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Splicing tests #57

@bschilder

Description

@bschilder

I'm testing out the splicing branch #38 with a GTF file:

Download

# From Ensembl FTP: https://ftp.ensembl.org/pub/release-113/gtf/homo_sapiens/
gtf_path = pooch.retrieve(
    url="https://ftp.ensembl.org/pub/release-113/gtf/homo_sapiens/Homo_sapiens.GRCh38.113.chr_patch_hapl_scaff.gtf.gz",
    known_hash="670d0572422b315124770d1dff1613ff5b563b965de48d8f35cccdef892bfc35",
    progressbar=True,
    fname="Homo_sapiens.GRCh38.113.chr_patch_hapl_scaff.gtf.gz",
)

Read in the GTF with gtfparse

import gtfparse

gtf = gtfparse.read_gtf(
    gtf_path,
    # os.path.expanduser("~/projects/ProHap/data/gtf/Homo_sapiens.GRCh38.113.chr_patch_hapl_scaff_chr10.gtf"),
    features=["exon"]
    )

Subset GTF and convert col names:

chr22_genes = (
    gtf
    .filter(pl.col("seqname") == "22")
    .filter(pl.col("feature") == "exon")
    .rename({"seqname": "chrom", "start": "chromStart", "end": "chromEnd"})
)
chr22_genes.head()

Image

Download VCF

# From 1KG FTP: https://ftp.1000genomes.ebi.ac.uk/vol1/ftp/data_collections/1000G_2504_high_coverage/working/20220422_3202_phased_SNV_INDEL_SV/
vcf_path = pooch.retrieve(
    url="https://ftp.1000genomes.ebi.ac.uk/vol1/ftp/data_collections/1000G_2504_high_coverage/working/20220422_3202_phased_SNV_INDEL_SV/1kGP_high_coverage_Illumina.chr22.filtered.SNV_INDEL_SV_phased_panel.vcf.gz",
    known_hash="91aeaf0d1e805cf4223c5cbf12e22afc28db1709054c42bd668337219f8fddcc",
    progressbar=True,
    fname="1kGP_high_coverage_Illumina.chr22.filtered.SNV_INDEL_SV_phased_panel.vcf.gz",
)

Create GVL database

gvl.write(
    path="1kg_chr22.gvl",
    bed=chr22_genes,
    variants=vcf_path,
    max_jitter=0,
    overwrite=True
)

Error:

---------------------------------------------------------------------------
ComputeError                              Traceback (most recent call last)
Cell In[31], [line 1](vscode-notebook-cell:?execution_count=31&line=1)
----> [1](vscode-notebook-cell:?execution_count=31&line=1) gvl.write(
      [2](vscode-notebook-cell:?execution_count=31&line=2)     path="1kg_chr22.gvl",
      [3](vscode-notebook-cell:?execution_count=31&line=3)     bed=chr22_genes,
      [4](vscode-notebook-cell:?execution_count=31&line=4)     variants=vcf_path,
      [5](vscode-notebook-cell:?execution_count=31&line=5)     max_jitter=0,
      [6](vscode-notebook-cell:?execution_count=31&line=6)     overwrite=True
      [7](vscode-notebook-cell:?execution_count=31&line=7) )

File ~/.conda/envs/genome-loader/lib/python3.12/site-packages/genvarloader/_dataset/_write.py:108, in write(path, bed, variants, bigwigs, samples, max_jitter, overwrite, max_mem, phased, ccf_field)
    [105](https://vscode-remote+ssh-002dremote-002bbamdev2-002ecshl-002eedu.vscode-resource.vscode-cdn.net/grid/koo/home/schilder/projects/VEP_protein/notebooks/~/.conda/envs/genome-loader/lib/python3.12/site-packages/genvarloader/_dataset/_write.py:105) if isinstance(bed, (str, Path)):
    [106](https://vscode-remote+ssh-002dremote-002bbamdev2-002ecshl-002eedu.vscode-resource.vscode-cdn.net/grid/koo/home/schilder/projects/VEP_protein/notebooks/~/.conda/envs/genome-loader/lib/python3.12/site-packages/genvarloader/_dataset/_write.py:106)     bed = read_bedlike(bed)
--> [108](https://vscode-remote+ssh-002dremote-002bbamdev2-002ecshl-002eedu.vscode-resource.vscode-cdn.net/grid/koo/home/schilder/projects/VEP_protein/notebooks/~/.conda/envs/genome-loader/lib/python3.12/site-packages/genvarloader/_dataset/_write.py:108) gvl_bed, contigs, input_to_sorted_idx_map = _prep_bed(bed, max_jitter)
    [109](https://vscode-remote+ssh-002dremote-002bbamdev2-002ecshl-002eedu.vscode-resource.vscode-cdn.net/grid/koo/home/schilder/projects/VEP_protein/notebooks/~/.conda/envs/genome-loader/lib/python3.12/site-packages/genvarloader/_dataset/_write.py:109) bed.with_columns(r_idx_map=pl.lit(input_to_sorted_idx_map)).write_ipc(
    [110](https://vscode-remote+ssh-002dremote-002bbamdev2-002ecshl-002eedu.vscode-resource.vscode-cdn.net/grid/koo/home/schilder/projects/VEP_protein/notebooks/~/.conda/envs/genome-loader/lib/python3.12/site-packages/genvarloader/_dataset/_write.py:110)     path / "input_regions.arrow"
    [111](https://vscode-remote+ssh-002dremote-002bbamdev2-002ecshl-002eedu.vscode-resource.vscode-cdn.net/grid/koo/home/schilder/projects/VEP_protein/notebooks/~/.conda/envs/genome-loader/lib/python3.12/site-packages/genvarloader/_dataset/_write.py:111) )
    [112](https://vscode-remote+ssh-002dremote-002bbamdev2-002ecshl-002eedu.vscode-resource.vscode-cdn.net/grid/koo/home/schilder/projects/VEP_protein/notebooks/~/.conda/envs/genome-loader/lib/python3.12/site-packages/genvarloader/_dataset/_write.py:112) metadata["contigs"] = contigs

