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scvi-tools import error #25

@RijndertAriese

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@RijndertAriese

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Hi hnoca team!

First off, thank you for developing this great package. I've been using this for some time now, but encountered a bug that I monkeypatched for now. Should be an easy fix.

I load my SCANVI model

lvae = scvi.model.SCANVI.load(
    "path/to/scanvi/model",
    adata=train_adata,
)

and run

mapper = mapping.AtlasMapper(lvae)

I get this error:

---------------------------------------------------------------------------
ModuleNotFoundError                       Traceback (most recent call last)
File /hpc/pmc_rios/2.personal/rariese/miniconda/envs/scvi/lib/python3.11/site-packages/hnoca/utils/check.py:63, in ModuleChecker.check(self)
     62 try:
---> 63     importlib.import_module(self.name)
     64 except ModuleNotFoundError as e:

File /hpc/pmc_rios/2.personal/rariese/miniconda/envs/scvi/lib/python3.11/importlib/__init__.py:126, in import_module(name, package)
    125         level += 1
--> 126 return _bootstrap._gcd_import(name[level:], package, level)

File <frozen importlib._bootstrap>:1204, in _gcd_import(name, package, level)

File <frozen importlib._bootstrap>:1176, in _find_and_load(name, import_)

File <frozen importlib._bootstrap>:1140, in _find_and_load_unlocked(name, import_)

ModuleNotFoundError: No module named 'scvi-tools'

The above exception was the direct cause of the following exception:

RuntimeError                              Traceback (most recent call last)
Cell In[29], line 1
----> 1 mapper = mapping.AtlasMapper(lvae)
      2 mapper.map_query(query, retrain="partial", max_epochs=100, batch_size=1024)

File /hpc/pmc_rios/2.personal/rariese/miniconda/envs/scvi/lib/python3.11/site-packages/hnoca/mapping/mapper.py:35, in AtlasMapper.__init__(self, ref_model)
     28 """
     29 Initialize the AtlasMapper object
     30 
     31 Args:
     32     ref_model: The reference model to map the query dataset to.
     33 """
     34 # Check optional dependencies
---> 35 check_deps("scvi-tools")
     36 check_deps("scarches")
     37 # Import and store as attributes so other methods can use them

File /hpc/pmc_rios/2.personal/rariese/miniconda/envs/scvi/lib/python3.11/site-packages/hnoca/utils/check.py:106, in check_deps(*args)
     97 r"""
     98 Check whether certain dependencies are installed
     99 
   (...)    103     A list of dependencies to check
    104 """
    105 for item in args:
--> 106     CHECKERS[item].check()

File /hpc/pmc_rios/2.personal/rariese/miniconda/envs/scvi/lib/python3.11/site-packages/hnoca/utils/check.py:65, in ModuleChecker.check(self)
     63     importlib.import_module(self.name)
     64 except ModuleNotFoundError as e:
---> 65     raise RuntimeError(" ".join(filter(None, [self.vreq_hint, self.install_hint]))) from e
     66 v = parse(version(self.package_name))
     67 if self.vmin and v < self.vmin:

RuntimeError: This function relies on scvi-tools (>=1.2). Please install scvi-tools, either directly or via the corresponding hnoca extra: `pip install 'hnoca[mapping]'`.

This checks versioning of the scvi-tools package, but in Python it is imported as 'scvi'. I patched it for now using

import hnoca.utils.check as _chk
if 'scvi-tools' in _chk.CHECKERS:
    _chk.CHECKERS['scvi-tools'].name = 'scvi'

and it runs beautiful!

Cheers,
Rijndert

Versions

<table class=table>
            <thead style="position: sticky; top: 0; background-color: var(--jp-layout-color0, var(--vscode-editor-background, #f8f9fa)); color: var(--jp-ui-font-color1, var(--vscode-editor-foreground, #212529));">
        <tr><th>Package</th><th>Version</th></tr>
    </thead>
    <tbody>
        <tr style="background-color: var(--jp-layout-color1, var(--vscode-editor-background, #f8f9fa)); color: var(--jp-ui-font-color1, var(--vscode-editor-foreground, #212529));"><td><strong>pandas</strong></td><td>2.3.3</td></tr>
        <tr style="background-color: var(--jp-layout-color2, var(--vscode-tree-tableOddRowsBackground, #f1f3f4)); color: var(--jp-ui-font-color1, var(--vscode-editor-foreground, #212529));"><td><strong>numpy</strong></td><td>1.26.4</td></tr>
        <tr style="background-color: var(--jp-layout-color1, var(--vscode-editor-background, #f8f9fa)); color: var(--jp-ui-font-color1, var(--vscode-editor-foreground, #212529));"><td><strong>anndata</strong></td><td>0.12.4</td></tr>
        <tr style="background-color: var(--jp-layout-color2, var(--vscode-tree-tableOddRowsBackground, #f1f3f4)); color: var(--jp-ui-font-color1, var(--vscode-editor-foreground, #212529));"><td><strong>torch</strong></td><td>2.9.0 (2.9.0+cu128)</td></tr>
        <tr style="background-color: var(--jp-layout-color1, var(--vscode-editor-background, #f8f9fa)); color: var(--jp-ui-font-color1, var(--vscode-editor-foreground, #212529));"><td><strong>scvi-tools</strong></td><td>1.4.0.post1</td></tr>
        <tr style="background-color: var(--jp-layout-color2, var(--vscode-tree-tableOddRowsBackground, #f1f3f4)); color: var(--jp-ui-font-color1, var(--vscode-editor-foreground, #212529));"><td><strong>scanpy</strong></td><td>1.11.5</td></tr>
        <tr style="background-color: var(--jp-layout-color1, var(--vscode-editor-background, #f8f9fa)); color: var(--jp-ui-font-color1, var(--vscode-editor-foreground, #212529));"><td><strong>matplotlib</strong></td><td>3.10.7</td></tr>
        <tr style="background-color: var(--jp-layout-color2, var(--vscode-tree-tableOddRowsBackground, #f1f3f4)); color: var(--jp-ui-font-color1, var(--vscode-editor-foreground, #212529));"><td><strong>seaborn</strong></td><td>0.13.2</td></tr>
        <tr style="background-color: var(--jp-layout-color1, var(--vscode-editor-background, #f8f9fa)); color: var(--jp-ui-font-color1, var(--vscode-editor-foreground, #212529));"><td><strong>hnoca</strong></td><td>0.2.1</td></tr>
    </tbody>
    <thead style="position: sticky; top: 0; background-color: var(--jp-layout-color0, var(--vscode-editor-background, #f8f9fa)); color: var(--jp-ui-font-color1, var(--vscode-editor-foreground, #212529));">
        <tr><th>Component</th><th>Info</th></tr>
    </thead>
    <tbody>
        <tr style="background-color: var(--jp-layout-color1, var(--vscode-editor-background, #f8f9fa)); color: var(--jp-ui-font-color1, var(--vscode-editor-foreground, #212529));"><td>Python</td><td>3.11.14 | packaged by conda-forge | (main, Oct 22 2025, 22:46:25) [GCC 14.3.0]</td></tr>
        <tr style="background-color: var(--jp-layout-color2, var(--vscode-tree-tableOddRowsBackground, #f1f3f4)); color: var(--jp-ui-font-color1, var(--vscode-editor-foreground, #212529));"><td>OS</td><td>Linux-4.18.0-553.77.1.el8_10.x86_64-x86_64-with-glibc2.31</td></tr>
        <tr style="background-color: var(--jp-layout-color1, var(--vscode-editor-background, #f8f9fa)); color: var(--jp-ui-font-color1, var(--vscode-editor-foreground, #212529));"><td>Updated</td><td>2025-10-29 15:59</td></tr>
    </tbody>
        </table>

