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conda solver is still extremely slow, even with version 23.10.0 #399

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mehditlili opened this issue Dec 7, 2023 · 4 comments
Open

conda solver is still extremely slow, even with version 23.10.0 #399

mehditlili opened this issue Dec 7, 2023 · 4 comments
Labels
pending::support indicates user is waiting on support from triage engineers severity::1 blocker; broken functionality with no workaround source::community catch-all for issues filed by community members tag::performance related to degraded performance

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@mehditlili
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mehditlili commented Dec 7, 2023 •
edited by kenodegard

What happened?

How to replicate:

get the following requirements.txt

pytorch
dgl
scipy
numpy
numba
h5py
pythonocc-core==7.5.1
occt==7.5.1
scikit-learn
timm
wandb
torchmetrics
torch-ema
tqdm

run

conda create --name myenv --file requirements.txt --channel conda-forge --channel dglteam

I don't see why on an i7 CPU this would take over an hour. It is still stuck at solving environment...

Conda Details

conda info 
active environment : base
    active env location : C:\Users\mehdi.tlili\miniconda3
            shell level : 1
       user config file : C:\Users\mehdi.tlili\.condarc
 populated config files :
          conda version : 23.10.0
    conda-build version : not installed
         python version : 3.11.5.final.0
       virtual packages : __archspec=1=x86_64
                          __cuda=12.1=0
                          __win=0=0
       base environment : C:\Users\mehdi.tlili\miniconda3  (writable)
      conda av data dir : C:\Users\mehdi.tlili\miniconda3\etc\conda
  conda av metadata url : None
           channel URLs : https://repo.anaconda.com/pkgs/main/win-64
                          https://repo.anaconda.com/pkgs/main/noarch
                          https://repo.anaconda.com/pkgs/r/win-64
                          https://repo.anaconda.com/pkgs/r/noarch
                          https://repo.anaconda.com/pkgs/msys2/win-64
                          https://repo.anaconda.com/pkgs/msys2/noarch
          package cache : C:\Users\mehdi.tlili\miniconda3\pkgs
                          C:\Users\mehdi.tlili\.conda\pkgs
                          C:\Users\mehdi.tlili\AppData\Local\conda\conda\pkgs
       envs directories : C:\Users\mehdi.tlili\miniconda3\envs
                          C:\Users\mehdi.tlili\.conda\envs
                          C:\Users\mehdi.tlili\AppData\Local\conda\conda\envs
               platform : win-64
             user-agent : conda/23.10.0 requests/2.31.0 CPython/3.11.5 Windows/10 Windows/10.0.22621 solver/libmamba conda-libmamba-solver/23.11.1 libmambapy/1.5.3
          administrator : False
             netrc file : None
           offline mode : False
conda list 
(base) C:\Users\mehdi.tlili\AAGNet>conda list --show-channel-urls
# packages in environment at C:\Users\mehdi.tlili\miniconda3:
#
# Name                    Version                   Build  Channel
archspec                  0.2.1              pyhd3eb1b0_0    defaults
boltons                   23.0.0          py311haa95532_0    defaults
brotli-python             1.0.9           py311hd77b12b_7    defaults
bzip2                     1.0.8                he774522_0    defaults
ca-certificates           2023.08.22           haa95532_0    defaults
certifi                   2023.7.22       py311haa95532_0    defaults
cffi                      1.15.1          py311h2bbff1b_3    defaults
charset-normalizer        2.0.4              pyhd3eb1b0_0    defaults
colorama                  0.4.6           py311haa95532_0    defaults
conda                     23.10.0         py311haa95532_0    defaults
conda-content-trust       0.2.0           py311haa95532_0    defaults
conda-libmamba-solver     23.11.1         py311haa95532_0    defaults
conda-package-handling    2.2.0           py311haa95532_0    defaults
conda-package-streaming   0.9.0           py311haa95532_0    defaults
console_shortcut_miniconda 0.1.1                haa95532_1    defaults
cryptography              41.0.3          py311h89fc84f_0    defaults
fmt                       9.1.0                h6d14046_0    defaults
idna                      3.4             py311haa95532_0    defaults
