modelforge curated dataset: tmQM-xtb
Description
Curated tmQM-xtb Dataset: T=100K dataset restricted to Pd, Zn, Fe, Cu, 1000 configuration test set
This dataset contains 112 unique systems with 1000 total configurations. This dataset is limited to systems that contain transition metals Pd, Zn, Fe, or Cu, and also only contain elements C, H, P, S, O, N, F, Cl, or Br.
Potentially problematic configurations (i.e., unstable or those with underlying structural changes) were removed. Briefly, bond inference was performed on the initial configuration using RDKit and a configuration was excluded if any of those bond distances changed by more than 0.1 angstroms compared to the initial, energy minimized state.
NOTE: This dataset may include configurations that do not fully satisfy the cutoff criteria due to a bug in the application of the filtering. Please use the updated version.
This dataset was generated starting from the tmQM dataset (release 13Aug2024, https://github.com/uiocompcat/tmQM) containing 108541 unique molecules; each molecule was evaluated using gfn2-xtb, and then a short MD simulation performed to provide additional configurations of the molecules.
- The tblite package was used to evaluate the energetic of the system using the gfn2-xtb formalism.
- MD simulations were performed using the Atomic Simulation Environment (ASE), using the Langevin integrator
- Simulations were performed at 100K with a 1 fs timestep and 0.01 1/fs friction damping factor.
- In all trajectories, the first configuration corresponds to the energy minimized configuration reported in the original tmQM dataset.
- 100 steps were taken between snapshots, with 10 total snapshots per molecule
- During MD sampling, gfn2-xtb accuracy was set to 2; all reported properties were calculated at accuracy level 1.
Scripts used to perform the sampling can be found https://github.com/chrisiacovella/xtb_config_gen
Properties included:
- atomic_numbers
- positions
- "per_atom"
- "nanometer"
- forces
- "per_atom"
- "kilojoule_per_mole / nanometer"
- partial_charges
- "per_atom"
- "elementary_charge"
- energies
- "per_system"
- "kilojoule_per_mole"
- dipole_moment_per_system
- "per_system"
- "elementary_charge * nanometer"
- total_charge
- "per_system"
- "elementary_charge"
- spin_multiplicities
- "per_system"
- "dimensionless"
- stoichiometry
- "meta_data"
Files
Files
(3.5 MB)
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md5:9a299fb3244e2f843f290cbe54b50978
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Additional details
Related works
- Is derived from
- Publication: 10.1021/acs.jcim.0c01041 (DOI)
- Is part of
- Dataset: 10.5281/zenodo.14920177 (DOI)
Software
- Repository URL
- https://github.com/choderalab/modelforge
- Programming language
- Python
- Development Status
- Active