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Unable to run the pipeline with samples sequenced using the big tiles #76

@oieretxezarreta

Description

@oieretxezarreta

Hi,
I am unable to successfully run the Open-ST pipeline on samples sequenced using the big tiles. The error that I get is as follows, where I don't manage to get the dge folder as output:

Exception in thread "main" java.lang.OutOfMemoryError: Java heap space
at java.base/java.util.Arrays.copyOf(Arrays.java:3720)
at java.base/java.util.Arrays.copyOf(Arrays.java:3689)
at java.base/java.util.ArrayList.grow(ArrayList.java:238)
at java.base/java.util.ArrayList.addAll(ArrayList.java:710)
at org.broadinstitute.dropseqrna.utils.ObjectCounter.getKeysOrderedByCount(ObjectCounter.java:183)
at org.broadinstitute.dropseqrna.metrics.BamTagHistogram.writeHistogram(BamTagHistogram.java:92)
at org.broadinstitute.dropseqrna.metrics.BamTagHistogram.doWork(BamTagHistogram.java:86)
at picard.cmdline.CommandLineProgram.instanceMain(CommandLineProgram.java:308)
at picard.cmdline.PicardCommandLine.instanceMain(PicardCommandLine.java:103)
at org.broadinstitute.dropseqrna.cmdline.DropSeqMain.main(DropSeqMain.java:42)
[Mon Jan 13 17:24:53 2025]
Error in rule get_barcode_readcounts_prealigned:
jobid: 14

I would appreciate it if you could provide me assistance on this.

Thanks in advance.

Steps to reproduce the bug

spacemake init \
  --dropseq_tools /home/labs/nyosef/oier/Open_ST/spacemake/Drop-seq_tools-2.5.1

spacemake config add_species \
   --name Mouse \
   --reference genome \
   --sequence /home/labs/nyosef/oier/Open_ST/spacemake/species_data/mouse/mouse_genome.fa \
   --annotation /home/labs/nyosef/oier/Open_ST/spacemake/species_data/mouse/mouse_annotation.gtf

spacemake projects add_sample \
   --project_id Gut_IBD \
   --sample_id Naive_AT_9m \
   --R1 /home/labs/nyosef/Collaboration/OpenST_Data/Gut/Gut_25122024/li/lireich/20241225_LH00211_0214_B225MHKLT1/P7-F1_TCGCCTTA/P7-F1_TCGCCTTA_R1.fastq.gz \
   --R2 /home/labs/nyosef/Collaboration/OpenST_Data/Gut/Gut_25122024/li/lireich/20241225_LH00211_0214_B225MHKLT1/P7-F1_TCGCCTTA/P7-F1_TCGCCTTA_R2.fastq.gz \
   --species Mouse \
   --puck openst \
   --puck_barcode_file /home/labs/nyosef/Collaboration/OpenST_Data/Oier/fc_tiles/*.txt.gz \
   --run_mode openst \
   --barcode_flavor openst

bsub -n 30 -R rusage[mem=30GB] -R span[hosts=1] spacemake run --cores 30 --rerun-incomplete --keep-going

Environment info

  • Platform: linux-64
  • Python version: Python 3.10.14

channels:

