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Crate sci_form

Crate sci_form 

Source

Modules§

alignment
Molecular alignment and RMSD calculation.
ani
ANI (Accurate NeurAl networK engINe) machine-learning potentials.
charges
Partial-charge solvers for molecular systems.
clustering
Butina (Taylor-Butina) clustering for conformer ensembles.
conformer
dipole
Molecular dipole moments from EHT results.
distgeom
dos
Density of States (DOS) and Projected DOS (PDOS).
dynamics
eht
Extended Hückel Theory (EHT) module.
esp
Electrostatic potential maps and .cube file I/O.
etkdg
forcefield
graph
hf
HF-3c: Minimal Hartree-Fock with composite corrections.
ir
IR Spectroscopy module: numerical Hessian, vibrational frequencies, and IR intensities.
materials
mesh
Generic orbital mesh generation for all electronic-structure methods.
ml
Lightweight ML property proxies.
nmr
NMR Spectroscopy module: chemical shift prediction and spectrum generation.
optimization
pm3
PM3 (Parameterized Model 3) semi-empirical method.
population
Population analysis: Mulliken and Löwdin partial charges from EHT results.
reactivity
Frontier-orbital reactivity descriptors derived from EHT molecular orbitals.
rings
Smallest Set of Smallest Rings (SSSR) perception and ECFP fingerprints.
smarts
SMARTS pattern parsing and substructure matching.
smiles
solvation
Implicit solvation modeling: ASP non-polar solvation and Generalized Born (GB).
stereo
Stereochemistry perception: CIP priority, R/S, and E/Z assignment.
surface
Surface analysis: solvent-accessible surface area and related properties.
topology
transport
xtb
GFN0-xTB-inspired tight-binding method.

Structs§

AromaticityAnalysis
Aromaticity analysis summary from graph-level bond annotations.
ConformerClusterSummary
One RMSD-based cluster summary in a conformer-search ensemble.
ConformerConfig
Configuration for conformer generation.
ConformerEnsembleMember
One conformer entry in a ranked conformer-search ensemble.
ConformerResult
Result of a 3D conformer generation for a single molecule.
ConformerSearchResult
Result of a conformer-search workflow with UFF ranking and RMSD filtering.
GraphFeatureAnalysis
Combined structural graph feature analysis for UI/API consumers.
MethodCapability
Capability status for one operation on a given element set.
MethodComparisonEntry
One method row in the multi-method comparison workflow.
MethodComparisonResult
Structured comparison result for multiple methods on the same geometry/system.
MethodMetadata
Structured metadata for one method on a specific element set.
PropertyMethodPlan
Recommended method plan for one requested property domain.
StereocenterAnalysis
Graph-level stereocenter analysis.
SystemCapabilities
Capability summary for core operations on a given element set.
SystemMethodPlan
Full method-planning summary for a molecule element set.

Enums§

ElectronicWorkflowResult
Result of an electronic workflow with optional UFF fallback.
MethodComparisonPayload
Compact per-method payload for multi-method comparison.
MethodComparisonStatus
Execution status for one method inside a multi-method comparison run.
PropertyRequest
Property domain used when choosing a recommended computational method.
ScientificMethod
Explicit computational method exposed by top-level planning APIs.

