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Efficient use of cluster resources #268

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JuroDobias opened this issue Jun 15, 2023 · 1 comment
Open

Efficient use of cluster resources #268

JuroDobias opened this issue Jun 15, 2023 · 1 comment

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@JuroDobias
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Description

Hello. I'm using bespoke to parametrize ligands for relative free energy calculations. I successfully parametrized tens of ligands. I'm currently struggling to efficiently integrate bespoke within our cluster, which is using slurm for job scheduling. Best case scenario would be if I could run executor on login node that would run permanently and upon ligand submition, it would spawn slurm jobs for fragmentation, and then separate job for each torsion qc data generation, etc. This way, it would be efficient in terms of cluster resources alocation. Is it possible to do this using current bespoke code? Or do you have some other suggestion how to effectively parametrize ligands on HPC cluster? My ligands are quite big and flexible, so I need to reuse generated parameters. I also want to be able to submit ligands to executor, which is processing some ligands. I also need short jobs (<4h) for efficient cluster usage.
For parametrizing batch of ligands, I'm currently using this script:

from openff.bespokefit.executor import BespokeExecutor, BespokeWorkerConfig, wait_until_complete
from openff.toolkit import ForceField, Molecule
from openff.units import unit
from openff.interchange import Interchange
import argparse


factory = BespokeWorkflowFactory(initial_force_field="openff-2.0.0.offxml")

parser = argparse.ArgumentParser(description='Applies openff forcefield with custom bespoke dihedral parameters')
parser.add_argument('--ligs',
                    dest='ligs',
                    type=str,
                    nargs="+",
                    help='list of input ligand folders. lig_ will be automaticaly prepended')
args, unknown = parser.parse_known_args()
print (args)

inMols=[]
for lig in args.ligs:
    inMols.append(Molecule.from_file("lig_%s/mol_gmx.sdf"%lig))
workflow_schemas = factory.optimization_schemas_from_molecules(molecules=inMols)


with BespokeExecutor(
    n_fragmenter_workers = len(inMols),
    n_optimizer_workers = 8,
    n_qc_compute_workers = 16,
    qc_compute_worker_config=BespokeWorkerConfig(n_cores='4'),
    directory="/home2/jurajdobias/gromacs/md/ligands_bespoke/executor"
) as executor:
    ids=[]
    # Submit our workflow to the executor
    for workflow_schema in workflow_schemas:
        task_id = executor.submit(input_schema=workflow_schema)
        ids.append(task_id)
    # Wait until the executor is done
    for idd in ids:
        output = wait_until_complete(idd)

if output.status == "success":
    # Save the resulting force field to an OFFXML file
    for lig, input_molecule in zip (args.ligs, inMols):
        output.bespoke_force_field.to_file("lig_%s/mol_gmx.offxml"%lig)
        topology = input_molecule.to_topology()
        topology.box_vectors = unit.Quantity([4, 4, 4], unit.nanometer)
        out = Interchange.from_smirnoff(force_field=output.bespoke_force_field, topology=topology)
        system = out.to_openmm()
        out.positions = input_molecule.conformers[0]
        out.to_top("lig_%s/system.top"%lig)
        out.to_pdb("lig_%s/system.pdb"%lig)
elif output.status == "errored":
    # OR the print the error message if unsuccessful
    print(output.error)

It is working fine, but I experienced issues after rerunning script if calculation was canceled due to time limit. Problem is also, that I have to wait until this finishes before submitting new ligands.

Thank you for your response and all the effort you put into bespoke.
Juraj

Software versions

  • Which operating system and version are you using? AlmaLinux release 9.1
  • How did you install BespokeFit? mamba install -c conda-forge openff-bespokefit
  • Are you using Apple Silicon? If so, are you running BespokeFit in Rosetta or directly? no
  • What is the output of running conda list?
Output of conda list