File ~/.conda/envs/genome-loader/lib/python3.12/site-packages/genvarloader/_dataset/_write.py:214, in _prep_bed(bed, max_jitter)
    [212](https://vscode-remote+ssh-002dremote-002bbamdev2-002ecshl-002eedu.vscode-resource.vscode-cdn.net/grid/koo/home/schilder/projects/VEP_protein/notebooks/~/.conda/envs/genome-loader/lib/python3.12/site-packages/genvarloader/_dataset/_write.py:212)     bed = bed.with_columns(strand=pl.lit(1, pl.Int32))
    [213](https://vscode-remote+ssh-002dremote-002bbamdev2-002ecshl-002eedu.vscode-resource.vscode-cdn.net/grid/koo/home/schilder/projects/VEP_protein/notebooks/~/.conda/envs/genome-loader/lib/python3.12/site-packages/genvarloader/_dataset/_write.py:213) else:
--> [214](https://vscode-remote+ssh-002dremote-002bbamdev2-002ecshl-002eedu.vscode-resource.vscode-cdn.net/grid/koo/home/schilder/projects/VEP_protein/notebooks/~/.conda/envs/genome-loader/lib/python3.12/site-packages/genvarloader/_dataset/_write.py:214)     bed = bed.with_columns(
    [215](https://vscode-remote+ssh-002dremote-002bbamdev2-002ecshl-002eedu.vscode-resource.vscode-cdn.net/grid/koo/home/schilder/projects/VEP_protein/notebooks/~/.conda/envs/genome-loader/lib/python3.12/site-packages/genvarloader/_dataset/_write.py:215)         pl.col("strand").replace({"+": 1, "-": -1}, return_dtype=pl.Int32)
    [216](https://vscode-remote+ssh-002dremote-002bbamdev2-002ecshl-002eedu.vscode-resource.vscode-cdn.net/grid/koo/home/schilder/projects/VEP_protein/notebooks/~/.conda/envs/genome-loader/lib/python3.12/site-packages/genvarloader/_dataset/_write.py:216)     )
    [217](https://vscode-remote+ssh-002dremote-002bbamdev2-002ecshl-002eedu.vscode-resource.vscode-cdn.net/grid/koo/home/schilder/projects/VEP_protein/notebooks/~/.conda/envs/genome-loader/lib/python3.12/site-packages/genvarloader/_dataset/_write.py:217) bed = bed.select("chrom", "chromStart", "chromEnd", "strand")
    [218](https://vscode-remote+ssh-002dremote-002bbamdev2-002ecshl-002eedu.vscode-resource.vscode-cdn.net/grid/koo/home/schilder/projects/VEP_protein/notebooks/~/.conda/envs/genome-loader/lib/python3.12/site-packages/genvarloader/_dataset/_write.py:218) with pl.StringCache():

File ~/.conda/envs/genome-loader/lib/python3.12/site-packages/polars/dataframe/frame.py:9806, in DataFrame.with_columns(self, *exprs, **named_exprs)
   [9660](https://vscode-remote+ssh-002dremote-002bbamdev2-002ecshl-002eedu.vscode-resource.vscode-cdn.net/grid/koo/home/schilder/projects/VEP_protein/notebooks/~/.conda/envs/genome-loader/lib/python3.12/site-packages/polars/dataframe/frame.py:9660) def with_columns(
   [9661](https://vscode-remote+ssh-002dremote-002bbamdev2-002ecshl-002eedu.vscode-resource.vscode-cdn.net/grid/koo/home/schilder/projects/VEP_protein/notebooks/~/.conda/envs/genome-loader/lib/python3.12/site-packages/polars/dataframe/frame.py:9661)     self,
   [9662](https://vscode-remote+ssh-002dremote-002bbamdev2-002ecshl-002eedu.vscode-resource.vscode-cdn.net/grid/koo/home/schilder/projects/VEP_protein/notebooks/~/.conda/envs/genome-loader/lib/python3.12/site-packages/polars/dataframe/frame.py:9662)     *exprs: IntoExpr | Iterable[IntoExpr],
   [9663](https://vscode-remote+ssh-002dremote-002bbamdev2-002ecshl-002eedu.vscode-resource.vscode-cdn.net/grid/koo/home/schilder/projects/VEP_protein/notebooks/~/.conda/envs/genome-loader/lib/python3.12/site-packages/polars/dataframe/frame.py:9663)     **named_exprs: IntoExpr,
   [9664](https://vscode-remote+ssh-002dremote-002bbamdev2-002ecshl-002eedu.vscode-resource.vscode-cdn.net/grid/koo/home/schilder/projects/VEP_protein/notebooks/~/.conda/envs/genome-loader/lib/python3.12/site-packages/polars/dataframe/frame.py:9664) ) -> DataFrame:
   [9665](https://vscode-remote+ssh-002dremote-002bbamdev2-002ecshl-002eedu.vscode-resource.vscode-cdn.net/grid/koo/home/schilder/projects/VEP_protein/notebooks/~/.conda/envs/genome-loader/lib/python3.12/site-packages/polars/dataframe/frame.py:9665)     """
   [9666](https://vscode-remote+ssh-002dremote-002bbamdev2-002ecshl-002eedu.vscode-resource.vscode-cdn.net/grid/koo/home/schilder/projects/VEP_protein/notebooks/~/.conda/envs/genome-loader/lib/python3.12/site-packages/polars/dataframe/frame.py:9666)     Add columns to this DataFrame.
   [9667](https://vscode-remote+ssh-002dremote-002bbamdev2-002ecshl-002eedu.vscode-resource.vscode-cdn.net/grid/koo/home/schilder/projects/VEP_protein/notebooks/~/.conda/envs/genome-loader/lib/python3.12/site-packages/polars/dataframe/frame.py:9667) 
   (...)
   [9804](https://vscode-remote+ssh-002dremote-002bbamdev2-002ecshl-002eedu.vscode-resource.vscode-cdn.net/grid/koo/home/schilder/projects/VEP_protein/notebooks/~/.conda/envs/genome-loader/lib/python3.12/site-packages/polars/dataframe/frame.py:9804)     └─────┴──────┴─────────────┘
   [9805](https://vscode-remote+ssh-002dremote-002bbamdev2-002ecshl-002eedu.vscode-resource.vscode-cdn.net/grid/koo/home/schilder/projects/VEP_protein/notebooks/~/.conda/envs/genome-loader/lib/python3.12/site-packages/polars/dataframe/frame.py:9805)     """
-> [9806](https://vscode-remote+ssh-002dremote-002bbamdev2-002ecshl-002eedu.vscode-resource.vscode-cdn.net/grid/koo/home/schilder/projects/VEP_protein/notebooks/~/.conda/envs/genome-loader/lib/python3.12/site-packages/polars/dataframe/frame.py:9806)     return self.lazy().with_columns(*exprs, **named_exprs).collect(_eager=True)