        <details>
        <summary>Dependencies</summary>
                <div style="max-height: min(500px, 80vh); overflow-y: auto;">
    <table class=table>
            <thead style="position: sticky; top: 0; background-color: var(--jp-layout-color0, var(--vscode-editor-background, #f8f9fa)); color: var(--jp-ui-font-color1, var(--vscode-editor-foreground, #212529));">
    <tr><th>Dependency</th><th>Version</th></tr>
</thead>
<tbody>
    <tr style="background-color: var(--jp-layout-color1, var(--vscode-editor-background, #f8f9fa)); color: var(--jp-ui-font-color1, var(--vscode-editor-foreground, #212529));"><td>numba</td><td>0.62.1</td></tr>
    <tr style="background-color: var(--jp-layout-color2, var(--vscode-tree-tableOddRowsBackground, #f1f3f4)); color: var(--jp-ui-font-color1, var(--vscode-editor-foreground, #212529));"><td>opt_einsum</td><td>3.4.0</td></tr>
    <tr style="background-color: var(--jp-layout-color1, var(--vscode-editor-background, #f8f9fa)); color: var(--jp-ui-font-color1, var(--vscode-editor-foreground, #212529));"><td>Jinja2</td><td>3.1.6</td></tr>
    <tr style="background-color: var(--jp-layout-color2, var(--vscode-tree-tableOddRowsBackground, #f1f3f4)); color: var(--jp-ui-font-color1, var(--vscode-editor-foreground, #212529));"><td>comm</td><td>0.2.3</td></tr>
    <tr style="background-color: var(--jp-layout-color1, var(--vscode-editor-background, #f8f9fa)); color: var(--jp-ui-font-color1, var(--vscode-editor-foreground, #212529));"><td>legacy-api-wrap</td><td>1.4.1</td></tr>
    <tr style="background-color: var(--jp-layout-color2, var(--vscode-tree-tableOddRowsBackground, #f1f3f4)); color: var(--jp-ui-font-color1, var(--vscode-editor-foreground, #212529));"><td>prompt_toolkit</td><td>3.0.52</td></tr>
    <tr style="background-color: var(--jp-layout-color1, var(--vscode-editor-background, #f8f9fa)); color: var(--jp-ui-font-color1, var(--vscode-editor-foreground, #212529));"><td>jaxlib</td><td>0.7.1</td></tr>
    <tr style="background-color: var(--jp-layout-color2, var(--vscode-tree-tableOddRowsBackground, #f1f3f4)); color: var(--jp-ui-font-color1, var(--vscode-editor-foreground, #212529));"><td>chex</td><td>0.1.91</td></tr>
    <tr style="background-color: var(--jp-layout-color1, var(--vscode-editor-background, #f8f9fa)); color: var(--jp-ui-font-color1, var(--vscode-editor-foreground, #212529));"><td>statsmodels</td><td>0.14.5</td></tr>
    <tr style="background-color: var(--jp-layout-color2, var(--vscode-tree-tableOddRowsBackground, #f1f3f4)); color: var(--jp-ui-font-color1, var(--vscode-editor-foreground, #212529));"><td>torchmetrics</td><td>1.8.2</td></tr>
    <tr style="background-color: var(--jp-layout-color1, var(--vscode-editor-background, #f8f9fa)); color: var(--jp-ui-font-color1, var(--vscode-editor-foreground, #212529));"><td>donfig</td><td>0.8.1.post1</td></tr>
    <tr style="background-color: var(--jp-layout-color2, var(--vscode-tree-tableOddRowsBackground, #f1f3f4)); color: var(--jp-ui-font-color1, var(--vscode-editor-foreground, #212529));"><td>cuml-cu12</td><td>25.10.0 (25.10.00)</td></tr>
    <tr style="background-color: var(--jp-layout-color1, var(--vscode-editor-background, #f8f9fa)); color: var(--jp-ui-font-color1, var(--vscode-editor-foreground, #212529));"><td>pycparser</td><td>2.23</td></tr>
    <tr style="background-color: var(--jp-layout-color2, var(--vscode-tree-tableOddRowsBackground, #f1f3f4)); color: var(--jp-ui-font-color1, var(--vscode-editor-foreground, #212529));"><td>nvidia-cudnn-cu12</td><td>9.10.2.21</td></tr>
    <tr style="background-color: var(--jp-layout-color1, var(--vscode-editor-background, #f8f9fa)); color: var(--jp-ui-font-color1, var(--vscode-editor-foreground, #212529));"><td>pyzmq</td><td>27.1.0</td></tr>
    <tr style="background-color: var(--jp-layout-color2, var(--vscode-tree-tableOddRowsBackground, #f1f3f4)); color: var(--jp-ui-font-color1, var(--vscode-editor-foreground, #212529));"><td>PyYAML</td><td>6.0.3</td></tr>
    <tr style="background-color: var(--jp-layout-color1, var(--vscode-editor-background, #f8f9fa)); color: var(--jp-ui-font-color1, var(--vscode-editor-foreground, #212529));"><td>pexpect</td><td>4.9.0</td></tr>
    <tr style="background-color: var(--jp-layout-color2, var(--vscode-tree-tableOddRowsBackground, #f1f3f4)); color: var(--jp-ui-font-color1, var(--vscode-editor-foreground, #212529));"><td>jupyter_client</td><td>8.6.3</td></tr>
    <tr style="background-color: var(--jp-layout-color1, var(--vscode-editor-background, #f8f9fa)); color: var(--jp-ui-font-color1, var(--vscode-editor-foreground, #212529));"><td>pyro-ppl</td><td>1.9.1</td></tr>
    <tr style="background-color: var(--jp-layout-color2, var(--vscode-tree-tableOddRowsBackground, #f1f3f4)); color: var(--jp-ui-font-color1, var(--vscode-editor-foreground, #212529));"><td>rapids-dask-dependency</td><td>25.10.0</td></tr>
    <tr style="background-color: var(--jp-layout-color1, var(--vscode-editor-background, #f8f9fa)); color: var(--jp-ui-font-color1, var(--vscode-editor-foreground, #212529));"><td>jax</td><td>0.7.1</td></tr>
    <tr style="background-color: var(--jp-layout-color2, var(--vscode-tree-tableOddRowsBackground, #f1f3f4)); color: var(--jp-ui-font-color1, var(--vscode-editor-foreground, #212529));"><td>nvidia-nvtx-cu12</td><td>12.8.90</td></tr>
