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No module named when running agent.go()

Open tien-genetica opened this issue 5 months ago • 5 comments

Hi team, I have setup full E1 with bash setup.sh

but when running agent.go() from A1 with prompt i got the issue. No module named like rdkit, PyPDF2,...

How i can resolve this issues. Thanks

# Visualize the molecule
Draw.MolToImage(molecule)
</execute>
================================== Ai Message ==================================

<observation>Error: No module named 'rdkit'</observation>
================================== Ai Message ==================================

It seems the `rdkit` package is not available in the current environment, which is essential for converting SMILES strings to molecular structures. To proceed, we will need to ensure that the necessary packages are available. Since I'm unable to directly install packages, I'll adjust the plan to focus on other aspects that can be executed here.

tien-genetica avatar Jul 23 '25 06:07 tien-genetica

Hi @tien-genetica, maybe try to make sure that all the packages in the bio_env.yaml are all installed properly. run the when u are inside the Biomni_env directory bash setup.sh

The script will ask u to ccontinue or not because u have the environment already exist so just say: yes with (y)

see the installations of the tools maybe some are missing.

another way to check is here is the full list

conda list -n biomni_e1


"# Name                    Version                   Build  Channel
_libgcc_mutex             0.1                 conda_forge    conda-forge
_openmp_mutex             4.5                       2_gnu    conda-forge
_r-mutex                  1.0.1               anacondar_1    conda-forge
absl-py                   2.3.1                    pypi_0    pypi
aiobotocore               2.23.1                   pypi_0    pypi
aiofiles                  24.1.0                   pypi_0    pypi
aiohappyeyeballs          2.6.1                    pypi_0    pypi
aiohttp                   3.12.14                  pypi_0    pypi
aioitertools              0.12.0                   pypi_0    pypi
aiosignal                 1.4.0                    pypi_0    pypi
alabaster                 1.0.0                    pypi_0    pypi
alsa-lib                  1.2.14               hb9d3cd8_0    conda-forge
altair                    5.5.0              pyhd8ed1ab_1    conda-forge
anndata                   0.12.0                   pypi_0    pypi
annotated-types           0.7.0                    pypi_0    pypi
annoy                     1.17.3                   pypi_0    pypi
anthropic                 0.57.1                   pypi_0    pypi
anyio                     4.9.0              pyh29332c3_0    conda-forge
appdirs                   1.4.4                    pypi_0    pypi
arboreto                  0.1.6                    pypi_0    pypi
argon2-cffi               25.1.0             pyhd8ed1ab_0    conda-forge
argon2-cffi-bindings      21.2.0          py311h9ecbd09_5    conda-forge
array-api-compat          1.12.0                   pypi_0    pypi
arrow                     1.3.0              pyhd8ed1ab_1    conda-forge
arviz                     0.22.0                   pypi_0    pypi
arxiv                     2.2.0                    pypi_0    pypi
asciitree                 0.3.3                    pypi_0    pypi
asttokens                 3.0.0              pyhd8ed1ab_1    conda-forge
async-lru                 2.0.5              pyh29332c3_0    conda-forge
attrs                     25.3.0             pyh71513ae_0    conda-forge
autograd                  1.8.0                    pypi_0    pypi
autograd-gamma            0.5.0                    pypi_0    pypi
aws-c-auth                0.9.0               h92a005d_16    conda-forge
aws-c-cal                 0.9.2                he7b75e1_1    conda-forge
aws-c-common              0.12.4               hb03c661_0    conda-forge
aws-c-compression         0.3.1                h92c474e_6    conda-forge
aws-c-event-stream        0.5.5                h0c2b49e_1    conda-forge
aws-c-http                0.10.2               hee85082_3    conda-forge
aws-c-io                  0.21.0               h1d8da38_1    conda-forge
aws-c-mqtt                0.13.1               h46c1de9_4    conda-forge
aws-c-s3                  0.8.4                h9cdc349_0    conda-forge
aws-c-sdkutils            0.2.4                h92c474e_1    conda-forge
aws-checksums             0.2.7                h92c474e_2    conda-forge
aws-crt-cpp               0.33.0               he2a3bdb_1    conda-forge
aws-sdk-cpp               1.11.510            h455e09b_15    conda-forge
azure-core-cpp            1.15.0               h5cfcd09_0    conda-forge
azure-identity-cpp        1.11.0               hb5324b0_1    conda-forge
azure-storage-blobs-cpp   12.13.0              hf182047_2    conda-forge
azure-storage-common-cpp  12.10.0              h40e822a_1    conda-forge
azure-storage-files-datalake-cpp 12.12.0              h141ff2a_2    conda-forge
babel                     2.17.0             pyhd8ed1ab_0    conda-forge
beautifulsoup4            4.13.4             pyha770c72_0    conda-forge
bedtools                  2.31.1               h13024bc_3    bioconda
bibtexparser              1.4.3                    pypi_0    pypi
binutils_impl_linux-64    2.44                 h4bf12b8_1    conda-forge
biom-format               2.1.16                   pypi_0    pypi
biopandas                 0.5.1                    pypi_0    pypi
biopython                 1.85            py311h9ecbd09_1    conda-forge
biotite                   1.4.0                    pypi_0    pypi
biotraj                   1.2.2                    pypi_0    pypi
blast                     2.16.0               h66d330f_5    bioconda
bleach                    6.2.0              pyh29332c3_4    conda-forge
bleach-with-css           6.2.0                h82add2a_4    conda-forge
blinker                   1.9.0              pyhff2d567_0    conda-forge
blosc2                    3.6.1                    pypi_0    pypi
bokeh                     3.7.3              pyhd8ed1ab_0    conda-forge
boltons                   25.0.0                   pypi_0    pypi
boto3                     1.39.9                   pypi_0    pypi
botocore                  1.38.46                  pypi_0    pypi
bowtie2                   2.5.4                he96a11b_6    bioconda
brotli                    1.1.0                    pypi_0    pypi
brotli-bin                1.1.0                hb9d3cd8_3    conda-forge
brotli-python             1.1.0           py311hfdbb021_3    conda-forge
bwa                       0.7.19               h577a1d6_1    bioconda
bwidget                   1.10.1               ha770c72_1    conda-forge
bzip2                     1.0.8                h4bc722e_7    conda-forge
c-ares                    1.34.5               hb9d3cd8_0    conda-forge
ca-certificates           2025.7.14            hbd8a1cb_0    conda-forge
cached-property           1.5.2                hd8ed1ab_1    conda-forge
cached_property           1.5.2              pyha770c72_1    conda-forge
cachetools                5.5.2                    pypi_0    pypi
cairo                     1.18.4               h3394656_0    conda-forge
cellpose                  4.0.6                    pypi_0    pypi
cellxgene-census          1.17.0                   pypi_0    pypi
certifi                   2025.7.14          pyhd8ed1ab_0    conda-forge
cffi                      1.17.1          py311hf29c0ef_0    conda-forge
cftime                    1.6.4.post1              pypi_0    pypi
charset-normalizer        3.4.2              pyhd8ed1ab_0    conda-forge
chex                      0.1.89                   pypi_0    pypi
click                     8.2.1              pyh707e725_0    conda-forge
clikit                    0.6.2                    pypi_0    pypi
cloudpickle               3.1.1                    pypi_0    pypi
cobra                     0.29.1                   pypi_0    pypi
coloredlogs               15.0.1                   pypi_0    pypi
comm                      0.2.2              pyhd8ed1ab_1    conda-forge
community                 1.0.0b1                  pypi_0    pypi
contourpy                 1.3.2           py311hd18a35c_0    conda-forge
cooler                    0.10.4                   pypi_0    pypi
crashtest                 0.3.1                    pypi_0    pypi
crc32c                    2.7.1                    pypi_0    pypi
cryosparc-tools           4.7.1                    pypi_0    pypi
ctxcore                   0.2.0                    pypi_0    pypi
curl                      8.14.1               h332b0f4_0    conda-forge
cycler                    0.12.1             pyhd8ed1ab_1    conda-forge
cython                    0.29.37                  pypi_0    pypi
cytoolz                   1.0.1                    pypi_0    pypi