jsonpatch                 1.32               pyhd3eb1b0_0    defaults
jsonpointer               2.1                pyhd3eb1b0_0    defaults
libarchive                3.6.2                hb62f4d4_2    defaults
libcurl                   8.1.1                h86230a5_0    defaults
libffi                    3.4.4                hd77b12b_0    defaults
libiconv                  1.16                 h2bbff1b_2    defaults
libmamba                  1.5.3                hcd6fe79_0    defaults
libmambapy                1.5.3           py311h77c03ed_0    defaults
libsolv                   0.7.24               h23ce68f_0    defaults
libssh2                   1.10.0               he2ea4bf_2    defaults
libxml2                   2.10.4               h0ad7f3c_1    defaults
lz4-c                     1.9.4                h2bbff1b_0    defaults
menuinst                  1.4.19          py311h59b6b97_1    defaults
openssl                   3.0.12               h2bbff1b_0    defaults
packaging                 23.1            py311haa95532_0    defaults
pcre2                     10.42                h0ff8eda_0    defaults
pip                       23.3            py311haa95532_0    defaults
pluggy                    1.0.0           py311haa95532_1    defaults
powershell_shortcut_miniconda 0.0.1                haa95532_1    defaults
pybind11-abi              4                    hd3eb1b0_1    defaults
pycosat                   0.6.6           py311h2bbff1b_0    defaults
pycparser                 2.21               pyhd3eb1b0_0    defaults
pyopenssl                 23.2.0          py311haa95532_0    defaults
pysocks                   1.7.1           py311haa95532_0    defaults
python                    3.11.5               he1021f5_0    defaults
reproc                    14.2.4               hd77b12b_1    defaults
reproc-cpp                14.2.4               hd77b12b_1    defaults
requests                  2.31.0          py311haa95532_0    defaults
ruamel.yaml               0.17.21         py311h2bbff1b_0    defaults
setuptools                68.0.0          py311haa95532_0    defaults
sqlite                    3.41.2               h2bbff1b_0    defaults
tk                        8.6.12               h2bbff1b_0    defaults
tqdm                      4.65.0          py311h746a85d_0    defaults
truststore                0.8.0           py311haa95532_0    defaults
tzdata                    2023c                h04d1e81_0    defaults
urllib3                   1.26.18         py311haa95532_0    defaults
vc                        14.2                 h21ff451_1    defaults
vs2015_runtime            14.27.29016          h5e58377_2    defaults
wheel                     0.41.2          py311haa95532_0    defaults
win_inet_pton             1.1.0           py311haa95532_0    defaults
xz                        5.4.2                h8cc25b3_0    defaults
yaml-cpp                  0.8.0                hd77b12b_0    defaults
zlib                      1.2.13               h8cc25b3_0    defaults
zstandard                 0.19.0          py311h2bbff1b_0    defaults
zstd                      1.5.5                hd43e919_0    defaults
@mehditlili mehditlili added tag::performance related to degraded performance type::feature request for a new feature or capability labels Dec 7, 2023
@mehditlili mehditlili changed the title conda solver is still extremely slow, even with on version 23.10.0 conda solver is still extremely slow, even with version 23.10.0 Dec 7, 2023
@kenodegard kenodegard removed the type::feature request for a new feature or capability label Dec 7, 2023
@mehditlili
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mehditlili commented Dec 7, 2023 •
edited

running this works in reasonable time

conda create -n myenv python=3.9.15
conda activate myenv
conda config --add channels dglteam conda-forge
conda install pytorch
conda install dgl
conda install scipy numpy numba
conda install h5py pythonocc-core==7.5.1 occt==7.5.1
conda install scikit-learn timm wandb torchmetrics torch-ema tqdm

@travishathaway travishathaway added the source::community catch-all for issues filed by community members label Dec 8, 2023
@travishathaway
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Hi @mehditlili,

Thanks for filing this issue. I can confirm this is indeed pretty slow. We will get the folks working on the new solver integration to take a look.