    <tr style="background-color: var(--jp-layout-color1, var(--vscode-editor-background, #f8f9fa)); color: var(--jp-ui-font-color1, var(--vscode-editor-foreground, #212529));"><td>nvidia-nvshmem-cu12</td><td>3.3.20</td></tr>
    <tr style="background-color: var(--jp-layout-color2, var(--vscode-tree-tableOddRowsBackground, #f1f3f4)); color: var(--jp-ui-font-color1, var(--vscode-editor-foreground, #212529));"><td>cuda-bindings</td><td>12.9.4</td></tr>
    <tr style="background-color: var(--jp-layout-color1, var(--vscode-editor-background, #f8f9fa)); color: var(--jp-ui-font-color1, var(--vscode-editor-foreground, #212529));"><td>executing</td><td>2.2.1</td></tr>
    <tr style="background-color: var(--jp-layout-color2, var(--vscode-tree-tableOddRowsBackground, #f1f3f4)); color: var(--jp-ui-font-color1, var(--vscode-editor-foreground, #212529));"><td>nvidia-cufile-cu12</td><td>1.13.1.3</td></tr>
    <tr style="background-color: var(--jp-layout-color1, var(--vscode-editor-background, #f8f9fa)); color: var(--jp-ui-font-color1, var(--vscode-editor-foreground, #212529));"><td>ipykernel</td><td>7.0.1</td></tr>
    <tr style="background-color: var(--jp-layout-color2, var(--vscode-tree-tableOddRowsBackground, #f1f3f4)); color: var(--jp-ui-font-color1, var(--vscode-editor-foreground, #212529));"><td>llvmlite</td><td>0.45.1</td></tr>
    <tr style="background-color: var(--jp-layout-color1, var(--vscode-editor-background, #f8f9fa)); color: var(--jp-ui-font-color1, var(--vscode-editor-foreground, #212529));"><td>nvidia-cusparse-cu12</td><td>12.5.8.93</td></tr>
    <tr style="background-color: var(--jp-layout-color2, var(--vscode-tree-tableOddRowsBackground, #f1f3f4)); color: var(--jp-ui-font-color1, var(--vscode-editor-foreground, #212529));"><td>natsort</td><td>8.4.0</td></tr>
    <tr style="background-color: var(--jp-layout-color1, var(--vscode-editor-background, #f8f9fa)); color: var(--jp-ui-font-color1, var(--vscode-editor-foreground, #212529));"><td>jupyter_core</td><td>5.9.1</td></tr>
    <tr style="background-color: var(--jp-layout-color2, var(--vscode-tree-tableOddRowsBackground, #f1f3f4)); color: var(--jp-ui-font-color1, var(--vscode-editor-foreground, #212529));"><td>pyparsing</td><td>3.2.5</td></tr>
    <tr style="background-color: var(--jp-layout-color1, var(--vscode-editor-background, #f8f9fa)); color: var(--jp-ui-font-color1, var(--vscode-editor-foreground, #212529));"><td>crc32c</td><td>2.8</td></tr>
    <tr style="background-color: var(--jp-layout-color2, var(--vscode-tree-tableOddRowsBackground, #f1f3f4)); color: var(--jp-ui-font-color1, var(--vscode-editor-foreground, #212529));"><td>multipledispatch</td><td>1.0.0 (0.6.0)</td></tr>
    <tr style="background-color: var(--jp-layout-color1, var(--vscode-editor-background, #f8f9fa)); color: var(--jp-ui-font-color1, var(--vscode-editor-foreground, #212529));"><td>h5py</td><td>3.15.1</td></tr>
    <tr style="background-color: var(--jp-layout-color2, var(--vscode-tree-tableOddRowsBackground, #f1f3f4)); color: var(--jp-ui-font-color1, var(--vscode-editor-foreground, #212529));"><td>cffi</td><td>2.0.0</td></tr>
    <tr style="background-color: var(--jp-layout-color1, var(--vscode-editor-background, #f8f9fa)); color: var(--jp-ui-font-color1, var(--vscode-editor-foreground, #212529));"><td>igraph</td><td>0.11.9</td></tr>
    <tr style="background-color: var(--jp-layout-color2, var(--vscode-tree-tableOddRowsBackground, #f1f3f4)); color: var(--jp-ui-font-color1, var(--vscode-editor-foreground, #212529));"><td>jax-cuda12-pjrt</td><td>0.8.0</td></tr>
    <tr style="background-color: var(--jp-layout-color1, var(--vscode-editor-background, #f8f9fa)); color: var(--jp-ui-font-color1, var(--vscode-editor-foreground, #212529));"><td>scikit-learn</td><td>1.7.2</td></tr>
    <tr style="background-color: var(--jp-layout-color2, var(--vscode-tree-tableOddRowsBackground, #f1f3f4)); color: var(--jp-ui-font-color1, var(--vscode-editor-foreground, #212529));"><td>scikit-misc</td><td>0.5.1</td></tr>
    <tr style="background-color: var(--jp-layout-color1, var(--vscode-editor-background, #f8f9fa)); color: var(--jp-ui-font-color1, var(--vscode-editor-foreground, #212529));"><td>rapids-logger</td><td>0.1.19</td></tr>
    <tr style="background-color: var(--jp-layout-color2, var(--vscode-tree-tableOddRowsBackground, #f1f3f4)); color: var(--jp-ui-font-color1, var(--vscode-editor-foreground, #212529));"><td>pynndescent</td><td>0.5.13</td></tr>
    <tr style="background-color: var(--jp-layout-color1, var(--vscode-editor-background, #f8f9fa)); color: var(--jp-ui-font-color1, var(--vscode-editor-foreground, #212529));"><td>typing_extensions</td><td>4.15.0</td></tr>
    <tr style="background-color: var(--jp-layout-color2, var(--vscode-tree-tableOddRowsBackground, #f1f3f4)); color: var(--jp-ui-font-color1, var(--vscode-editor-foreground, #212529));"><td>stack-data</td><td>0.6.3</td></tr>
    <tr style="background-color: var(--jp-layout-color1, var(--vscode-editor-background, #f8f9fa)); color: var(--jp-ui-font-color1, var(--vscode-editor-foreground, #212529));"><td>cuda-core</td><td>0.3.2 (12.9.4)</td></tr>
    <tr style="background-color: var(--jp-layout-color2, var(--vscode-tree-tableOddRowsBackground, #f1f3f4)); color: var(--jp-ui-font-color1, var(--vscode-editor-foreground, #212529));"><td>lightning</td><td>2.5.5</td></tr>
