2020-12-02 Benchmarking for Industry Partners - Development Meeting notes

Updates from team

• JW: Conformers prototyped; can give demo

  • working with dataset from Thomas Fox as a test case; does not go in smoothly

  • of 600 molecules, 8 stereochemistry issues; RDKit is a bit sloppy with stereochemistry issues

• DD: Gave update on one-shot optimization usage for some, perhaps many, partners

  • JW: should state the units in the SDF file for energies

• JH: deployment procedure document; gathering information from PRs as they develop

  • trying to use each component to give feedback

• DH: Pushed analysis components, would like consolidation on read/write functions, seasons

  • For each method, separate SDF, with exactly same molecule; have to be able to relate molecules of the same ID across results

  • Use pandas DataFrames primarily;

  • For CLI, separate analysis from plots/report generation

    • analysis artifact produced must be shareable

  • Could still output SDFs with relative metrics to QM included?

    • JW: may not want to do this, since it depends on another SDF somewhere in the results

    • DD: let’s give it a play and see if there is a way to make this less confusing in the output

  • Still need unit conversion; dependent on units being present in input SDFs to this component

  • DD: I’ll review today, push to merge

Dataset object?

• Do we want to consolidate on a Dataset object (bundle of openFF mols pulled from SDFs, exports SDFs)

  • could do slicing based on ID components, would make analysis easier at the end; may add value at other components

• For now, we’ll proceed with merging each PR, then search for places we can consolidate read/write, handling of OFF mols

How to handle errored cases?

• JW: 2 kinds:

  • partway through, can throw a message

  • failure with no output

• Could add to e.g. the validate command:

  • @click.option('--error-directory', default='1-errors') @click.option('--error-out', default='1-errors.out')

     

• DH: what do we do with “undefined stereochemistry?”

  • JW: these are opinionated parts of the toolkit, which may change/improve, but those improvements tied to release cycle of toolkit, so a bit slower; will just have to use this experience to spin out issues for improvement

  • [decision] since warnings are loud, we’ll squelch warnings; errors still get raised

  • can make clear that in the validation step, some percentage are expected to be excluded (>1%)

    • the minimization step may also have some percentage of failures (>5%)

    • could also say that overall, up to 10% of your dataset may not make it end-to-end

• [decision]: we’ll make a slack channel for support; allows us to operate with low-friction, loop in folks as needed for help understanding weird cases

  • need to make clear that the channel is public, and that error messages should be posted with care

Structures from the PDB

• Public submission of 6000 conformers

  • DH: will share on GDrive as a tarball for consumption by Jeff, DD

Basis set choice

• DD: what are the goalposts for choice for basis?

• JH: fast and accurate

• DH: Lim paper uses the default (DZVP) basis

  • [decision] DZVP will be our basis for this season

  • JH: Using DZVP will produce good results for OpenFF since it’s fit to this; GAFF wasn’t, so technically not as “fair”; we do want to start from this point for evaluating OpenFF though, since that’s the goal

  • DD: could make it fairly easy to inject compute specs for the curious