cyvcf2                    0.31.1                   pypi_0    pypi
dask                      2025.7.0                 pypi_0    pypi
dataclasses               0.6                      pypi_0    pypi
dataclasses-json          0.6.7                    pypi_0    pypi
debugpy                   1.8.15                   pypi_0    pypi
decorator                 5.2.1              pyhd8ed1ab_0    conda-forge
defusedxml                0.7.1              pyhd8ed1ab_0    conda-forge
demes                     0.2.3                    pypi_0    pypi
depinfo                   2.2.0                    pypi_0    pypi
deprecated                1.2.18                   pypi_0    pypi
deprecation               2.1.0                    pypi_0    pypi
diamond                   2.1.12               h13889ed_3    bioconda
dill                      0.4.0                    pypi_0    pypi
diskcache                 5.6.3                    pypi_0    pypi
distributed               2025.7.0                 pypi_0    pypi
distro                    1.9.0                    pypi_0    pypi
docrep                    0.3.2                    pypi_0    pypi
docutils                  0.21.2                   pypi_0    pypi
domdf-python-tools        3.10.0                   pypi_0    pypi
donfig                    0.8.1.post1              pypi_0    pypi
drmaa                     0.7.9                    pypi_0    pypi
entrez-direct             22.4                 he881be0_0    bioconda
enum-tools                0.13.0                   pypi_0    pypi
et-xmlfile                2.0.0                    pypi_0    pypi
etils                     1.13.0                   pypi_0    pypi
exceptiongroup            1.3.0              pyhd8ed1ab_0    conda-forge
executing                 2.2.0              pyhd8ed1ab_0    conda-forge
faiss-cpu                 1.11.0.post1             pypi_0    pypi
fake-useragent            2.2.0                    pypi_0    pypi
fanc                      0.9.28                   pypi_0    pypi
fastapi                   0.116.1                  pypi_0    pypi
fastprogress              1.0.3                    pypi_0    pypi
fastqc                    0.12.1               hdfd78af_0    bioconda
fastremap                 1.17.1                   pypi_0    pypi
fcsparser                 0.2.4                    pypi_0    pypi
feedparser                6.0.11                   pypi_0    pypi
ffmpy                     0.6.0                    pypi_0    pypi
filelock                  3.18.0                   pypi_0    pypi
filetype                  1.2.0                    pypi_0    pypi
fill-voids                2.1.0                    pypi_0    pypi
flask                     3.1.1                    pypi_0    pypi
flax                      0.10.7                   pypi_0    pypi
flowcytometrytools        0.5.1                    pypi_0    pypi
font-ttf-dejavu-sans-mono 2.37                 hab24e00_0    conda-forge
font-ttf-inconsolata      3.000                h77eed37_0    conda-forge
font-ttf-source-code-pro  2.038                h77eed37_0    conda-forge
font-ttf-ubuntu           0.83                 h77eed37_3    conda-forge
fontconfig                2.15.0               h7e30c49_1    conda-forge
fonts-conda-ecosystem     1                             0    conda-forge
fonts-conda-forge         1                             0    conda-forge
fonttools                 4.59.0          py311h3778330_0    conda-forge
formulaic                 1.2.0                    pypi_0    pypi
fqdn                      1.5.1              pyhd8ed1ab_1    conda-forge
free-proxy                1.1.3                    pypi_0    pypi
freetype                  2.13.3               ha770c72_1    conda-forge
fribidi                   1.0.10               h36c2ea0_0    conda-forge
frozendict                2.4.6                    pypi_0    pypi
frozenlist                1.7.0                    pypi_0    pypi
fsspec                    2025.7.0                 pypi_0    pypi
future                    1.0.0                    pypi_0    pypi
fuzzywuzzy                0.18.0                   pypi_0    pypi
gawk                      5.3.1                hcd3d067_0    conda-forge
gcc_impl_linux-64         15.1.0               h4393ad2_3    conda-forge
genomic-regions           0.0.10                   pypi_0    pypi
gflags                    2.2.2             h5888daf_1005    conda-forge
gfortran_impl_linux-64    15.1.0               h3b9cdf2_3    conda-forge
gget                      0.29.2                   pypi_0    pypi
giflib                    5.2.2                hd590300_0    conda-forge
gitdb                     4.0.12             pyhd8ed1ab_0    conda-forge
gitpython                 3.1.44             pyhff2d567_0    conda-forge
glog                      0.7.1                hbabe93e_0    conda-forge
gmp                       6.3.0                hac33072_2    conda-forge
google-ai-generativelanguage 0.6.18                   pypi_0    pypi
google-api-core           2.25.1                   pypi_0    pypi
google-auth               2.40.3                   pypi_0    pypi
googleapis-common-protos  1.70.0                   pypi_0    pypi
googlesearch-python       1.3.0                    pypi_0    pypi
gradio                    5.38.0                   pypi_0    pypi
gradio-client             1.11.0                   pypi_0    pypi
graphite2                 1.3.14               h5888daf_0    conda-forge
greenlet                  3.2.3                    pypi_0    pypi
gridmap                   0.15.0                   pypi_0    pypi
groovy                    0.1.2                    pypi_0    pypi
grpcio                    1.73.1                   pypi_0    pypi
grpcio-status             1.73.1                   pypi_0    pypi
gseapy                    1.1.9           py311h5e00ca1_0    bioconda
gsl                       2.7                  he838d99_0    conda-forge
gxx_impl_linux-64         15.1.0               h6a1bac1_3    conda-forge
h11                       0.16.0             pyhd8ed1ab_0    conda-forge
h2                        4.2.0              pyhd8ed1ab_0    conda-forge
h5netcdf                  1.6.3                    pypi_0    pypi
h5py                      3.14.0                   pypi_0    pypi
harfbuzz                  11.2.1               h3beb420_0    conda-forge
harmony-pytorch           0.1.8                    pypi_0    pypi
hf-xet                    1.1.5                    pypi_0    pypi
hmmlearn                  0.3.3                    pypi_0    pypi
hpack                     4.1.0              pyhd8ed1ab_0    conda-forge
htslib                    1.22                 h566b1c6_0    bioconda
httpcore                  1.0.9              pyh29332c3_0    conda-forge
httpstan                  4.13.0                   pypi_0    pypi
httpx                     0.28.1             pyhd8ed1ab_0    conda-forge
httpx-sse                 0.4.1                    pypi_0    pypi
huggingface-hub           0.33.4                   pypi_0    pypi
humanfriendly             10.0                     pypi_0    pypi
humanize                  4.12.3                   pypi_0    pypi
hyperframe                6.1.0              pyhd8ed1ab_0    conda-forge
icu                       75.1                 he02047a_0    conda-forge
idna                      3.10               pyhd8ed1ab_1    conda-forge
igraph                    0.11.9                   pypi_0    pypi
imagecodecs               2025.3.30                pypi_0    pypi
imageio                   2.37.0                   pypi_0    pypi
imagesize                 1.4.1                    pypi_0    pypi
importlib-metadata        8.7.0              pyhe01879c_1    conda-forge
importlib_resources       6.5.2              pyhd8ed1ab_0    conda-forge
infernal                  1.1.5           pl5321h7b50bb2_4    bioconda
iniconfig                 2.1.0                    pypi_0    pypi
interface-meta            1.3.0                    pypi_0    pypi
interlap                  0.2.7                    pypi_0    pypi
intervaltree              3.1.0                    pypi_0    pypi
ipykernel                 6.29.5             pyh3099207_0    conda-forge
ipython                   9.4.0              pyhfa0c392_0    conda-forge
ipython_pygments_lexers   1.1.1              pyhd8ed1ab_0    conda-forge
ipywidgets                8.1.7                    pypi_0    pypi
isoduration               20.11.0            pyhd8ed1ab_1    conda-forge
itsdangerous              2.2.0                    pypi_0    pypi
jax                       0.6.2                    pypi_0    pypi
jaxlib                    0.6.2                    pypi_0    pypi
jedi                      0.19.2             pyhd8ed1ab_1    conda-forge
jinja2                    3.1.6              pyhd8ed1ab_0    conda-forge
jiter                     0.10.0                   pypi_0    pypi
