgwr                         2.2.1
ml-dtypes                    0.3.2
momepy                       0.5.4
mpmath                       1.3.0
networkx                     3.4.2
numba                        0.60.0
numpy                        1.26.4
oauthlib                     3.3.1
opt_einsum                   3.4.0
packaging                    25.0
pandas                       2.3.2
patsy                        1.0.1
pillow                       11.3.0
pip                          25.2
platformdirs                 4.4.0
pointpats                    2.4.0
protobuf                     4.25.8
PuLP                         3.2.2
pyasn1                       0.6.1
pyasn1_modules               0.4.2
pygeos                       0.14
Pygments                     2.19.2
PyKrige                      1.7.2
pyparsing                    3.2.3
pyproj                       3.7.1
pysal                        23.7
python-dateutil              2.9.0.post0
pytz                         2025.2
quantecon                    0.10.1
rasterio                     1.4.3
rasterstats                  0.20.0
requests                     2.32.5
requests-oauthlib            2.0.0
rich                         13.9.4
rsa                          4.9.1
rtree                        1.4.1
scikit-learn                 1.7.1
scipy                        1.11.4
seaborn                      0.13.2
segregation                  2.5.2
setuptools                   65.5.0
Shapely                      1.8.5.post1
shellingham                  1.5.4
simplejson                   3.20.1
six                          1.17.0
soupsieve                    2.8
spaghetti                    1.7.5.post1
spglm                        1.1.0
spint                        1.0.7
splot                        1.1.7
spopt                        0.5.0
spreg                        1.8.3
spvcm                        0.3.0
statsmodels                  0.14.5
sympy                        1.14.0
tensorboard                  2.15.2
tensorboard-data-server      0.7.2
tensorflow                   2.15.1
tensorflow-estimator         2.15.0
tensorflow-intel             2.15.1
tensorflow-io-gcs-filesystem 0.31.0
termcolor                    3.1.0
threadpoolctl                3.6.0
tobler                       0.9.0
tqdm                         4.67.1
typer                        0.9.4
typing_extensions            4.15.0
tzdata                       2025.2
urllib3                      2.5.0
Werkzeug                     3.1.3
wheel                        0.45.1
wrapt                        1.14.2

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