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Fragmentation within bespokefit taking longer than in openff-fragmenter #390

@sarmaier

Description

@sarmaier

Description

I am attempting to generate parameters for the molecule with smiles "c1cc(c(c(c1)Cl)C(=O)Nc1ccnc(c1)NC(=O)C)Cl". When running the BespokeExecutor, it stalls during fragmentation (its been running for multiple hours). When I attempt to fragment with WBOFragmenter() in isolation, it takes about 6 mins. If I run with the PfizerFragmenter(), the fragmentation in bespokefit succeeds. The code I ran in a jupyter notebook for each scenario is given below.

Code ran for fragmentation using openff-fragmenter

from openff.toolkit.topology import Molecule

molecule = Molecule.from_smiles("c1cc(c(c(c1)Cl)C(=O)Nc1ccnc(c1)NC(=O)C)Cl")
from openff.fragmenter.fragment import WBOFragmenter
frag_engine = WBOFragmenter()
# Export the engine's settings directly to JSON
frag_engine.json()
result = frag_engine.fragment(molecule)
result.json()

Code ran for bespokefit

from openff.bespokefit.executor import BespokeExecutor, BespokeWorkerConfig
from openff.bespokefit.workflows import BespokeWorkflowFactory
from openff.qcsubmit.common_structures import QCSpec


new_factory = BespokeWorkflowFactory(
        initial_force_field="openff-2.2.0.offxml",
        default_qc_specs=[
            QCSpec(
                method="gfn2xtb",
                program="xtb",
                basis=None
            )
        ], 
    )
new_factory.fragmentation_engine = WBOFragmenter()
from openff.bespokefit.executor import BespokeExecutor, BespokeWorkerConfig
from openff.bespokefit.executor.client import BespokeFitClient, Settings

# create a client to interface with the executor
settings = Settings()
client = BespokeFitClient(settings=settings)

with BespokeExecutor(
    n_fragmenter_workers = 1,
    n_optimizer_workers = 1,
    n_qc_compute_workers = 2,
    qc_compute_worker_config=BespokeWorkerConfig(n_cores=1)
) as executor:
    # Submit our workflow to the executor
    task_id = client.submit_optimization(input_schema=workflow_schema)
    # Wait until the executor is done
    output = client.wait_until_complete(task_id)

if output.status == "success":
    # Save the resulting force field to an OFFXML file
    output.bespoke_force_field.to_file("output-ff.offxml")
elif output.status == "errored":
    # OR the print the error message if unsuccessful
    print(output.error)