jmespath                  1.0.1                    pypi_0    pypi
joblib                    1.5.1                    pypi_0    pypi
jq                        1.8.1                h73b1eb8_0    conda-forge
json5                     0.12.0             pyhd8ed1ab_0    conda-forge
jsonpatch                 1.33                     pypi_0    pypi
jsonpointer               3.0.0           py311h38be061_1    conda-forge
jsonschema                4.24.0             pyhd8ed1ab_0    conda-forge
jsonschema-specifications 2025.4.1           pyh29332c3_0    conda-forge
jsonschema-with-format-nongpl 4.24.0               hd8ed1ab_0    conda-forge
jupyter                   1.1.1                    pypi_0    pypi
jupyter-console           6.6.3                    pypi_0    pypi
jupyter-lsp               2.2.5              pyhe01879c_2    conda-forge
jupyter_client            8.6.3              pyhd8ed1ab_1    conda-forge
jupyter_core              5.8.1              pyh31011fe_0    conda-forge
jupyter_events            0.12.0             pyh29332c3_0    conda-forge
jupyter_server            2.16.0             pyhe01879c_0    conda-forge
jupyter_server_terminals  0.5.3              pyhd8ed1ab_1    conda-forge
jupyterlab                4.4.4              pyhd8ed1ab_0    conda-forge
jupyterlab-widgets        3.0.15                   pypi_0    pypi
jupyterlab_pygments       0.3.0              pyhd8ed1ab_2    conda-forge
jupyterlab_server         2.27.3             pyhd8ed1ab_1    conda-forge
kernel-headers_linux-64   5.14.0               he073ed8_2    conda-forge
keyutils                  1.6.1                h166bdaf_0    conda-forge
kiwisolver                1.4.8           py311hd18a35c_1    conda-forge
krb5                      1.21.3               h659f571_0    conda-forge
langchain                 0.3.26                   pypi_0    pypi
langchain-anthropic       0.3.17                   pypi_0    pypi
langchain-aws             0.2.28                   pypi_0    pypi
langchain-community       0.3.27                   pypi_0    pypi
langchain-core            0.3.69                   pypi_0    pypi
langchain-google-genai    2.1.8                    pypi_0    pypi
langchain-ollama          0.3.5                    pypi_0    pypi
langchain-openai          0.3.28                   pypi_0    pypi
langchain-text-splitters  0.3.8                    pypi_0    pypi
langgraph                 0.3.18                   pypi_0    pypi
langgraph-checkpoint      2.1.0                    pypi_0    pypi
langgraph-prebuilt        0.1.8                    pypi_0    pypi
langgraph-sdk             0.1.73                   pypi_0    pypi
langsmith                 0.4.6                    pypi_0    pypi
lazy-loader               0.4                      pypi_0    pypi
lcms2                     2.17                 h717163a_0    conda-forge
ld_impl_linux-64          2.44                 h1423503_1    conda-forge
legacy-api-wrap           1.4.1                    pypi_0    pypi
lerc                      4.0.0                h0aef613_1    conda-forge
libabseil                 20250512.1      cxx17_hba17884_0    conda-forge
libarrow                  20.0.0          h94aa55a_14_cpu    conda-forge
libarrow-acero            20.0.0          h635bf11_14_cpu    conda-forge
libarrow-dataset          20.0.0          h635bf11_14_cpu    conda-forge
libarrow-substrait        20.0.0          h3f74fd7_14_cpu    conda-forge
libasprintf               0.25.1               h8e693c7_0    conda-forge
libblas                   3.9.0           32_h59b9bed_openblas    conda-forge
libbrotlicommon           1.1.0                hb9d3cd8_3    conda-forge
libbrotlidec              1.1.0                hb9d3cd8_3    conda-forge
libbrotlienc              1.1.0                hb9d3cd8_3    conda-forge
libcblas                  3.9.0           32_he106b2a_openblas    conda-forge
libcrc32c                 1.1.2                h9c3ff4c_0    conda-forge
libcups                   2.3.3                hb8b1518_5    conda-forge
libcurl                   8.14.1               h332b0f4_0    conda-forge
libdeflate                1.24                 h86f0d12_0    conda-forge
libedit                   3.1.20250104    pl5321h7949ede_0    conda-forge
libev                     4.33                 hd590300_2    conda-forge
libevent                  2.1.12               hf998b51_1    conda-forge
libexpat                  2.7.1                hecca717_0    conda-forge
libffi                    3.4.6                h2dba641_1    conda-forge
libfreetype               2.13.3               ha770c72_1    conda-forge
libfreetype6              2.13.3               h48d6fc4_1    conda-forge
libgcc                    15.1.0               h767d61c_3    conda-forge
libgcc-devel_linux-64     15.1.0             h4c094af_103    conda-forge
libgcc-ng                 15.1.0               h69a702a_3    conda-forge
libgettextpo              0.25.1               h5888daf_0    conda-forge
libgfortran               15.1.0               h69a702a_3    conda-forge
libgfortran-ng            15.1.0               h69a702a_3    conda-forge
libgfortran5              15.1.0               hcea5267_3    conda-forge
libglib                   2.84.2               h3618099_0    conda-forge
libgomp                   15.1.0               h767d61c_3    conda-forge
libgoogle-cloud           2.39.0               hdb79228_0    conda-forge
libgoogle-cloud-storage   2.39.0               hdbdcf42_0    conda-forge
libgrpc                   1.73.1               h1e535eb_0    conda-forge
libiconv                  1.18                 h4ce23a2_1    conda-forge
libidn2                   2.3.8                ha4ef2c3_0    conda-forge
libjpeg-turbo             3.1.0                hb9d3cd8_0    conda-forge
liblapack                 3.9.0           32_h7ac8fdf_openblas    conda-forge
liblzma                   5.8.1                hb9d3cd8_2    conda-forge
libnghttp2                1.64.0               h161d5f1_0    conda-forge
libnsl                    2.0.1                hb9d3cd8_1    conda-forge
libopenblas               0.3.30          pthreads_h94d23a6_0    conda-forge
libopentelemetry-cpp      1.21.0               hb9b0907_1    conda-forge
libopentelemetry-cpp-headers 1.21.0               ha770c72_1    conda-forge
libparquet                20.0.0          h790f06f_14_cpu    conda-forge
libpng                    1.6.50               h943b412_0    conda-forge
libprotobuf               6.31.1               h9ef548d_1    conda-forge
libre2-11                 2025.06.26           h7064273_1    conda-forge
libsanitizer              15.1.0               h97b714f_3    conda-forge
libsodium                 1.0.20               h4ab18f5_0    conda-forge
libsqlite                 3.50.2               hee844dc_2    conda-forge
libssh2                   1.11.1               hcf80075_0    conda-forge
libstdcxx                 15.1.0               h8f9b012_3    conda-forge
libstdcxx-devel_linux-64  15.1.0             h4c094af_103    conda-forge
libstdcxx-ng              15.1.0               h4852527_3    conda-forge
libthrift                 0.22.0               h093b73b_0    conda-forge
libtiff                   4.7.0                hf01ce69_5    conda-forge
libunistring              0.9.10               h7f98852_0    conda-forge
libutf8proc               2.10.0               h202a827_0    conda-forge
libuuid                   2.38.1               h0b41bf4_0    conda-forge
libuv                     1.51.0               hb9d3cd8_0    conda-forge
libwebp-base              1.6.0                hd42ef1d_0    conda-forge
libxcb                    1.17.0               h8a09558_0    conda-forge
libxcrypt                 4.4.36               hd590300_1    conda-forge
libxml2                   2.13.8               h4bc477f_0    conda-forge
libzlib                   1.3.1                hb9d3cd8_2    conda-forge
lifelines                 0.30.0                   pypi_0    pypi
lightning                 2.5.2                    pypi_0    pypi
lightning-utilities       0.14.3                   pypi_0    pypi
llvmlite                  0.44.0                   pypi_0    pypi
locket                    1.0.0                    pypi_0    pypi
loompy                    3.0.8                    pypi_0    pypi
looseversion              1.1.2                    pypi_0    pypi
lxml                      6.0.0                    pypi_0    pypi
lz4                       4.4.4                    pypi_0    pypi
lz4-c                     1.10.0               h5888daf_1    conda-forge
macs2                     2.2.9.1                  pypi_0    pypi
mafft                     7.526                h4bc722e_0    conda-forge
mageck                    0.5.9.5         py311he264feb_6    bioconda
make                      4.4.1                hb9d3cd8_2    conda-forge
markdown                  3.8.2                    pypi_0    pypi
markdown-it-py            3.0.0                    pypi_0    pypi