Name Version Build Channel

_libgcc_mutex 0.1 conda_forge conda-forge
_openmp_mutex 4.5 2_gnu conda-forge
amberlite 16.0 pypi_0 pypi
ambertools 20.9 pypi_0 pypi
ambit 0.6 py39h53dec33_2 psi4
amqp 5.1.1 pyhd8ed1ab_0 conda-forge
anyio 3.6.2 pyhd8ed1ab_0 conda-forge
argcomplete 3.0.8 pyhd8ed1ab_0 conda-forge
argon2-cffi 21.3.0 pyhd8ed1ab_0 conda-forge
argon2-cffi-bindings 21.2.0 py39hb9d737c_3 conda-forge
arpack 3.7.0 hc6cf775_2 conda-forge
arrow-cpp 12.0.0 ha770c72_1_cpu conda-forge
asttokens 2.2.1 pyhd8ed1ab_0 conda-forge
astunparse 1.6.3 pyhd8ed1ab_0 conda-forge
async-timeout 4.0.2 pyhd8ed1ab_0 conda-forge
attrs 23.1.0 pyh71513ae_1 conda-forge
aws-c-auth 0.6.26 h2c7c9e7_6 conda-forge
aws-c-cal 0.5.26 h71eb795_0 conda-forge
aws-c-common 0.8.17 hd590300_0 conda-forge
aws-c-compression 0.2.16 h4f47f36_6 conda-forge
aws-c-event-stream 0.2.20 h69ce273_6 conda-forge
aws-c-http 0.7.7 h7b8353a_3 conda-forge
aws-c-io 0.13.21 hcccde9c_3 conda-forge
aws-c-mqtt 0.8.6 h3a1964a_15 conda-forge
aws-c-s3 0.2.8 h0933b68_4 conda-forge
aws-c-sdkutils 0.1.9 h4f47f36_1 conda-forge
aws-checksums 0.1.14 h4f47f36_6 conda-forge
aws-crt-cpp 0.19.9 h85076f6_5 conda-forge
aws-sdk-cpp 1.10.57 hf40e4db_10 conda-forge
backcall 0.2.0 pyh9f0ad1d_0 conda-forge
backports 1.0 pyhd8ed1ab_3 conda-forge
backports.functools_lru_cache 1.6.4 pyhd8ed1ab_0 conda-forge
basis_set_exchange 0.9 pyhd8ed1ab_0 conda-forge
beautifulsoup4 4.12.2 pyha770c72_0 conda-forge
billiard 3.6.4.0 py39hb9d737c_3 conda-forge
blas 1.0 mkl conda-forge
bleach 6.0.0 pyhd8ed1ab_0 conda-forge
blosc 1.21.3 hafa529b_0 conda-forge
boost 1.74.0 py39h5472131_5 conda-forge
boost-cpp 1.74.0 h75c5d50_8 conda-forge
brotli 1.0.9 h166bdaf_8 conda-forge
brotli-bin 1.0.9 h166bdaf_8 conda-forge
brotlipy 0.7.0 py39hb9d737c_1005 conda-forge
bzip2 1.0.8 h7f98852_4 conda-forge
c-ares 1.18.1 h7f98852_0 conda-forge
ca-certificates 2023.5.7 hbcca054_0 conda-forge
cached-property 1.5.2 hd8ed1ab_1 conda-forge
cached_property 1.5.2 pyha770c72_1 conda-forge
cachetools 5.3.0 pyhd8ed1ab_0 conda-forge
cairo 1.16.0 ha61ee94_1014 conda-forge
celery 5.2.7 pyhd8ed1ab_0 conda-forge
certifi 2023.5.7 pyhd8ed1ab_0 conda-forge
cffi 1.15.1 py39he91dace_3 conda-forge
charset-normalizer 3.1.0 pyhd8ed1ab_0 conda-forge
chemper 1.0.1 pyhd8ed1ab_0 conda-forge
chemps2 1.8.11 hbe8a562_0 psi4
click 8.1.3 py39hf3d152e_1 conda-forge
click-didyoumean 0.3.0 pyhd8ed1ab_0 conda-forge
click-option-group 0.5.3 pyhd8ed1ab_1 conda-forge
click-plugins 1.1.1 py_0 conda-forge
click-repl 0.2.0 pyhd8ed1ab_0 conda-forge
colorama 0.4.6 pyhd8ed1ab_0 conda-forge
comm 0.1.3 pyhd8ed1ab_0 conda-forge
contourpy 1.0.7 py39h4b4f3f3_0 conda-forge