File ~/.conda/envs/genome-loader/lib/python3.12/site-packages/polars/_utils/deprecation.py:93, in deprecate_streaming_parameter.<locals>.decorate.<locals>.wrapper(*args, **kwargs)
     [89](https://vscode-remote+ssh-002dremote-002bbamdev2-002ecshl-002eedu.vscode-resource.vscode-cdn.net/grid/koo/home/schilder/projects/VEP_protein/notebooks/~/.conda/envs/genome-loader/lib/python3.12/site-packages/polars/_utils/deprecation.py:89)         kwargs["engine"] = "in-memory"
     [91](https://vscode-remote+ssh-002dremote-002bbamdev2-002ecshl-002eedu.vscode-resource.vscode-cdn.net/grid/koo/home/schilder/projects/VEP_protein/notebooks/~/.conda/envs/genome-loader/lib/python3.12/site-packages/polars/_utils/deprecation.py:91)     del kwargs["streaming"]
---> [93](https://vscode-remote+ssh-002dremote-002bbamdev2-002ecshl-002eedu.vscode-resource.vscode-cdn.net/grid/koo/home/schilder/projects/VEP_protein/notebooks/~/.conda/envs/genome-loader/lib/python3.12/site-packages/polars/_utils/deprecation.py:93) return function(*args, **kwargs)

File ~/.conda/envs/genome-loader/lib/python3.12/site-packages/polars/lazyframe/frame.py:2206, in LazyFrame.collect(self, type_coercion, _type_check, predicate_pushdown, projection_pushdown, simplify_expression, slice_pushdown, comm_subplan_elim, comm_subexpr_elim, cluster_with_columns, collapse_joins, no_optimization, engine, background, _check_order, _eager, **_kwargs)
   [2204](https://vscode-remote+ssh-002dremote-002bbamdev2-002ecshl-002eedu.vscode-resource.vscode-cdn.net/grid/koo/home/schilder/projects/VEP_protein/notebooks/~/.conda/envs/genome-loader/lib/python3.12/site-packages/polars/lazyframe/frame.py:2204) # Only for testing purposes
   [2205](https://vscode-remote+ssh-002dremote-002bbamdev2-002ecshl-002eedu.vscode-resource.vscode-cdn.net/grid/koo/home/schilder/projects/VEP_protein/notebooks/~/.conda/envs/genome-loader/lib/python3.12/site-packages/polars/lazyframe/frame.py:2205) callback = _kwargs.get("post_opt_callback", callback)
-> [2206](https://vscode-remote+ssh-002dremote-002bbamdev2-002ecshl-002eedu.vscode-resource.vscode-cdn.net/grid/koo/home/schilder/projects/VEP_protein/notebooks/~/.conda/envs/genome-loader/lib/python3.12/site-packages/polars/lazyframe/frame.py:2206) return wrap_df(ldf.collect(engine, callback))

ComputeError: cannot cast numeric types to 'Categorical'