    <tr style="background-color: var(--jp-layout-color1, var(--vscode-editor-background, #f8f9fa)); color: var(--jp-ui-font-color1, var(--vscode-editor-foreground, #212529));"><td>traitlets</td><td>5.14.3</td></tr>
    <tr style="background-color: var(--jp-layout-color2, var(--vscode-tree-tableOddRowsBackground, #f1f3f4)); color: var(--jp-ui-font-color1, var(--vscode-editor-foreground, #212529));"><td>joblib</td><td>1.5.2</td></tr>
    <tr style="background-color: var(--jp-layout-color1, var(--vscode-editor-background, #f8f9fa)); color: var(--jp-ui-font-color1, var(--vscode-editor-foreground, #212529));"><td>libcuml-cu12</td><td>25.10.0 (25.10.00)</td></tr>
    <tr style="background-color: var(--jp-layout-color2, var(--vscode-tree-tableOddRowsBackground, #f1f3f4)); color: var(--jp-ui-font-color1, var(--vscode-editor-foreground, #212529));"><td>pillow</td><td>12.0.0</td></tr>
    <tr style="background-color: var(--jp-layout-color1, var(--vscode-editor-background, #f8f9fa)); color: var(--jp-ui-font-color1, var(--vscode-editor-foreground, #212529));"><td>lightning-utilities</td><td>0.15.2</td></tr>
    <tr style="background-color: var(--jp-layout-color2, var(--vscode-tree-tableOddRowsBackground, #f1f3f4)); color: var(--jp-ui-font-color1, var(--vscode-editor-foreground, #212529));"><td>zipp</td><td>3.23.0</td></tr>
    <tr style="background-color: var(--jp-layout-color1, var(--vscode-editor-background, #f8f9fa)); color: var(--jp-ui-font-color1, var(--vscode-editor-foreground, #212529));"><td>nvidia-cuda-nvcc-cu12</td><td>12.9.86</td></tr>
    <tr style="background-color: var(--jp-layout-color2, var(--vscode-tree-tableOddRowsBackground, #f1f3f4)); color: var(--jp-ui-font-color1, var(--vscode-editor-foreground, #212529));"><td>docrep</td><td>0.3.2</td></tr>
    <tr style="background-color: var(--jp-layout-color1, var(--vscode-editor-background, #f8f9fa)); color: var(--jp-ui-font-color1, var(--vscode-editor-foreground, #212529));"><td>cachetools</td><td>6.2.1</td></tr>
    <tr style="background-color: var(--jp-layout-color2, var(--vscode-tree-tableOddRowsBackground, #f1f3f4)); color: var(--jp-ui-font-color1, var(--vscode-editor-foreground, #212529));"><td>xarray</td><td>2025.10.1</td></tr>
    <tr style="background-color: var(--jp-layout-color1, var(--vscode-editor-background, #f8f9fa)); color: var(--jp-ui-font-color1, var(--vscode-editor-foreground, #212529));"><td>libkvikio-cu12</td><td>25.10.0 (25.10.00)</td></tr>
    <tr style="background-color: var(--jp-layout-color2, var(--vscode-tree-tableOddRowsBackground, #f1f3f4)); color: var(--jp-ui-font-color1, var(--vscode-editor-foreground, #212529));"><td>torchvision</td><td>0.24.0 (0.24.0+cu128)</td></tr>
    <tr style="background-color: var(--jp-layout-color1, var(--vscode-editor-background, #f8f9fa)); color: var(--jp-ui-font-color1, var(--vscode-editor-foreground, #212529));"><td>asttokens</td><td>3.0.0</td></tr>
    <tr style="background-color: var(--jp-layout-color2, var(--vscode-tree-tableOddRowsBackground, #f1f3f4)); color: var(--jp-ui-font-color1, var(--vscode-editor-foreground, #212529));"><td>MarkupSafe</td><td>3.0.3</td></tr>
    <tr style="background-color: var(--jp-layout-color1, var(--vscode-editor-background, #f8f9fa)); color: var(--jp-ui-font-color1, var(--vscode-editor-foreground, #212529));"><td>setuptools</td><td>80.9.0</td></tr>
    <tr style="background-color: var(--jp-layout-color2, var(--vscode-tree-tableOddRowsBackground, #f1f3f4)); color: var(--jp-ui-font-color1, var(--vscode-editor-foreground, #212529));"><td>session-info2</td><td>0.2.3</td></tr>
    <tr style="background-color: var(--jp-layout-color1, var(--vscode-editor-background, #f8f9fa)); color: var(--jp-ui-font-color1, var(--vscode-editor-foreground, #212529));"><td>parso</td><td>0.8.5</td></tr>
    <tr style="background-color: var(--jp-layout-color2, var(--vscode-tree-tableOddRowsBackground, #f1f3f4)); color: var(--jp-ui-font-color1, var(--vscode-editor-foreground, #212529));"><td>rich</td><td>14.2.0</td></tr>
    <tr style="background-color: var(--jp-layout-color1, var(--vscode-editor-background, #f8f9fa)); color: var(--jp-ui-font-color1, var(--vscode-editor-foreground, #212529));"><td>defusedxml</td><td>0.7.1</td></tr>
    <tr style="background-color: var(--jp-layout-color2, var(--vscode-tree-tableOddRowsBackground, #f1f3f4)); color: var(--jp-ui-font-color1, var(--vscode-editor-foreground, #212529));"><td>texttable</td><td>1.7.0</td></tr>
    <tr style="background-color: var(--jp-layout-color1, var(--vscode-editor-background, #f8f9fa)); color: var(--jp-ui-font-color1, var(--vscode-editor-foreground, #212529));"><td>nvidia-cuda-runtime-cu12</td><td>12.8.90</td></tr>
    <tr style="background-color: var(--jp-layout-color2, var(--vscode-tree-tableOddRowsBackground, #f1f3f4)); color: var(--jp-ui-font-color1, var(--vscode-editor-foreground, #212529));"><td>threadpoolctl</td><td>3.6.0</td></tr>
    <tr style="background-color: var(--jp-layout-color1, var(--vscode-editor-background, #f8f9fa)); color: var(--jp-ui-font-color1, var(--vscode-editor-foreground, #212529));"><td>sparse</td><td>0.17.0</td></tr>