cryptography 40.0.2 py39h079d5ae_0 conda-forge
cudatoolkit 11.8.0 h37601d7_11 conda-forge
curl 8.0.1 h588be90_0 conda-forge
cycler 0.11.0 pyhd8ed1ab_0 conda-forge
cython 0.29.34 py39h227be39_0 conda-forge
debugpy 1.6.7 py39h227be39_0 conda-forge
decorator 5.1.1 pyhd8ed1ab_0 conda-forge
defusedxml 0.7.1 pyhd8ed1ab_0 conda-forge
dftd3 3.2.1 h84218bc_2 psi4
dkh 1.2 h173d85e_2 psi4
entrypoints 0.4 pyhd8ed1ab_0 conda-forge
exceptiongroup 1.1.1 pyhd8ed1ab_0 conda-forge
executing 1.2.0 pyhd8ed1ab_0 conda-forge
expat 2.5.0 hcb278e6_1 conda-forge
fastapi 0.86.0 pyhd8ed1ab_0 conda-forge
fftw 3.3.8 nompi_hfc0cae8_1114 conda-forge
flit-core 3.8.0 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 hab24e00_0 conda-forge
fontconfig 2.14.2 h14ed4e7_0 conda-forge
fonts-conda-ecosystem 1 0 conda-forge
fonts-conda-forge 1 0 conda-forge
fonttools 4.39.4 py39hd1e30aa_0 conda-forge
forcebalance 1.9.5 py39h0354152_0 conda-forge
freetype 2.12.1 hca18f0e_1 conda-forge
future 0.18.3 pyhd8ed1ab_0 conda-forge
gau2grid 2.0.7 hd18ef5c_0 psi4
gcp 2.0.2 he991be0_2 psi4
gdma 2.2.6 h0e1e685_6 psi4
geometric 1.0 pyhd8ed1ab_1 conda-forge
gettext 0.21.1 h27087fc_0 conda-forge
gflags 2.2.2 he1b5a44_1004 conda-forge
glog 0.6.0 h6f12383_0 conda-forge
greenlet 2.0.2 py39h227be39_0 conda-forge
h11 0.14.0 pyhd8ed1ab_0 conda-forge
h2 4.1.0 pyhd8ed1ab_0 conda-forge
h5py 3.7.0 py39h737f45e_0
hdf4 4.2.15 h9772cbc_5 conda-forge
hdf5 1.10.6 nompi_h3c11f04_101 conda-forge
hpack 4.0.0 pyh9f0ad1d_0 conda-forge
httpcore 0.17.0 pyhd8ed1ab_0 conda-forge
httpx 0.24.0 pyhd8ed1ab_1 conda-forge
hyperframe 6.0.1 pyhd8ed1ab_0 conda-forge
icu 70.1 h27087fc_0 conda-forge
idna 3.4 pyhd8ed1ab_0 conda-forge
importlib-metadata 6.6.0 pyha770c72_0 conda-forge
importlib-resources 5.12.0 pyhd8ed1ab_0 conda-forge
importlib_metadata 6.6.0 hd8ed1ab_0 conda-forge
importlib_resources 5.12.0 pyhd8ed1ab_0 conda-forge
iniconfig 2.0.0 pyhd8ed1ab_0 conda-forge
intel-openmp 2021.4.0 h06a4308_3561
ipykernel 6.14.0 py39hef51801_0 conda-forge
ipython 8.4.0 py39hf3d152e_0 conda-forge
ipython_genutils 0.2.0 py_1 conda-forge
ipywidgets 7.7.5 pyhd8ed1ab_0 conda-forge
jedi 0.18.2 pyhd8ed1ab_0 conda-forge
jinja2 3.1.2 pyhd8ed1ab_1 conda-forge
jpeg 9e h0b41bf4_3 conda-forge
jsonschema 4.17.3 pyhd8ed1ab_0 conda-forge
jupyter_client 8.2.0 pyhd8ed1ab_0 conda-forge
jupyter_core 5.3.0 py39hf3d152e_0 conda-forge
jupyter_events 0.6.3 pyhd8ed1ab_0 conda-forge
jupyter_server 2.5.0 pyhd8ed1ab_0 conda-forge
jupyter_server_terminals 0.4.4 pyhd8ed1ab_1 conda-forge
jupyterlab_pygments 0.2.2 pyhd8ed1ab_0 conda-forge
jupyterlab_widgets 1.1.4 pyhd8ed1ab_0 conda-forge