Software versions

  • BespokeFit was installed using micromamba
Output of conda list
  Name                           Version         Build                              Channel    
─────────────────────────────────────────────────────────────────────────────────────────────────
  _openmp_mutex                  4.5             3_kmp_llvm                         conda-forge
  ambertools                     24.8            cuda_None_nompi_py312h3fa95ad_100  conda-forge
  amqp                           5.2.0           pyhd8ed1ab_2                       conda-forge
  anyio                          4.9.0           pyh29332c3_0                       conda-forge
  argcomplete                    3.6.1           pyhd8ed1ab_0                       conda-forge
  argon2-cffi                    23.1.0          pyhd8ed1ab_1                       conda-forge
  argon2-cffi-bindings           21.2.0          py312h66e93f0_5                    conda-forge
  arpack                         3.9.1           nompi_hf03ea27_102                 conda-forge
  arrow                          1.3.0           pyhd8ed1ab_1                       conda-forge
  asttokens                      3.0.0           pyhd8ed1ab_1                       conda-forge
  async-lru                      2.0.5           pyh29332c3_0                       conda-forge
  async-timeout                  5.0.1           pyhd8ed1ab_1                       conda-forge
  attrs                          25.3.0          pyh71513ae_0                       conda-forge
  babel                          2.17.0          pyhd8ed1ab_0                       conda-forge
  backports.zoneinfo             0.2.1           py312h7900ff3_9                    conda-forge
  basis_set_exchange             0.11            pyhd8ed1ab_0                       conda-forge
  beautifulsoup4                 4.13.3          pyha770c72_0                       conda-forge
  billiard                       4.2.1           py312h66e93f0_0                    conda-forge
  bleach                         6.2.0           pyh29332c3_4                       conda-forge
  bleach-with-css                6.2.0           h82add2a_4                         conda-forge
  blosc                          1.21.6          he440d0b_1                         conda-forge
  boto3                          1.37.25         pyhd8ed1ab_0                       conda-forge
  botocore                       1.37.25         pyge310_1234567_0                  conda-forge
  brotli                         1.1.0           hb9d3cd8_2                         conda-forge
  brotli-bin                     1.1.0           hb9d3cd8_2                         conda-forge
  brotli-python                  1.1.0           py312h2ec8cdc_2                    conda-forge
  bson                           0.5.10          pyhd8ed1ab_0                       conda-forge
  bzip2                          1.0.8           h4bc722e_7                         conda-forge
  c-ares                         1.34.4          hb9d3cd8_0                         conda-forge
  c-blosc2                       2.17.1          h3122c55_0                         conda-forge
  ca-certificates                2025.1.31       hbcca054_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           pyhd8ed1ab_0                       conda-forge
  cairo                          1.18.4          h3394656_0                         conda-forge
  celery                         5.4.0           pyhd8ed1ab_2                       conda-forge
  certifi                        2025.1.31       pyhd8ed1ab_0                       conda-forge
  cffi                           1.17.1          py312h06ac9bb_0                    conda-forge
  chardet                        5.2.0           pyhd8ed1ab_3                       conda-forge
  charset-normalizer             3.4.1           pyhd8ed1ab_0                       conda-forge
  chemper                        1.0.1           pyhd8ed1ab_0                       conda-forge
  click                          8.1.8           pyh707e725_0                       conda-forge
  click-didyoumean               0.3.1           pyhd8ed1ab_1                       conda-forge
  click-option-group             0.5.6           pyhd8ed1ab_0                       conda-forge
  click-plugins                  1.1.1           pyhd8ed1ab_1                       conda-forge
  click-repl                     0.3.0           pyhd8ed1ab_0                       conda-forge
  colorama                       0.4.6           pyhd8ed1ab_1                       conda-forge
  comm                           0.2.2           pyhd8ed1ab_1                       conda-forge
  contourpy                      1.3.1           py312h68727a3_0                    conda-forge
  cpython                        3.12.9          py312hd8ed1ab_1                    conda-forge
  cudatoolkit                    11.8.0          h4ba93d1_13                        conda-forge
