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Potential energy is NaN when running on GPU but works when running on CPU #1981

@nbruciaferri

Description

@nbruciaferri

Hello, I was trying to do an RBFE calculation with a 2 ligands transformation.

I tried both the CLI and the python API and it seems like the quickrun fails with message:

RBFE-NETWORK PLANNER
______________________

Parsing in Files: 
        Got input: 
                Small Molecules: SmallMoleculeComponent(name=SE1) SmallMoleculeComponent(name=SE2)
                Protein: ProteinComponent(name=)
                Cofactors: [SmallMoleculeComponent(name=obj01)]
                Solvent: SolventComponent(name=O, Na+, Cl-)

Using Options:
        Mapper: <KartografAtomMapper-92be13375caab9a5f2ecbf75d925982f>
        Mapping Scorer: <function default_lomap_score at 0x7ff605b98220>
        Network Generation: <function generate_minimal_spanning_network at 0x7ff604b06e80>
        Partial Charge Generation: am1bcc

        n_protocol_repeats=1 (1 simulation repeat(s) per transformation)

Planning RBFE-Campaign:
assigning ligand partial charges -- this may be slow
Generating charges: 100%|█████████████████████████| 2/2 [00:19<00:00,  9.66s/it]
assigning cofactor partial charges -- this may be slow
Generating charges: 100%|█████████████████████████| 1/1 [00:13<00:00, 13.59s/it]
        Done

Output:
        Saving to: /common/workdir/fep/network_setup
                - network_setup.json
                - ligand_network.graphml
                                - rbfe_SE1_complex_SE2_complex.json
                                - rbfe_SE1_solvent_SE2_solvent.json
        Duration: 0:00:39.836281
(openfe) [root@pipeline-3905 fep]# openfe quickrun network_setup/transformations/rbfe_SE1_solvent_SE2_solvent.json -o results/rbfe_SE1_solvent_SE2_solvent.json -d results/rbfe_SE1_so
lvent_SE2_solvent
Loading file...
Planning simulations for this edge...
Element change in mapping between atoms Ligand A: 25 (element 16) and Ligand B: 25 (element 8)
No mass scaling is attempted in the hybrid topology, the average mass of the two atoms will be used in the simulation
Starting the simulations for this edge...
An online_analysis_interval that is not a multiple of the checkpoint_interval can lead to redundant information in the real time yaml file after recovering from checkpoints.
Please cite the following:
        Friedrichs MS, Eastman P, Vaidyanathan V, Houston M, LeGrand S, Beberg AL, Ensign DL, Bruns CM, and Pande VS. Accelerating molecular dynamic simulations on graphics processin
g unit. J. Comput. Chem. 30:864, 2009. DOI: 10.1002/jcc.21209
        Eastman P and Pande VS. OpenMM: A hardware-independent framework for molecular simulations. Comput. Sci. Eng. 12:34, 2010. DOI: 10.1109/MCSE.2010.27
        Eastman P and Pande VS. Efficient nonbonded interactions for molecular dynamics on a graphics processing unit. J. Comput. Chem. 31:1268, 2010. DOI: 10.1002/jcc.21413
        Eastman P and Pande VS. Constant constraint matrix approximation: A robust, parallelizable constraint method for molecular simulations. J. Chem. Theor. Comput. 6:434, 2010. D
OI: 10.1021/ct900463w
        Chodera JD and Shirts MR. Replica exchange and expanded ensemble simulations as Gibbs multistate: Simple improvements for enhanced mixing. J. Chem. Phys., 135:194110, 2011. D
OI:10.1063/1.3660669
        
Potential energy is NaN after 0 attempts of integration with move LangevinDynamicsMove Attempting a restart...
Potential energy is NaN after 0 attempts of integration with move LangevinDynamicsMove Attempting a restart...
Potential energy is NaN after 0 attempts of integration with move LangevinDynamicsMove Attempting a restart...
Potential energy is NaN after 0 attempts of integration with move LangevinDynamicsMove Attempting a restart...
Potential energy is NaN after 0 attempts of integration with move LangevinDynamicsMove Attempting a restart...
Potential energy is NaN after 0 attempts of integration with move LangevinDynamicsMove Attempting a restart...
Potential energy is NaN after 0 attempts of integration with move LangevinDynamicsMove Attempting a restart...
Potential energy is NaN after 0 attempts of integration with move LangevinDynamicsMove Attempting a restart...
Potential energy is NaN after 0 attempts of integration with move LangevinDynamicsMove Attempting a restart...
Potential energy is NaN after 1 attempts of integration with move LangevinDynamicsMove Attempting a restart...