keyutils 1.6.1 h166bdaf_0 conda-forge
kiwisolver 1.4.4 py39hf939315_1 conda-forge
kombu 5.2.4 py39hf3d152e_2 conda-forge
krb5 1.20.1 h81ceb04_0 conda-forge
lcms2 2.15 hfd0df8a_0 conda-forge
ld_impl_linux-64 2.40 h41732ed_0 conda-forge
lerc 4.0.0 h27087fc_0 conda-forge
libabseil 20230125.0 cxx17_hcb278e6_1 conda-forge
libarrow 12.0.0 h1cdf7b0_1_cpu conda-forge
libblas 3.9.0 12_linux64_mkl conda-forge
libbrotlicommon 1.0.9 h166bdaf_8 conda-forge
libbrotlidec 1.0.9 h166bdaf_8 conda-forge
libbrotlienc 1.0.9 h166bdaf_8 conda-forge
libcblas 3.9.0 12_linux64_mkl conda-forge
libcrc32c 1.1.2 h9c3ff4c_0 conda-forge
libcurl 8.0.1 h588be90_0 conda-forge
libdeflate 1.17 h0b41bf4_0 conda-forge
libecpint 1.0.7 hfebba4c_0 psi4
libedit 3.1.20191231 he28a2e2_2 conda-forge
libev 4.33 h516909a_1 conda-forge
libevent 2.1.12 h3358134_0 conda-forge
libexpat 2.5.0 hcb278e6_1 conda-forge
libffi 3.4.2 h7f98852_5 conda-forge
libgcc-ng 12.2.0 h65d4601_19 conda-forge
libgfortran-ng 7.5.0 h14aa051_20 conda-forge
libgfortran4 7.5.0 h14aa051_20 conda-forge
libglib 2.76.2 hebfc3b9_0 conda-forge
libgomp 12.2.0 h65d4601_19 conda-forge
libgoogle-cloud 2.10.0 hac9eb74_0 conda-forge
libgrpc 1.54.1 hcf146ea_0 conda-forge
libiconv 1.17 h166bdaf_0 conda-forge
libint2 2.7.1 h2fe1556_15 psi4
liblapack 3.9.0 12_linux64_mkl conda-forge
libnetcdf 4.7.4 nompi_h56d31a8_107 conda-forge
libnghttp2 1.52.0 h61bc06f_0 conda-forge
libnsl 2.0.0 h7f98852_0 conda-forge
libnuma 2.0.16 h0b41bf4_1 conda-forge
libpng 1.6.39 h753d276_0 conda-forge
libprotobuf 3.21.12 h3eb15da_0 conda-forge
libsodium 1.0.18 h36c2ea0_1 conda-forge
libsqlite 3.41.2 h2797004_1 conda-forge
libssh2 1.10.0 hf14f497_3 conda-forge
libstdcxx-ng 12.2.0 h46fd767_19 conda-forge
libthrift 0.18.1 h8fd135c_1 conda-forge
libtiff 4.5.0 h6adf6a1_2 conda-forge
libutf8proc 2.8.0 h166bdaf_0 conda-forge
libuuid 2.38.1 h0b41bf4_0 conda-forge
libwebp-base 1.3.0 h0b41bf4_0 conda-forge
libxc 5.2.3 hfebba4c_0 psi4
libxcb 1.13 h7f98852_1004 conda-forge
libxml2 2.10.3 hca2bb57_4 conda-forge
libxslt 1.1.37 h873f0b0_0 conda-forge
libzlib 1.2.13 h166bdaf_4 conda-forge
lxml 4.9.2 py39h14694de_0 conda-forge
lz4-c 1.9.4 hcb278e6_0 conda-forge
lzo 2.10 h516909a_1000 conda-forge
markdown-it-py 2.2.0 pyhd8ed1ab_0 conda-forge
markupsafe 2.1.2 py39h72bdee0_0 conda-forge
matplotlib-base 3.7.1 py39he190548_0 conda-forge
matplotlib-inline 0.1.6 pyhd8ed1ab_0 conda-forge
mdtraj 1.9.7 py39h62423bb_4 conda-forge
mdurl 0.1.0 pyhd8ed1ab_0 conda-forge
mistune 2.0.5 pyhd8ed1ab_0 conda-forge
mkl 2021.4.0 h06a4308_640
mkl-service 2.4.0 py39h7e14d7c_0 conda-forge
mmpbsa-py 16.0 pypi_0 pypi
mock 5.0.2 pyhd8ed1ab_0 conda-forge