Conda env

# packages in environment at [/grid/koo/home/schilder/.conda/envs/genome-loader](https://vscode-remote+ssh-002dremote-002bbamdev2-002ecshl-002eedu.vscode-resource.vscode-cdn.net/grid/koo/home/schilder/.conda/envs/genome-loader):
#
# Name                    Version                   Build  Channel
_libgcc_mutex             0.1                 conda_forge    conda-forge
_openmp_mutex             4.5                       2_gnu    conda-forge
aiohappyeyeballs          2.4.4              pyhd8ed1ab_1    conda-forge
aiohttp                   3.10.5          py312h41a817b_0    conda-forge
aiohttp-cors              0.7.0              pyhd8ed1ab_1    conda-forge
aiosignal                 1.3.2              pyhd8ed1ab_0    conda-forge
annotated-types           0.7.0              pyhd8ed1ab_1    conda-forge
anyio                     4.8.0              pyhd8ed1ab_0    conda-forge
aom                       3.6.1                h59595ed_0    conda-forge
appdirs                   1.4.4              pyhd3eb1b0_0  
argcomplete               3.6.2                    pypi_0    pypi
argh                      0.31.3                   pypi_0    pypi
argon2-cffi               23.1.0             pyhd8ed1ab_1    conda-forge
argon2-cffi-bindings      21.2.0          py312h66e93f0_5    conda-forge
arrow                     1.3.0              pyhd8ed1ab_1    conda-forge
asciitree                 0.3.3                    pypi_0    pypi
astroid                   3.2.4           py312h06a4308_0  
asttokens                 3.0.0              pyhd8ed1ab_1    conda-forge
async-lru                 2.0.4              pyhd8ed1ab_1    conda-forge
async-timeout             5.0.1              pyhd8ed1ab_1    conda-forge
attrs                     25.3.0                   pypi_0    pypi
awkward                   2.8.1                    pypi_0    pypi
awkward-cpp               45                       pypi_0    pypi
aws-c-auth                0.8.0                h56a2c13_4    conda-forge
aws-c-cal                 0.8.0                hd3f4568_0    conda-forge
aws-c-common              0.9.31               hb9d3cd8_0    conda-forge
aws-c-compression         0.3.0                hf20e7d7_0    conda-forge
aws-c-event-stream        0.5.0                h68c3b0c_2    conda-forge
aws-c-http                0.9.0                hfad4ed3_3    conda-forge
aws-c-io                  0.15.0               h17eb868_2    conda-forge
aws-c-mqtt                0.11.0               h407ecb8_2    conda-forge
aws-c-s3                  0.7.0                hadeddc1_5    conda-forge
aws-c-sdkutils            0.2.0                hf20e7d7_0    conda-forge
aws-checksums             0.2.0                hf20e7d7_0    conda-forge
aws-crt-cpp               0.29.0               h73f0fd4_6    conda-forge
aws-sdk-cpp               1.11.407             h6a6dca0_6    conda-forge
azure-core-cpp            1.14.0               h5cfcd09_0    conda-forge
azure-identity-cpp        1.10.0               h113e628_0    conda-forge
azure-storage-blobs-cpp   12.13.0              h3cf044e_1    conda-forge
azure-storage-common-cpp  12.8.0               h736e048_1    conda-forge
azure-storage-files-datalake-cpp 12.12.0              ha633028_1    conda-forge
babel                     2.17.0             pyhd8ed1ab_0    conda-forge
beautifulsoup4            4.13.3             pyha770c72_0    conda-forge
biopython                 1.78            py312h5eee18b_0  
blas                      1.0                         mkl  
bleach                    6.2.0              pyh29332c3_4    conda-forge
bleach-with-css           6.2.0                h82add2a_4    conda-forge
bokeh                     3.6.2              pyhd8ed1ab_1    conda-forge
brotli                    1.1.0                hb9d3cd8_2    conda-forge
brotli-bin                1.1.0                hb9d3cd8_2    conda-forge
brotli-python             1.1.0           py312h2ec8cdc_2    conda-forge
bzip2                     1.0.8                h4bc722e_7    conda-forge
c-ares                    1.34.4               hb9d3cd8_0    conda-forge
ca-certificates           2025.1.31            hbcca054_0    conda-forge
cachecontrol              0.14.1             pyha770c72_1    conda-forge
cachecontrol-with-filecache 0.14.1             pyhd8ed1ab_1    conda-forge
cached-property           1.5.2                hd8ed1ab_1    conda-forge
cached_property           1.5.2              pyha770c72_1    conda-forge
cachetools                5.5.0              pyhd8ed1ab_1    conda-forge
certifi                   2025.1.31          pyhd8ed1ab_0    conda-forge
cffi                      1.17.1          py312h06ac9bb_0    conda-forge
charset-normalizer        3.4.1                    pypi_0    pypi
cleo                      2.2.1              pyhd8ed1ab_0    conda-forge
click                     8.1.8                    pypi_0    pypi
cloudpickle               3.1.0              pyhd8ed1ab_1    conda-forge
colorama                  0.4.6              pyhd8ed1ab_1    conda-forge
coloredlogs               15.0.1                   pypi_0    pypi
colorful                  0.5.6              pyhd8ed1ab_0    conda-forge
comm                      0.2.2              pyhd8ed1ab_1    conda-forge
contourpy                 1.3.1           py312h68727a3_0    conda-forge
crashtest                 0.4.1              pyhd8ed1ab_1    conda-forge
cryptography              44.0.0          py312hda17c39_0    conda-forge
cslug                     1.0.0                    pypi_0    pypi
cuda-cudart               12.4.127                      0    nvidia
cuda-cupti                12.4.127                      0    nvidia
cuda-libraries            12.4.1                        0    nvidia
cuda-nvrtc                12.4.127                      0    nvidia
cuda-nvtx                 12.4.127                      0    nvidia
cuda-opencl               12.6.77                       0    nvidia
cuda-runtime              12.4.1                        0    nvidia
cuda-version              12.6                          3    nvidia
cycler                    0.12.1             pyhd8ed1ab_1    conda-forge
cytoolz                   1.0.1           py312h66e93f0_0    conda-forge
cyvcf2                    0.31.1                   pypi_0    pypi
dask                      2024.12.0          pyhd8ed1ab_1    conda-forge
dask-core                 2024.12.0          pyhd8ed1ab_1    conda-forge
dask-expr                 1.1.20             pyhd8ed1ab_1    conda-forge
dask-glm                  0.3.2                    pypi_0    pypi
dask-ml                   2024.4.4                 pypi_0    pypi
datacache                 1.1.5                      py_0    conda-forge
dbus                      1.13.6               h5008d03_3    conda-forge
debugpy                   1.8.11          py312h2ec8cdc_0    conda-forge
decorator                 5.1.1              pyhd8ed1ab_1    conda-forge
