Production MLX MD Boundary
mlx_atomistic keeps the simulation engine lightweight. Core installs only MLX,
NumPy, and SciPy. Optional extras may parse chemistry/topology files or visualize
results, but mlx_atomistic owns trajectory generation.
Dependency Extras
Section titled “Dependency Extras”mlx-atomistic: core MLX engine and reduced/physical-unit kernels.mlx-atomistic[prep]: topology/parameter import plus ligand chemistry/file parsing helpers. These tools do not run MD.mlx-atomistic[viz]: notebook visualization and trajectory analysis.
Raw PDB/mmCIF coordinates are accepted for visualization and selection, not as
general production MD input. Bundled examples are explicit exceptions:
mlx_atomistic.prep includes versioned internal templates for specific systems so
notebooks can build runnable MLX artifacts without an external simulator or
user-supplied topology files.
Production Artifact Contract
Section titled “Production Artifact Contract”A production artifact must include:
- explicit physical units for coordinates, mass, charge, energy, time, and temperature;
- topology arrays for bonds, angles, dihedrals, optional impropers, constraints, and nonbonded exceptions;
- per-atom LJ parameters and charges;
- force-field provenance and a compatibility report;
- no unsupported required terms.
mlx_atomistic.artifacts.load_prepared_mlx_artifact(..., require_production=True)
fails closed for reduced-unit demo artifacts, unsupported terms, missing arrays,
unsupported or incomplete PME/barostat requests, virtual sites,
Drude/polarizable terms, and other terms the MLX engine cannot yet represent
faithfully. PME and first-path NPT support are proof-level surfaces: accepted
artifacts must provide explicit configuration and readiness metadata, and
unsupported production cases remain blockers.
Phase 3 GPCRmd Fixture Probe
Section titled “Phase 3 GPCRmd Fixture Probe”The active production-readiness probe uses
gpcrmd-729-beta1-5f8u-cyanopindolol, a local GPCRmd 729 cache with 92001
atoms, CHARMM36, TIP3P water, sodium/chloride ions, and a POPC membrane.
The probe result is blocked, not a production-MD pass:
- OpenMM reference evidence is available as reference-only CHARMM/PME data.
- MLX preparation, strict artifact loading, and readiness checks now pass for the fixture.
- Bounded MLX execution blocks at
topology_terms: lazy topology needs a runtime nonbonded pair provider, and full dense pair materialization was not requested. - Because the run blocks before production frames, energy parity, trajectory output, checkpoint, and restart behavior are not claimed.
This is one bounded fixture probe and is not broad production MD certification.
Archived ATP-Receptor Workflow
Section titled “Archived ATP-Receptor Workflow”The old ATP/P2X4 notebook has moved to
notebooks/archive/atp-pocket-mlx-demo/. It remains useful as historical
reference for the internal 4DW1 pocket artifact, but it is no longer the active
macromolecule visualization workflow. For that archived example:
- build the prepared artifact with
prepare_p2x4_atp(..., backend="production_mlx")andsave_prepared_system(...)if the artifact is missing or stale; - validate the generated artifact with
require_production=True; - run MLX minimization, restrained NVT warmup, and production NVT if
trajectory.npzis missing or stale; - animate and analyze only the saved MLX coordinates with one preloaded Plotly trajectory player, visible controls, a translucent frame-0 ATP overlay, and ATP center-of-mass motion relative to the receptor pocket.
Expected Python API flow:
from pathlib import Path
from mlx_atomistic.prep.io import save_prepared_systemfrom mlx_atomistic.prep.prepare import prepare_p2x4_atpfrom mlx_atomistic.prep.runner import run_mlx
prepared_dir = Path("notebooks/archive/atp-pocket-mlx-demo/data/prepared/4dw1-atp")prepared = prepare_p2x4_atp( pdb_path=Path("notebooks/archive/atp-pocket-mlx-demo/data/4dw1_atp_bound_p2x4.pdb"), backend="production_mlx",)save_prepared_system(prepared, prepared_dir)run_mlx( prepared_dir, require_production=True, steps=5000, sample_interval=25, dt=0.002, temperature=300, friction=10, restraint_k=5, minimize_steps=50, equilibration_steps=100,)General user systems still need real topology/parameter import first:
from mlx_atomistic.prep import ( import_amber_prmtop, import_charmm_psf, import_gromacs_top_gro,)Accepted imports can carry RB torsions and PME assignment-order metadata into
the strict artifact gate. PME assignment orders 2, 4, and 5 are accepted
when the artifact includes complete PME configuration arrays; unsupported
force-field terms still produce blockers rather than partial production runs.
The internal 4DW1 force field is fixed-topology classical MD: no ATP hydrolysis, bond breaking, ligand docking/search, membrane, solvent, PME, or NPT.
T4L / Benzene Forced-SMD Method Demo
Section titled “T4L / Benzene Forced-SMD Method Demo”The active macromolecular notebook is now
notebooks/ligand-receptor-motion/01-ligand-receptor-translational-motion.ipynb.
Its primary realistic path uses a public GLP-1R / Exendin-4 trajectory. The MLX
section builds a small soluble T4 lysozyme L99A / benzene artifact from PDB
4W52 and runs forced steered MD:
from pathlib import Path
from mlx_atomistic.prep.io import save_prepared_systemfrom mlx_atomistic.prep.runner import run_steered_mlxfrom mlx_atomistic.prep.t4l_benzene import prepare_t4l_benzene
prepared_dir = Path("notebooks/ligand-receptor-motion/data/prepared/t4l-benzene-smd")save_prepared_system(prepare_t4l_benzene(), prepared_dir)run_steered_mlx(prepared_dir, steps=25000, dt=0.001, sample_interval=50)The T4L artifact is labeled mlx_internal_t4l_benzene_forced_smd_demo_v2. It
includes explicit hydrogens, topology arrays, simple internal parameters,
constraints, nonbonded exceptions, receptor/ligand masks, and steering
provenance. It is appropriate for demonstrating MLX-generated ligand translation
under a moving COM restraint. It is not a validated CHARMM/AMBER production force
field, does not represent natural diffusion, and does not infer a real benzene
egress route. The steering direction is a documented heuristic radial vector
from pocket-center to ligand-center.
The same notebook keeps the public GLP-1R / Exendin-4 trajectory as a labeled
public_md comparison. That comparison is analysis input only.
Remaining Production Gaps
Section titled “Remaining Production Gaps”A GLP-1R / Exendin-4 production simulation generated by mlx_atomistic still
requires full membrane/solvent/ion setup, mature production PME/NPT validation,
validated CHARMM/AMBER force-field parity, and enhanced sampling beyond simple
SMD. Current PME and NPT paths are bounded proof surfaces, not evidence for a
complete membrane-production workflow.
For the GPCRmd 729 production-readiness probe, the next implementation blocker is runtime nonbonded pair provisioning for lazy topology at GPCRmd scale. Until that blocker is closed and re-run evidence is recorded, production-MD readiness remains blocked for the selected large fixture.