markupsafe                3.0.2           py311h2dc5d0c_1    conda-forge
marshmallow               3.26.1                   pypi_0    pypi
matplotlib-base           3.10.3          py311h2b939e6_0    conda-forge
matplotlib-inline         0.1.7              pyhd8ed1ab_1    conda-forge
mdurl                     0.1.2                    pypi_0    pypi
mistune                   3.1.3              pyh29332c3_0    conda-forge
ml-collections            1.1.0                    pypi_0    pypi
ml-dtypes                 0.5.1                    pypi_0    pypi
mmtf-python               1.1.3                    pypi_0    pypi
more-itertools            10.7.0                   pypi_0    pypi
mpfr                      4.2.1                h90cbb55_3    conda-forge
mpmath                    1.3.0                    pypi_0    pypi
msgpack                   1.1.1                    pypi_0    pypi
msgpack-numpy             0.4.8                    pypi_0    pypi
msprime                   1.3.4                    pypi_0    pypi
mudata                    0.3.2                    pypi_0    pypi
multidict                 6.6.3                    pypi_0    pypi
multipledispatch          1.0.0                    pypi_0    pypi
multiprocess              0.70.18                  pypi_0    pypi
multiprocessing-on-dill   3.5.0a4                  pypi_0    pypi
munkres                   1.1.4              pyhd8ed1ab_1    conda-forge
mypy-extensions           1.1.0                    pypi_0    pypi
mysql-connector-python    9.4.0                    pypi_0    pypi
narwhals                  1.47.0             pyhe01879c_0    conda-forge
natsort                   8.4.0                    pypi_0    pypi
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
ncbi-vdb                  3.2.1                h9948957_0    bioconda
ncls                      0.0.70                   pypi_0    pypi
ncurses                   6.5                  h2d0b736_3    conda-forge
ndindex                   1.10.0                   pypi_0    pypi
nest-asyncio              1.6.0              pyhd8ed1ab_1    conda-forge
netcdf4                   1.7.2                    pypi_0    pypi
networkx                  3.5                      pypi_0    pypi
newick                    1.10.0                   pypi_0    pypi
nlohmann_json             3.12.0               h3f2d84a_0    conda-forge
notebook                  7.4.4              pyhd8ed1ab_0    conda-forge
notebook-shim             0.2.4              pyhd8ed1ab_1    conda-forge
numba                     0.61.2                   pypi_0    pypi
numcodecs                 0.16.1                   pypi_0    pypi
numexpr                   2.11.0                   pypi_0    pypi
numpy                     2.2.6                    pypi_0    pypi
numpy-groupies            0.11.3                   pypi_0    pypi
numpyro                   0.18.0                   pypi_0    pypi
nvidia-cublas-cu12        12.6.4.1                 pypi_0    pypi
nvidia-cuda-cupti-cu12    12.6.80                  pypi_0    pypi
nvidia-cuda-nvrtc-cu12    12.6.77                  pypi_0    pypi
nvidia-cuda-runtime-cu12  12.6.77                  pypi_0    pypi
nvidia-cudnn-cu12         9.5.1.17                 pypi_0    pypi
nvidia-cufft-cu12         11.3.0.4                 pypi_0    pypi
nvidia-cufile-cu12        1.11.1.6                 pypi_0    pypi
nvidia-curand-cu12        10.3.7.77                pypi_0    pypi
nvidia-cusolver-cu12      11.7.1.2                 pypi_0    pypi
nvidia-cusparse-cu12      12.5.4.2                 pypi_0    pypi
nvidia-cusparselt-cu12    0.6.3                    pypi_0    pypi
nvidia-nccl-cu12          2.26.2                   pypi_0    pypi
nvidia-nvjitlink-cu12     12.6.85                  pypi_0    pypi
nvidia-nvtx-cu12          12.6.77                  pypi_0    pypi
ollama                    0.5.1                    pypi_0    pypi
oniguruma                 6.9.10               hb9d3cd8_0    conda-forge
openai                    1.97.0                   pypi_0    pypi
opencv-python             4.12.0.88                pypi_0    pypi
opencv-python-headless    4.12.0.88                pypi_0    pypi
openjdk                   23.0.2               h53dfc1b_2    conda-forge
openjpeg                  2.5.3                h5fbd93e_0    conda-forge
openmm                    8.3.1                    pypi_0    pypi
openpyxl                  3.1.5                    pypi_0    pypi
openssl                   3.5.1                h7b32b05_0    conda-forge
opt-einsum                3.4.0                    pypi_0    pypi
optax                     0.2.5                    pypi_0    pypi
optlang                   1.8.3                    pypi_0    pypi
orbax-checkpoint          0.11.19                  pypi_0    pypi
orc                       2.1.3                h61e0c1e_0    conda-forge
orjson                    3.11.0                   pypi_0    pypi
ormsgpack                 1.10.0                   pypi_0    pypi
outcome                   1.3.0.post0              pypi_0    pypi
overrides                 7.7.0              pyhd8ed1ab_1    conda-forge
packaging                 25.0               pyh29332c3_1    conda-forge
pandas                    2.3.1           py311hed34c8f_0    conda-forge
pandoc                    3.7.0.2              ha770c72_0    conda-forge
pandocfilters             1.5.1                    pypi_0    pypi
pango                     1.56.4               hadf4263_0    conda-forge
parso                     0.8.4              pyhd8ed1ab_1    conda-forge
partd                     1.4.2                    pypi_0    pypi
pastel                    0.2.1                    pypi_0    pypi
patsy                     1.0.1                    pypi_0    pypi
pcre2                     10.45                hc749103_0    conda-forge
perl                      5.32.1          7_hd590300_perl5    conda-forge
perl-archive-tar          3.04            pl5321hdfd78af_0    bioconda
perl-carp                 1.50            pl5321hd8ed1ab_0    conda-forge
perl-common-sense         3.75            pl5321hd8ed1ab_0    conda-forge
perl-compress-raw-bzip2   2.201           pl5321hbf60520_1    conda-forge
perl-compress-raw-zlib    2.202           pl5321hadc24fc_0    conda-forge
perl-encode               3.21            pl5321hb9d3cd8_1    conda-forge
perl-exporter             5.74            pl5321hd8ed1ab_0    conda-forge
perl-exporter-tiny        1.002002        pl5321hd8ed1ab_0    conda-forge
perl-extutils-makemaker   7.70            pl5321hd8ed1ab_0    conda-forge
perl-io-compress          2.201           pl5321h503566f_5    bioconda
perl-io-zlib              1.15            pl5321hdfd78af_1    bioconda
perl-json                 4.10            pl5321hdfd78af_1    bioconda
perl-json-xs              4.03            pl5321h9948957_4    bioconda
perl-list-moreutils       0.430           pl5321hdfd78af_0    bioconda
perl-list-moreutils-xs    0.430           pl5321h7b50bb2_5    bioconda
perl-parent               0.243           pl5321hd8ed1ab_0    conda-forge
perl-pathtools            3.75            pl5321hb9d3cd8_2    conda-forge
perl-scalar-list-utils    1.69            pl5321hb9d3cd8_0    conda-forge
perl-storable             3.15            pl5321hb9d3cd8_2    conda-forge
perl-types-serialiser     1.01            pl5321hdfd78af_0    bioconda
pexpect                   4.9.0              pyhd8ed1ab_1    conda-forge
pickleshare               0.7.5           pyhd8ed1ab_1004    conda-forge
pillow                    11.3.0          py311h1322bbf_0    conda-forge
pip                       25.1.1             pyh8b19718_0    conda-forge
pixman                    0.46.2               h29eaf8c_0    conda-forge
pkgutil-resolve-name      1.3.10             pyhd8ed1ab_2    conda-forge
plannotate                1.2.0              pyhdfd78af_2    bioconda
platformdirs              4.3.8              pyhe01879c_0    conda-forge
pluggy                    1.6.0                    pypi_0    pypi
progressbar2              4.5.0                    pypi_0    pypi
prometheus-cpp            1.3.0                ha5d0236_0    conda-forge
prometheus_client         0.22.1             pyhd8ed1ab_0    conda-forge
prompt-toolkit            3.0.51             pyha770c72_0    conda-forge
propcache                 0.3.2                    pypi_0    pypi
proto-plus                1.26.1                   pypi_0    pypi
protobuf                  6.31.1          py311hf8041f0_0    conda-forge
psutil                    7.0.0           py311h9ecbd09_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-cpuinfo                9.0.0                    pypi_0    pypi
pyarrow                   20.0.0          py311h38be061_0    conda-forge
pyarrow-core              20.0.0          py311h4854187_0_cpu    conda-forge
pyarrow-hotfix            0.7                      pypi_0    pypi