    <tr style="background-color: var(--jp-layout-color2, var(--vscode-tree-tableOddRowsBackground, #f1f3f4)); color: var(--jp-ui-font-color1, var(--vscode-editor-foreground, #212529));"><td>leidenalg</td><td>0.10.2</td></tr>
    <tr style="background-color: var(--jp-layout-color1, var(--vscode-editor-background, #f8f9fa)); color: var(--jp-ui-font-color1, var(--vscode-editor-foreground, #212529));"><td>nvidia-nccl-cu12</td><td>2.27.5</td></tr>
    <tr style="background-color: var(--jp-layout-color2, var(--vscode-tree-tableOddRowsBackground, #f1f3f4)); color: var(--jp-ui-font-color1, var(--vscode-editor-foreground, #212529));"><td>Pygments</td><td>2.19.2</td></tr>
    <tr style="background-color: var(--jp-layout-color1, var(--vscode-editor-background, #f8f9fa)); color: var(--jp-ui-font-color1, var(--vscode-editor-foreground, #212529));"><td>mudata</td><td>0.3.2</td></tr>
    <tr style="background-color: var(--jp-layout-color2, var(--vscode-tree-tableOddRowsBackground, #f1f3f4)); color: var(--jp-ui-font-color1, var(--vscode-editor-foreground, #212529));"><td>attrs</td><td>25.4.0</td></tr>
    <tr style="background-color: var(--jp-layout-color1, var(--vscode-editor-background, #f8f9fa)); color: var(--jp-ui-font-color1, var(--vscode-editor-foreground, #212529));"><td>debugpy</td><td>1.8.17</td></tr>
    <tr style="background-color: var(--jp-layout-color2, var(--vscode-tree-tableOddRowsBackground, #f1f3f4)); color: var(--jp-ui-font-color1, var(--vscode-editor-foreground, #212529));"><td>six</td><td>1.17.0</td></tr>
    <tr style="background-color: var(--jp-layout-color1, var(--vscode-editor-background, #f8f9fa)); color: var(--jp-ui-font-color1, var(--vscode-editor-foreground, #212529));"><td>decorator</td><td>5.2.1</td></tr>
    <tr style="background-color: var(--jp-layout-color2, var(--vscode-tree-tableOddRowsBackground, #f1f3f4)); color: var(--jp-ui-font-color1, var(--vscode-editor-foreground, #212529));"><td>platformdirs</td><td>4.5.0</td></tr>
    <tr style="background-color: var(--jp-layout-color1, var(--vscode-editor-background, #f8f9fa)); color: var(--jp-ui-font-color1, var(--vscode-editor-foreground, #212529));"><td>nvidia-cuda-nvrtc-cu12</td><td>12.8.93</td></tr>
    <tr style="background-color: var(--jp-layout-color2, var(--vscode-tree-tableOddRowsBackground, #f1f3f4)); color: var(--jp-ui-font-color1, var(--vscode-editor-foreground, #212529));"><td>optax</td><td>0.2.6</td></tr>
    <tr style="background-color: var(--jp-layout-color1, var(--vscode-editor-background, #f8f9fa)); color: var(--jp-ui-font-color1, var(--vscode-editor-foreground, #212529));"><td>pytz</td><td>2025.2</td></tr>
    <tr style="background-color: var(--jp-layout-color2, var(--vscode-tree-tableOddRowsBackground, #f1f3f4)); color: var(--jp-ui-font-color1, var(--vscode-editor-foreground, #212529));"><td>jedi</td><td>0.19.2</td></tr>
    <tr style="background-color: var(--jp-layout-color1, var(--vscode-editor-background, #f8f9fa)); color: var(--jp-ui-font-color1, var(--vscode-editor-foreground, #212529));"><td>libcudf-cu12</td><td>25.10.0 (25.10.00)</td></tr>
    <tr style="background-color: var(--jp-layout-color2, var(--vscode-tree-tableOddRowsBackground, #f1f3f4)); color: var(--jp-ui-font-color1, var(--vscode-editor-foreground, #212529));"><td>cupy-cuda12x</td><td>13.6.0</td></tr>
    <tr style="background-color: var(--jp-layout-color1, var(--vscode-editor-background, #f8f9fa)); color: var(--jp-ui-font-color1, var(--vscode-editor-foreground, #212529));"><td>importlib_metadata</td><td>8.7.0</td></tr>
    <tr style="background-color: var(--jp-layout-color2, var(--vscode-tree-tableOddRowsBackground, #f1f3f4)); color: var(--jp-ui-font-color1, var(--vscode-editor-foreground, #212529));"><td>mpmath</td><td>1.3.0</td></tr>
    <tr style="background-color: var(--jp-layout-color1, var(--vscode-editor-background, #f8f9fa)); color: var(--jp-ui-font-color1, var(--vscode-editor-foreground, #212529));"><td>wcwidth</td><td>0.2.14</td></tr>
    <tr style="background-color: var(--jp-layout-color2, var(--vscode-tree-tableOddRowsBackground, #f1f3f4)); color: var(--jp-ui-font-color1, var(--vscode-editor-foreground, #212529));"><td>rmm-cu12</td><td>25.10.0 (25.10.00)</td></tr>
    <tr style="background-color: var(--jp-layout-color1, var(--vscode-editor-background, #f8f9fa)); color: var(--jp-ui-font-color1, var(--vscode-editor-foreground, #212529));"><td>zarr</td><td>3.1.3</td></tr>
    <tr style="background-color: var(--jp-layout-color2, var(--vscode-tree-tableOddRowsBackground, #f1f3f4)); color: var(--jp-ui-font-color1, var(--vscode-editor-foreground, #212529));"><td>absl-py</td><td>2.3.1</td></tr>
    <tr style="background-color: var(--jp-layout-color1, var(--vscode-editor-background, #f8f9fa)); color: var(--jp-ui-font-color1, var(--vscode-editor-foreground, #212529));"><td>msgpack</td><td>1.1.2</td></tr>
    <tr style="background-color: var(--jp-layout-color2, var(--vscode-tree-tableOddRowsBackground, #f1f3f4)); color: var(--jp-ui-font-color1, var(--vscode-editor-foreground, #212529));"><td>libraft-cu12</td><td>25.10.0 (25.10.00)</td></tr>
    <tr style="background-color: var(--jp-layout-color1, var(--vscode-editor-background, #f8f9fa)); color: var(--jp-ui-font-color1, var(--vscode-editor-foreground, #212529));"><td>matplotlib-inline</td><td>0.2.1</td></tr>