I'm running on a NVIDIA H100 and my conda list looks like this:

(openfe) [root@pipeline-3905 fep]# micromamba list
List of packages in environment: "/opt/py/mamba/PyLib_Common/envs/openfe"

  Name                           Version       Build                              Channel    
───────────────────────────────────────────────────────────────────────────────────────────────
  _openmp_mutex                  4.5           7_kmp_llvm                         conda-forge
  _python_abi3_support           1.0           hd8ed1ab_2                         conda-forge
  adjusttext                     1.3.0         pyhd8ed1ab_0                       conda-forge
  adwaita-icon-theme             49.0          unix_0                             conda-forge
  ambertools                     24.8          cuda_None_nompi_py313hb0f039c_101  conda-forge
  annotated-types                0.7.0         pyhd8ed1ab_1                       conda-forge
  anyio                          4.13.0        pyhcf101f3_0                       conda-forge
  argon2-cffi                    25.1.0        pyhd8ed1ab_0                       conda-forge
  argon2-cffi-bindings           25.1.0        py313h07c4f96_2                    conda-forge
  arpack                         3.9.1         nompi_hf03ea27_102                 conda-forge
  arrow                          1.4.0         pyhcf101f3_0                       conda-forge
  asttokens                      3.0.1         pyhd8ed1ab_0                       conda-forge
  async-lru                      2.3.0         pyhcf101f3_0                       conda-forge
  at-spi2-atk                    2.38.0        h0630a04_3                         conda-forge
  at-spi2-core                   2.40.3        h0630a04_0                         conda-forge
  atk-1.0                        2.38.0        h04ea711_2                         conda-forge
  attrs                          26.1.0        pyhcf101f3_0                       conda-forge
  babel                          2.18.0        pyhcf101f3_1                       conda-forge
  backports.zstd                 1.5.0         py313h18e8e13_0                    conda-forge
  beautifulsoup4                 4.14.3        pyha770c72_0                       conda-forge
  bleach                         6.3.0         pyhcf101f3_1                       conda-forge
  bleach-with-css                6.3.0         hbca2aae_1                         conda-forge
  blosc                          1.21.6        he440d0b_1                         conda-forge
  brotli                         1.2.0         hed03a55_1                         conda-forge
  brotli-bin                     1.2.0         hb03c661_1                         conda-forge
  brotli-python                  1.2.0         py313hf159716_1                    conda-forge
  bson                           0.5.10        pyhd8ed1ab_0                       conda-forge
  bzip2                          1.0.8         hda65f42_9                         conda-forge
  c-ares                         1.34.6        hb03c661_0                         conda-forge
  c-blosc2                       3.0.3         hc31b594_0                         conda-forge
  ca-certificates                2026.5.20     hbd8a1cb_0                         conda-forge
  cached-property                1.5.2         hd8ed1ab_1                         conda-forge
  cached_property                1.5.2         pyha770c72_1                       conda-forge
  cachetools                     7.1.3         pyhd8ed1ab_0                       conda-forge
  cairo                          1.18.4        h3394656_0                         conda-forge
  certifi                        2026.5.20     pyhd8ed1ab_0                       conda-forge
  cffi                           2.0.0         py313hf46b229_1                    conda-forge
  cftime                         1.6.5         py313h29aa505_1                    conda-forge
  charset-normalizer             3.4.7         pyhd8ed1ab_0                       conda-forge
  cinnabar                       0.5.0         pyhd8ed1ab_2                       conda-forge
  click                          8.4.0         pyhc90fa1f_0                       conda-forge
  click-option-group             0.5.6         pyhd8ed1ab_0                       conda-forge
  colorama                       0.4.6         pyhd8ed1ab_1                       conda-forge
  comm                           0.2.3         pyhe01879c_0                       conda-forge
  contourpy                      1.3.3         py313hc8edb43_4                    conda-forge
  cpython                        3.13.13       py313hd8ed1ab_100                  conda-forge
  cuda-version                   11.8          h70ddcb2_3                         conda-forge
  cudatoolkit                    11.8.0        h4ba93d1_13                        conda-forge
  cudnn                          9.10.1.4      haad7af6_0                         conda-forge
  cycler                         0.12.1        pyhcf101f3_2                       conda-forge
  cyrus-sasl                     2.1.28        hd9c7081_0                         conda-forge
  dbus                           1.16.2        h24cb091_1                         conda-forge
  debugpy                        1.8.20        py313h5d5ffb9_0                    conda-forge
  decorator                      5.3.1         pyhd8ed1ab_0                       conda-forge
  defusedxml                     0.7.1         pyhd8ed1ab_0                       conda-forge
  dill                           0.4.1         pyhcf101f3_0                       conda-forge
