DFT Production-Core Milestone
The DFT package contains two intentionally different surfaces. The legacy
DFTSystem/run_scf surface supplies tiny Γ-point teaching, dense-reference,
spin, occupation, finite-difference stress, and restart diagnostics. The
periodic PeriodicDFTSystem/run_periodic_scf surface supplies the
materials-workload path: PBE-PW92, reciprocal-space GTH operators,
Monkhorst-Pack integration, block-Davidson/Rayleigh-Ritz solves,
frozen-density band paths, and periodic forces.
The periodic implementation has verified results for specific workloads, but is not broadly chemically certified. Capability claims are tied to the material-validation summary.
Nonlocal Pseudopotentials
Section titled “Nonlocal Pseudopotentials”UPF and GTH nonlocal metadata is converted into normalized real-space separable projectors. The operator applies:
V̂_NL ψ = Σᵢ |βᵢ⟩ Dᵢ ⟨βᵢ|ψ⟩For UPF, diagonal PP_DIJ values are used as projector couplings after Ry-to-Hartree conversion. For GTH, parsed projector coefficients seed the coupling. This gives a Hermitian validation path, but it is not yet a full chemically faithful reproduction of every format convention.
SCF applies nonlocal projectors by default when available. SCFConfig(apply_nonlocal=False) keeps the old local-only path available for debugging and comparison.
Solvers
Section titled “Solvers”Dense diagonalization remains the tiny-grid reference for the legacy path. Periodic SCF and bands use the MLX-native block-Davidson/Rayleigh-Ritz solver without building the full plane-wave Hamiltonian. Diagnostics expose residuals, orthonormality error, subspace work, and convergence metadata.
Spin, Occupations, k-Points, And Bands
Section titled “Spin, Occupations, k-Points, And Bands”The new spin layer is collinear only:
unpolarized: one total densityρ(r).polarized: separateρ↑(r)andρ↓(r)diagnostics.
The legacy layer exposes fixed and Fermi-Dirac occupation diagnostics. The
periodic layer uses reduced-coordinate Monkhorst-Pack meshes and
0.5|G + k|², including Bloch-phase local and nonlocal GTH evaluation.
run_periodic_band_structure reuses a converged SCF density and solves
non-self-consistently along a high-symmetry path.
Stress, Relaxation, And Restart
Section titled “Stress, Relaxation, And Restart”Finite-difference stress estimates diagonal orthorhombic stress by changing cell lengths and rerunning SCF. Geometry optimization remains ion-position-first by default, with config fields now prepared for cell and coupled relaxation modes.
Dense SCF restart files store density, orbitals, ion positions, cell lengths, spin metadata, and Γ k-point metadata for small-system continuation workflows.
Reference Validation
Section titled “Reference Validation”Reference comparison is intentionally static and lightweight. Fixtures are JSON summaries; QE/CP2K are not imported, built, or required in CI. The comparison helper records observed energy, expected energy, error, and pass/fail against a documented tolerance.
DFT/QM Platform Scope
Section titled “DFT/QM Platform Scope”get_dft_qm_scope_report() classifies local DFT/QM capability against CP2K and
Quantum ESPRESSO reference families without changing the runtime dependency
boundary.
| Feature | Local Status | Reference Family |
|---|---|---|
| Plane-wave SCF core | verified (bulk-Si EOS) | CP2K Quickstep, QE PWscf |
| UPF/GTH pseudopotentials and nonlocal projectors | proof-level | QE UPF, CP2K GTH |
| Geometry relaxation and finite-difference stress | proof-level | CP2K MOTION/GEO_OPT, QE relax |
| Static reference comparison | supported | static CP2K/QE fixture summaries |
| QM/MM force-environment orchestration | deferred | CP2K FORCE_EVAL/QMMM |
| PH/EPW/NEB/TDDFT/MPI/offload suite breadth | deferred | QE and CP2K production suites |
| Importing, wrapping, building, or running CP2K/QE | anti-goal | external executables |
Plane-wave SCF core is verified only for the bulk-silicon PBE equation of state
against an all-electron (FLEUR/WIEN2k) reference (Lejaeghere Δ factor
1.942 meV/atom); broader chemistry stays proof-level, and the separate
MLX-versus-QE PWscf cross-engine parity is still diagnostic, not closed.
dft_qm_scope_readiness_report() returns a shared readiness payload for these
features. Deferred, anti-goal, and unknown features report blockers before any
production-suite claim can be emitted.
Hot-Path Recommendation
Section titled “Hot-Path Recommendation”The first future custom Metal kernel should target Hamiltonian application, specifically the combined kinetic + local + nonlocal application path used by Davidson and band calculations.
Reason:
- Dense diagonalization is a reference path and should not be optimized first.
- SCF and band workloads repeatedly apply
Hψ. - Nonlocal projector application adds many grid reductions and scatter-like projector accumulations.
- A fused Metal path can reduce Python-loop overhead before deeper eigensolver work.
Second-tier targets are projector construction/interpolation and orthonormalization. FFT/Hartree should be measured carefully before replacing MLX/Accelerate-backed paths.