  cycler                         0.12.1          pyhd8ed1ab_1                       conda-forge
  debugpy                        1.8.13          py312h2ec8cdc_0                    conda-forge
  decorator                      5.2.1           pyhd8ed1ab_0                       conda-forge
  defusedxml                     0.7.1           pyhd8ed1ab_0                       conda-forge
  dftd4                          3.7.0           hc15f34f_3                         conda-forge
  dnspython                      2.7.0           pyhff2d567_1                       conda-forge
  email-validator                2.2.0           pyhd8ed1ab_1                       conda-forge
  email_validator                2.2.0           hd8ed1ab_1                         conda-forge
  exceptiongroup                 1.2.2           pyhd8ed1ab_1                       conda-forge
  executing                      2.1.0           pyhd8ed1ab_1                       conda-forge
  fastapi                        0.115.12        pyh29332c3_0                       conda-forge
  fastapi-cli                    0.0.7           pyhd8ed1ab_0                       conda-forge
  fftw                           3.3.10          nompi_hf1063bd_110                 conda-forge
  filelock                       3.18.0          pyhd8ed1ab_0                       conda-forge
  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                      4.56.0          py312h178313f_0                    conda-forge
  forcebalance                   1.9.6           py312h3eaf749_2                    conda-forge
  fqdn                           1.5.1           pyhd8ed1ab_1                       conda-forge
  freetype                       2.13.3          h48d6fc4_0                         conda-forge
  freetype-py                    2.3.0           pyhd8ed1ab_0                       conda-forge
  fsspec                         2025.3.2        pyhd8ed1ab_0                       conda-forge
  future                         1.0.0           pyhd8ed1ab_2                       conda-forge
  geometric                      1.1             pyhd8ed1ab_1                       conda-forge
  gmp                            6.3.0           hac33072_2                         conda-forge
  gmpy2                          2.1.5           py312h7201bc8_3                    conda-forge
  greenlet                       3.1.1           py312h2ec8cdc_1                    conda-forge
  h11                            0.14.0          pyhd8ed1ab_1                       conda-forge
  h2                             4.2.0           pyhd8ed1ab_0                       conda-forge
  h5py                           3.13.0          nompi_py312hedeef09_100            conda-forge
  hdf4                           4.2.15          h2a13503_7                         conda-forge
  hdf5                           1.14.3          nompi_h2d575fe_109                 conda-forge
  hpack                          4.1.0           pyhd8ed1ab_0                       conda-forge
  httpcore                       1.0.7           pyh29332c3_1                       conda-forge
  httptools                      0.6.4           py312h66e93f0_0                    conda-forge
  httpx                          0.28.1          pyhd8ed1ab_0                       conda-forge
  hyperframe                     6.1.0           pyhd8ed1ab_0                       conda-forge
  icu                            75.1            he02047a_0                         conda-forge
  idna                           3.10            pyhd8ed1ab_1                       conda-forge
  importlib-metadata             8.6.1           pyha770c72_0                       conda-forge
  importlib_resources            6.5.2           pyhd8ed1ab_0                       conda-forge
  ipykernel                      6.29.5          pyh3099207_0                       conda-forge
  ipython                        9.0.2           pyhfb0248b_0                       conda-forge
  ipython_pygments_lexers        1.1.1           pyhd8ed1ab_0                       conda-forge
  ipywidgets                     8.1.5           pyhd8ed1ab_1                       conda-forge
  isoduration                    20.11.0         pyhd8ed1ab_1                       conda-forge
  jedi                           0.19.2          pyhd8ed1ab_1                       conda-forge
  jinja2                         3.1.6           pyhd8ed1ab_0                       conda-forge
  jmespath                       1.0.1           pyhd8ed1ab_1                       conda-forge
  joblib                         1.4.2           pyhd8ed1ab_1                       conda-forge
  json5                          0.11.0          pyhd8ed1ab_0                       conda-forge
  jsonpointer                    3.0.0           py312h7900ff3_1                    conda-forge
  jsonschema                     4.23.0          pyhd8ed1ab_1                       conda-forge