defusedxml                0.7.1              pyhd8ed1ab_0    conda-forge
dill                      0.3.8           py312h06a4308_0  
distlib                   0.3.9              pyhd8ed1ab_1    conda-forge
distributed               2024.12.0          pyhd8ed1ab_1    conda-forge
dulwich                   0.21.7          py312h66e93f0_1    conda-forge
einops                    0.8.1                    pypi_0    pypi
elfutils                  0.192                h7f4e02f_1    conda-forge
ensembl-rest              0.3.4                    pypi_0    pypi
entrypoints               0.4                pyhd8ed1ab_1    conda-forge
exceptiongroup            1.2.2              pyhd8ed1ab_1    conda-forge
executing                 2.1.0              pyhd8ed1ab_1    conda-forge
expat                     2.6.4                h5888daf_0    conda-forge
fasteners                 0.19                     pypi_0    pypi
ffmpeg                    4.4.2           gpl_hdf48244_113    conda-forge
filelock                  3.16.1             pyhd8ed1ab_1    conda-forge
font-ttf-dejavu-sans-mono 2.37                 hd3eb1b0_0  
font-ttf-inconsolata      2.001                hcb22688_0  
font-ttf-source-code-pro  2.030                hd3eb1b0_0  
font-ttf-ubuntu           0.83                 h8b1ccd4_0  
fontconfig                2.15.0               h7e30c49_1    conda-forge
fonts-anaconda            1                    h8fa9717_0  
fonts-conda-ecosystem     1                    hd3eb1b0_0  
fonttools                 4.56.0          py312h178313f_0    conda-forge
fqdn                      1.5.1              pyhd8ed1ab_1    conda-forge
freetype                  2.12.1               h267a509_2    conda-forge
frozenlist                1.5.0           py312h66e93f0_0    conda-forge
fsspec                    2025.3.2                 pypi_0    pypi
genvarloader              0.10.5                   pypi_0    pypi
gettext                   0.22.5               he02047a_3    conda-forge
gettext-tools             0.22.5               he02047a_3    conda-forge
gffutils                  0.13                     pypi_0    pypi
gflags                    2.2.2             h5888daf_1005    conda-forge
giflib                    5.2.2                h5eee18b_0  
glog                      0.7.1                hbabe93e_0    conda-forge
gmp                       6.2.1                h295c915_3  
gnutls                    3.7.9                hb077bed_0    conda-forge
google-api-core           2.24.0             pyhd8ed1ab_0    conda-forge
google-auth               2.37.0             pyhd8ed1ab_0    conda-forge
googleapis-common-protos  1.66.0             pyhff2d567_0    conda-forge
grpcio                    1.65.5          py312h374181b_0    conda-forge
gtfparse                  2.5.0                    pypi_0    pypi
h11                       0.14.0             pyhd8ed1ab_1    conda-forge
h2                        4.1.0              pyhd8ed1ab_1    conda-forge
haptools                  0.5.0              pyhdfd78af_0    bioconda
hirola                    0.3.0                    pypi_0    pypi
hpack                     4.0.0              pyhd8ed1ab_1    conda-forge
htslib                    1.21                 h566b1c6_1    bioconda
httpcore                  1.0.7              pyh29332c3_1    conda-forge
httpx                     0.28.1             pyhd8ed1ab_0    conda-forge
humanfriendly             10.0                     pypi_0    pypi
hyperframe                6.0.1              pyhd8ed1ab_1    conda-forge
idna                      3.10               pyhd8ed1ab_1    conda-forge
importlib-metadata        8.5.0              pyha770c72_1    conda-forge
importlib_resources       6.4.5              pyhd8ed1ab_1    conda-forge
intel-openmp              2022.0.1          h06a4308_3633  
intervaltree              3.1.0                    pypi_0    pypi
iprogress                 0.4                      pypi_0    pypi
ipykernel                 6.29.5             pyh3099207_0    conda-forge
ipython                   8.30.0             pyh707e725_0    conda-forge
isoduration               20.11.0            pyhd8ed1ab_1    conda-forge
isort                     5.13.2          py312h06a4308_0  
jaraco.classes            3.4.0              pyhd8ed1ab_2    conda-forge
jedi                      0.19.2             pyhd8ed1ab_1    conda-forge
jeepney                   0.8.0              pyhd8ed1ab_0    conda-forge
jinja2                    3.1.4              pyhd8ed1ab_1    conda-forge
joblib                    1.4.2              pyhd8ed1ab_1    conda-forge
json5                     0.10.0             pyhd8ed1ab_1    conda-forge
jsonpointer               3.0.0           py312h7900ff3_1    conda-forge
jsonschema                4.23.0             pyhd8ed1ab_1    conda-forge
jsonschema-specifications 2024.10.1          pyhd8ed1ab_1    conda-forge
jsonschema-with-format-nongpl 4.23.0               hd8ed1ab_1    conda-forge
jupyter-client            8.6.3                    pypi_0    pypi
jupyter-lsp               2.2.5              pyhd8ed1ab_1    conda-forge
jupyter_client            7.4.9              pyhd8ed1ab_0    conda-forge
jupyter_core              5.7.2              pyh31011fe_1    conda-forge
jupyter_events            0.12.0             pyh29332c3_0    conda-forge
jupyter_server            2.15.0             pyhd8ed1ab_0    conda-forge
jupyter_server_terminals  0.5.3              pyhd8ed1ab_1    conda-forge
jupyterlab                4.3.5              pyhd8ed1ab_0    conda-forge
jupyterlab_pygments       0.3.0              pyhd8ed1ab_2    conda-forge
jupyterlab_server         2.27.3             pyhd8ed1ab_1    conda-forge
keyring                   24.3.1             pyha804496_1    conda-forge
keyutils                  1.6.1                h166bdaf_0    conda-forge
kiwisolver                1.4.8           py312h84d6215_0    conda-forge
krb5                      1.21.3               h659f571_0    conda-forge
lame                      3.100                h7b6447c_0  
lcms2                     2.16                 hb7c19ff_0    conda-forge
ld_impl_linux-64          2.43                 h712a8e2_2    conda-forge
lerc                      4.0.0                h27087fc_0    conda-forge
libabseil                 20240722.0      cxx17_h5888daf_1    conda-forge
libarchive                3.7.7                hadbb8c3_0    conda-forge
libarrow                  18.0.0           ha5db6c2_0_cpu    conda-forge
libarrow-acero            18.0.0           h5888daf_0_cpu    conda-forge
libarrow-dataset          18.0.0           h5888daf_0_cpu    conda-forge
libarrow-substrait        18.0.0           he882d9a_0_cpu    conda-forge
libasprintf               0.22.5               he8f35ee_3    conda-forge
libasprintf-devel         0.22.5               he8f35ee_3    conda-forge