@jezdez jezdez transferred this issue from conda/conda Dec 8, 2023
@jezdez jezdez added severity::1 blocker; broken functionality with no workaround pending::support indicates user is waiting on support from triage engineers labels Dec 8, 2023
@jaimergp
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I think we have merged a mitigation as part of #394

@jaimergp
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That said, for me this runs reasonably fast:

CONDA_OVERRIDE_CUDA=12.1 conda create -dnx -c conda-forge -c dglteam -c defaults --override-channels --file ~/reqs.txt --platform win-64
Channels:
 - conda-forge
 - dglteam
 - defaults
Platform: win-64
Collecting package metadata (repodata.json): done
Solving environment: done


==> WARNING: A newer version of conda exists. <==
    current version: 23.10.0
    latest version: 23.11.0

Please update conda by running

    $ conda update -n base -c conda-forge conda



## Package Plan ##

  environment location: /Users/jrodriguez/.local/anaconda/envs/x

  added / updated specs:
    - dgl
    - h5py
    - numba
    - numpy
    - occt==7.5.1
    - pythonocc-core==7.5.1
    - pytorch
    - scikit-learn
    - scipy
    - timm
    - torch-ema
    - torchmetrics
    - tqdm
    - wandb


The following packages will be downloaded:

    package                    |            build
    ---------------------------|-----------------
    _pytorch_select-0.1        |            cpu_0           4 KB  defaults
    blas-1.0                   |              mkl           1 KB  conda-forge
    brotli-python-1.1.0        |   py38hd3f51b4_1         314 KB  conda-forge
    bzip2-1.0.8                |       hcfcfb64_5         122 KB  conda-forge
    ca-certificates-2023.11.17 |       h56e8100_0         151 KB  conda-forge
    cffi-1.16.0                |   py38h91455d4_0         229 KB  conda-forge
    click-8.1.7                | win_pyh7428d3b_0          83 KB  conda-forge
    curl-8.5.0                 |       hd5e4a3a_0         146 KB  conda-forge
    dgl-1.1.2                  |           py38_0         3.3 MB  dglteam
    docker-pycreds-0.4.0       |             py_0          11 KB  conda-forge
    double-conversion-3.1.7    |       h0e60522_0         116 KB  conda-forge
    eigen-3.4.0                |       h91493d7_0         1.0 MB  conda-forge
    expat-2.5.0                |       h63175ca_1         221 KB  conda-forge
    ffmpeg-4.3.1               |       ha925a31_0        26.2 MB  conda-forge
    font-ttf-ubuntu-0.83       |       h77eed37_1         1.5 MB  conda-forge
    fontconfig-2.14.2          |       hbde0cde_0         186 KB  conda-forge
    fonts-conda-ecosystem-1    |                0           4 KB  conda-forge
    fonts-conda-forge-1        |                0           4 KB  conda-forge
    freeimage-3.18.0           |      h064cf08_10         689 KB  conda-forge
    freetype-2.12.1            |       hdaf720e_2         498 KB  conda-forge
    gitdb-4.0.11               |     pyhd8ed1ab_0          52 KB  conda-forge
    gl2ps-1.4.2                |       h0597ee9_0          74 KB  conda-forge
    glew-2.1.0                 |       h39d44d4_2         941 KB  conda-forge
    h5py-3.3.0                 |nompi_py38he6c2248_100         1.1 MB  conda-forge
    hdf4-4.2.15                |       h1b1b6ef_5         1.1 MB  conda-forge
    hdf5-1.10.6                |nompi_he0bbb20_101        19.4 MB  conda-forge