    <tr style="background-color: var(--jp-layout-color2, var(--vscode-tree-tableOddRowsBackground, #f1f3f4)); color: var(--jp-ui-font-color1, var(--vscode-editor-foreground, #212529));"><td>librmm-cu12</td><td>25.10.0 (25.10.00)</td></tr>
    <tr style="background-color: var(--jp-layout-color1, var(--vscode-editor-background, #f8f9fa)); color: var(--jp-ui-font-color1, var(--vscode-editor-foreground, #212529));"><td>cycler</td><td>0.12.1</td></tr>
    <tr style="background-color: var(--jp-layout-color2, var(--vscode-tree-tableOddRowsBackground, #f1f3f4)); color: var(--jp-ui-font-color1, var(--vscode-editor-foreground, #212529));"><td>importlib_resources</td><td>6.5.2</td></tr>
    <tr style="background-color: var(--jp-layout-color1, var(--vscode-editor-background, #f8f9fa)); color: var(--jp-ui-font-color1, var(--vscode-editor-foreground, #212529));"><td>jax-cuda12-plugin</td><td>0.8.0</td></tr>
    <tr style="background-color: var(--jp-layout-color2, var(--vscode-tree-tableOddRowsBackground, #f1f3f4)); color: var(--jp-ui-font-color1, var(--vscode-editor-foreground, #212529));"><td>etils</td><td>1.13.0</td></tr>
    <tr style="background-color: var(--jp-layout-color1, var(--vscode-editor-background, #f8f9fa)); color: var(--jp-ui-font-color1, var(--vscode-editor-foreground, #212529));"><td>pylibraft-cu12</td><td>25.10.0 (25.10.00)</td></tr>
    <tr style="background-color: var(--jp-layout-color2, var(--vscode-tree-tableOddRowsBackground, #f1f3f4)); color: var(--jp-ui-font-color1, var(--vscode-editor-foreground, #212529));"><td>pure_eval</td><td>0.2.3</td></tr>
    <tr style="background-color: var(--jp-layout-color1, var(--vscode-editor-background, #f8f9fa)); color: var(--jp-ui-font-color1, var(--vscode-editor-foreground, #212529));"><td>triton</td><td>3.5.0</td></tr>
    <tr style="background-color: var(--jp-layout-color2, var(--vscode-tree-tableOddRowsBackground, #f1f3f4)); color: var(--jp-ui-font-color1, var(--vscode-editor-foreground, #212529));"><td>dask</td><td>2025.9.1</td></tr>
    <tr style="background-color: var(--jp-layout-color1, var(--vscode-editor-background, #f8f9fa)); color: var(--jp-ui-font-color1, var(--vscode-editor-foreground, #212529));"><td>numcodecs</td><td>0.16.3</td></tr>
    <tr style="background-color: var(--jp-layout-color2, var(--vscode-tree-tableOddRowsBackground, #f1f3f4)); color: var(--jp-ui-font-color1, var(--vscode-editor-foreground, #212529));"><td>pyarrow</td><td>22.0.0</td></tr>
    <tr style="background-color: var(--jp-layout-color1, var(--vscode-editor-background, #f8f9fa)); color: var(--jp-ui-font-color1, var(--vscode-editor-foreground, #212529));"><td>fsspec</td><td>2025.9.0</td></tr>
    <tr style="background-color: var(--jp-layout-color2, var(--vscode-tree-tableOddRowsBackground, #f1f3f4)); color: var(--jp-ui-font-color1, var(--vscode-editor-foreground, #212529));"><td>kiwisolver</td><td>1.4.9</td></tr>
    <tr style="background-color: var(--jp-layout-color1, var(--vscode-editor-background, #f8f9fa)); color: var(--jp-ui-font-color1, var(--vscode-editor-foreground, #212529));"><td>ipython</td><td>9.6.0</td></tr>
    <tr style="background-color: var(--jp-layout-color2, var(--vscode-tree-tableOddRowsBackground, #f1f3f4)); color: var(--jp-ui-font-color1, var(--vscode-editor-foreground, #212529));"><td>nvidia-cufft-cu12</td><td>11.3.3.83</td></tr>
    <tr style="background-color: var(--jp-layout-color1, var(--vscode-editor-background, #f8f9fa)); color: var(--jp-ui-font-color1, var(--vscode-editor-foreground, #212529));"><td>nvtx</td><td>0.2.13</td></tr>
    <tr style="background-color: var(--jp-layout-color2, var(--vscode-tree-tableOddRowsBackground, #f1f3f4)); color: var(--jp-ui-font-color1, var(--vscode-editor-foreground, #212529));"><td>nvidia-cusolver-cu12</td><td>11.7.3.90</td></tr>
    <tr style="background-color: var(--jp-layout-color1, var(--vscode-editor-background, #f8f9fa)); color: var(--jp-ui-font-color1, var(--vscode-editor-foreground, #212529));"><td>filelock</td><td>3.20.0</td></tr>
    <tr style="background-color: var(--jp-layout-color2, var(--vscode-tree-tableOddRowsBackground, #f1f3f4)); color: var(--jp-ui-font-color1, var(--vscode-editor-foreground, #212529));"><td>tblib</td><td>3.2.0</td></tr>
    <tr style="background-color: var(--jp-layout-color1, var(--vscode-editor-background, #f8f9fa)); color: var(--jp-ui-font-color1, var(--vscode-editor-foreground, #212529));"><td>treelite</td><td>4.4.1</td></tr>
    <tr style="background-color: var(--jp-layout-color2, var(--vscode-tree-tableOddRowsBackground, #f1f3f4)); color: var(--jp-ui-font-color1, var(--vscode-editor-foreground, #212529));"><td>cloudpickle</td><td>3.1.1</td></tr>
    <tr style="background-color: var(--jp-layout-color1, var(--vscode-editor-background, #f8f9fa)); color: var(--jp-ui-font-color1, var(--vscode-editor-foreground, #212529));"><td>tornado</td><td>6.5.2</td></tr>
    <tr style="background-color: var(--jp-layout-color2, var(--vscode-tree-tableOddRowsBackground, #f1f3f4)); color: var(--jp-ui-font-color1, var(--vscode-editor-foreground, #212529));"><td>cuda-pathfinder</td><td>1.3.1 (12.9.4)</td></tr>
    <tr style="background-color: var(--jp-layout-color1, var(--vscode-editor-background, #f8f9fa)); color: var(--jp-ui-font-color1, var(--vscode-editor-foreground, #212529));"><td>python-dateutil</td><td>2.9.0.post0</td></tr>