pyasn1                    0.6.1                    pypi_0    pypi
pyasn1-modules            0.4.2                    pypi_0    pypi
pybedtools                0.12.0          py311h2de2dd3_0    bioconda
pybigwig                  0.3.24                   pypi_0    pypi
pycparser                 2.22               pyh29332c3_1    conda-forge
pydantic                  2.11.7                   pypi_0    pypi
pydantic-core             2.33.2                   pypi_0    pypi
pydantic-settings         2.10.1                   pypi_0    pypi
pydeck                    0.9.1              pyhd8ed1ab_0    conda-forge
pydub                     0.25.1                   pypi_0    pypi
pyfaidx                   0.8.1.4                  pypi_0    pypi
pygments                  2.19.2             pyhd8ed1ab_0    conda-forge
pykalman                  0.10.1                   pypi_0    pypi
pylev                     1.4.0                    pypi_0    pypi
pyliftover                0.4.1                    pypi_0    pypi
pymassspec                2.6.0.post1              pypi_0    pypi
pymc3                     3.11.4                   pypi_0    pypi
pymed                     0.8.9                    pypi_0    pypi
pymzml                    2.5.11                   pypi_0    pypi
pynndescent               0.5.13                   pypi_0    pypi
pyopengl                  3.1.9              pyhd8ed1ab_0    conda-forge
pyparsing                 3.2.3              pyhd8ed1ab_1    conda-forge
pypdf2                    3.0.1                    pypi_0    pypi
pyranges                  0.1.4                    pypi_0    pypi
pyro-api                  0.1.2                    pypi_0    pypi
pyro-ppl                  1.9.1                    pypi_0    pypi
pysam                     0.23.3                   pypi_0    pypi
pyscenic                  0.12.1                   pypi_0    pypi
pysimdjson                6.0.2                    pypi_0    pypi
pysocks                   1.7.1              pyha55dd90_7    conda-forge
pystan                    3.10.0                   pypi_0    pypi
pytdc                     0.4.0                    pypi_0    pypi
pytest                    8.4.1                    pypi_0    pypi
python                    3.11.13         h9e4cc4f_0_cpython    conda-forge
python-dateutil           2.9.0.post0        pyhe01879c_2    conda-forge
python-dotenv             1.1.1                    pypi_0    pypi
python-fastjsonschema     2.21.1             pyhd8ed1ab_0    conda-forge
python-json-logger        3.3.0                    pypi_0    pypi
python-libsbml            5.20.5                   pypi_0    pypi
python-multipart          0.0.20                   pypi_0    pypi
python-tzdata             2025.2             pyhd8ed1ab_0    conda-forge
python-utils              3.9.1                    pypi_0    pypi
python_abi                3.11                    7_cp311    conda-forge
pytorch-lightning         2.5.2                    pypi_0    pypi
pytz                      2025.2             pyhd8ed1ab_0    conda-forge
pyyaml                    6.0.2           py311h2dc5d0c_2    conda-forge
pyzmq                     27.0.0          py311h7deb3e3_0    conda-forge
qhull                     2020.2               h434a139_5    conda-forge
r-askpass                 1.2.1             r44h2b5f3a1_0    conda-forge
r-assertthat              0.2.1             r44hc72bb7e_5    conda-forge
r-backports               1.5.0             r44hb1dbf0f_1    conda-forge
r-base                    4.4.3                h85845a0_2    conda-forge
r-base64enc               0.1_3           r44hb1dbf0f_1007    conda-forge
r-bit                     4.6.0             r44h2b5f3a1_0    conda-forge
r-bit64                   4.6.0_1           r44h2b5f3a1_0    conda-forge
r-blob                    1.2.4             r44hc72bb7e_2    conda-forge
r-boot                    1.3_31            r44hc72bb7e_0    conda-forge
r-broom                   1.0.8             r44hc72bb7e_0    conda-forge
r-bslib                   0.9.0             r44hc72bb7e_0    conda-forge
r-cachem                  1.1.0             r44hb1dbf0f_1    conda-forge
r-callr                   3.7.6             r44hc72bb7e_1    conda-forge
r-caret                   6.0_94            r44hdb488b9_2    conda-forge
r-cellranger              1.1.0           r44hc72bb7e_1007    conda-forge
r-class                   7.3_23            r44h2b5f3a1_0    conda-forge
r-cli                     3.6.5             r44h93ab643_0    conda-forge
r-clipr                   0.8.0             r44hc72bb7e_3    conda-forge
r-clock                   0.7.3             r44h93ab643_0    conda-forge
r-cluster                 2.1.8.1           r44hb67ce94_0    conda-forge
r-codetools               0.2_20            r44hc72bb7e_1    conda-forge
r-colorspace              2.1_1             r44hdb488b9_0    conda-forge
r-commonmark              2.0.0             r44h2b5f3a1_0    conda-forge
r-conflicted              1.2.0             r44h785f33e_2    conda-forge
r-cpp11                   0.5.2             r44h785f33e_1    conda-forge
r-crayon                  1.5.3             r44hc72bb7e_1    conda-forge
r-crul                    1.5.0             r44h785f33e_0    conda-forge
r-curl                    6.2.2             r44h2700575_0    conda-forge
r-data.table              1.17.6            r44he23165d_0    conda-forge
r-dbi                     1.2.3             r44hc72bb7e_1    conda-forge
r-dbplyr                  2.5.0             r44hc72bb7e_1    conda-forge
r-diagram                 1.6.5             r44ha770c72_3    conda-forge
r-digest                  0.6.37            r44h0d4f4ea_0    conda-forge
r-dplyr                   1.1.4             r44h0d4f4ea_1    conda-forge
r-dtplyr                  1.3.1             r44hc72bb7e_2    conda-forge
r-e1071                   1.7_16            r44h93ab643_0    conda-forge
r-ellipsis                0.3.2             r44hb1dbf0f_3    conda-forge
r-essentials              4.4             r44hd8ed1ab_2005    conda-forge
r-evaluate                1.0.4             r44hc72bb7e_0    conda-forge
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r-farver                  2.1.2             r44ha18555a_1    conda-forge
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r-fontawesome             0.5.3             r44hc72bb7e_0    conda-forge
r-forcats                 1.0.0             r44hc72bb7e_2    conda-forge
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r-foreign                 0.8_90            r44h2b5f3a1_0    conda-forge
r-formatr                 1.14              r44hc72bb7e_2    conda-forge
r-fs                      1.6.6             r44h93ab643_0    conda-forge
r-future                  1.58.0            r44h785f33e_0    conda-forge
r-future.apply            1.20.0            r44hc72bb7e_0    conda-forge
r-gargle                  1.5.2             r44h785f33e_1    conda-forge
r-generics                0.1.4             r44hc72bb7e_0    conda-forge
r-ggplot2                 3.5.2             r44hc72bb7e_0    conda-forge
r-gistr                   0.9.0             r44hc72bb7e_3    conda-forge
r-glmnet                  4.1_10            r44ha36cffa_0    conda-forge
r-globals                 0.18.0            r44hc72bb7e_0    conda-forge
r-glue                    1.8.0             r44h2b5f3a1_0    conda-forge
r-googledrive             2.1.1             r44hc72bb7e_2    conda-forge
r-googlesheets4           1.1.1             r44h785f33e_2    conda-forge
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r-haven                   2.5.4             r44h0d4f4ea_1    conda-forge
r-hexbin                  1.28.5            r44hb67ce94_0    conda-forge
r-highr                   0.11              r44hc72bb7e_1    conda-forge
r-hms                     1.1.3             r44hc72bb7e_2    conda-forge
r-htmltools               0.5.8.1           r44ha18555a_1    conda-forge
r-htmlwidgets             1.6.4             r44h785f33e_3    conda-forge
r-httpcode                0.3.0             r44ha770c72_4    conda-forge
r-httpuv                  1.6.15            r44ha18555a_1    conda-forge
r-httr                    1.4.7             r44hc72bb7e_1    conda-forge
r-ids                     1.0.1             r44hc72bb7e_4    conda-forge
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r-irdisplay               1.1               r44hd8ed1ab_3    conda-forge
r-irkernel                1.3.2             r44h785f33e_2    conda-forge
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r-iterators               1.0.14            r44hc72bb7e_3    conda-forge
r-jquerylib               0.1.4             r44hc72bb7e_3    conda-forge
r-jsonlite                2.0.0             r44h2b5f3a1_0    conda-forge
r-kernsmooth              2.23_26           r44h8461fee_0    conda-forge
r-knitr                   1.50              r44hc72bb7e_0    conda-forge
r-labeling                0.4.3             r44hc72bb7e_1    conda-forge