  epoxy                          1.5.10        hb03c661_2                         conda-forge
  exceptiongroup                 1.3.1         pyhd8ed1ab_0                       conda-forge
  executing                      2.2.1         pyhd8ed1ab_0                       conda-forge
  fftw                           3.3.11        nompi_h3b011a4_100                 conda-forge
  filelock                       3.29.0        pyhd8ed1ab_0                       conda-forge
  flexcache                      0.3           pyhd8ed1ab_1                       conda-forge
  flexparser                     0.4           pyhd8ed1ab_1                       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                     2.17.1        h27c8c51_0                         conda-forge
  fonts-conda-ecosystem          1             0                                  conda-forge
  fonts-conda-forge              1             hc364b38_1                         conda-forge
  fonttools                      4.63.0        py313h3dea7bd_0                    conda-forge
  fqdn                           1.5.1         pyhd8ed1ab_1                       conda-forge
  freetype                       2.14.3        ha770c72_0                         conda-forge
  freetype-py                    2.3.0         pyhd8ed1ab_0                       conda-forge
  fribidi                        1.0.16        hb03c661_0                         conda-forge
  fsspec                         2026.4.0      pyhd8ed1ab_0                       conda-forge
  gdk-pixbuf                     2.44.6        h2b0a6b4_0                         conda-forge
  glib-tools                     2.88.1        hee1de02_2                         conda-forge
  gmp                            6.3.0         hac33072_2                         conda-forge
  gmpy2                          2.3.0         py313h86d8783_1                    conda-forge
  graphite2                      1.3.14        hecca717_2                         conda-forge
  graphviz                       13.1.2        h87b6fe6_0                         conda-forge
  greenlet                       3.5.1         py313h5d5ffb9_0                    conda-forge
  griddataformats                1.1.0         pyhd8ed1ab_1                       conda-forge
  gsd                            5.0.1         h7c397b8_0                         conda-forge
  gtk3                           3.24.43       h021d004_4                         conda-forge
  gts                            0.7.6         h977cf35_4                         conda-forge
  gufe                           1.8.0         pyhcf101f3_2                       conda-forge
  h11                            0.16.0        pyhcf101f3_1                       conda-forge
  h2                             4.3.0         pyhcf101f3_0                       conda-forge
  h5py                           3.16.0        nompi_py313h253c126_102            conda-forge
  harfbuzz                       12.2.0        h15599e2_0                         conda-forge
  hdf4                           4.2.15        h2a13503_7                         conda-forge
  hdf5                           1.14.6        nompi_h19486de_106                 conda-forge
  hicolor-icon-theme             0.17          ha770c72_3                         conda-forge
  hpack                          4.1.0         pyhd8ed1ab_0                       conda-forge
  httpcore                       1.0.9         pyh29332c3_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                           3.15          pyhcf101f3_0                       conda-forge
  importlib-metadata             8.8.0         pyhcf101f3_0                       conda-forge
  importlib_resources            7.1.0         pyhd8ed1ab_0                       conda-forge
  iniconfig                      2.3.0         pyhd8ed1ab_0                       conda-forge
  ipycytoscape                   1.3.3         pyhd8ed1ab_1                       conda-forge
  ipykernel                      7.2.0         pyha191276_1                       conda-forge
  ipython                        9.13.0        pyh53cf698_0                       conda-forge
  ipython_pygments_lexers        1.1.1         pyhd8ed1ab_0                       conda-forge
  ipywidgets                     8.1.8         pyhd8ed1ab_0                       conda-forge
  isoduration                    20.11.0       pyhd8ed1ab_1                       conda-forge
  jax                            0.9.0         pyhd8ed1ab_0                       conda-forge
  jaxlib                         0.9.0         cpu_py313h7c752d1_0                conda-forge
  jedi                           0.19.2        pyhd8ed1ab_1                       conda-forge
  jinja2                         3.1.6         pyhcf101f3_1                       conda-forge
  joblib                         1.5.3         pyhd8ed1ab_0                       conda-forge
  jq                             1.8.1         h73b1eb8_0                         conda-forge
  json5                          0.14.0        pyhd8ed1ab_0                       conda-forge
  jsonpointer                    3.1.1         pyhcf101f3_0                       conda-forge
  jsonschema                     4.26.0        pyhcf101f3_0                       conda-forge
  jsonschema-specifications      2025.9.1      pyhcf101f3_0                       conda-forge
  jsonschema-with-format-nongpl  4.26.0        hcf101f3_0                         conda-forge
  jupyter-lsp                    2.3.1         pyhcf101f3_0                       conda-forge
  jupyter_client                 8.8.0         pyhcf101f3_0                       conda-forge