  • bioconda
  • bih-cubi
  • conda-forge
  • dependencies:
  • _libgcc_mutex=0.1=conda_forge
  • _openmp_mutex=4.5=2_gnu
  • _r-mutex=1.0.1=anacondar_1
  • _sysroot_linux-64_curr_repodata_hack=3=h69a702a_16
  • aioeasywebdav=2.4.0=pyha770c72_0
  • aiohappyeyeballs=2.4.0=pyhd8ed1ab_0
  • aiohttp=3.10.5=py310h5b4e0ec_0
  • aiosignal=1.3.1=pyhd8ed1ab_0
  • alsa-lib=1.2.12=h4ab18f5_0
  • amply=0.1.6=pyhd8ed1ab_0
  • appdirs=1.4.4=pyh9f0ad1d_0
  • async-timeout=4.0.3=pyhd8ed1ab_0
  • atk-1.0=2.38.0=hd4edc92_1
  • attmap=0.13.2=pyhd8ed1ab_0
  • attrs=24.2.0=pyh71513ae_0
  • bcl2fastq2=2.20.0.422=2
  • bcrypt=4.2.0=py310h505e2c1_1
  • binutils_impl_linux-64=2.40=ha1999f0_7
  • boto3=1.35.16=pyhd8ed1ab_0
  • bowtie2=2.5.4=h7071971_4
  • brotli=1.1.0=hb9d3cd8_2
  • brotli-bin=1.1.0=hb9d3cd8_2
  • brotli-python=1.1.0=py310hf71b8c6_2
  • bwidget=1.9.14=ha770c72_1
  • bzip2=1.0.8=h4bc722e_7
  • c-ares=1.33.1=heb4867d_0
  • ca-certificates=2024.8.30=hbcca054_0
  • cachetools=5.5.0=pyhd8ed1ab_0
  • cairo=1.18.0=h3faef2a_0
  • certifi=2024.8.30=pyhd8ed1ab_0
  • cffi=1.17.1=py310h8deb56e_0
  • charset-normalizer=3.3.2=pyhd8ed1ab_0
  • coin-or-cbc=2.10.12=h8b142ea_1
  • coin-or-cgl=0.60.7=h516709c_0
  • coin-or-clp=1.17.8=h1ee7a9c_0
  • coin-or-osi=0.108.10=haf5fa05_0
  • coin-or-utils=2.11.11=hee58242_0
  • coincbc=2.10.12=1_metapackage
  • colorama=0.4.6=pyhd8ed1ab_0
  • configargparse=1.7=pyhd8ed1ab_0
  • contourpy=1.3.0=py310h3788b33_1
  • cryptography=43.0.1=py310h6c63255_0
  • curl=8.8.0=he654da7_1
  • cycler=0.12.1=pyhd8ed1ab_0
  • datrie=0.8.2=py310ha75aee5_8
  • defusedxml=0.7.1=pyhd8ed1ab_0
  • docutils=0.21.2=pyhd8ed1ab_0
  • dropbox=12.0.2=pyhd8ed1ab_0
  • exceptiongroup=1.2.2=pyhd8ed1ab_0
  • expat=2.6.3=h5888daf_0
  • fastqc=0.12.1=hdfd78af_0
  • fftw=3.3.10=nompi_hf1063bd_110
  • filechunkio=1.8=py_2
  • filelock=3.16.0=pyhd8ed1ab_0
  • font-ttf-dejavu-sans-mono=2.37=hab24e00_0
  • font-ttf-inconsolata=3.000=h77eed37_0
  • font-ttf-source-code-pro=2.038=h77eed37_0
  • font-ttf-ubuntu=0.83=h77eed37_2
  • fontconfig=2.14.2=h14ed4e7_0
  • fonts-conda-ecosystem=1=0
  • fonts-conda-forge=1=0
  • fonttools=4.53.1=py310ha75aee5_1
  • freetype=2.12.1=h267a509_2
  • fribidi=1.0.10=h36c2ea0_0
  • frozenlist=1.4.1=py310ha75aee5_1
  • ftputil=5.1.0=pyhd8ed1ab_0
  • gcc_impl_linux-64=14.1.0=h3c94d91_1
  • gdk-pixbuf=2.42.10=h6c15284_3
  • gettext=0.22.5=he02047a_3
  • gettext-tools=0.22.5=he02047a_3
  • gfortran_impl_linux-64=14.1.0=he4a1faa_1
  • ghostscript=10.03.1=h59595ed_0
  • giflib=5.2.2=hd590300_0
  • gitdb=4.0.11=pyhd8ed1ab_0
  • gitpython=3.1.43=pyhd8ed1ab_0
  • google-api-core=2.19.2=pyhd8ed1ab_0
  • google-api-python-client=2.145.0=pyhd8ed1ab_0
