Plotting issue on fresh install

Hi,

I'm trying to run the pbmc5k tutorial:

import snapatac2 as snap

fragment_file = snap.datasets.pbmc5k()

data = snap.pp.import_fragments(
    fragment_file,
    chrom_sizes=snap.genome.hg38,
    file="pbmc.h5ad",
    sorted_by_barcode=False,
)
data

snap.pl.frag_size_distr(data, interactive=False)

and get the following error:

2025-10-07 15:18:23 - INFO - Computing fragment size distribution...
[/work/Home/venvs/omics/lib/python3.12/site-packages/kaleido/_sync_server.py:11](/Home/venvs/omics/lib/python3.12/site-packages/kaleido/_sync_server.py#line=10): UserWarning:



Warning: You have Plotly version 5.24.1, which is not compatible with this version of Kaleido (1.1.0).

This means that static image generation (e.g. `fig.write_image()`) will not work.

Please upgrade Plotly to version 6.1.1 or greater, or downgrade Kaleido to version 0.2.1.


---------------------------------------------------------------------------
ValueError                                Traceback (most recent call last)
Cell In[4], line 1
----> 1 snap.pl.frag_size_distr(data, interactive=False)

File [/work/Home/venvs/omics/lib/python3.12/site-packages/snapatac2/plotting/__init__.py:135](Home/venvs/omics/lib/python3.12/site-packages/snapatac2/plotting/__init__.py#line=134), in frag_size_distr(adata, use_rep, max_recorded_size, **kwargs)
    130 fig.add_trace(go.Scatter(x=x[1:], y=y[1:], mode='lines'))
    131 fig.update_layout(
    132     xaxis_title="Fragment size",
    133     yaxis_title="Count",
    134 )
--> 135 return render_plot(fig, **kwargs)

File [/work/Home/venvs/omics/lib/python3.12/site-packages/snapatac2/plotting/_base.py:286](/Home/venvs/omics/lib/python3.12/site-packages/snapatac2/plotting/_base.py#line=285), in render_plot(fig, width, height, interactive, show, out_file, scale)
    284     else:
    285         from IPython.display import Image
--> 286         return Image(fig.to_image(format="png"))
    288 # return plot object
    289 if not show and not out_file: return fig

File [/work/Home/venvs/omics/lib/python3.12/site-packages/plotly/basedatatypes.py:3772](/Home/venvs/omics/lib/python3.12/site-packages/plotly/basedatatypes.py#line=3771), in BaseFigure.to_image(self, *args, **kwargs)
   3717 """
   3718 Convert a figure to a static image bytes string
   3719 
   (...)   3768     The image data
   3769 """
   3770 import plotly.io as pio
-> 3772 return pio.to_image(self, *args, **kwargs)

File [/work/Home/venvs/omics/lib/python3.12/site-packages/plotly/io/_kaleido.py:132](/Home/venvs/omics/lib/python3.12/site-packages/plotly/io/_kaleido.py#line=131), in to_image(fig, format, width, height, scale, validate, engine)
    130     # Raise informative error message if Kaleido is not installed
    131     if scope is None:
--> 132         raise ValueError(
    133             """
    134 Image export using the "kaleido" engine requires the kaleido package,
    135 which can be installed using pip:
    136     $ pip install -U kaleido
    137 """
    138         )
    140     # Validate figure
    141     # ---------------
    142     fig_dict = validate_coerce_fig_to_dict(fig, validate)

ValueError: 
Image export using the "kaleido" engine requires the kaleido package,
which can be installed using pip:
    $ pip install -U kaleido

I installed the package version 2.8.0 from Bioconda in a fresh conda environment.

Reproduce the pbmc5k tutorial and start with snapatac2/plotting/init.py, then follow render_plot in snapatac2/plotting/_base.py where the static image conversion fails. Check the installed Plotly and Kaleido versions against this path; done means frag_size_distr(data, interactive=False) renders successfully in a fresh installation.