  jupyter_core                   5.9.1         pyhc90fa1f_0                       conda-forge
  jupyter_events                 0.12.1        pyhcf101f3_0                       conda-forge
  jupyter_server                 2.18.2        pyhcf101f3_0                       conda-forge
  jupyter_server_terminals       0.5.4         pyhcf101f3_0                       conda-forge
  jupyterlab                     4.5.7         pyhd8ed1ab_0                       conda-forge
  jupyterlab_pygments            0.3.0         pyhd8ed1ab_2                       conda-forge
  jupyterlab_server              2.28.0        pyhcf101f3_0                       conda-forge
  jupyterlab_widgets             3.0.16        pyhcf101f3_1                       conda-forge
  kartograf                      1.2.0         pyhd8ed1ab_0                       conda-forge
  kernel-headers_linux-64        4.18.0        he073ed8_9                         conda-forge
  keyutils                       1.6.3         hb9d3cd8_0                         conda-forge
  kiwisolver                     1.5.0         py313hc8edb43_0                    conda-forge
  konnektor                      0.3.0         pyhc364b38_0                       conda-forge
  krb5                           1.21.3        h659f571_0                         conda-forge
  lark                           1.3.1         pyhd8ed1ab_0                       conda-forge
  lcms2                          2.19.1        h0c24ade_0                         conda-forge
  ld_impl_linux-64               2.45.1        default_hbd61a6d_102               conda-forge
  legacy-cgi                     2.6.4         pyh742d864_0                       conda-forge
  lerc                           4.1.0         hdb68285_0                         conda-forge
  libabseil                      20250512.1    cxx17_hba17884_0                   conda-forge
  libaec                         1.1.5         h088129d_0                         conda-forge
  libblas                        3.11.0        6_h5875eb1_mkl                     conda-forge
  libboost                       1.86.0        hed09d94_4                         conda-forge
  libboost-python                1.86.0        py313hfaae9d9_5                    conda-forge
  libbrotlicommon                1.2.0         hb03c661_1                         conda-forge
  libbrotlidec                   1.2.0         hb03c661_1                         conda-forge
  libbrotlienc                   1.2.0         hb03c661_1                         conda-forge
  libcap                         2.77          hd0affe5_1                         conda-forge
  libcblas                       3.11.0        6_hfef963f_mkl                     conda-forge
  libcudnn                       9.10.1.4      h7d33bf5_0                         conda-forge
  libcudnn-dev                   9.10.1.4      h0fdc2d1_0                         conda-forge
  libcups                        2.3.3         hb8b1518_5                         conda-forge
  libcurl                        8.18.0        h4e3cde8_0                         conda-forge
  libdeflate                     1.25          h17f619e_0                         conda-forge
  libdrm                         2.4.127       hb03c661_0                         conda-forge
  libedit                        3.1.20250104  pl5321h7949ede_0                   conda-forge
  libegl                         1.7.0         ha4b6fd6_2                         conda-forge
  libegl-devel                   1.7.0         ha4b6fd6_2                         conda-forge
  libev                          4.33          hd590300_2                         conda-forge
  libexpat                       2.8.1         hecca717_0                         conda-forge
  libffi                         3.5.2         h3435931_0                         conda-forge
  libfreetype                    2.14.3        ha770c72_0                         conda-forge
  libfreetype6                   2.14.3        h73754d4_0                         conda-forge
  libgcc                         15.2.0        he0feb66_19                        conda-forge
  libgcc-ng                      15.2.0        h69a702a_19                        conda-forge
  libgd                          2.3.3         h6f5c62b_11                        conda-forge
  libgfortran                    15.2.0        h69a702a_19                        conda-forge
  libgfortran5                   15.2.0        h68bc16d_19                        conda-forge
  libgl                          1.7.0         ha4b6fd6_2                         conda-forge
  libgl-devel                    1.7.0         ha4b6fd6_2                         conda-forge
  libglib                        2.88.1        h0d30a3d_2                         conda-forge
  libglvnd                       1.7.0         ha4b6fd6_2                         conda-forge
  libglx                         1.7.0         ha4b6fd6_2                         conda-forge
  libglx-devel                   1.7.0         ha4b6fd6_2                         conda-forge
  libgomp                        15.2.0        he0feb66_19                        conda-forge
  libgrpc                        1.73.1        h3288cfb_1                         conda-forge
  libhwloc                       2.12.1        default_h3d81e11_1000              conda-forge
  libiconv                       1.18          h3b78370_2                         conda-forge
  libjpeg-turbo                  3.1.4.1       hb03c661_0                         conda-forge
  liblapack                      3.11.0        6_h5e43f62_mkl                     conda-forge