  • google-auth=2.34.0=pyhff2d567_0
  • google-auth-httplib2=0.2.0=pyhd8ed1ab_0
  • google-cloud-core=2.4.1=pyhd8ed1ab_0
  • google-cloud-storage=2.18.2=pyhff2d567_0
  • google-crc32c=1.1.2=py310hc5c09a0_5
  • google-resumable-media=2.7.2=pyhd8ed1ab_1
  • googleapis-common-protos=1.65.0=pyhd8ed1ab_0
  • graphite2=1.3.13=h59595ed_1003
  • graphviz=8.1.0=h28d9a01_0
  • grpcio=1.62.2=py310h1b8f574_0
  • gtk2=2.24.33=h90689f9_2
  • gts=0.7.6=h977cf35_4
  • gxx_impl_linux-64=14.1.0=h8d00ecb_1
  • h2=4.1.0=pyhd8ed1ab_0
  • harfbuzz=8.3.0=h3d44ed6_0
  • hpack=4.0.0=pyh9f0ad1d_0
  • htslib=1.20=h81da01d_0
  • httplib2=0.22.0=pyhd8ed1ab_0
  • hyperframe=6.0.1=pyhd8ed1ab_0
  • icu=73.2=h59595ed_0
  • idna=3.8=pyhd8ed1ab_0
  • imagemagick=7.1.1_19=pl5321h7e74ff9_0
  • importlib_resources=6.4.5=pyhd8ed1ab_0
  • iniconfig=2.0.0=pyhd8ed1ab_0
  • jbig=2.1=h7f98852_2003
  • jinja2=3.1.4=pyhd8ed1ab_0
  • jmespath=1.0.1=pyhd8ed1ab_0
  • jsonschema=4.23.0=pyhd8ed1ab_0
  • jsonschema-specifications=2023.12.1=pyhd8ed1ab_0
  • jupyter_core=5.7.2=py310hff52083_0
  • kernel-headers_linux-64=3.10.0=h4a8ded7_16
  • keyutils=1.6.1=h166bdaf_0
  • kiwisolver=1.4.7=py310h3788b33_0
  • krb5=1.21.3=h659f571_0
  • lcms2=2.15=h7f713cb_2
  • ld_impl_linux-64=2.40=hf3520f5_7
  • lerc=4.0.0=h27087fc_0
  • libabseil=20240116.2=cxx17_he02047a_1
  • libasprintf=0.22.5=he8f35ee_3
  • libasprintf-devel=0.22.5=he8f35ee_3
  • libblas=3.9.0=23_linux64_openblas
  • libbrotlicommon=1.1.0=hb9d3cd8_2
  • libbrotlidec=1.1.0=hb9d3cd8_2
  • libbrotlienc=1.1.0=hb9d3cd8_2
  • libcblas=3.9.0=23_linux64_openblas
  • libcrc32c=1.1.2=h9c3ff4c_0
  • libcups=2.3.3=h4637d8d_4
  • libcurl=8.8.0=hca28451_1
  • libdeflate=1.19=hd590300_0
  • libedit=3.1.20191231=he28a2e2_2
  • libev=4.33=hd590300_2
  • libexpat=2.6.3=h5888daf_0
  • libffi=3.4.2=h7f98852_5
  • libgcc=14.1.0=h77fa898_1
  • libgcc-devel_linux-64=14.1.0=h5d3d1c9_101
  • libgcc-ng=14.1.0=h69a702a_1
  • libgd=2.3.3=he9388d3_8
  • libgettextpo=0.22.5=he02047a_3
  • libgettextpo-devel=0.22.5=he02047a_3
  • libgfortran=14.1.0=h69a702a_1
  • libgfortran-ng=14.1.0=h69a702a_1
  • libgfortran5=14.1.0=hc5f4f2c_1
  • libglib=2.78.1=hebfc3b9_0
  • libglu=9.0.0=hac7e632_1003
  • libgomp=14.1.0=h77fa898_1
  • libgrpc=1.62.2=h15f2491_0
  • libiconv=1.17=hd590300_2
  • libjpeg-turbo=2.1.5.1=hd590300_1
  • liblapack=3.9.0=23_linux64_openblas
  • liblapacke=3.9.0=23_linux64_openblas
  • libnghttp2=1.58.0=h47da74e_1
  • libnsl=2.0.1=hd590300_0
  • libopenblas=0.3.27=pthreads_hac2b453_1
  • libpng=1.6.43=h2797004_0
  • libprotobuf=4.25.3=h08a7969_0
  • libre2-11=2023.09.01=h5a48ba9_2
  • librsvg=2.56.3=he3f83f7_1