  jsonschema-specifications      2024.10.1       pyhd8ed1ab_1                       conda-forge
  jsonschema-with-format-nongpl  4.23.0          hd8ed1ab_1                         conda-forge
  jupyter-lsp                    2.2.5           pyhd8ed1ab_1                       conda-forge
  jupyter_client                 8.6.3           pyhd8ed1ab_1                       conda-forge
  jupyter_core                   5.7.2           pyh31011fe_1                       conda-forge
  jupyter_events                 0.12.0          pyh29332c3_0                       conda-forge
  jupyter_server                 2.15.0          pyhd8ed1ab_0                       conda-forge
  jupyter_server_terminals       0.5.3           pyhd8ed1ab_1                       conda-forge
  jupyterlab                     4.3.6           pyhd8ed1ab_0                       conda-forge
  jupyterlab_pygments            0.3.0           pyhd8ed1ab_2                       conda-forge
  jupyterlab_server              2.27.3          pyhd8ed1ab_1                       conda-forge
  jupyterlab_widgets             3.0.13          pyhd8ed1ab_1                       conda-forge
  kernel-headers_linux-64        3.10.0          he073ed8_18                        conda-forge
  keyutils                       1.6.1           h166bdaf_0                         conda-forge
  kiwisolver                     1.4.8           py312h84d6215_0                    conda-forge
  kombu                          5.4.1           py312h7900ff3_0                    conda-forge
  krb5                           1.21.3          h659f571_0                         conda-forge
  lark-parser                    0.12.0          pyhd8ed1ab_1                       conda-forge
  lcms2                          2.17            h717163a_0                         conda-forge
  ld_impl_linux-64               2.43            h712a8e2_4                         conda-forge
  lerc                           4.0.0           h27087fc_0                         conda-forge
  libabseil                      20250127.1      cxx17_hbbce691_0                   conda-forge
  libaec                         1.1.3           h59595ed_0                         conda-forge
  libblas                        3.9.0           31_hfdb39a5_mkl                    conda-forge
  libboost                       1.84.0          h6c02f8c_7                         conda-forge
  libboost-python                1.84.0          py312hc39e661_7                    conda-forge
  libbrotlicommon                1.1.0           hb9d3cd8_2                         conda-forge
  libbrotlidec                   1.1.0           hb9d3cd8_2                         conda-forge
  libbrotlienc                   1.1.0           hb9d3cd8_2                         conda-forge
  libcblas                       3.9.0           31_h372d94f_mkl                    conda-forge
  libcurl                        8.13.0          h332b0f4_0                         conda-forge
  libdeflate                     1.23            h4ddbbb0_0                         conda-forge
  libedit                        3.1.20250104    pl5321h7949ede_0                   conda-forge
  libev                          4.33            hd590300_2                         conda-forge
  libexpat                       2.7.0           h5888daf_0                         conda-forge
  libffi                         3.4.6           h2dba641_1                         conda-forge
  libgcc                         14.2.0          h767d61c_2                         conda-forge
  libgcc-ng                      14.2.0          h69a702a_2                         conda-forge
  libgfortran                    14.2.0          h69a702a_2                         conda-forge
  libgfortran-ng                 14.2.0          h69a702a_2                         conda-forge
  libgfortran5                   14.2.0          hf1ad2bd_2                         conda-forge
  libglib                        2.84.0          h2ff4ddf_0                         conda-forge
  libgomp                        14.2.0          h767d61c_2                         conda-forge
  libhwloc                       2.11.2          default_h0d58e46_1001              conda-forge
  libiconv                       1.18            h4ce23a2_1                         conda-forge
  libjpeg-turbo                  3.0.0           hd590300_1                         conda-forge
  liblapack                      3.9.0           31_hc41d3b0_mkl                    conda-forge
  liblzma                        5.6.4           hb9d3cd8_0                         conda-forge
  libnetcdf                      4.9.2           nompi_h00e09a9_116                 conda-forge
  libnghttp2                     1.64.0          h161d5f1_0                         conda-forge
  libnsl                         2.0.1           hd590300_0                         conda-forge