    imath-3.1.6                |       h12be248_1         155 KB  conda-forge
    intel-openmp-2024.0.0      |   h57928b3_49840         2.2 MB  conda-forge
    jpeg-9e                    |       hcfcfb64_3         283 KB  conda-forge
    jsoncpp-1.9.4              |       h2d74725_3         956 KB  conda-forge
    jxrlib-1.1                 |       h8ffe710_2         620 KB  conda-forge
    krb5-1.21.2                |       heb0366b_0         694 KB  conda-forge
    lcms2-2.14                 |       h90d422f_0         988 KB  conda-forge
    lerc-4.0.0                 |       h63175ca_0         190 KB  conda-forge
    libabseil-20230802.1       | cxx17_h63175ca_0         1.7 MB  conda-forge
    libblas-3.9.0              |            8_mkl         3.9 MB  conda-forge
    libcblas-3.9.0             |            8_mkl         3.9 MB  conda-forge
    libcurl-8.5.0              |       hd5e4a3a_0         316 KB  conda-forge
    libdeflate-1.14            |       hcfcfb64_0          73 KB  conda-forge
    libexpat-2.5.0             |       h63175ca_1         135 KB  conda-forge
    libffi-3.4.2               |       h8ffe710_5          41 KB  conda-forge
    libiconv-1.17              |       h8ffe710_0         698 KB  conda-forge
    liblapack-3.9.0            |            8_mkl         3.9 MB  conda-forge
    libnetcdf-4.8.0            |nompi_hf689e7d_103         661 KB  conda-forge
    libogg-1.3.4               |       h8ffe710_1          34 KB  conda-forge
    libpng-1.6.39              |       h19919ed_0         336 KB  conda-forge
    libprotobuf-4.24.4         |       hb8276f3_0         5.0 MB  conda-forge
    libraw-0.20.2              |       h3eb7d9d_2         582 KB  conda-forge
    libsqlite-3.44.2           |       hcfcfb64_0         833 KB  conda-forge
    libssh2-1.11.0             |       h7dfc565_0         261 KB  conda-forge
    libtheora-1.1.1            |    h8d14728_1005         201 KB  conda-forge
    libtiff-4.4.0              |       hc4f729c_5         787 KB  conda-forge
    libwebp-base-1.3.2         |       hcfcfb64_0         263 KB  conda-forge
    libxcb-1.13                |    hcd874cb_1004         1.3 MB  conda-forge
    libxml2-2.10.4             |       hc3477c8_0         1.7 MB  conda-forge
    libzip-1.10.1              |       h1d365fa_3         143 KB  conda-forge
    libzlib-1.2.13             |       hcfcfb64_5          54 KB  conda-forge
    llvmlite-0.36.0            |   py38h57a6900_0        15.1 MB  conda-forge
    loguru-0.7.2               |   py38haa244fe_1          95 KB  conda-forge
    lz4-c-1.9.3                |       h8ffe710_1         135 KB  conda-forge
    mkl-2020.4                 |     hb70f87d_311       172.4 MB  conda-forge
    mkl-service-2.3.0          |   py38h1e8a9f7_2          51 KB  conda-forge
    ninja-1.11.1               |       h91493d7_0         273 KB  conda-forge
    numba-0.53.1               |   py38h99fac5f_1         3.7 MB  conda-forge
    numpy-1.20.3               |   py38hec0b029_2         5.1 MB  conda-forge
    occt-7.5.1                 |       h60997fb_2        26.9 MB  conda-forge
    openexr-3.1.5              |       h97333cc_2         1.1 MB  conda-forge
    openjpeg-2.5.0             |       hc9384bd_1         256 KB  conda-forge
    openssl-3.2.0              |       hcfcfb64_1         7.9 MB  conda-forge
    pathtools-0.1.2            |             py_1           8 KB  conda-forge
    pillow-9.2.0               |   py38h3cd753b_3        45.4 MB  conda-forge