libblas                   3.9.0            16_linux64_mkl    conda-forge
libbrotlicommon           1.1.0                hb9d3cd8_2    conda-forge
libbrotlidec              1.1.0                hb9d3cd8_2    conda-forge
libbrotlienc              1.1.0                hb9d3cd8_2    conda-forge
libcblas                  3.9.0            16_linux64_mkl    conda-forge
libcrc32c                 1.1.2                h9c3ff4c_0    conda-forge
libcublas                 12.4.5.8                      0    nvidia
libcufft                  11.2.1.3                      0    nvidia
libcufile                 1.11.1.6                      0    nvidia
libcurand                 10.3.7.77                     0    nvidia
libcurl                   8.11.1               h332b0f4_0    conda-forge
libcusolver               11.6.1.9                      0    nvidia
libcusparse               12.3.1.170                    0    nvidia
libdeflate                1.22                 hb9d3cd8_0    conda-forge
libdrm                    2.4.124              hb9d3cd8_0    conda-forge
libedit                   3.1.20191231         he28a2e2_2    conda-forge
libegl                    1.7.0                ha4b6fd6_2    conda-forge
libev                     4.33                 hd590300_2    conda-forge
libevent                  2.1.12               hf998b51_1    conda-forge
libexpat                  2.6.4                h5888daf_0    conda-forge
libffi                    3.4.2                h7f98852_5    conda-forge
libgcc                    14.2.0               h77fa898_1    conda-forge
libgcc-ng                 14.2.0               h69a702a_1    conda-forge
libgettextpo              0.22.5               he02047a_3    conda-forge
libgettextpo-devel        0.22.5               he02047a_3    conda-forge
libgfortran               14.2.0               h69a702a_1    conda-forge
libgfortran5              14.2.0               hd5240d6_1    conda-forge
libgl                     1.7.0                ha4b6fd6_2    conda-forge
libglib                   2.82.2               h2ff4ddf_0    conda-forge
libglvnd                  1.7.0                ha4b6fd6_2    conda-forge
libglx                    1.7.0                ha4b6fd6_2    conda-forge
libgomp                   14.2.0               h77fa898_1    conda-forge
libgoogle-cloud           2.30.0               h438788a_0    conda-forge
libgoogle-cloud-storage   2.30.0               h0121fbd_0    conda-forge
libgrpc                   1.65.5               hf5c653b_0    conda-forge
libiconv                  1.17                 hd590300_2    conda-forge
libidn2                   2.3.7                hd590300_0    conda-forge
libjpeg-turbo             3.0.0                hd590300_1    conda-forge
liblapack                 3.9.0            16_linux64_mkl    conda-forge
libllvm14                 14.0.6               hcd5def8_4    conda-forge
liblzma                   5.6.3                hb9d3cd8_1    conda-forge
liblzma-devel             5.6.3                hb9d3cd8_1    conda-forge
libmicrohttpd             1.0.1                h97afed2_0    conda-forge
libnghttp2                1.64.0               h161d5f1_0    conda-forge
libnpp                    12.2.5.30                     0    nvidia
libnsl                    2.0.1                hd590300_0    conda-forge
libnvfatbin               12.6.77                       0    nvidia
libnvjitlink              12.4.127                      0    nvidia
libnvjpeg                 12.3.1.117                    0    nvidia
libopenblas               0.3.28          pthreads_h94d23a6_1    conda-forge
libparquet                18.0.0           h6bd9018_0_cpu    conda-forge
libpciaccess              0.18                 hd590300_0    conda-forge
libpng                    1.6.44               hadc24fc_0    conda-forge
libprotobuf               5.27.5               h5b01275_2    conda-forge
libre2-11                 2024.07.02           hbbce691_1    conda-forge
libsodium                 1.0.20               h4ab18f5_0    conda-forge
libsqlite                 3.47.2               hee588c1_0    conda-forge
libssh2                   1.11.1               hf672d98_0    conda-forge
libstdcxx                 14.2.0               hc0a3c3a_1    conda-forge
libstdcxx-ng              14.2.0               h4852527_1    conda-forge
libtasn1                  4.19.0               h166bdaf_0    conda-forge
libthrift                 0.21.0               h0e7cc3e_0    conda-forge
libtiff                   4.7.0                hc4654cb_2    conda-forge
libunistring              0.9.10               h7f98852_0    conda-forge
libunwind                 1.6.2                h9c3ff4c_0    conda-forge
libutf8proc               2.8.0                hf23e847_1    conda-forge
libuuid                   2.38.1               h0b41bf4_0    conda-forge
libva                     2.22.0               h8a09558_1    conda-forge
libvpx                    1.13.1               h6a678d5_0  
libwebp                   1.4.0                h2c329e2_0    conda-forge
libwebp-base              1.4.0                hd590300_0    conda-forge
libxcb                    1.17.0               h8a09558_0    conda-forge
libxcrypt                 4.4.36               hd590300_1    conda-forge
libxml2                   2.13.5               h0d44e9d_1    conda-forge
libzlib                   1.3.1                hb9d3cd8_2    conda-forge
linkify-it-py             2.0.3              pyhd8ed1ab_1    conda-forge
llvm-openmp               15.0.7               h0cdce71_0    conda-forge
llvmlite                  0.44.0                   pypi_0    pypi
locket                    1.0.0              pyhd8ed1ab_0    conda-forge
loguru                    0.7.3                    pypi_0    pypi
lz4                       4.3.3           py312hb3f7f12_1    conda-forge
lz4-c                     1.9.4                hcb278e6_0    conda-forge
lzo                       2.10              hd590300_1001    conda-forge
markdown-it-py            3.0.0              pyhd8ed1ab_1    conda-forge
markupsafe                3.0.2           py312h178313f_1    conda-forge
matplotlib-base           3.10.1          py312hd3ec401_0    conda-forge
matplotlib-inline         0.1.7              pyhd8ed1ab_1    conda-forge
mccabe                    0.7.0              pyhd3eb1b0_0  
mdit-py-plugins           0.4.2              pyhd8ed1ab_1    conda-forge
mdurl                     0.1.2              pyhd8ed1ab_1    conda-forge
memoized-property         1.0.3              pyhd8ed1ab_1    conda-forge
memray                    1.15.0          py312h9f2de7a_0    conda-forge
mistune                   3.1.2              pyhd8ed1ab_0    conda-forge
mkl                       2022.1.0           hc2b9512_224  
ml-dtypes                 0.5.0                    pypi_0    pypi
mock                      4.0.3              pyhd3eb1b0_0  
more-itertools            10.6.0                   pypi_0    pypi