  libpng                         1.6.47          h943b412_0                         conda-forge
  libpq                          16.8            h87c4ccc_1                         conda-forge
  libprotobuf                    5.29.3          h501fc15_0                         conda-forge
  librdkit                       2024.03.5       h79cfef2_3                         conda-forge
  libsodium                      1.0.20          h4ab18f5_0                         conda-forge
  libsqlite                      3.49.1          hee588c1_2                         conda-forge
  libssh2                        1.11.1          hf672d98_0                         conda-forge
  libstdcxx                      14.2.0          h8f9b012_2                         conda-forge
  libstdcxx-ng                   14.2.0          h4852527_2                         conda-forge
  libtiff                        4.7.0           hd9ff511_3                         conda-forge
  libtorch                       2.6.0           cpu_mkl_hec71012_103               conda-forge
  libuuid                        2.38.1          h0b41bf4_0                         conda-forge
  libuv                          1.50.0          hb9d3cd8_0                         conda-forge
  libwebp-base                   1.5.0           h851e524_0                         conda-forge
  libxcb                         1.17.0          h8a09558_0                         conda-forge
  libxcrypt                      4.4.36          hd590300_1                         conda-forge
  libxml2                        2.13.7          h8d12d68_0                         conda-forge
  libxslt                        1.1.39          h76b75d6_0                         conda-forge
  libzip                         1.11.2          h6991a6a_0                         conda-forge
  libzlib                        1.3.1           hb9d3cd8_2                         conda-forge
  llvm-openmp                    20.1.1          h024ca30_1                         conda-forge
  lxml                           5.3.1           py312he28fd5a_0                    conda-forge
  lz4-c                          1.10.0          h5888daf_1                         conda-forge
  markdown-it-py                 3.0.0           pyhd8ed1ab_1                       conda-forge
  markupsafe                     3.0.2           py312h178313f_1                    conda-forge
  matplotlib-base                3.10.1          py312hd3ec401_0                    conda-forge
  matplotlib-inline              0.1.7           pyhd8ed1ab_1                       conda-forge
  mctc-lib                       0.3.2           h3b12eaf_1                         conda-forge
  mda-xdrlib                     0.2.0           pyhd8ed1ab_1                       conda-forge
  mdtraj                         1.10.3          py312h71c6f2c_0                    conda-forge
  mdurl                          0.1.2           pyhd8ed1ab_1                       conda-forge
  mistune                        3.1.3           pyh29332c3_0                       conda-forge
  mkl                            2024.2.2        ha957f24_16                        conda-forge
  mpc                            1.3.1           h24ddda3_1                         conda-forge
  mpfr                           4.2.1           h90cbb55_3                         conda-forge
  mpmath                         1.3.0           pyhd8ed1ab_1                       conda-forge
  msgpack-python                 1.1.0           py312h68727a3_0                    conda-forge
  multicharge                    0.3.0           hc15f34f_1                         conda-forge
  munkres                        1.1.4           pyh9f0ad1d_0                       conda-forge
  nbclient                       0.10.2          pyhd8ed1ab_0                       conda-forge
  nbconvert-core                 7.16.6          pyh29332c3_0                       conda-forge
  nbformat                       5.10.4          pyhd8ed1ab_1                       conda-forge
  ncurses                        6.5             h2d0b736_3                         conda-forge
  nest-asyncio                   1.6.0           pyhd8ed1ab_1                       conda-forge
  netcdf-fortran                 4.6.1           nompi_h22f9119_108                 conda-forge
  networkx                       3.4.2           pyh267e887_2                       conda-forge
  notebook                       7.3.3           pyhd8ed1ab_0                       conda-forge
  notebook-shim                  0.2.4           pyhd8ed1ab_1                       conda-forge
  numexpr                        2.10.2          mkl_py312hacae085_0                conda-forge
  numpy                          1.26.4          py312heda63a1_0                    conda-forge
  ocl-icd                        2.3.2           hb9d3cd8_2                         conda-forge
  ocl-icd-system                 1.0.0           1                                  conda-forge