  liblzma                        5.8.3         hb03c661_0                         conda-forge
  libmagma                       2.9.0         h45b15fe_0                         conda-forge
  libmpdec                       4.0.0         hb03c661_1                         conda-forge
  libnetcdf                      4.9.2         nompi_h21f7587_118                 conda-forge
  libnghttp2                     1.68.1        h877daf1_0                         conda-forge
  libnl                          3.11.0        hb9d3cd8_0                         conda-forge
  libntlm                        1.8           hb9d3cd8_0                         conda-forge
  libpciaccess                   0.19          hb03c661_0                         conda-forge
  libpng                         1.6.58        h421ea60_0                         conda-forge
  libpq                          18.1          h5c52fec_2                         conda-forge
  libprotobuf                    6.31.1        h49aed37_4                         conda-forge
  librdkit                       2025.09.5     h3c5c181_0                         conda-forge
  libre2-11                      2025.11.05    h7b12aa8_0                         conda-forge
  librsvg                        2.58.4        h49af25d_2                         conda-forge
  libsodium                      1.0.20        h4ab18f5_0                         conda-forge
  libsqlite                      3.53.1        h0c1763c_0                         conda-forge
  libssh2                        1.11.1        hcf80075_0                         conda-forge
  libstdcxx                      15.2.0        h934c35e_19                        conda-forge
  libstdcxx-ng                   15.2.0        hdf11a46_19                        conda-forge
  libsystemd0                    257.13        hd0affe5_0                         conda-forge
  libtiff                        4.7.1         h9d88235_1                         conda-forge
  libtorch                       2.8.0         cpu_mkl_h09b866c_102               conda-forge
  libudev1                       257.13        hd0affe5_0                         conda-forge
  libuuid                        2.42.1        h5347b49_0                         conda-forge
  libuv                          1.52.1        h280c20c_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
  libxkbcommon                   1.11.0        he8b52b9_0                         conda-forge
  libxml2                        2.13.9        h04c0eec_0                         conda-forge
  libxslt                        1.1.43        h7a3aeb2_0                         conda-forge
  libzip                         1.11.2        h6991a6a_0                         conda-forge
  libzlib                        1.3.2         h25fd6f3_2                         conda-forge
  lightning-utilities            0.15.3        pyhd8ed1ab_0                       conda-forge
  llvm-openmp                    22.1.6        h4922eb0_0                         conda-forge
  llvmlite                       0.47.0        py313hdd307be_1                    conda-forge
  lomap2                         3.2.1         pyhd8ed1ab_3                       conda-forge
  lxml                           6.0.2         py313h6b0e12e_0                    conda-forge
  lz4-c                          1.10.0        h5888daf_1                         conda-forge
  markdown-it-py                 4.2.0         pyhd8ed1ab_0                       conda-forge
  markupsafe                     3.0.3         py313h3dea7bd_1                    conda-forge
  matplotlib-base                3.10.9        py313h683a580_0                    conda-forge
  matplotlib-inline              0.2.2         pyhd8ed1ab_0                       conda-forge
  mda-xdrlib                     0.2.0         pyhd8ed1ab_1                       conda-forge
  mdanalysis                     2.10.0        py313h08cd8bf_1                    conda-forge
  mdtraj                         1.11.1        np2py313h48ae260_1                 conda-forge
  mdurl                          0.1.2         pyhd8ed1ab_1                       conda-forge
  mistune                        3.2.1         pyhcf101f3_0                       conda-forge
  mkl                            2025.3.1      h0e700b2_12                        conda-forge
  ml_dtypes                      0.5.4         np2py313h73dcb5b_1                 conda-forge
  mmtf-python                    1.1.3         pyhd8ed1ab_0                       conda-forge
  mpc                            1.4.0         he0a73b1_0                         conda-forge
  mpfr                           4.2.2         he0a73b1_0                         conda-forge
  mpiplus                        v0.0.2        pyhd8ed1ab_0                       conda-forge
  mpmath                         1.4.1         pyhd8ed1ab_0                       conda-forge
  mrcfile                        1.5.4         pyhd8ed1ab_0                       conda-forge
  msgpack-python                 1.1.2         py313h7037e92_1                    conda-forge
  munkres                        1.1.4         pyhd8ed1ab_1                       conda-forge
  narwhals                       2.21.2        pyhcf101f3_0                       conda-forge
  nbclient                       0.10.4        pyhd8ed1ab_0                       conda-forge
  nbconvert-core                 7.17.1        pyhcf101f3_0                       conda-forge
  nbformat                       5.10.4        pyhd8ed1ab_1                       conda-forge
  nccl                           2.27.3.1      h03a54cd_0                         conda-forge