  • libsanitizer=14.1.0=hcba0ae0_1
  • libsodium=1.0.20=h4ab18f5_0
  • libsqlite=3.46.0=hde9e2c9_0
  • libssh2=1.11.0=h0841786_0
  • libstdcxx=14.1.0=hc0a3c3a_1
  • libstdcxx-devel_linux-64=14.1.0=h5d3d1c9_101
  • libstdcxx-ng=14.1.0=h4852527_1
  • libtiff=4.6.0=h29866fb_1
  • libtool=2.4.7=he02047a_1
  • libuuid=2.38.1=h0b41bf4_0
  • libwebp=1.3.2=hdffd6e0_0
  • libwebp-base=1.3.2=hd590300_1
  • libxcb=1.15=h0b41bf4_0
  • libxcrypt=4.4.36=hd590300_1
  • libxml2=2.12.7=hc051c1a_1
  • libzlib=1.2.13=h4ab18f5_6
  • logmuse=0.2.6=pyh8c360ce_0
  • lz4-c=1.9.4=hcb278e6_0
  • make=4.4.1=hb9d3cd8_1
  • markdown-it-py=3.0.0=pyhd8ed1ab_0
  • markupsafe=2.1.5=py310ha75aee5_1
  • matplotlib-base=3.9.2=py310hf02ac8c_0
  • mdurl=0.1.2=pyhd8ed1ab_0
  • multidict=6.1.0=py310ha75aee5_0
  • munkres=1.1.4=pyh9f0ad1d_0
  • nbformat=5.10.4=pyhd8ed1ab_0
  • ncurses=6.5=he02047a_1
  • networkx=3.3=pyhd8ed1ab_1
  • oauth2client=4.1.3=py_0
  • openjdk=11.0.15=hfea2f88_7
  • openjpeg=2.5.2=h488ebb8_0
  • openssl=3.3.2=hb9d3cd8_0
  • packaging=24.1=pyhd8ed1ab_0
  • pandoc=3.4=ha770c72_0
  • pango=1.50.14=ha41ecd1_2
  • paramiko=3.4.1=pyhd8ed1ab_0
  • pcre2=10.40=hc3806b6_0
  • peppy=0.40.6=pyhd8ed1ab_0
  • perl=5.32.1=7_hd590300_perl5
  • pigz=2.8=h2797004_0
  • pillow=10.0.1=py310h29da1c1_1
  • pip=24.2=pyh8b19718_1
  • pixman=0.43.2=h59595ed_0
  • pkg-config=0.29.2=h4bc722e_1009
  • pkgutil-resolve-name=1.3.10=pyhd8ed1ab_1
  • platformdirs=4.3.2=pyhd8ed1ab_0
  • pluggy=1.5.0=pyhd8ed1ab_0
  • ply=3.11=pyhd8ed1ab_2
  • pot=0.9.4=py310hf9f9076_0
  • prettytable=3.11.0=pyhd8ed1ab_0
  • proto-plus=1.23.0=pyhd8ed1ab_0
  • protobuf=4.25.3=py310h0e2eeba_1
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  • pthread-stubs=0.4=h36c2ea0_1001
  • pulp=2.7.0=py310hff52083_1
  • pyasn1=0.6.1=pyhd8ed1ab_0
  • pyasn1-modules=0.4.1=pyhd8ed1ab_0
  • pycparser=2.22=pyhd8ed1ab_0
  • pygments=2.18.0=pyhd8ed1ab_0
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  • python=3.10.14=hd12c33a_0_cpython
  • python-dateutil=2.9.0=pyhd8ed1ab_0
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  • python-irodsclient=2.1.0=pyhd8ed1ab_0
  • python-tzdata=2024.1=pyhd8ed1ab_0
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  • r-readxl=1.4.3=r43he58e087_1
  • r-rematch=2.0.0=r43hc72bb7e_1
  • r-rematch2=2.1.2=r43hc72bb7e_4
  • r-reprex=2.1.1=r43hc72bb7e_1
  • r-rgl=1.3.1=r43h2184249_2
  • r-rlang=1.1.4=r43ha18555a_1
  • r-rmarkdown=2.28=r43hc72bb7e_0
  • r-rstudioapi=0.16.0=r43hc72bb7e_1
  • r-rvest=1.0.4=r43hc72bb7e_1
  • r-sass=0.4.9=r43ha18555a_1
  • r-scales=1.3.0=r43hc72bb7e_1
  • r-selectr=0.4_2=r43hc72bb7e_4
  • r-stringi=1.8.4=r43ha8ce623_2
  • r-stringr=1.5.1=r43h785f33e_1