    platformdirs-4.1.0         |     pyhd8ed1ab_0          20 KB  conda-forge
    pooch-1.8.0                |     pyhd8ed1ab_0          51 KB  conda-forge
    proj-7.2.0                 |       h1cfcee9_2         2.8 MB  conda-forge
    protobuf-4.24.4            |   py38hd545272_0         301 KB  conda-forge
    psutil-5.9.5               |   py38h91455d4_1         366 KB  conda-forge
    pthread-stubs-0.4          |    hcd874cb_1001           6 KB  conda-forge
    pugixml-1.11.4             |       h63175ca_1         109 KB  conda-forge
    pyreadline-2.1             |py38haa244fe_1008         154 KB  conda-forge
    pysocks-1.7.1              |     pyh0701188_6          19 KB  conda-forge
    python-3.8.18              |h4de0772_0_cpython        17.2 MB  conda-forge
    python_abi-3.8             |           4_cp38           7 KB  conda-forge
    pythonocc-core-7.5.1       |   py38h030ce49_1        38.0 MB  conda-forge
    pytorch-1.4.0              |cpu_py38ha775e86_0        56.9 MB  defaults
    pyyaml-6.0.1               |   py38h91455d4_1         148 KB  conda-forge
    rapidjson-1.1.0            |    ha925a31_1002         104 KB  conda-forge
    scikit-learn-1.2.2         |   py38h42e183d_1         6.3 MB  conda-forge
    scipy-1.10.1               |   py38h0f6ee2a_0        22.5 MB  conda-forge
    sentry-sdk-1.38.0          |     pyhd8ed1ab_0         161 KB  conda-forge
    setproctitle-1.3.3         |   py38h91455d4_0          19 KB  conda-forge
    smmap-5.0.0                |     pyhd8ed1ab_0          22 KB  conda-forge
    sqlite-3.44.2              |       hcfcfb64_0         836 KB  conda-forge
    tbb-2020.2                 |       h2d74725_4         175 KB  conda-forge
    tbb-devel-2020.2           |       h2d74725_4         2.3 MB  conda-forge
    threadpoolctl-3.2.0        |     pyha21a80b_0          20 KB  conda-forge
    timm-0.6.11                |     pyhd8ed1ab_0         323 KB  conda-forge
    tk-8.6.13                  |       h5226925_1         3.3 MB  conda-forge
    torch-ema-0.3              |     pyhd8ed1ab_0           9 KB  conda-forge
    torchmetrics-0.10.3        |     pyhd8ed1ab_0         245 KB  conda-forge
    torchvision-0.13.1         |cpu_py38h378ed51_0         6.1 MB  defaults
    typing_extensions-4.9.0    |     pyha770c72_0          35 KB  conda-forge
    utfcpp-4.0.4               |       h57928b3_0          14 KB  conda-forge
    vs2015_runtime-14.36.32532 |      h05e6639_17          17 KB  conda-forge
    vtk-9.0.1                  |no_osmesa_py38hfdc4fc0_107        28.2 MB  conda-forge
    wandb-0.16.1               |     pyhd8ed1ab_0         1.4 MB  conda-forge
    win32_setctime-1.1.0       |     pyhd8ed1ab_0           7 KB  conda-forge
    win_inet_pton-1.1.0        |     pyhd8ed1ab_6           8 KB  conda-forge
    xorg-libxau-1.0.11         |       hcd874cb_0          50 KB  conda-forge
    xorg-libxdmcp-1.1.3        |       hcd874cb_0          66 KB  conda-forge
    xz-5.2.6                   |       h8d14728_0         213 KB  conda-forge
    yaml-0.2.5                 |       h8ffe710_2          62 KB  conda-forge
    zlib-1.2.13                |       hcfcfb64_5         105 KB  conda-forge
    zstd-1.5.5                 |       h12be248_0         335 KB  conda-forge
    ------------------------------------------------------------
                                           Total:       557.3 MB