r-later                   1.4.2             r44h93ab643_0    conda-forge
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r-lazyeval                0.2.2             r44hb1dbf0f_5    conda-forge
r-lifecycle               1.0.4             r44hc72bb7e_1    conda-forge
r-listenv                 0.9.1             r44hc72bb7e_1    conda-forge
r-lobstr                  1.1.2             r44ha18555a_4    conda-forge
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r-magrittr                2.0.3             r44hb1dbf0f_3    conda-forge
r-maps                    3.4.3             r44h2b5f3a1_0    conda-forge
r-mass                    7.3_64            r44h2b5f3a1_0    conda-forge
r-matrix                  1.7_3             r44h2ae2be5_0    conda-forge
r-memoise                 2.0.1             r44hc72bb7e_3    conda-forge
r-mgcv                    1.9_3             r44h2ae2be5_0    conda-forge
r-mime                    0.13              r44h2b5f3a1_0    conda-forge
r-modelmetrics            1.2.2.2           r44h0d4f4ea_4    conda-forge
r-modelr                  0.1.11            r44hc72bb7e_2    conda-forge
r-munsell                 0.5.1             r44hc72bb7e_1    conda-forge
r-nlme                    3.1_168           r44hb67ce94_0    conda-forge
r-nnet                    7.3_20            r44h2b5f3a1_0    conda-forge
r-numderiv                2016.8_1.1        r44hc72bb7e_6    conda-forge
r-openssl                 2.3.3             r44he8289e2_0    conda-forge
r-parallelly              1.45.0            r44h2b5f3a1_0    conda-forge
r-pbdzmq                  0.3_14            r44h549f438_0    conda-forge
r-pillar                  1.11.0            r44hc72bb7e_0    conda-forge
r-pkgconfig               2.0.3             r44hc72bb7e_4    conda-forge
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r-prettyunits             1.2.0             r44hc72bb7e_1    conda-forge
r-proc                    1.18.5            r44ha18555a_1    conda-forge
r-processx                3.8.6             r44h2b5f3a1_0    conda-forge
r-prodlim                 2025.04.28        r44h93ab643_0    conda-forge
r-progress                1.2.3             r44hc72bb7e_1    conda-forge
r-progressr               0.15.1            r44hc72bb7e_0    conda-forge
r-promises                1.3.2             r44h93ab643_0    conda-forge
r-proxy                   0.4_27            r44hb1dbf0f_3    conda-forge
r-pryr                    0.1.6             r44h0d4f4ea_2    conda-forge
r-ps                      1.9.1             r44h2b5f3a1_0    conda-forge
r-purrr                   1.1.0             r44h54b55ab_0    conda-forge
r-quantmod                0.4.28            r44hc72bb7e_0    conda-forge
r-r6                      2.6.1             r44hc72bb7e_0    conda-forge
r-ragg                    1.4.0             r44hdcc764c_0    conda-forge
r-randomforest            4.7_1.2           r44hb67ce94_0    conda-forge
r-rappdirs                0.3.3             r44hb1dbf0f_3    conda-forge
r-rbokeh                  0.5.2             r44hc72bb7e_4    conda-forge
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r-readr                   2.1.5             r44h0d4f4ea_1    conda-forge
r-readxl                  1.4.5             r44h328fee5_0    conda-forge
r-recipes                 1.3.1             r44hc72bb7e_0    conda-forge
r-recommended             4.4             r44hd8ed1ab_1007    conda-forge
r-rematch                 2.0.0             r44hc72bb7e_1    conda-forge
r-rematch2                2.1.2             r44hc72bb7e_4    conda-forge
r-repr                    1.1.7             r44h785f33e_1    conda-forge
r-reprex                  2.1.1             r44hc72bb7e_1    conda-forge
r-reshape2                1.4.4             r44h0d4f4ea_4    conda-forge
r-rlang                   1.1.6             r44h93ab643_0    conda-forge
r-rmarkdown               2.29              r44hc72bb7e_0    conda-forge
r-rpart                   4.1.24            r44h2b5f3a1_0    conda-forge
r-rstudioapi              0.17.1            r44hc72bb7e_0    conda-forge
r-rvest                   1.0.4             r44hc72bb7e_1    conda-forge
r-sass                    0.4.10            r44h93ab643_0    conda-forge
r-scales                  1.4.0             r44hc72bb7e_0    conda-forge
r-selectr                 0.4_2             r44hc72bb7e_4    conda-forge
r-shape                   1.4.6.1           r44ha770c72_1    conda-forge
r-shiny                   1.11.1            r44h785f33e_0    conda-forge
r-sourcetools             0.1.7_1           r44ha18555a_2    conda-forge
r-sparsevctrs             0.3.4             r44h2b5f3a1_0    conda-forge
r-spatial                 7.3_18            r44h2b5f3a1_0    conda-forge
r-squarem                 2021.1            r44hc72bb7e_3    conda-forge
r-stringi                 1.8.7             r44h3c328a7_0    conda-forge
r-stringr                 1.5.1             r44h785f33e_1    conda-forge
r-survival                3.8_3             r44h2b5f3a1_0    conda-forge
r-sys                     3.4.3             r44h2b5f3a1_0    conda-forge
r-systemfonts             1.2.3             r44h5c043a3_0    conda-forge
r-textshaping             1.0.1             r44h16f7c1a_0    conda-forge
r-tibble                  3.3.0             r44h2b5f3a1_0    conda-forge
r-tidyr                   1.3.1             r44h0d4f4ea_1    conda-forge
r-tidyselect              1.2.1             r44hc72bb7e_1    conda-forge
r-tidyverse               2.0.0             r44h785f33e_2    conda-forge
r-timechange              0.3.0             r44ha18555a_1    conda-forge
r-timedate                4041.110          r44hc72bb7e_0    conda-forge
r-tinytex                 0.57              r44hc72bb7e_0    conda-forge
r-triebeard               0.4.1             r44ha18555a_2    conda-forge
r-ttr                     0.24.4            r44hdb488b9_1    conda-forge
r-tzdb                    0.5.0             r44h93ab643_0    conda-forge
r-urltools                1.7.3             r44ha18555a_5    conda-forge
r-utf8                    1.2.6             r44h2b5f3a1_0    conda-forge
r-uuid                    1.2_1             r44hdb488b9_0    conda-forge
r-vctrs                   0.6.5             r44h0d4f4ea_1    conda-forge
r-viridislite             0.4.2             r44hc72bb7e_2    conda-forge
r-vroom                   1.6.5             r44h0d4f4ea_1    conda-forge
r-withr                   3.0.2             r44hc72bb7e_0    conda-forge
r-xfun                    0.52              r44h93ab643_0    conda-forge
r-xml2                    1.3.8             r44h1bb2df6_0    conda-forge
r-xtable                  1.8_4             r44hc72bb7e_6    conda-forge
r-xts                     0.14.1            r44h2b5f3a1_0    conda-forge
r-yaml                    2.3.10            r44hdb488b9_0    conda-forge
r-zoo                     1.8_14            r44h2b5f3a1_0    conda-forge
rdkit                     2025.3.3                 pypi_0    pypi
rdkit-pypi                2022.9.5                 pypi_0    pypi
re2                       2025.06.26           h9925aae_1    conda-forge
readline                  8.2                  h8c095d6_2    conda-forge
referencing               0.36.2             pyh29332c3_0    conda-forge
regex                     2024.11.6                pypi_0    pypi
reportlab                 4.4.2                    pypi_0    pypi
requests                  2.32.4             pyhd8ed1ab_0    conda-forge
requests-toolbelt         1.0.0                    pypi_0    pypi
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
ripgrep                   14.1.1               h8fae777_1    conda-forge
roifile                   2025.5.10                pypi_0    pypi
roman-numerals-py         3.1.0                    pypi_0    pypi
rpds-py                   0.26.0          py311hdae7d1d_0    conda-forge
rpsbproc                  0.5.0                hd6d6fdc_3    bioconda
rsa                       4.9.1                    pypi_0    pypi
ruamel-yaml               0.18.14                  pypi_0    pypi
ruamel-yaml-clib          0.2.12                   pypi_0    pypi
ruff                      0.12.3                   pypi_0    pypi
s2n                       1.5.22               h96f233e_0    conda-forge
s3fs                      2025.7.0                 pypi_0    pypi
s3transfer                0.13.1                   pypi_0    pypi
safehttpx                 0.1.6                    pypi_0    pypi
safetensors               0.5.3                    pypi_0    pypi
samtools                  1.22                 h96c455f_0    bioconda
scanpy                    1.11.3                   pypi_0    pypi
scholarly                 1.7.11                   pypi_0    pypi
scikit-base               0.12.3                   pypi_0    pypi
scikit-bio                0.7.0                    pypi_0    pypi