  • r-svglite=2.1.3=r43h3d53355_1
  • r-sys=3.4.2=r43hb1dbf0f_2
  • r-systemfonts=1.1.0=r43h38d38ca_1
  • r-textshaping=0.3.7=r43hd87b9d6_0
  • r-tibble=3.2.1=r43hdb488b9_3
  • r-tidyr=1.3.1=r43h0d4f4ea_1
  • r-tidyselect=1.2.1=r43hc72bb7e_1
  • r-tidyverse=2.0.0=r43h785f33e_2
  • r-timechange=0.3.0=r43ha18555a_1
  • r-tinytex=0.52=r43hc72bb7e_0
  • r-tzdb=0.4.0=r43ha18555a_2
  • r-utf8=1.2.4=r43hb1dbf0f_1
  • r-uuid=1.2_1=r43hdb488b9_0
  • r-vctrs=0.6.5=r43h0d4f4ea_1
  • r-viridislite=0.4.2=r43hc72bb7e_2
  • r-vroom=1.6.5=r43h0d4f4ea_1
  • r-webshot=0.5.5=r43hc72bb7e_1
  • r-withr=3.0.1=r43hc72bb7e_0
  • r-xfun=0.47=r43h0d4f4ea_0
  • r-xml2=1.3.6=r43h8194278_2
  • r-yaml=2.3.10=r43hdb488b9_0
  • ratelimiter=1.2.0=pyhd8ed1ab_1003
  • re2=2023.09.01=h7f4b329_2
  • readline=8.2=h8228510_1
  • referencing=0.35.1=pyhd8ed1ab_0
  • requests=2.32.3=pyhd8ed1ab_0
  • rich=13.7.1=pyhd8ed1ab_0
  • rpds-py=0.20.0=py310h505e2c1_1
  • rsa=4.9=pyhd8ed1ab_0
  • s3transfer=0.10.2=pyhd8ed1ab_0
  • sambamba=1.0.1=h6f6fda4_2
  • samtools=1.20=h50ea8bc_1
  • scipy=1.14.1=py310ha3fb0e1_0
  • sed=4.8=he412f7d_0
  • setuptools=73.0.1=pyhd8ed1ab_0
  • setuptools-scm=8.1.0=pyhd8ed1ab_0
  • six=1.16.0=pyh6c4a22f_0
  • slacker=0.14.0=py_0
  • smart_open=7.0.4=pyhd8ed1ab_0
  • smmap=5.0.0=pyhd8ed1ab_0
  • snakemake=6.3.0=hdfd78af_0
  • snakemake-minimal=6.3.0=pyhdfd78af_0
  • star=2.7.11b=h43eeafb_2
  • stone=3.3.2=pyhd8ed1ab_0
  • stopit=1.1.2=py_0
  • sysroot_linux-64=2.17=h4a8ded7_16
  • tk=8.6.13=noxft_h4845f30_101
  • tktable=2.10=h8bc8fbc_6
  • tomli=2.0.1=pyhd8ed1ab_0
  • toposort=1.10=pyhd8ed1ab_0
  • traitlets=5.14.3=pyhd8ed1ab_0
  • typing-extensions=4.12.2=hd8ed1ab_0
  • typing_extensions=4.12.2=pyha770c72_0
  • tzdata=2024a=h8827d51_1
  • ubiquerg=0.8.0=pyhd8ed1ab_0
  • unicodedata2=15.1.0=py310h2372a71_0
  • uritemplate=4.1.1=pyhd8ed1ab_0
  • veracitools=0.1.3=py_0
  • wcwidth=0.2.13=pyhd8ed1ab_0
  • wheel=0.44.0=pyhd8ed1ab_0
  • wrapt=1.16.0=py310ha75aee5_1
  • xorg-fixesproto=5.0=h7f98852_1002
  • xorg-inputproto=2.3.2=h7f98852_1002
  • xorg-kbproto=1.0.7=h7f98852_1002
  • xorg-libice=1.1.1=hd590300_0
  • xorg-libsm=1.2.4=h7391055_0
  • xorg-libx11=1.8.9=h8ee46fc_0
  • xorg-libxau=1.0.11=hd590300_0
  • xorg-libxdmcp=1.1.3=h7f98852_0
  • xorg-libxext=1.3.4=h0b41bf4_2
  • xorg-libxfixes=5.0.3=h7f98852_1004
  • xorg-libxi=1.7.10=h4bc722e_1
  • xorg-libxrender=0.9.11=hd590300_0
  • xorg-libxt=1.3.0=hd590300_1
  • xorg-libxtst=1.2.5=h4bc722e_0
  • xorg-recordproto=1.14.2=h7f98852_1002
  • xorg-renderproto=0.11.1=h7f98852_1002
  • xorg-xextproto=7.3.0=h0b41bf4_1003
  • xorg-xproto=7.0.31=h7f98852_1007
  • xz=5.2.6=h166bdaf_0
  • yaml=0.2.5=h7f98852_2