The following NEW packages will be INSTALLED:

  _pytorch_select    pkgs/main/win-64::_pytorch_select-0.1-cpu_0 
  appdirs            conda-forge/noarch::appdirs-1.4.4-pyh9f0ad1d_0 
  blas               conda-forge/win-64::blas-1.0-mkl 
  brotli-python      conda-forge/win-64::brotli-python-1.1.0-py38hd3f51b4_1 
  bzip2              conda-forge/win-64::bzip2-1.0.8-hcfcfb64_5 
  ca-certificates    conda-forge/win-64::ca-certificates-2023.11.17-h56e8100_0 
  cached-property    conda-forge/noarch::cached-property-1.5.2-hd8ed1ab_1 
  cached_property    conda-forge/noarch::cached_property-1.5.2-pyha770c72_1 
  certifi            conda-forge/noarch::certifi-2023.11.17-pyhd8ed1ab_0 
  cffi               conda-forge/win-64::cffi-1.16.0-py38h91455d4_0 
  charset-normalizer conda-forge/noarch::charset-normalizer-3.3.2-pyhd8ed1ab_0 
  click              conda-forge/noarch::click-8.1.7-win_pyh7428d3b_0 
  colorama           conda-forge/noarch::colorama-0.4.6-pyhd8ed1ab_0 
  curl               conda-forge/win-64::curl-8.5.0-hd5e4a3a_0 
  dgl                dglteam/win-64::dgl-1.1.2-py38_0 
  docker-pycreds     conda-forge/noarch::docker-pycreds-0.4.0-py_0 
  double-conversion  conda-forge/win-64::double-conversion-3.1.7-h0e60522_0 
  eigen              conda-forge/win-64::eigen-3.4.0-h91493d7_0 
  expat              conda-forge/win-64::expat-2.5.0-h63175ca_1 
  ffmpeg             conda-forge/win-64::ffmpeg-4.3.1-ha925a31_0 
  font-ttf-dejavu-s~ conda-forge/noarch::font-ttf-dejavu-sans-mono-2.37-hab24e00_0 
  font-ttf-inconsol~ conda-forge/noarch::font-ttf-inconsolata-3.000-h77eed37_0 
  font-ttf-source-c~ conda-forge/noarch::font-ttf-source-code-pro-2.038-h77eed37_0 
  font-ttf-ubuntu    conda-forge/noarch::font-ttf-ubuntu-0.83-h77eed37_1 
  fontconfig         conda-forge/win-64::fontconfig-2.14.2-hbde0cde_0 
  fonts-conda-ecosy~ conda-forge/noarch::fonts-conda-ecosystem-1-0 
  fonts-conda-forge  conda-forge/noarch::fonts-conda-forge-1-0 
  freeimage          conda-forge/win-64::freeimage-3.18.0-h064cf08_10 
  freetype           conda-forge/win-64::freetype-2.12.1-hdaf720e_2 
  gitdb              conda-forge/noarch::gitdb-4.0.11-pyhd8ed1ab_0 
  gitpython          conda-forge/noarch::gitpython-3.1.40-pyhd8ed1ab_0 
  gl2ps              conda-forge/win-64::gl2ps-1.4.2-h0597ee9_0 
  glew               conda-forge/win-64::glew-2.1.0-h39d44d4_2 
  h5py               conda-forge/win-64::h5py-3.3.0-nompi_py38he6c2248_100 
  hdf4               conda-forge/win-64::hdf4-4.2.15-h1b1b6ef_5 
  hdf5               conda-forge/win-64::hdf5-1.10.6-nompi_he0bbb20_101 
  idna               conda-forge/noarch::idna-3.6-pyhd8ed1ab_0 
  imath              conda-forge/win-64::imath-3.1.6-h12be248_1 
  intel-openmp       conda-forge/win-64::intel-openmp-2024.0.0-h57928b3_49840 
  joblib             conda-forge/noarch::joblib-1.3.2-pyhd8ed1ab_0 
  jpeg               conda-forge/win-64::jpeg-9e-hcfcfb64_3 
  jsoncpp            conda-forge/win-64::jsoncpp-1.9.4-h2d74725_3 
  jxrlib             conda-forge/win-64::jxrlib-1.1-h8ffe710_2 
  krb5               conda-forge/win-64::krb5-1.21.2-heb0366b_0 
  lcms2              conda-forge/win-64::lcms2-2.14-h90d422f_0 
  lerc               conda-forge/win-64::lerc-4.0.0-h63175ca_0 
  libabseil          conda-forge/win-64::libabseil-20230802.1-cxx17_h63175ca_0 
  libblas            conda-forge/win-64::libblas-3.9.0-8_mkl 
  libcblas           conda-forge/win-64::libcblas-3.9.0-8_mkl 
  libcurl            conda-forge/win-64::libcurl-8.5.0-hd5e4a3a_0 
  libdeflate         conda-forge/win-64::libdeflate-1.14-hcfcfb64_0 