scikit-image              0.25.2                   pypi_0    pypi
scikit-learn              1.7.0                    pypi_0    pypi
scipy                     1.15.3                   pypi_0    pypi
scrublet                  0.2.3                    pypi_0    pypi
scvelo                    0.3.3                    pypi_0    pypi
scvi-tools                1.3.2                    pypi_0    pypi
sdjson                    0.5.0                    pypi_0    pypi
seaborn                   0.13.2                   pypi_0    pypi
sed                       4.9                  h6688a6e_0    conda-forge
segment-anything          1.0                      pypi_0    pypi
selenium                  4.34.2                   pypi_0    pypi
semantic-version          2.10.0                   pypi_0    pypi
semver                    3.0.4                    pypi_0    pypi
send2trash                1.8.3              pyh0d859eb_1    conda-forge
sentencepiece             0.2.0                    pypi_0    pypi
session-info2             0.1.2                    pypi_0    pypi
setuptools                80.9.0             pyhff2d567_0    conda-forge
sgmllib3k                 1.0.0                    pypi_0    pypi
shapely                   2.1.1                    pypi_0    pypi
shellingham               1.5.4                    pypi_0    pypi
simplejson                3.20.1                   pypi_0    pypi
six                       1.17.0             pyhd8ed1ab_0    conda-forge
smmap                     5.0.2              pyhd8ed1ab_0    conda-forge
snappy                    1.2.1                h8bd8927_1    conda-forge
sniffio                   1.3.1              pyhd8ed1ab_1    conda-forge
snowballstemmer           3.0.1                    pypi_0    pypi
somacore                  1.0.28                   pypi_0    pypi
sorted-nearest            0.0.39                   pypi_0    pypi
sortedcontainers          2.4.0                    pypi_0    pypi
soupsieve                 2.7                pyhd8ed1ab_0    conda-forge
sparse                    0.17.0                   pypi_0    pypi
sphinx                    8.2.3                    pypi_0    pypi
sphinx-rtd-theme          3.0.2                    pypi_0    pypi
sphinxcontrib-applehelp   2.0.0                    pypi_0    pypi
sphinxcontrib-devhelp     2.0.0                    pypi_0    pypi
sphinxcontrib-htmlhelp    2.1.0                    pypi_0    pypi
sphinxcontrib-jquery      4.1                      pypi_0    pypi
sphinxcontrib-jsmath      1.0.1                    pypi_0    pypi
sphinxcontrib-qthelp      2.0.0                    pypi_0    pypi
sphinxcontrib-serializinghtml 2.0.0                    pypi_0    pypi
sqlalchemy                2.0.41                   pypi_0    pypi
stack_data                0.6.3              pyhd8ed1ab_1    conda-forge
starlette                 0.47.1                   pypi_0    pypi
statsmodels               0.14.5                   pypi_0    pypi
streamlit                 1.46.1             pyhd8ed1ab_0    conda-forge
swiglpk                   5.0.12                   pypi_0    pypi
sympy                     1.14.0                   pypi_0    pypi
sysroot_linux-64          2.34                 h087de78_2    conda-forge
tables                    3.10.2                   pypi_0    pypi
tabulate                  0.9.0              pyhd8ed1ab_2    conda-forge
tblib                     3.1.0                    pypi_0    pypi
tenacity                  9.1.2              pyhd8ed1ab_0    conda-forge
tensorboard               2.20.0                   pypi_0    pypi
tensorboard-data-server   0.7.2                    pypi_0    pypi
tensorstore               0.1.76                   pypi_0    pypi
terminado                 0.18.1             pyh0d859eb_0    conda-forge
texttable                 1.7.0                    pypi_0    pypi
theano-pymc               1.1.2                    pypi_0    pypi
threadpoolctl             3.6.0                    pypi_0    pypi
tifffile                  2025.6.11                pypi_0    pypi
tiktoken                  0.9.0                    pypi_0    pypi
tiledbsoma                1.17.0                   pypi_0    pypi
tinycss2                  1.4.0              pyhd8ed1ab_0    conda-forge
tk                        8.6.13          noxft_hd72426e_102    conda-forge
tktable                   2.10                 h8d826fa_7    conda-forge
tokenizers                0.21.2                   pypi_0    pypi
toml                      0.10.2             pyhd8ed1ab_1    conda-forge
tomli                     2.2.1              pyhd8ed1ab_1    conda-forge
tomlkit                   0.13.3                   pypi_0    pypi
toolz                     1.0.0                    pypi_0    pypi
torch                     2.7.1                    pypi_0    pypi
torchmetrics              1.7.4                    pypi_0    pypi
torchvision               0.22.1                   pypi_0    pypi
tornado                   6.5.1           py311h9ecbd09_0    conda-forge
tqdm                      4.67.1                   pypi_0    pypi
trackpy                   0.7                      pypi_0    pypi
traitlets                 5.14.3             pyhd8ed1ab_1    conda-forge
transformers              4.53.2                   pypi_0    pypi
treescope                 0.1.9                    pypi_0    pypi
trimmomatic               0.39                 hdfd78af_2    bioconda
trio                      0.30.0                   pypi_0    pypi
trio-websocket            0.12.2                   pypi_0    pypi
triton                    3.3.1                    pypi_0    pypi
trnascan-se               2.0.12          pl5321h7b50bb2_2    bioconda
tskit                     0.6.4                    pypi_0    pypi
typer                     0.16.0                   pypi_0    pypi
types-python-dateutil     2.9.0.20250708     pyhd8ed1ab_0    conda-forge
typing-extensions         4.14.1               h4440ef1_0    conda-forge
typing-inspect            0.9.0                    pypi_0    pypi
typing-inspection         0.4.1                    pypi_0    pypi
typing_extensions         4.14.1             pyhe01879c_0    conda-forge
typing_utils              0.1.0              pyhd8ed1ab_1    conda-forge
tzdata                    2025b                h78e105d_0    conda-forge
umap-learn                0.5.9.post2              pypi_0    pypi
unicodedata2              16.0.0          py311h9ecbd09_0    conda-forge
uri-template              1.3.0              pyhd8ed1ab_1    conda-forge
urllib3                   2.5.0              pyhd8ed1ab_0    conda-forge
uvicorn                   0.35.0                   pypi_0    pypi
viennarna                 2.7.0                    pypi_0    pypi
watchdog                  6.0.0           py311h38be061_0    conda-forge
wcwidth                   0.2.13             pyhd8ed1ab_1    conda-forge
webargs                   8.7.0                    pypi_0    pypi
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
websockets                15.0.1                   pypi_0    pypi
werkzeug                  3.1.3                    pypi_0    pypi
wget                      1.21.4               hda4d442_0    conda-forge
wheel                     0.45.1             pyhd8ed1ab_1    conda-forge
widgetsnbextension        4.0.14                   pypi_0    pypi
wrapt                     1.17.2                   pypi_0    pypi
wsproto                   1.2.0                    pypi_0    pypi
xarray                    2025.7.1                 pypi_0    pypi
xarray-einstats           0.9.1                    pypi_0    pypi
xorg-libice               1.1.2                hb9d3cd8_0    conda-forge
xorg-libsm                1.2.6                he73a12e_0    conda-forge
xorg-libx11               1.8.12               h4f16b4b_0    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
xorg-libxi                1.8.2                hb9d3cd8_0    conda-forge
xorg-libxrandr            1.5.4                hb9d3cd8_0    conda-forge
xorg-libxrender           0.9.12               hb9d3cd8_0    conda-forge
xorg-libxt                1.3.1                hb9d3cd8_0    conda-forge
xorg-libxtst              1.2.5                hb9d3cd8_3    conda-forge
xyzservices               2025.4.0           pyhd8ed1ab_0    conda-forge
yaml                      0.2.5                h7f98852_2    conda-forge
yarl                      1.20.1                   pypi_0    pypi
zarr                      3.1.0                    pypi_0    pypi
zeromq                    4.3.5                h3b0a872_7    conda-forge
zict                      3.0.0                    pypi_0    pypi
zipp                      3.23.0             pyhd8ed1ab_0    conda-forge
zlib                      1.3.1                hb9d3cd8_2    conda-forge
zstandard                 0.23.0                   pypi_0    pypi
zstd                      1.5.7                hb8e6e7a_2    conda-forge"