  ncurses                        6.6           hdb14827_0                         conda-forge
  nest-asyncio                   1.6.0         pyhd8ed1ab_1                       conda-forge
  netcdf-fortran                 4.6.2         nompi_h5aa5643_101                 conda-forge
  netcdf4                        1.7.2         nompi_py313ha67fc0a_103            conda-forge
  networkx                       3.6.1         pyhcf101f3_0                       conda-forge
  notebook                       7.5.6         pyhcf101f3_1                       conda-forge
  notebook-shim                  0.2.4         pyhd8ed1ab_1                       conda-forge
  numba                          0.65.1        py313h5dce7c4_1                    conda-forge
  numexpr                        2.14.1        mkl_py313hddce2c6_1                conda-forge
  numpy                          2.3.5         py313hf6604e3_1                    conda-forge
  ocl-icd                        2.3.3         hb9d3cd8_0                         conda-forge
  ocl-icd-system                 1.0.0         1                                  conda-forge
  onemkl-license                 2025.3.1      hf2ce2f3_12                        conda-forge
  oniguruma                      6.9.10        hb9d3cd8_0                         conda-forge
  opencl-headers                 2025.06.13    hecca717_0                         conda-forge
  openfe                         1.9.1         pyh2aa6593_5                       conda-forge
  openfe-analysis                0.4.0         pyhd8ed1ab_0                       conda-forge
  openfe-base                    1.9.1         pyhc364b38_5                       conda-forge
  openff-amber-ff-ports          2025.09.0     pyhd8ed1ab_0                       conda-forge
  openff-forcefields             2026.01.0     pyhd8ed1ab_0                       conda-forge
  openff-interchange             0.5.3         pyhd8ed1ab_1                       conda-forge
  openff-interchange-base        0.5.3         pyhd8ed1ab_1                       conda-forge
  openff-nagl                    0.5.5         pyhd8ed1ab_0                       conda-forge
  openff-nagl-base               0.5.5         pyhd8ed1ab_0                       conda-forge
  openff-nagl-models             2025.9.0      pyhd8ed1ab_0                       conda-forge
  openff-packmol                 0.1           pyhc364b38_1                       conda-forge
  openff-toolkit                 0.18.0        pyhd8ed1ab_3                       conda-forge
  openff-toolkit-base            0.18.0        pyhd8ed1ab_3                       conda-forge
  openff-units                   0.3.1         pyhd8ed1ab_2                       conda-forge
  openff-utilities               0.1.16        pyhd8ed1ab_1                       conda-forge
  openjpeg                       2.5.4         h55fea9a_0                         conda-forge
  openldap                       2.6.10        he970967_0                         conda-forge
  openmm                         8.2.0         py313h489b4b4_3                    conda-forge
  openmmforcefields              0.15.1        pyhcf101f3_1                       conda-forge
  openmmtools                    0.25.3        pyhd8ed1ab_0                       conda-forge
  openssl                        3.6.2         h35e630c_0                         conda-forge
  opt_einsum                     3.4.0         pyhd8ed1ab_1                       conda-forge
  optree                         0.19.1        py313h7037e92_0                    conda-forge
  overrides                      7.7.0         pyhd8ed1ab_1                       conda-forge
  packaging                      26.2          pyhc364b38_0                       conda-forge
  pandas                         2.3.3         py313h08cd8bf_2                    conda-forge
  pandocfilters                  1.5.0         pyhd8ed1ab_0                       conda-forge
  pango                          1.56.4        hadf4263_0                         conda-forge
  parmed                         4.3.1         py313hc4ed87d_1                    conda-forge
  parso                          0.8.7         pyhcf101f3_0                       conda-forge
  patsy                          1.0.2         pyhcf101f3_0                       conda-forge
  pcre2                          10.47         haa7fec5_0                         conda-forge
  pdbfixer                       1.12          pyhd8ed1ab_1                       conda-forge
  perl                           5.32.1        7_hd590300_perl5                   conda-forge
  pexpect                        4.9.0         pyhd8ed1ab_1                       conda-forge
  pillow                         12.2.0        py313h80991f8_0                    conda-forge
  pint                           0.24.4        pyhe01879c_2                       conda-forge
  pip                            26.1.1        pyh145f28c_0                       conda-forge
  pixman                         0.46.4        h54a6638_1                         conda-forge
  platformdirs                   4.9.6         pyhcf101f3_0                       conda-forge
  plotly                         6.6.0         pyhd8ed1ab_0                       conda-forge
  plugcli                        0.2.1         pyhd8ed1ab_0                       conda-forge
  pluggy                         1.6.0         pyhf9edf01_1                       conda-forge
  pooch                          1.9.0         pyhd8ed1ab_0                       conda-forge
  prometheus_client              0.25.0        pyhd8ed1ab_0                       conda-forge