mpmath                    1.3.0           py312h06a4308_0  
msgpack-python            1.1.0           py312h68727a3_0    conda-forge
multidict                 6.1.0           py312h178313f_2    conda-forge
multimethod               1.9.1              pyhd8ed1ab_0    conda-forge
multipledispatch          1.0.0                    pypi_0    pypi
munkres                   1.1.4              pyh9f0ad1d_0    conda-forge
mypy_extensions           1.0.0              pyha770c72_1    conda-forge
natsort                   8.4.0              pyh29332c3_1    conda-forge
nbclient                  0.10.2             pyhd8ed1ab_0    conda-forge
nbconvert-core            7.16.6             pyh29332c3_0    conda-forge
nbformat                  5.10.4             pyhd8ed1ab_1    conda-forge
ncls                      0.0.68                   pypi_0    pypi
ncurses                   6.5                  he02047a_1    conda-forge
nest-asyncio              1.6.0              pyhd8ed1ab_1    conda-forge
nettle                    3.9.1                h7ab15ed_0    conda-forge
networkx                  3.3             py312h06a4308_0  
notebook                  7.3.2              pyhd8ed1ab_0    conda-forge
notebook-shim             0.2.4              pyhd8ed1ab_1    conda-forge
numba                     0.61.2                   pypi_0    pypi
numcodecs                 0.13.1                   pypi_0    pypi
numpy                     2.2.4                    pypi_0    pypi
opencensus                0.11.3             pyhd8ed1ab_0    conda-forge
opencensus-context        0.1.3           py312h7900ff3_3    conda-forge
openh264                  2.3.1                hcb278e6_2    conda-forge
openjpeg                  2.5.3                h5fbd93e_0    conda-forge
openssl                   3.4.1                h7b32b05_0    conda-forge
orc                       2.0.2                h690cf93_1    conda-forge
overrides                 7.7.0              pyhd8ed1ab_1    conda-forge
p11-kit                   0.24.1               hc5aa10d_0    conda-forge
packaging                 24.2               pyhd8ed1ab_2    conda-forge
pandas                    2.2.3           py312hf9745cd_1    conda-forge
pandera                   0.23.1                   pypi_0    pypi
pandocfilters             1.5.0              pyhd8ed1ab_0    conda-forge
parso                     0.8.4              pyhd8ed1ab_1    conda-forge
partd                     1.4.2              pyhd8ed1ab_0    conda-forge
pcre2                     10.44                hba22ea6_2    conda-forge
pexpect                   4.9.0              pyhd8ed1ab_1    conda-forge
pgenlib                   0.92.0                   pypi_0    pypi
pickleshare               0.7.5           pyhd8ed1ab_1004    conda-forge
pillow                    11.0.0          py312h7b63e92_0    conda-forge
pip                       25.0.1             pyh8b19718_0    conda-forge
pkginfo                   1.12.0             pyhd8ed1ab_1    conda-forge
pkgutil-resolve-name      1.3.10             pyhd8ed1ab_2    conda-forge
platformdirs              4.3.7                    pypi_0    pypi
poetry                    1.8.5              pyha804496_0    conda-forge
poetry-core               1.9.1              pyhd8ed1ab_1    conda-forge
poetry-plugin-export      1.8.0              pyhd8ed1ab_1    conda-forge
polars                    1.27.1                   pypi_0    pypi
pooch                     1.8.2                    pypi_0    pypi
progressbar33             2.4                pyhd8ed1ab_1    conda-forge
prometheus_client         0.21.1             pyhd8ed1ab_0    conda-forge
prompt-toolkit            3.0.48             pyha770c72_1    conda-forge
propcache                 0.2.1           py312h66e93f0_0    conda-forge
proto-plus                1.25.0             pyhd8ed1ab_1    conda-forge
protobuf                  5.27.5          py312h2ec8cdc_0    conda-forge
psutil                    6.1.0           py312h66e93f0_0    conda-forge
pthread-stubs             0.4               hb9d3cd8_1002    conda-forge
ptyprocess                0.7.0              pyhd8ed1ab_1    conda-forge
pure_eval                 0.2.3              pyhd8ed1ab_1    conda-forge
py-spy                    0.4.0                h4c5a871_1    conda-forge
pyarrow                   19.0.1                   pypi_0    pypi
pyasn1                    0.6.1              pyhd8ed1ab_2    conda-forge
pyasn1-modules            0.4.1              pyhd8ed1ab_1    conda-forge
pybigwig                  0.3.24                   pypi_0    pypi
pybind11                  2.13.6                   pypi_0    pypi
pycparser                 2.22               pyh29332c3_1    conda-forge
pydantic                  2.11.3                   pypi_0    pypi
pydantic-core             2.33.1                   pypi_0    pypi
pyensembl                 2.3.13             pyh7cba7a3_0    bioconda
pyfaidx                   0.8.1.3                  pypi_0    pypi
pygments                  2.19.1                   pypi_0    pypi
pylint                    3.2.7           py312h06a4308_0  
pyopenssl                 24.3.0             pyhd8ed1ab_0    conda-forge
pyparsing                 3.2.2              pyhd8ed1ab_0    conda-forge
pyproject_hooks           1.2.0              pyhd8ed1ab_1    conda-forge
pyranges                  0.1.4                    pypi_0    pypi
pysam                     0.23.0                   pypi_0    pypi
pysocks                   1.7.1              pyha55dd90_7    conda-forge
python                    3.12.8          h9e4cc4f_1_cpython    conda-forge
python-build              1.2.2.post1        pyhff2d567_1    conda-forge
python-dateutil           2.9.0.post0        pyhff2d567_1    conda-forge
python-fastjsonschema     2.21.1             pyhd8ed1ab_0    conda-forge
python-installer          0.7.0              pyhff2d567_1    conda-forge
python-json-logger        2.0.7              pyhd8ed1ab_0    conda-forge
python_abi                3.12                    5_cp312    conda-forge
pytorch                   2.5.1           py3.12_cuda12.4_cudnn9.1.0_0    pytorch
pytorch-cuda              12.4                 hc786d27_7    pytorch
pytorch-mutex             1.0                        cuda    pytorch
pytz                      2025.2                   pypi_0    pypi
pyu2f                     0.1.5              pyhd8ed1ab_1    conda-forge
pyyaml                    6.0.2           py312h66e93f0_1    conda-forge
pyzmq                     24.0.1          py312h5eee18b_0  
qhull                     2020.2               h434a139_5    conda-forge
ray-core                  2.40.0          py312h6630fa3_0    conda-forge
ray-default               2.40.0          py312h6dd12e9_0    conda-forge
re2                       2024.07.02           h77b4e00_1    conda-forge
readline                  8.2                  h8228510_1    conda-forge