  libexpat           conda-forge/win-64::libexpat-2.5.0-h63175ca_1 
  libffi             conda-forge/win-64::libffi-3.4.2-h8ffe710_5 
  libiconv           conda-forge/win-64::libiconv-1.17-h8ffe710_0 
  liblapack          conda-forge/win-64::liblapack-3.9.0-8_mkl 
  libnetcdf          conda-forge/win-64::libnetcdf-4.8.0-nompi_hf689e7d_103 
  libogg             conda-forge/win-64::libogg-1.3.4-h8ffe710_1 
  libpng             conda-forge/win-64::libpng-1.6.39-h19919ed_0 
  libprotobuf        conda-forge/win-64::libprotobuf-4.24.4-hb8276f3_0 
  libraw             conda-forge/win-64::libraw-0.20.2-h3eb7d9d_2 
  libsqlite          conda-forge/win-64::libsqlite-3.44.2-hcfcfb64_0 
  libssh2            conda-forge/win-64::libssh2-1.11.0-h7dfc565_0 
  libtheora          conda-forge/win-64::libtheora-1.1.1-h8d14728_1005 
  libtiff            conda-forge/win-64::libtiff-4.4.0-hc4f729c_5 
  libwebp-base       conda-forge/win-64::libwebp-base-1.3.2-hcfcfb64_0 
  libxcb             conda-forge/win-64::libxcb-1.13-hcd874cb_1004 
  libxml2            conda-forge/win-64::libxml2-2.10.4-hc3477c8_0 
  libzip             conda-forge/win-64::libzip-1.10.1-h1d365fa_3 
  libzlib            conda-forge/win-64::libzlib-1.2.13-hcfcfb64_5 
  llvmlite           conda-forge/win-64::llvmlite-0.36.0-py38h57a6900_0 
  loguru             conda-forge/win-64::loguru-0.7.2-py38haa244fe_1 
  lz4-c              conda-forge/win-64::lz4-c-1.9.3-h8ffe710_1 
  m2w64-gcc-libgfor~ conda-forge/win-64::m2w64-gcc-libgfortran-5.3.0-6 
  m2w64-gcc-libs     conda-forge/win-64::m2w64-gcc-libs-5.3.0-7 
  m2w64-gcc-libs-co~ conda-forge/win-64::m2w64-gcc-libs-core-5.3.0-7 
  m2w64-gmp          conda-forge/win-64::m2w64-gmp-6.1.0-2 
  m2w64-libwinpthre~ conda-forge/win-64::m2w64-libwinpthread-git-5.0.0.4634.697f757-2 
  mkl                conda-forge/win-64::mkl-2020.4-hb70f87d_311 
  mkl-service        conda-forge/win-64::mkl-service-2.3.0-py38h1e8a9f7_2 
  msys2-conda-epoch  conda-forge/win-64::msys2-conda-epoch-20160418-1 
  networkx           conda-forge/noarch::networkx-3.1-pyhd8ed1ab_0 
  ninja              conda-forge/win-64::ninja-1.11.1-h91493d7_0 
  numba              conda-forge/win-64::numba-0.53.1-py38h99fac5f_1 
  numpy              conda-forge/win-64::numpy-1.20.3-py38hec0b029_2 
  occt               conda-forge/win-64::occt-7.5.1-h60997fb_2 
  openexr            conda-forge/win-64::openexr-3.1.5-h97333cc_2 
  openjpeg           conda-forge/win-64::openjpeg-2.5.0-hc9384bd_1 
  openssl            conda-forge/win-64::openssl-3.2.0-hcfcfb64_1 
  packaging          conda-forge/noarch::packaging-23.2-pyhd8ed1ab_0 
  pathtools          conda-forge/noarch::pathtools-0.1.2-py_1 
  pillow             conda-forge/win-64::pillow-9.2.0-py38h3cd753b_3 
  platformdirs       conda-forge/noarch::platformdirs-4.1.0-pyhd8ed1ab_0 
  pooch              conda-forge/noarch::pooch-1.8.0-pyhd8ed1ab_0 
  proj               conda-forge/win-64::proj-7.2.0-h1cfcee9_2 
  protobuf           conda-forge/win-64::protobuf-4.24.4-py38hd545272_0 
  psutil             conda-forge/win-64::psutil-5.9.5-py38h91455d4_1 
  pthread-stubs      conda-forge/win-64::pthread-stubs-0.4-hcd874cb_1001 
  pugixml            conda-forge/win-64::pugixml-1.11.4-h63175ca_1 
  pycparser          conda-forge/noarch::pycparser-2.21-pyhd8ed1ab_0 
  pyreadline         conda-forge/win-64::pyreadline-2.1-py38haa244fe_1008 
  pysocks            conda-forge/noarch::pysocks-1.7.1-pyh0701188_6 
  python             conda-forge/win-64::python-3.8.18-h4de0772_0_cpython 