msgpack-python 1.0.5 py39h4b4f3f3_0 conda-forge
munkres 1.1.4 pyh9f0ad1d_0 conda-forge
nbclassic 1.0.0 pyhb4ecaf3_1 conda-forge
nbclient 0.7.4 pyhd8ed1ab_0 conda-forge
nbconvert 7.4.0 pyhd8ed1ab_0 conda-forge
nbconvert-core 7.4.0 pyhd8ed1ab_0 conda-forge
nbconvert-pandoc 7.4.0 pyhd8ed1ab_0 conda-forge
nbformat 5.8.0 pyhd8ed1ab_0 conda-forge
ncurses 6.3 h27087fc_1 conda-forge
nest-asyncio 1.5.6 pyhd8ed1ab_0 conda-forge
netcdf-fortran 4.5.3 nompi_hfef6a68_101 conda-forge
networkx 3.1 pyhd8ed1ab_0 conda-forge
nglview 3.0.4 pyh2970c15_0 conda-forge
notebook 6.5.4 pyha770c72_0 conda-forge
notebook-shim 0.2.3 pyhd8ed1ab_0 conda-forge
numexpr 2.7.3 py39hde0f152_1 conda-forge
numpy 1.24.3 py39h6183b62_0 conda-forge
ocl-icd 2.3.1 h7f98852_0 conda-forge
ocl-icd-system 1.0.0 1 conda-forge
openbabel 3.1.1 py39h80c93ca_5 conda-forge
openff-amber-ff-ports 0.0.3 pyh6c4a22f_0 conda-forge
openff-bespokefit 0.2.2 pyhd8ed1ab_0 conda-forge
openff-forcefields 2023.05.1 pyh1a96a4e_1 conda-forge
openff-fragmenter-base 0.2.0 pyhd8ed1ab_0 conda-forge
openff-interchange 0.3.1 pyhd8ed1ab_1 conda-forge
openff-interchange-base 0.3.1 pyhd8ed1ab_1 conda-forge
openff-models 0.0.5 pyh1a96a4e_0 conda-forge
openff-qcsubmit 0.4.1 pyhd8ed1ab_0 conda-forge
openff-toolkit 0.12.1 pyhd8ed1ab_0 conda-forge
openff-toolkit-base 0.12.1 pyhd8ed1ab_0 conda-forge
openff-units 0.2.0 pyh1a96a4e_1 conda-forge
openff-utilities 0.1.8 pyh1a96a4e_0 conda-forge
openjpeg 2.5.0 hfec8fc6_2 conda-forge
openmm 8.0.0 py39h7d85326_1 conda-forge
openssl 3.1.0 hd590300_3 conda-forge
optking 0.2.1 pyhbc12335_1 psi4
orc 1.8.3 hfdbbad2_0 conda-forge
packaging 23.1 pyhd8ed1ab_0 conda-forge
packmol-memgen 1.1.0rc0 pypi_0 pypi
pandas 2.0.1 py39h40cae4c_1 conda-forge
pandoc 2.19.2 h32600fe_2 conda-forge
pandocfilters 1.5.0 pyhd8ed1ab_0 conda-forge
panedr 0.7.1 pyhd8ed1ab_0 conda-forge
parmed at20RC5+54.g5702a232fe.dirty pypi_0 pypi
parquet-cpp 1.5.1 2 conda-forge
parso 0.8.3 pyhd8ed1ab_0 conda-forge
pbr 5.11.1 pyhd8ed1ab_0 conda-forge
pcmsolver 1.2.1.1 py39h92d4acf_3 psi4
pcre2 10.40 hc3806b6_0 conda-forge
pdb4amber 1.7.dev0 pypi_0 pypi
perl 5.32.1 2_h7f98852_perl5 conda-forge
pexpect 4.8.0 pyh1a96a4e_2 conda-forge
pickleshare 0.7.5 py_1003 conda-forge
pillow 9.4.0 py39h2320bf1_1 conda-forge
pint 0.21 pyhd8ed1ab_0 conda-forge
pip 23.1.2 pyhd8ed1ab_0 conda-forge
pixman 0.40.0 h36c2ea0_0 conda-forge
pkgutil-resolve-name 1.3.10 pyhd8ed1ab_0 conda-forge
platformdirs 3.5.0 pyhd8ed1ab_0 conda-forge
plotly 5.14.1 pyhd8ed1ab_0 conda-forge
pluggy 1.0.0 pyhd8ed1ab_5 conda-forge
prometheus_client 0.16.0 pyhd8ed1ab_0 conda-forge
prompt-toolkit 3.0.38 pyha770c72_0 conda-forge