  opencl-headers                 2024.10.24      h5888daf_0                         conda-forge
  openff-amber-ff-ports          0.0.4           pyhca7485f_0                       conda-forge
  openff-bespokefit              0.4.2           pyhd8ed1ab_0                       conda-forge
  openff-forcefields             2024.09.0       pyhff2d567_0                       conda-forge
  openff-fragmenter-base         0.2.2           pyhd8ed1ab_0                       conda-forge
  openff-interchange             0.3.29          pyhd8ed1ab_0                       conda-forge
  openff-interchange-base        0.3.29          pyhd8ed1ab_0                       conda-forge
  openff-models                  0.1.2           pyhca7485f_0                       conda-forge
  openff-qcsubmit                0.55.0          pyhd8ed1ab_1                       conda-forge
  openff-toolkit                 0.16.5          pyhd8ed1ab_0                       conda-forge
  openff-toolkit-base            0.16.5          pyhd8ed1ab_0                       conda-forge
  openff-units                   0.2.2           pyhd8ed1ab_1                       conda-forge
  openff-utilities               0.1.15          pyhd8ed1ab_0                       conda-forge
  openjpeg                       2.5.3           h5fbd93e_0                         conda-forge
  openmm                         8.2.0           py312haeaa2e4_2                    conda-forge
  openssl                        3.4.1           h7b32b05_0                         conda-forge
  optree                         0.14.1          py312h68727a3_1                    conda-forge
  overrides                      7.7.0           pyhd8ed1ab_1                       conda-forge
  packaging                      24.2            pyhd8ed1ab_2                       conda-forge
  pandas                         2.2.3           py312hf9745cd_1                    conda-forge
  pandocfilters                  1.5.0           pyhd8ed1ab_0                       conda-forge
  panedr                         0.8.0           pyhd8ed1ab_1                       conda-forge
  parmed                         4.3.0           py312ha9124a0_1                    conda-forge
  parso                          0.8.4           pyhd8ed1ab_1                       conda-forge
  pcre2                          10.44           hba22ea6_2                         conda-forge
  perl                           5.32.1          7_hd590300_perl5                   conda-forge
  pexpect                        4.9.0           pyhd8ed1ab_1                       conda-forge
  pickleshare                    0.7.5           pyhd8ed1ab_1004                    conda-forge
  pillow                         11.1.0          py312h80c1187_0                    conda-forge
  pint                           0.23            pyhd8ed1ab_1                       conda-forge
  pip                            25.0.1          pyh8b19718_0                       conda-forge
  pixman                         0.44.2          h29eaf8c_0                         conda-forge
  pkgutil-resolve-name           1.3.10          pyhd8ed1ab_2                       conda-forge
  platformdirs                   4.3.7           pyh29332c3_0                       conda-forge
  prometheus_client              0.21.1          pyhd8ed1ab_0                       conda-forge
  prompt-toolkit                 3.0.50          pyha770c72_0                       conda-forge
  prompt_toolkit                 3.0.50          hd8ed1ab_0                         conda-forge
  psutil                         7.0.0           py312h66e93f0_0                    conda-forge
  pthread-stubs                  0.4             hb9d3cd8_1002                      conda-forge
  ptyprocess                     0.7.0           pyhd8ed1ab_1                       conda-forge
  pure_eval                      0.2.3           pyhd8ed1ab_1                       conda-forge
  py-cpuinfo                     9.0.0           pyhd8ed1ab_1                       conda-forge
  pybind11                       2.13.6          pyh1ec8472_2                       conda-forge
  pybind11-global                2.13.6          pyh415d2e4_2                       conda-forge
  pycairo                        1.27.0          py312h51b637d_0                    conda-forge
  pycparser                      2.22            pyh29332c3_1                       conda-forge
  pydantic                       1.10.17         py312h30e4e5e_1                    conda-forge
  pyedr                          0.8.0           pyhd8ed1ab_1                       conda-forge
  pygments                       2.19.1          pyhd8ed1ab_0                       conda-forge
  pyjwt                          2.10.1          pyhd8ed1ab_0                       conda-forge
  pymbar                         3.1.1           py312hcc4bcb2_3                    conda-forge