  python_abi         conda-forge/win-64::python_abi-3.8-4_cp38 
  pythonocc-core     conda-forge/win-64::pythonocc-core-7.5.1-py38h030ce49_1 
  pytorch            pkgs/main/win-64::pytorch-1.4.0-cpu_py38ha775e86_0 
  pyyaml             conda-forge/win-64::pyyaml-6.0.1-py38h91455d4_1 
  rapidjson          conda-forge/win-64::rapidjson-1.1.0-ha925a31_1002 
  requests           conda-forge/noarch::requests-2.31.0-pyhd8ed1ab_0 
  scikit-learn       conda-forge/win-64::scikit-learn-1.2.2-py38h42e183d_1 
  scipy              conda-forge/win-64::scipy-1.10.1-py38h0f6ee2a_0 
  sentry-sdk         conda-forge/noarch::sentry-sdk-1.38.0-pyhd8ed1ab_0 
  setproctitle       conda-forge/win-64::setproctitle-1.3.3-py38h91455d4_0 
  setuptools         conda-forge/noarch::setuptools-68.2.2-pyhd8ed1ab_0 
  six                conda-forge/noarch::six-1.16.0-pyh6c4a22f_0 
  smmap              conda-forge/noarch::smmap-5.0.0-pyhd8ed1ab_0 
  sqlite             conda-forge/win-64::sqlite-3.44.2-hcfcfb64_0 
  tbb                conda-forge/win-64::tbb-2020.2-h2d74725_4 
  tbb-devel          conda-forge/win-64::tbb-devel-2020.2-h2d74725_4 
  threadpoolctl      conda-forge/noarch::threadpoolctl-3.2.0-pyha21a80b_0 
  timm               conda-forge/noarch::timm-0.6.11-pyhd8ed1ab_0 
  tk                 conda-forge/win-64::tk-8.6.13-h5226925_1 
  torch-ema          conda-forge/noarch::torch-ema-0.3-pyhd8ed1ab_0 
  torchmetrics       conda-forge/noarch::torchmetrics-0.10.3-pyhd8ed1ab_0 
  torchvision        pkgs/main/win-64::torchvision-0.13.1-cpu_py38h378ed51_0 
  tqdm               conda-forge/noarch::tqdm-4.66.1-pyhd8ed1ab_0 
  typing_extensions  conda-forge/noarch::typing_extensions-4.9.0-pyha770c72_0 
  ucrt               conda-forge/win-64::ucrt-10.0.22621.0-h57928b3_0 
  urllib3            conda-forge/noarch::urllib3-2.1.0-pyhd8ed1ab_0 
  utfcpp             conda-forge/win-64::utfcpp-4.0.4-h57928b3_0 
  vc                 conda-forge/win-64::vc-14.3-h64f974e_17 
  vc14_runtime       conda-forge/win-64::vc14_runtime-14.36.32532-hdcecf7f_17 
  vs2015_runtime     conda-forge/win-64::vs2015_runtime-14.36.32532-h05e6639_17 
  vtk                conda-forge/win-64::vtk-9.0.1-no_osmesa_py38hfdc4fc0_107 
  wandb              conda-forge/noarch::wandb-0.16.1-pyhd8ed1ab_0 
  win32_setctime     conda-forge/noarch::win32_setctime-1.1.0-pyhd8ed1ab_0 
  win_inet_pton      conda-forge/noarch::win_inet_pton-1.1.0-pyhd8ed1ab_6 
  xorg-libxau        conda-forge/win-64::xorg-libxau-1.0.11-hcd874cb_0 
  xorg-libxdmcp      conda-forge/win-64::xorg-libxdmcp-1.1.3-hcd874cb_0 
  xz                 conda-forge/win-64::xz-5.2.6-h8d14728_0 
  yaml               conda-forge/win-64::yaml-0.2.5-h8ffe710_2 
  zlib               conda-forge/win-64::zlib-1.2.13-hcfcfb64_5 
  zstd               conda-forge/win-64::zstd-1.5.5-h12be248_0

Also, are you using strict channel priority? Just add --strict-channel-priority to the command. The advice in https://conda.github.io/conda-libmamba-solver/user-guide/performance/ might also come handy (i.e. be more specific about the package versions you want; setting a version for python might help!).

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pending::support indicates user is waiting on support from triage engineers severity::1 blocker; broken functionality with no workaround source::community catch-all for issues filed by community members tag::performance related to degraded performance
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@jezdez @travishathaway @jaimergp @kenodegard @mehditlili