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Logging of ClusterAutoK() with GPU acceleration #101

@wlason

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@wlason

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The message 'LOCAL_RANK: 0 - CUDA_VISIBLE_DEVICES: [0]' is repeated multiple times (186) when running autok.fit(adata) and I was wondering if there was a way to disable this.

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Version information

-----
anndata             0.12.2
cellcharter         0.3.5
lightning           2.5.5
matplotlib          3.10.6
numpy               2.2.6
pandas              2.3.2
scanpy              1.11.4
scvi                1.3.3
session_info        v1.0.1
squidpy             1.6.5
torch               2.8.0+cu126
-----
PIL                         11.3.0
absl                        2.3.1
affine                      2.4.0
anyio                       NA
arrow                       1.3.0
asciitree                   NA
asttokens                   NA
attr                        25.3.0
attrs                       25.3.0
babel                       2.17.0
brotli                      1.1.0
certifi                     2025.08.03
cffi                        1.17.1
charset_normalizer          3.4.3
chex                        0.1.90
click                       8.2.1
cloudpickle                 3.1.1
comm                        0.2.3
crc32c                      NA
cycler                      0.12.1
cython_runtime              NA
dask                        2024.11.2
dask_image                  NA
datashader                  0.18.2
dateutil                    2.9.0.post0
debugpy                     1.8.16
decorator                   5.2.1
defusedxml                  0.7.1
deprecated                  1.2.18
docrep                      0.3.2
etils                       1.13.0
executing                   2.2.1
fastjsonschema              NA
filelock                    3.19.1
flax                        0.11.2
fqdn                        NA
fsspec                      2025.9.0
geopandas                   1.1.1
gmpy2                       2.2.1
h5py                        3.14.0
idna                        3.10
imageio                     2.37.0
importlib_resources         NA
ipykernel                   6.30.1
ipywidgets                  8.1.7
isoduration                 NA
jaraco                      NA
jax                         0.6.2
jaxlib                      0.6.2
jedi                        0.19.2
jinja2                      3.1.6
joblib                      1.5.2
json5                       0.12.1
jsonpointer                 3.0.0
jsonschema                  4.25.1
jsonschema_specifications   NA
jupyter_events              0.12.0
jupyter_server              2.17.0
jupyterlab_server           2.27.3
kiwisolver                  1.4.9
lark                        1.2.2
lazy_loader                 0.4
legacy_api_wrap             NA
lightning_fabric            2.5.5
lightning_utilities         0.15.2
llvmlite                    0.44.0
markupsafe                  3.0.2
matplotlib_inline           0.1.7
matplotlib_scalebar         0.9.0
ml_collections              1.1.0
ml_dtypes                   0.5.3
more_itertools              10.8.0
mpl_toolkits                NA
mpmath                      1.3.0
msgpack                     1.1.1
mudata                      0.3.2
multipledispatch            0.6.0
multiscale_spatial_image    2.0.3
natsort                     8.4.0
nbformat                    5.10.4
networkx                    3.5
numba                       0.61.2
numcodecs                   0.15.1
numpyro                     0.19.0
nvidia                      NA
ome_zarr                    NA
opt_einsum                  3.4.0
optax                       0.2.5
optree                      0.17.0
packaging                   25.0
param                       2.2.1
parso                       0.8.5
patsy                       1.0.1
pkg_resources               NA
platformdirs                4.4.0
prometheus_client           NA
prompt_toolkit              3.0.52
psutil                      7.0.0
pure_eval                   0.2.3
pyarrow                     21.0.0
pycparser                   2.22
pyct                        0.5.0
pydev_ipython               NA
pydevconsole                NA
pydevd                      3.2.3
pydevd_file_utils           NA
pydevd_plugins              NA
pydevd_tracing              NA
pygments                    2.19.2
pyparsing                   3.2.3
pyproj                      3.7.2
pyro                        1.9.1
pythonjsonlogger            NA
pytorch_lightning           2.5.5
pytz                        2025.2
rasterio                    1.4.3
referencing                 NA
requests                    2.32.5
rfc3339_validator           0.1.4
rfc3986_validator           0.1.1
rfc3987_syntax              NA
rich                        NA
rpds                        NA
scipy                       1.16.1
seaborn                     0.13.2
send2trash                  NA
setuptools                  80.9.0
shapely                     2.1.1
simplejson                  3.20.1
six                         1.17.0
skimage                     0.25.2
sklearn                     1.7.2
sknw                        0.1
sniffio                     1.3.1
socks                       1.7.1
sparse                      0.17.0
spatial_image               1.2.3
spatialdata                 0.5.0
spatialdata_plot            0.2.11
stack_data                  0.6.3
statsmodels                 0.14.5
sympy                       1.14.0
testing                     NA
threadpoolctl               3.6.0
tifffile                    2025.9.9
tlz                         1.0.0
toolz                       1.0.0
torchgen                    NA
torchgmm                    NA
torchmetrics                1.8.2
torchvision                 0.23.0+cu126
tornado                     6.5.2
tqdm                        4.67.1
traitlets                   5.14.3
triton                      3.4.0
typing_extensions           NA
uri_template                NA
urllib3                     2.5.0
validators                  0.35.0
wcwidth                     0.2.13
webcolors                   NA
websocket                   1.8.0
wrapt                       1.17.3
xarray                      2025.9.0
xarray_dataclass            3.0.0
xarray_schema               0.0.3
xrspatial                   0.4.0
yaml                        6.0.2
zarr                        2.18.7
zmq                         27.1.0
zoneinfo                    NA
zstandard                   0.24.0
-----
IPython             9.5.0
jupyter_client      8.6.3
jupyter_core        5.8.1
jupyterlab          4.4.7
-----
Python 3.12.11 | packaged by conda-forge | (main, Jun  4 2025, 14:45:31) [GCC 13.3.0]
Linux-4.18.0-553.69.1.el8_10.x86_64-x86_64-with-glibc2.28
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