    <tr style="background-color: var(--jp-layout-color2, var(--vscode-tree-tableOddRowsBackground, #f1f3f4)); color: var(--jp-ui-font-color1, var(--vscode-editor-foreground, #212529));"><td>toolz</td><td>1.1.0</td></tr>
    <tr style="background-color: var(--jp-layout-color1, var(--vscode-editor-background, #f8f9fa)); color: var(--jp-ui-font-color1, var(--vscode-editor-foreground, #212529));"><td>cudf-cu12</td><td>25.10.0 (25.10.00)</td></tr>
    <tr style="background-color: var(--jp-layout-color2, var(--vscode-tree-tableOddRowsBackground, #f1f3f4)); color: var(--jp-ui-font-color1, var(--vscode-editor-foreground, #212529));"><td>nvidia-cuda-cccl-cu12</td><td>12.9.27</td></tr>
    <tr style="background-color: var(--jp-layout-color1, var(--vscode-editor-background, #f8f9fa)); color: var(--jp-ui-font-color1, var(--vscode-editor-foreground, #212529));"><td>nvidia-cuda-cupti-cu12</td><td>12.8.90</td></tr>
    <tr style="background-color: var(--jp-layout-color2, var(--vscode-tree-tableOddRowsBackground, #f1f3f4)); color: var(--jp-ui-font-color1, var(--vscode-editor-foreground, #212529));"><td>ml_dtypes</td><td>0.5.3</td></tr>
    <tr style="background-color: var(--jp-layout-color1, var(--vscode-editor-background, #f8f9fa)); color: var(--jp-ui-font-color1, var(--vscode-editor-foreground, #212529));"><td>nvidia-curand-cu12</td><td>10.3.9.90</td></tr>
    <tr style="background-color: var(--jp-layout-color2, var(--vscode-tree-tableOddRowsBackground, #f1f3f4)); color: var(--jp-ui-font-color1, var(--vscode-editor-foreground, #212529));"><td>ml_collections</td><td>1.1.0</td></tr>
    <tr style="background-color: var(--jp-layout-color1, var(--vscode-editor-background, #f8f9fa)); color: var(--jp-ui-font-color1, var(--vscode-editor-foreground, #212529));"><td>sympy</td><td>1.14.0</td></tr>
    <tr style="background-color: var(--jp-layout-color2, var(--vscode-tree-tableOddRowsBackground, #f1f3f4)); color: var(--jp-ui-font-color1, var(--vscode-editor-foreground, #212529));"><td>psutil</td><td>7.1.2</td></tr>
    <tr style="background-color: var(--jp-layout-color1, var(--vscode-editor-background, #f8f9fa)); color: var(--jp-ui-font-color1, var(--vscode-editor-foreground, #212529));"><td>patsy</td><td>1.0.2</td></tr>
    <tr style="background-color: var(--jp-layout-color2, var(--vscode-tree-tableOddRowsBackground, #f1f3f4)); color: var(--jp-ui-font-color1, var(--vscode-editor-foreground, #212529));"><td>nvidia-nvjitlink-cu12</td><td>12.8.93</td></tr>
    <tr style="background-color: var(--jp-layout-color1, var(--vscode-editor-background, #f8f9fa)); color: var(--jp-ui-font-color1, var(--vscode-editor-foreground, #212529));"><td>tqdm</td><td>4.67.1</td></tr>
    <tr style="background-color: var(--jp-layout-color2, var(--vscode-tree-tableOddRowsBackground, #f1f3f4)); color: var(--jp-ui-font-color1, var(--vscode-editor-foreground, #212529));"><td>nvidia-ml-py</td><td>13.580.82</td></tr>
    <tr style="background-color: var(--jp-layout-color1, var(--vscode-editor-background, #f8f9fa)); color: var(--jp-ui-font-color1, var(--vscode-editor-foreground, #212529));"><td>flax</td><td>0.12.0</td></tr>
    <tr style="background-color: var(--jp-layout-color2, var(--vscode-tree-tableOddRowsBackground, #f1f3f4)); color: var(--jp-ui-font-color1, var(--vscode-editor-foreground, #212529));"><td>fastrlock</td><td>0.8.3</td></tr>
    <tr style="background-color: var(--jp-layout-color1, var(--vscode-editor-background, #f8f9fa)); color: var(--jp-ui-font-color1, var(--vscode-editor-foreground, #212529));"><td>nvidia-cublas-cu12</td><td>12.8.4.1</td></tr>
    <tr style="background-color: var(--jp-layout-color2, var(--vscode-tree-tableOddRowsBackground, #f1f3f4)); color: var(--jp-ui-font-color1, var(--vscode-editor-foreground, #212529));"><td>pylibcudf-cu12</td><td>25.10.0</td></tr>
    <tr style="background-color: var(--jp-layout-color1, var(--vscode-editor-background, #f8f9fa)); color: var(--jp-ui-font-color1, var(--vscode-editor-foreground, #212529));"><td>packaging</td><td>25.0</td></tr>
    <tr style="background-color: var(--jp-layout-color2, var(--vscode-tree-tableOddRowsBackground, #f1f3f4)); color: var(--jp-ui-font-color1, var(--vscode-editor-foreground, #212529));"><td>scipy</td><td>1.16.3</td></tr>
    <tr style="background-color: var(--jp-layout-color1, var(--vscode-editor-background, #f8f9fa)); color: var(--jp-ui-font-color1, var(--vscode-editor-foreground, #212529));"><td>ptyprocess</td><td>0.7.0</td></tr>
    <tr style="background-color: var(--jp-layout-color2, var(--vscode-tree-tableOddRowsBackground, #f1f3f4)); color: var(--jp-ui-font-color1, var(--vscode-editor-foreground, #212529));"><td>numpyro</td><td>0.19.0</td></tr>
</tbody>
    </table>
</div>
    </details>
        <details>
            <summary>Copyable Markdown</summary>
            <pre>| Package    | Version             |
| ---------- | ------------------- |
| pandas     | 2.3.3               |
| numpy      | 1.26.4              |
| anndata    | 0.12.4              |
| torch      | 2.9.0 (2.9.0+cu128) |
| scvi-tools | 1.4.0.post1         |
| scanpy     | 1.11.5              |
| matplotlib | 3.10.7              |
| seaborn    | 0.13.2              |
| hnoca      | 0.2.1               |