  prompt-toolkit                 3.0.52        pyha770c72_0                       conda-forge
  psutil                         7.1.3         py313h54dd161_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
  py3dmol                        2.5.4         pyhd8ed1ab_0                       conda-forge
  pybind11                       2.13.6        pyhc790b64_3                       conda-forge
  pybind11-abi                   4             hd8ed1ab_3                         conda-forge
  pybind11-global                2.13.6        pyh217bc35_3                       conda-forge
  pycairo                        1.29.0        py313h3f29d12_1                    conda-forge
  pycparser                      3.0           pyhcf101f3_0                       conda-forge
  pydantic                       2.11.10       pyh3cfb1c2_0                       conda-forge
  pydantic-core                  2.33.2        py313h4b2b08d_0                    conda-forge
  pyedr                          0.8.0         pyhd8ed1ab_1                       conda-forge
  pygments                       2.20.0        pyhd8ed1ab_0                       conda-forge
  pygraphviz                     1.14          py313h45fd7b0_2                    conda-forge
  pymbar                         4.2.0         pyha770c72_2                       conda-forge
  pymbar-core                    4.2.0         pyhd8ed1ab_2                       conda-forge
  pyparsing                      3.3.2         pyhcf101f3_0                       conda-forge
  pysocks                        1.7.1         pyha55dd90_7                       conda-forge
  pytables                       3.11.1        py313h0546747_2                    conda-forge
  pytest                         9.0.3         pyhc364b38_1                       conda-forge
  pytest-datadir                 1.8.0         pyhd8ed1ab_0                       conda-forge
  pytest-regressions             2.10.0        pyhc455866_0                       conda-forge
  pytest-rerunfailures           16.2          pyhd8ed1ab_0                       conda-forge
  python                         3.13.13       h6add32d_100_cp313                 conda-forge
  python-constraint              1.4.0         pyhff2d567_1                       conda-forge
  python-dateutil                2.9.0.post0   pyhe01879c_2                       conda-forge
  python-fastjsonschema          2.21.2        pyhe01879c_0                       conda-forge
  python-gil                     3.13.13       h4df99d1_100                       conda-forge
  python-json-logger             3.2.1         pyh332efcf_0                       conda-forge
  python-tzdata                  2026.2        pyhd8ed1ab_0                       conda-forge
  python_abi                     3.13          8_cp313                            conda-forge
  pytng                          0.3.4         py313h75f1e36_0                    conda-forge
  pytorch                        2.8.0         cpu_mkl_py313_h19d87ba_102         conda-forge
  pytorch-lightning              2.6.1         pyhcf101f3_0                       conda-forge
  pytz                           2026.2        pyhcf101f3_0                       conda-forge
  pyyaml                         6.0.3         py313h3dea7bd_1                    conda-forge
  pyzmq                          27.1.0        py312hda471dd_2                    conda-forge
  qhull                          2020.2        h434a139_5                         conda-forge
  rdkit                          2025.09.5     py313h66a1ddb_0                    conda-forge
  rdma-core                      63.0          h192683f_1                         conda-forge
  re2                            2025.11.05    h5301d42_0                         conda-forge
  readline                       8.3           h853b02a_0                         conda-forge
  referencing                    0.37.0        pyhcf101f3_0                       conda-forge
  reportlab                      4.5.1         pyhc364b38_0                       conda-forge
  requests                       2.34.2        pyhcf101f3_0                       conda-forge
  rfc3339-validator              0.1.4         pyhd8ed1ab_1                       conda-forge
  rfc3986-validator              0.1.1         pyh9f0ad1d_0                       conda-forge
  rfc3987-syntax                 1.1.0         pyhe01879c_1                       conda-forge
  rich                           15.0.0        pyhcf101f3_0                       conda-forge
  rlpycairo                      0.4.0         pyh6c17108_0                       conda-forge
  rpds-py                        0.30.0        py313h843e2db_0                    conda-forge
  scikit-learn                   1.8.0         np2py313h16d504d_1                 conda-forge
  scikit-mol                     0.6.1         pyhd8ed1ab_0                       conda-forge
  scipy                          1.17.1        py313h4b8bb8b_0                    conda-forge
  seaborn                        0.13.2        hd8ed1ab_3                         conda-forge
  seaborn-base                   0.13.2        pyhd8ed1ab_3                       conda-forge
  send2trash                     2.1.0         pyha191276_1                       conda-forge
  setuptools                     82.0.1        pyh332efcf_0                       conda-forge
  six                            1.17.0        pyhe01879c_1                       conda-forge
  sleef                          3.9.0         ha0421bc_0                         conda-forge
  snappy                         1.2.2         h03e3b7b_1                         conda-forge