Functions§

analyze_graph_features
Analyze aromaticity and graph-level stereocenters from a SMILES string.
analyze_stereo
Analyze stereochemistry: detect chiral centers (R/S) and E/Z double bonds.
assemble_framework
Assemble a framework crystal structure from node/linker SBUs on a topology.
butina_cluster
Cluster conformers using Butina (Taylor-Butina) algorithm based on RMSD.
compare_methods
Compare multiple supported methods on the same geometry/system.
compute_ani
Compute ANI neural-network potential energy (and optionally forces).
compute_ani_with_models
Compute ANI neural-network potential energy with custom config and pre-loaded models.
compute_bond_orders
Compute Wiberg-like and Mayer-like bond orders from EHT.
compute_charges
Compute Gasteiger-Marsili partial charges from a SMILES string.
compute_charges_configured
Compute Gasteiger-Marsili charges with configurable parameters.
compute_dipole
Compute molecular dipole moment (Debye) from atomic elements and positions.
compute_dos
Compute DOS/PDOS from EHT orbital energies.
compute_ecfp
Compute Extended-Connectivity Fingerprint (ECFP/Morgan).
compute_eht_or_uff_fallback
Compute electronic properties with automatic fallback to UFF energy.
compute_empirical_pka
Estimate acidic/basic pKa sites from graph environments and Gasteiger-charge heuristics.
compute_ensemble_j_couplings
Predict J-couplings averaged over a conformer ensemble using Boltzmann weighting.
compute_esp
Compute ESP grid from atomic elements, positions and Mulliken charges.
compute_esp_grid
Compute ESP grid and return full result with values, origin, spacing and dimensions.
compute_frontier_descriptors
Compute atom-resolved HOMO/LUMO frontier descriptors from EHT.
compute_fukui_descriptors
Compute Fukui-function workflows and condensed per-atom descriptors from EHT.
compute_gb_solvation
Compute Generalized Born electrostatic + non-polar solvation energy.
compute_hf3c
Run a complete HF-3c calculation (Hartree-Fock with D3, gCP, SRB corrections).
compute_hose_codes
Generate HOSE codes for all atoms in a molecule.
compute_ir_spectrum
Generate a Lorentzian-broadened IR spectrum from vibrational analysis.
compute_ir_spectrum_broadened
Compute IR spectrum with configurable broadening type.
compute_md_trajectory
Run short exploratory molecular dynamics with Velocity Verlet (NVE-like).
compute_md_trajectory_nvt
Run short exploratory molecular dynamics with Velocity Verlet + Berendsen NVT thermostat.
compute_ml_descriptors
Compute molecular descriptors for ML property prediction.
compute_mmff94_energy
Compute MMFF94 force field energy for a molecule.
compute_nmr_spectrum
Generate a complete NMR spectrum from SMILES.
compute_nonpolar_solvation
Compute non-polar solvation energy from SASA and atomic solvation parameters.
compute_orbital_mesh
Compute orbital isosurface mesh for visualization.
compute_pm3
Run a PM3 semi-empirical calculation.
compute_population
Compute Mulliken & Löwdin population analysis from atomic elements and positions.
compute_reactivity_ranking
Build empirical reactivity rankings using condensed Fukui descriptors and Mulliken charges.
compute_rmsd
Compute RMSD between two coordinate sets after Kabsch alignment.
compute_rmsd_matrix
Compute all-pairs RMSD matrix for a set of conformers.
compute_sasa
Compute solvent-accessible surface area from SMILES + 3D coordinates.
compute_simplified_neb_path
Build a simplified NEB path between two geometries.
compute_sssr
Compute the Smallest Set of Smallest Rings (SSSR).
compute_stda_uvvis
Compute an sTDA UV-Vis spectrum with proper oscillator strengths.
compute_tanimoto
Compute Tanimoto similarity between two ECFP fingerprints.
compute_topology
Compute structured topology analysis for transition-metal coordination environments.
compute_uff_energy
Compute UFF force field energy for a molecule.
compute_uff_energy_with_aromatic_heuristics
Compute UFF energy and apply an aromaticity-informed heuristic correction.
compute_uv_vis_spectrum
Build an exploratory UV-Vis-like spectrum from low-cost EHT transitions.
compute_vibrational_analysis
Perform vibrational analysis via numerical Hessian.
compute_vibrational_analysis_uff
Perform vibrational analysis using UFF analytical Hessian.
compute_xtb
Run an xTB tight-binding calculation.
create_unit_cell
Create a periodic unit cell from lattice parameters (a, b, c in Å; α, β, γ in degrees).
embed
Generate a 3D conformer from a SMILES string.
embed_batch
Batch-embed multiple SMILES in parallel.
embed_diverse
Generate multiple conformers for a SMILES and filter by Butina RMSD clustering.
get_eht_support
Report EHT capability metadata for a given element list.
get_system_capabilities
Report operation capability metadata for a given element list.
get_system_method_plan
Build a structured method plan with recommendations, fallback paths, and confidence scores.
parse
Parse a SMILES string and return molecular structure (no 3D generation).
predict_ml_properties
Predict molecular properties using ML proxy models.
predict_nmr_couplings
Predict J-coupling constants for a molecule.
predict_nmr_shifts
Predict NMR chemical shifts (¹H and ¹³C) from SMILES.
search_conformers_with_uff
Search conformers by sampling multiple embeddings, optimizing torsions, and ranking with UFF.
version
Library version string.