referencing               0.35.1             pyhd8ed1ab_1    conda-forge
requests                  2.32.3             pyhd8ed1ab_1    conda-forge
requests-toolbelt         1.0.0              pyhd8ed1ab_1    conda-forge
rfc3339-validator         0.1.4              pyhd8ed1ab_1    conda-forge
rfc3986-validator         0.1.1              pyh9f0ad1d_0    conda-forge
rich                      14.0.0                   pypi_0    pypi
rpds-py                   0.22.3          py312h12e396e_0    conda-forge
rsa                       4.9                pyhd8ed1ab_1    conda-forge
s2n                       1.5.6                h0e56266_0    conda-forge
scikit-learn              1.6.1                    pypi_0    pypi
scipy                     1.15.2                   pypi_0    pypi
secretstorage             3.3.3           py312h7900ff3_3    conda-forge
send2trash                1.8.3              pyh0d859eb_1    conda-forge
seqpro                    0.2.0                    pypi_0    pypi
serializable              0.2.1              pyhd8ed1ab_0    conda-forge
setproctitle              1.3.4           py312h66e93f0_0    conda-forge
setuptools                75.6.0             pyhff2d567_1    conda-forge
sgkit                     0.9.0                    pypi_0    pypi
shellingham               1.5.4              pyhd8ed1ab_1    conda-forge
simplejson                3.19.2          py312h5eee18b_0  
six                       1.17.0             pyhd8ed1ab_0    conda-forge
smart_open                7.0.5              pyhd8ed1ab_1    conda-forge
snappy                    1.2.1                h8bd8927_1    conda-forge
sniffio                   1.3.1              pyhd8ed1ab_1    conda-forge
sorted-nearest            0.0.39                   pypi_0    pypi
sortedcontainers          2.4.0              pyhd8ed1ab_0    conda-forge
soupsieve                 2.5                pyhd8ed1ab_1    conda-forge
sparse                    0.15.5                   pypi_0    pypi
stack_data                0.6.3              pyhd8ed1ab_1    conda-forge
svt-av1                   1.4.1                hcb278e6_0    conda-forge
sympy                     1.13.2          py312h06a4308_0  
tabix                     1.11                 hdfd78af_0    bioconda
tabulate                  0.9.0                    pypi_0    pypi
tbb                       2022.1.0                 pypi_0    pypi
tblib                     3.0.0              pyhd8ed1ab_1    conda-forge
tcmlib                    1.3.0                    pypi_0    pypi
tensorstore               0.1.71                   pypi_0    pypi
terminado                 0.18.1             pyh0d859eb_0    conda-forge
textual                   1.0.0              pyhd8ed1ab_0    conda-forge
threadpoolctl             3.6.0                    pypi_0    pypi
tinycss2                  1.4.0              pyhd8ed1ab_0    conda-forge
tinytimer                 0.0.0                      py_0    conda-forge
tk                        8.6.13          noxft_h4845f30_101    conda-forge
tomli                     2.2.1              pyhd8ed1ab_1    conda-forge
tomlkit                   0.13.2             pyha770c72_1    conda-forge
toolz                     1.0.0              pyhd8ed1ab_1    conda-forge
torchaudio                2.5.1               py312_cu124    pytorch
torchtriton               3.1.0                     py312    pytorch
torchvision               0.20.1              py312_cu124    pytorch
tornado                   6.4.2           py312h66e93f0_0    conda-forge
tqdm                      4.67.1                   pypi_0    pypi
traitlets                 5.14.3             pyhd8ed1ab_1    conda-forge
trove-classifiers         2024.10.21.16      pyhd8ed1ab_1    conda-forge
typechecks                0.1.0              pyhd8ed1ab_1    conda-forge
typeguard                 4.4.2                    pypi_0    pypi
typer                     0.15.2                   pypi_0    pypi
types-python-dateutil     2.9.0.20241206     pyhd8ed1ab_0    conda-forge
typing-extensions         4.13.2                   pypi_0    pypi
typing-inspection         0.4.0                    pypi_0    pypi
typing_inspect            0.9.0              pyhd8ed1ab_1    conda-forge
typing_utils              0.1.0              pyhd8ed1ab_1    conda-forge
tzdata                    2025.2                   pypi_0    pypi
uc-micro-py               1.0.3              pyhd8ed1ab_1    conda-forge
unicodedata2              16.0.0          py312h66e93f0_0    conda-forge
uri-template              1.3.0              pyhd8ed1ab_1    conda-forge
urllib3                   2.4.0                    pypi_0    pypi
virtualenv                20.28.0            pyhd8ed1ab_0    conda-forge
wayland                   1.23.1               h3e06ad9_0    conda-forge
wayland-protocols         1.37                 hd8ed1ab_0    conda-forge
wcwidth                   0.2.13             pyhd8ed1ab_1    conda-forge
webcolors                 24.11.1            pyhd8ed1ab_0    conda-forge
webencodings              0.5.1              pyhd8ed1ab_3    conda-forge
websocket-client          1.8.0              pyhd8ed1ab_1    conda-forge
wheel                     0.45.1             pyhd8ed1ab_1    conda-forge
wrapt                     1.17.0          py312h66e93f0_0    conda-forge
x264                      1!164.3095           h166bdaf_2    conda-forge
x265                      3.5                  h924138e_3    conda-forge
xarray                    2024.11.0          pyhd8ed1ab_0    conda-forge
xorg-libx11               1.8.10               h4f16b4b_1    conda-forge
xorg-libxau               1.0.12               hb9d3cd8_0    conda-forge
xorg-libxdmcp             1.1.5                hb9d3cd8_0    conda-forge
xorg-libxext              1.3.6                hb9d3cd8_0    conda-forge
xorg-libxfixes            6.0.1                hb9d3cd8_0    conda-forge
xyzservices               2024.9.0           pyhd8ed1ab_1    conda-forge
xz                        5.6.3                hbcc6ac9_1    conda-forge
xz-gpl-tools              5.6.3                hbcc6ac9_1    conda-forge
xz-tools                  5.6.3                hb9d3cd8_1    conda-forge
yaml                      0.2.5                h7f98852_2    conda-forge
yarl                      1.18.3          py312h66e93f0_0    conda-forge
zarr                      2.18.4                   pypi_0    pypi
zeromq                    4.3.5                h3b0a872_7    conda-forge
zict                      3.0.0              pyhd8ed1ab_1    conda-forge
zipp                      3.21.0             pyhd8ed1ab_1    conda-forge
zlib                      1.3.1                hb9d3cd8_2    conda-forge
zstandard                 0.23.0          py312hef9b889_1    conda-forge
zstd                      1.5.6                ha6fb4c9_0    conda-forge

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