| Dependency               | Version               |
| ------------------------ | --------------------- |
| numba                    | 0.62.1                |
| opt_einsum               | 3.4.0                 |
| Jinja2                   | 3.1.6                 |
| comm                     | 0.2.3                 |
| legacy-api-wrap          | 1.4.1                 |
| prompt_toolkit           | 3.0.52                |
| jaxlib                   | 0.7.1                 |
| chex                     | 0.1.91                |
| statsmodels              | 0.14.5                |
| torchmetrics             | 1.8.2                 |
| donfig                   | 0.8.1.post1           |
| cuml-cu12                | 25.10.0 (25.10.00)    |
| pycparser                | 2.23                  |
| nvidia-cudnn-cu12        | 9.10.2.21             |
| pyzmq                    | 27.1.0                |
| PyYAML                   | 6.0.3                 |
| pexpect                  | 4.9.0                 |
| jupyter_client           | 8.6.3                 |
| pyro-ppl                 | 1.9.1                 |
| rapids-dask-dependency   | 25.10.0               |
| jax                      | 0.7.1                 |
| nvidia-nvtx-cu12         | 12.8.90               |
| nvidia-nvshmem-cu12      | 3.3.20                |
| cuda-bindings            | 12.9.4                |
| executing                | 2.2.1                 |
| nvidia-cufile-cu12       | 1.13.1.3              |
| ipykernel                | 7.0.1                 |
| llvmlite                 | 0.45.1                |
| nvidia-cusparse-cu12     | 12.5.8.93             |
| natsort                  | 8.4.0                 |
| jupyter_core             | 5.9.1                 |
| pyparsing                | 3.2.5                 |
| crc32c                   | 2.8                   |
| multipledispatch         | 1.0.0 (0.6.0)         |
| h5py                     | 3.15.1                |
| cffi                     | 2.0.0                 |
| igraph                   | 0.11.9                |
| jax-cuda12-pjrt          | 0.8.0                 |
| scikit-learn             | 1.7.2                 |
| scikit-misc              | 0.5.1                 |
| rapids-logger            | 0.1.19                |
| pynndescent              | 0.5.13                |
| typing_extensions        | 4.15.0                |
| stack-data               | 0.6.3                 |
| cuda-core                | 0.3.2 (12.9.4)        |
| lightning                | 2.5.5                 |
| traitlets                | 5.14.3                |
| joblib                   | 1.5.2                 |
| libcuml-cu12             | 25.10.0 (25.10.00)    |
| pillow                   | 12.0.0                |
| lightning-utilities      | 0.15.2                |
| zipp                     | 3.23.0                |
| nvidia-cuda-nvcc-cu12    | 12.9.86               |
| docrep                   | 0.3.2                 |
| cachetools               | 6.2.1                 |
| xarray                   | 2025.10.1             |
| libkvikio-cu12           | 25.10.0 (25.10.00)    |
| torchvision              | 0.24.0 (0.24.0+cu128) |
| asttokens                | 3.0.0                 |
| MarkupSafe               | 3.0.3                 |
| setuptools               | 80.9.0                |
| session-info2            | 0.2.3                 |
| parso                    | 0.8.5                 |
| rich                     | 14.2.0                |
| defusedxml               | 0.7.1                 |
| texttable                | 1.7.0                 |
| nvidia-cuda-runtime-cu12 | 12.8.90               |
| threadpoolctl            | 3.6.0                 |
| sparse                   | 0.17.0                |
| leidenalg                | 0.10.2                |
| nvidia-nccl-cu12         | 2.27.5                |
| Pygments                 | 2.19.2                |
| mudata                   | 0.3.2                 |
| attrs                    | 25.4.0                |
| debugpy                  | 1.8.17                |
| six                      | 1.17.0                |
| decorator                | 5.2.1                 |
| platformdirs             | 4.5.0                 |
| nvidia-cuda-nvrtc-cu12   | 12.8.93               |
| optax                    | 0.2.6                 |
| pytz                     | 2025.2                |
| jedi                     | 0.19.2                |
| libcudf-cu12             | 25.10.0 (25.10.00)    |
| cupy-cuda12x             | 13.6.0                |
| importlib_metadata       | 8.7.0                 |
| mpmath                   | 1.3.0                 |
| wcwidth                  | 0.2.14                |
| rmm-cu12                 | 25.10.0 (25.10.00)    |
| zarr                     | 3.1.3                 |
| absl-py                  | 2.3.1                 |
| msgpack                  | 1.1.2                 |
| libraft-cu12             | 25.10.0 (25.10.00)    |
| matplotlib-inline        | 0.2.1                 |
| librmm-cu12              | 25.10.0 (25.10.00)    |
| cycler                   | 0.12.1                |
| importlib_resources      | 6.5.2                 |
| jax-cuda12-plugin        | 0.8.0                 |
| etils                    | 1.13.0                |
| pylibraft-cu12           | 25.10.0 (25.10.00)    |
| pure_eval                | 0.2.3                 |
| triton                   | 3.5.0                 |
| dask                     | 2025.9.1              |
| numcodecs                | 0.16.3                |
| pyarrow                  | 22.0.0                |
| fsspec                   | 2025.9.0              |
| kiwisolver               | 1.4.9                 |
| ipython                  | 9.6.0                 |
| nvidia-cufft-cu12        | 11.3.3.83             |
| nvtx                     | 0.2.13                |
| nvidia-cusolver-cu12     | 11.7.3.90             |
| filelock                 | 3.20.0                |
| tblib                    | 3.2.0                 |
| treelite                 | 4.4.1                 |
| cloudpickle              | 3.1.1                 |
| tornado                  | 6.5.2                 |
| cuda-pathfinder          | 1.3.1 (12.9.4)        |
| python-dateutil          | 2.9.0.post0           |
| toolz                    | 1.1.0                 |
| cudf-cu12                | 25.10.0 (25.10.00)    |
| nvidia-cuda-cccl-cu12    | 12.9.27               |
| nvidia-cuda-cupti-cu12   | 12.8.90               |
| ml_dtypes                | 0.5.3                 |
| nvidia-curand-cu12       | 10.3.9.90             |
| ml_collections           | 1.1.0                 |
| sympy                    | 1.14.0                |
| psutil                   | 7.1.2                 |
| patsy                    | 1.0.2                 |
| nvidia-nvjitlink-cu12    | 12.8.93               |
| tqdm                     | 4.67.1                |
| nvidia-ml-py             | 13.580.82             |
| flax                     | 0.12.0                |
| fastrlock                | 0.8.3                 |
| nvidia-cublas-cu12       | 12.8.4.1              |
| pylibcudf-cu12           | 25.10.0               |
| packaging                | 25.0                  |
| scipy                    | 1.16.3                |
| ptyprocess               | 0.7.0                 |
| numpyro                  | 0.19.0                |

| Component | Info                                                                           |
| --------- | ------------------------------------------------------------------------------ |
| Python    | 3.11.14 | packaged by conda-forge | (main, Oct 22 2025, 22:46:25) [GCC 14.3.0] |
| OS        | Linux-4.18.0-553.77.1.el8_10.x86_64-x86_64-with-glibc2.31                      |
| Updated   | 2025-10-29 15:59                                                               |</pre>
        </details>

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