  pyparsing                      3.2.3           pyhd8ed1ab_1                       conda-forge
  pysocks                        1.7.1           pyha55dd90_7                       conda-forge
  pytables                       3.10.2          py312h2895ec7_2                    conda-forge
  python                         3.12.9          h9e4cc4f_1_cpython                 conda-forge
  python-constraint              1.4.0           pyhff2d567_1                       conda-forge
  python-dateutil                2.9.0.post0     pyhff2d567_1                       conda-forge
  python-dotenv                  1.1.0           pyh29332c3_1                       conda-forge
  python-fastjsonschema          2.21.1          pyhd8ed1ab_0                       conda-forge
  python-json-logger             2.0.7           pyhd8ed1ab_0                       conda-forge
  python-multipart               0.0.20          pyhff2d567_0                       conda-forge
  python-tzdata                  2025.2          pyhd8ed1ab_0                       conda-forge
  python_abi                     3.12            6_cp312                            conda-forge
  pytorch                        2.6.0           cpu_mkl_py312_he110f90_103         conda-forge
  pytz                           2024.1          pyhd8ed1ab_0                       conda-forge
  pyyaml                         6.0.2           py312h178313f_2                    conda-forge
  pyzmq                          26.3.0          py312hbf22597_0                    conda-forge
  qcelemental                    0.28.0          pyhd8ed1ab_1                       conda-forge
  qcengine                       0.31.0          pyhd8ed1ab_0                       conda-forge
  qcportal                       0.54.1          pyhd8ed1ab_0                       conda-forge
  qhull                          2020.2          h434a139_5                         conda-forge
  rdkit                          2024.03.5       py312h7b4b7d0_3                    conda-forge
  readline                       8.2             h8c095d6_2                         conda-forge
  redis-py                       5.2.1           pyhd8ed1ab_1                       conda-forge
  redis-server                   7.4.0           h3400bea_0                         conda-forge
  referencing                    0.36.2          pyh29332c3_0                       conda-forge
  regex                          2024.11.6       py312h66e93f0_0                    conda-forge
  reportlab                      4.3.1           py312h66e93f0_0                    conda-forge
  requests                       2.32.3          pyhd8ed1ab_1                       conda-forge
  rfc3339-validator              0.1.4           pyhd8ed1ab_1                       conda-forge
  rfc3986-validator              0.1.1           pyh9f0ad1d_0                       conda-forge
  rich                           14.0.0          pyh29332c3_0                       conda-forge
  rich-toolkit                   0.11.3          pyh29332c3_0                       conda-forge
  rlpycairo                      0.2.0           pyhd8ed1ab_0                       conda-forge
  rpds-py                        0.24.0          py312h3b7be25_0                    conda-forge
  s3transfer                     0.11.4          pyhd8ed1ab_0                       conda-forge
  scipy                          1.15.2          py312ha707e6e_0                    conda-forge
  send2trash                     1.8.3           pyh0d859eb_1                       conda-forge
  setuptools                     75.8.2          pyhff2d567_0                       conda-forge
  setuptools-scm                 8.2.1           pyhd8ed1ab_0                       conda-forge
  setuptools_scm                 8.2.1           hd8ed1ab_0                         conda-forge
  shellingham                    1.5.4           pyhd8ed1ab_1                       conda-forge
  simple-dftd3                   1.2.1           h3b12eaf_0                         conda-forge
  six                            1.17.0          pyhd8ed1ab_0                       conda-forge
  sleef                          3.8             h1b44611_0                         conda-forge
  smirnoff99frosst               1.1.0           pyh44b312d_0                       conda-forge
  snappy                         1.2.1           h8bd8927_1                         conda-forge
  sniffio                        1.3.1           pyhd8ed1ab_1                       conda-forge
  soupsieve                      2.5             pyhd8ed1ab_1                       conda-forge
  sqlalchemy                     2.0.40          py312h66e93f0_0                    conda-forge
  stack_data                     0.6.3           pyhd8ed1ab_1                       conda-forge
  starlette                      0.46.1          pyha770c72_0                       conda-forge
  sympy                          1.13.3          pyh2585a3b_105                     conda-forge