  sniffio                        1.3.1         pyhd8ed1ab_2                       conda-forge
  soupsieve                      2.8.3         pyhd8ed1ab_0                       conda-forge
  spectate                       1.0.1         pyhd8ed1ab_0                       conda-forge
  sqlalchemy                     2.0.49        py313h54dd161_0                    conda-forge
  stack_data                     0.6.3         pyhd8ed1ab_1                       conda-forge
  statsmodels                    0.14.6        py313h29aa505_0                    conda-forge
  sympy                          1.14.0        pyh2585a3b_106                     conda-forge
  sysroot_linux-64               2.28          h4ee821c_9                         conda-forge
  tbb                            2022.3.0      h8d10470_1                         conda-forge
  terminado                      0.18.1        pyhc90fa1f_1                       conda-forge
  threadpoolctl                  3.6.0         pyhecae5ae_0                       conda-forge
  debugpy                        1.8.20        py313h5d5ffb9_0                    conda-forge
  tidynamics                     1.1.2         pyhd8ed1ab_0                       conda-forge
  tinycss2                       1.4.0         pyhd8ed1ab_0                       conda-forge
  tinydb                         4.8.2         pyhd8ed1ab_1                       conda-forge
  tk                             8.6.13        noxft_h366c992_103                 conda-forge
  tomli                          2.4.1         pyhcf101f3_0                       conda-forge
  torchmetrics                   1.9.0         pyhd8ed1ab_0                       conda-forge
  tornado                        6.5.5         py313h07c4f96_0                    conda-forge
  tqdm                           4.67.3        pyh8f84b5b_0                       conda-forge
  traitlets                      5.15.0        pyhcf101f3_0                       conda-forge
  typing-extensions              4.15.0        h396c80c_0                         conda-forge
  typing-inspection              0.4.2         pyhcf101f3_2                       conda-forge
  typing_extensions              4.15.0        pyhcf101f3_0                       conda-forge
  typing_utils                   0.1.0         pyhd8ed1ab_1                       conda-forge
  tzdata                         2025c         hc9c84f9_1                         conda-forge
  uri-template                   1.3.0         pyhd8ed1ab_1                       conda-forge
  urllib3                        2.7.0         pyhd8ed1ab_0                       conda-forge
  validators                     0.35.0        pyhd8ed1ab_0                       conda-forge
  wayland                        1.25.0        hd6090a7_0                         conda-forge
  wcwidth                        0.7.0         pyhd8ed1ab_0                       conda-forge
  webcolors                      25.10.0       pyhd8ed1ab_0                       conda-forge
  webencodings                   0.5.1         pyhd8ed1ab_3                       conda-forge
  websocket-client               1.9.0         pyhd8ed1ab_0                       conda-forge
  widgetsnbextension             4.0.15        pyhd8ed1ab_0                       conda-forge
  xkeyboard-config               2.47          hb03c661_0                         conda-forge
  xmltodict                      1.0.2         pyhcf101f3_0                       conda-forge
  xorg-libice                    1.1.2         hb9d3cd8_0                         conda-forge
  xorg-libsm                     1.2.6         he73a12e_0                         conda-forge
  xorg-libx11                    1.8.13        he1eb515_0                         conda-forge
  xorg-libxau                    1.0.12        hb03c661_1                         conda-forge
  xorg-libxcomposite             0.4.7         hb03c661_0                         conda-forge
  xorg-libxcursor                1.2.3         hb9d3cd8_0                         conda-forge
  xorg-libxdamage                1.1.6         hb9d3cd8_0                         conda-forge
  xorg-libxdmcp                  1.1.5         hb03c661_1                         conda-forge
  xorg-libxext                   1.3.7         hb03c661_0                         conda-forge
  xorg-libxfixes                 6.0.2         hb03c661_0                         conda-forge
  xorg-libxi                     1.8.3         hb03c661_0                         conda-forge
  xorg-libxinerama               1.1.6         hecca717_0                         conda-forge
  xorg-libxrandr                 1.5.5         hb03c661_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
  xorg-libxxf86vm                1.1.7         hb03c661_0                         conda-forge
  xorg-xorgproto                 2025.1        hb03c661_0                         conda-forge
  yaml                           0.2.5         h280c20c_3                         conda-forge
  zeromq                         4.3.5         h387f397_9                         conda-forge
  zipp                           4.1.0         pyhcf101f3_0                       conda-forge
  zlib                           1.3.2         h25fd6f3_2                         conda-forge
  zlib-ng                        2.3.3         hceb46e0_1                         conda-forge
  zstandard                      0.25.0        py313h54dd161_1                    conda-forge
  zstd                           1.5.7         hb78ec9c_6                         conda-forge

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