prompt_toolkit 3.0.38 hd8ed1ab_0 conda-forge
psi4 1.7+6ce35a5 py39hb8090b1_1 psi4
psutil 5.9.5 py39h72bdee0_0 conda-forge
pthread-stubs 0.4 h36c2ea0_1001 conda-forge
ptyprocess 0.7.0 pyhd3deb0d_0 conda-forge
pure_eval 0.2.2 pyhd8ed1ab_0 conda-forge
py-cpuinfo 9.0.0 pyhd8ed1ab_0 conda-forge
pyarrow 12.0.0 py39he4327e9_1_cpu conda-forge
pycairo 1.23.0 py39h23c5bb2_0 conda-forge
pycparser 2.21 pyhd8ed1ab_0 conda-forge
pydantic 1.10.7 py39h72bdee0_0 conda-forge
pyedr 0.7.1 pyhd8ed1ab_0 conda-forge
pygments 2.15.1 pyhd8ed1ab_0 conda-forge
pymbar 3.1.1 py39h2ae25f5_2 conda-forge
pyopenssl 23.1.1 pyhd8ed1ab_0 conda-forge
pyparsing 3.0.9 pyhd8ed1ab_0 conda-forge
pyrsistent 0.19.3 py39h72bdee0_0 conda-forge
pysocks 1.7.1 py39hf3d152e_5 conda-forge
pytables 3.6.1 py39hf6dc253_3 conda-forge
pytest 7.3.1 pyhd8ed1ab_0 conda-forge
python 3.9.16 h2782a2a_0_cpython conda-forge
python-constraint 1.4.0 py_0 conda-forge
python-dateutil 2.8.2 pyhd8ed1ab_0 conda-forge
python-fastjsonschema 2.16.3 pyhd8ed1ab_0 conda-forge
python-json-logger 2.0.7 pyhd8ed1ab_0 conda-forge
python-tzdata 2023.3 pyhd8ed1ab_0 conda-forge
python_abi 3.9 3_cp39 conda-forge
pytraj 2.0.5 pypi_0 pypi
pytz 2023.3 pyhd8ed1ab_0 conda-forge
pyyaml 6.0 py39hb9d737c_5 conda-forge
pyzmq 25.0.2 py39h0be026e_0 conda-forge
qcelemental 0.25.1 pyhd8ed1ab_1 psi4
qcengine 0.26.0 pyhd8ed1ab_0 psi4
qcportal 0.15.8 pyhd8ed1ab_0 conda-forge
rdkit 2022.09.1 py39h79face8_0 conda-forge
re2 2023.02.02 hcb278e6_0 conda-forge
readline 8.2 h8228510_1 conda-forge
redis-py 4.5.4 pyhd8ed1ab_0 conda-forge
redis-server 7.0.10 h3358134_0 conda-forge
regex 2023.5.5 py39hd1e30aa_0 conda-forge
reportlab 3.6.13 py39h12ba270_0 conda-forge
requests 2.29.0 pyhd8ed1ab_0 conda-forge
rfc3339-validator 0.1.4 pyhd8ed1ab_0 conda-forge
rfc3986-validator 0.1.1 pyh9f0ad1d_0 conda-forge
rich 13.3.5 pyhd8ed1ab_0 conda-forge
s2n 1.3.42 h3358134_0 conda-forge
sander 16.0 pypi_0 pypi
scipy 1.5.3 py39hf3f25e7_0 conda-forge
send2trash 1.8.0 pyhd3eb1b0_1
setuptools 67.7.2 pyhd8ed1ab_0 conda-forge
simint 0.7 h642920c_1 psi4
six 1.16.0 pyh6c4a22f_0 conda-forge
smirnoff99frosst 1.1.0 pyh44b312d_0 conda-forge
snappy 1.1.10 h9fff704_0 conda-forge
sniffio 1.3.0 pyhd8ed1ab_0 conda-forge
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urllib3 1.26.15 pyhd8ed1ab_0 conda-forge
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zstd 1.5.2 h3eb15da_6 conda-forge

@mattwthompson
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@jthorton do you think #277 / #279 provide enough optimizations for us to recommend giving this a shot with 0.2.3?

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