  • yarl=1.11.1=py310ha75aee5_0
  • zipp=3.20.1=pyhd8ed1ab_0
  • zlib=1.2.13=h4ab18f5_6
  • zstandard=0.23.0=py310ha39cb0e_1
  • zstd=1.5.6=ha6fb4c9_0
  • pip:
    • aiobotocore==2.5.4
    • aioitertools==0.12.0
    • alabaster==1.0.0
    • anndata==0.10.9
    • array-api-compat==1.8
    • asciitree==0.3.3
    • babel==2.16.0
    • biopython==1.84
    • botocore==1.31.17
    • click==8.1.7
    • cloudpickle==3.0.0
    • colorcet==3.1.0
    • commonmark==0.9.1
    • dask==2022.11.0
    • dask-image==2023.3.0
    • datashader==0.16.3
    • distributed==2024.8.2
    • docrep==0.3.2
    • fasteners==0.19
    • fsspec==2023.6.0
    • geopandas==1.0.1
    • h5py==3.11.0
    • igraph==0.11.6
    • imageio==2.35.1
    • imagesize==1.4.1
    • importlib-metadata==8.4.0
    • inflect==7.4.0
    • joblib==1.4.2
    • lazy-loader==0.4
    • legacy-api-wrap==1.4
    • leidenalg==0.10.2
    • llvmlite==0.43.0
    • locket==1.0.0
    • matplotlib-scalebar==0.8.1
    • more-itertools==10.5.0
    • msgpack==1.1.0
    • multipledispatch==1.0.0
    • multiscale-spatial-image==1.0.1
    • natsort==8.4.0
    • novosparc==0.4.4
    • numba==0.60.0
    • numcodecs==0.13.0
    • numpy==1.26.4
    • ome-zarr==0.9.0
    • omnipath==1.0.8
    • opencv-python==4.10.0.84
    • pandas==1.5.1
    • param==2.1.1
    • partd==1.4.2
    • patsy==0.5.6
    • pims==0.7
    • pooch==1.8.2
    • pyarrow==17.0.0
    • pyct==0.5.0
    • pynndescent==0.5.13
    • pyogrio==0.9.0
    • pyproj==3.6.1
    • pywavelets==1.7.0
    • recommonmark==0.7.1
    • s3fs==2023.6.0
    • scanpy==1.10.2
    • scikit-image==0.20.0
    • scikit-learn==1.5.1
    • scikit-misc==0.5.1
    • seaborn==0.13.2
    • session-info==1.0.0
    • shapely==2.0.6
    • slicerator==1.1.0
    • snowballstemmer==2.2.0
    • sortedcontainers==2.4.0
    • spacemake==0.7.9
    • spatial-image==1.1.0
    • spatialdata==0.2.2
    • sphinx==8.0.2
    • sphinxcontrib-applehelp==2.0.0
    • sphinxcontrib-devhelp==2.0.0
    • sphinxcontrib-htmlhelp==2.1.0
    • sphinxcontrib-jsmath==1.0.1
    • sphinxcontrib-qthelp==2.0.0
    • sphinxcontrib-serializinghtml==2.0.0
    • squidpy==1.3.0
    • statsmodels==0.14.2
    • stdlib-list==0.10.0
    • tblib==3.0.0
    • texttable==1.7.0
    • threadpoolctl==3.5.0
    • tifffile==2024.8.30
    • toolz==0.12.1
    • tornado==6.4.1
    • tqdm==4.66.5
    • typeguard==4.3.0
    • umap-learn==0.5.6
    • urllib3==1.26.20
    • validators==0.34.0
    • xarray==2024.3.0
    • xarray-dataclasses==1.8.0
    • xarray-datatree==0.0.14
    • xarray-schema==0.0.3
    • xarray-spatial==0.4.0
    • zarr==2.18.3
    • zict==3.0.0

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