if that also didnt work just do it manuelly for rdkit,

conda activate biomni_e1
pip install rdkit

HasanAldhahi avatar Jul 23 '25 07:07 HasanAldhahi

Hey. I really think we're gonna see a lot of issues raised like this (I raised one myself) if the env install is kept seperate. I know the argument was that install is long, so updating is faster, but it is much faster when things are already installed and auto skipped, unless they are needed (in which case they are needed...).

I'd recommend reconsidering combining the code and the env install process.

evolu8 avatar Jul 23 '25 08:07 evolu8

@evolu8 Yes i do agree, I added some changes in this issue #83 in which i suggested letting Conda solve all these problems, But mainly we need to check the OS of the machine since ARM chips from apple Silicon can not install these packages such as mageck. It will require osx-64 emulation on Apple Silicon.

Also, i think for the CLI tools since they require environment variable change, we can set them up with Bash Script but inside the Conda environment. so that for example HOMER or MUSCLE is only on the PATH when you activate biomni_e1 environment

name: biomni_e1
channels:
  - conda-forge
  - bioconda
  - defaults
dependencies:
  # Python Core
  - python=3.11
  - pip

  # Python Libraries (from environment.yml & bio_env.yml)
  - numpy>=2.0
  - pandas
  - matplotlib
  - scipy
  - statsmodels
  - scikit-learn
  - gradio
  - langchain
  - langgraph
  - langchain_openai
  - langchain_anthropic
  - langchain_community
  - langchain-google-genai
  - langchain_ollama
  - openai
  - beautifulsoup4
  - lxml
  - tqdm
  - seaborn
  - networkx
  - requests
  - pyyaml
  - jupyter
  - transformers
  - sentencepiece
  - python-dotenv
  - biopython
  - scanpy
  - pybedtools # Solves the zlib issue
  - gseapy
  - mageck # Will require osx-64 emulation on Apple Silicon
  - macs2
  - scikit-image
  - anndata

  # R Core & Packages (from install_r_packages.R)
  - r-base>=4.3
  - r-essentials
  - r-ggplot2
  - r-lme4
  - r-dplyr
  - r-tidyr
  - r-readr
  - r-stringr
  - r-matrix
  - r-rcpp
  - r-devtools
  - r-remotes
  - r-harmony
  - bioconductor-deseq2
  - bioconductor-flowcore
  - bioconductor-edger
  - bioconductor-limma
  - r-wgcna
  - bioconductor-clusterprofiler

  # CLI Tools (from bio_env.yml & install_cli_tools.sh)
  - blast
  - samtools
  - bowtie2
  - bwa
  - bedtools
  - fastqc
  - trimmomatic
  - mafft
  - plink2
  - iqtree
  - gcta
  - muscle
  - homer
  # Note: FastTree might need manual handling if a Conda package isn't suitable 

HasanAldhahi avatar Jul 23 '25 09:07 HasanAldhahi

Hi! Thanks for pitching in! As our environment is massive and highly complex (with R, Python, and CLI), I am thinking combining them with pip install biomni is hard. Especially, we have only tested it on linux ubuntu system. I believe it will have issues in other system. But if you know an easy way to manage this - would love to hear your ideas.

Currently, for additional packages in a new version, we have a separate new_software_vXXX.sh to install.

kexinhuang12345 avatar Jul 24 '25 18:07 kexinhuang12345

#21

kexinhuang12345 avatar Jul 26 '25 17:07 kexinhuang12345