  sysroot_linux-64               2.17            h0157908_18                        conda-forge
  tabulate                       0.9.0           pyhd8ed1ab_2                       conda-forge
  tbb                            2021.13.0       hceb3a55_1                         conda-forge
  tblite                         0.4.0           hc15f34f_1                         conda-forge
  terminado                      0.18.1          pyh0d859eb_0                       conda-forge
  tinycss2                       1.4.0           pyhd8ed1ab_0                       conda-forge
  tk                             8.6.13          noxft_h4845f30_101                 conda-forge
  toml-f                         0.4.2           h3b12eaf_2                         conda-forge
  tomli                          2.2.1           pyhd8ed1ab_1                       conda-forge
  torchani                       2.2.4           cpu_py312h237678e_13               conda-forge
  tornado                        6.4.2           py312h66e93f0_0                    conda-forge
  torsiondrive                   1.1.0           pyhd8ed1ab_0                       conda-forge
  tqdm                           4.67.1          pyhd8ed1ab_1                       conda-forge
  traitlets                      5.14.3          pyhd8ed1ab_1                       conda-forge
  typer                          0.15.2          pyhff008b6_0                       conda-forge
  typer-slim                     0.15.2          pyh29332c3_0                       conda-forge
  typer-slim-standard            0.15.2          h801b22e_0                         conda-forge
  types-python-dateutil          2.9.0.20241206  pyhd8ed1ab_0                       conda-forge
  typing-extensions              4.13.0          h9fa5a19_1                         conda-forge
  typing_extensions              4.13.0          pyh29332c3_1                       conda-forge
  typing_utils                   0.1.0           pyhd8ed1ab_1                       conda-forge
  tzdata                         2025b           h78e105d_0                         conda-forge
  unicodedata2                   16.0.0          py312h66e93f0_0                    conda-forge
  unidecode                      1.3.8           pyh29332c3_1                       conda-forge
  uri-template                   1.3.0           pyhd8ed1ab_1                       conda-forge
  urllib3                        2.3.0           pyhd8ed1ab_0                       conda-forge
  uvicorn                        0.34.0          pyh31011fe_0                       conda-forge
  uvicorn-standard               0.34.0          h31011fe_0                         conda-forge
  uvloop                         0.21.0          py312h66e93f0_1                    conda-forge
  vine                           5.1.0           pyhd8ed1ab_1                       conda-forge
  watchfiles                     1.0.4           py312h12e396e_0                    conda-forge
  wcwidth                        0.2.13          pyhd8ed1ab_1                       conda-forge
  webcolors                      24.11.1         pyhd8ed1ab_0                       conda-forge
  webencodings                   0.5.1           pyhd8ed1ab_3                       conda-forge
  websocket-client               1.8.0           pyhd8ed1ab_1                       conda-forge
  websockets                     15.0.1          py312h66e93f0_0                    conda-forge
  wheel                          0.45.1          pyhd8ed1ab_1                       conda-forge
  widgetsnbextension             4.0.13          pyhd8ed1ab_1                       conda-forge
  xmltodict                      0.14.2          pyhd8ed1ab_1                       conda-forge
  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-libxrender                0.9.12          hb9d3cd8_0                         conda-forge
  xorg-libxt                     1.3.1           hb9d3cd8_0                         conda-forge
  xtb                            6.7.1           hc15f34f_2                         conda-forge
  xtb-python                     22.1            py312h66e93f0_2                    conda-forge
  yaml                           0.2.5           h7f98852_2                         conda-forge
  zeromq                         4.3.5           h3b0a872_7                         conda-forge
  zipp                           3.21.0          pyhd8ed1ab_1                       conda-forge
  zlib                           1.3.1           hb9d3cd8_2                         conda-forge
  zlib-ng                        2.2.4           h7955e40_0                         conda-forge
  zstandard                      0.23.0          py312h66e93f0_1                    conda-forge
  zstd                           1.5.7           hb8e6e7a_2                         conda-forge

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