mxl-multimode
This skill should be used when users need the MaxwellLink multimode Fabry-Pérot cavity solver to study a spatial grid of molecules coupled to many photonic…
Skill by TaoELi
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What this skill can do and what it asks for, from its SKILL.md and code. Checked Oct 26, 2026.
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~/.claude/skills/mxl-multimode
What's inside
- Skill name
mxl-multimode- Description
- This skill should be used when users need the MaxwellLink multimode Fabry-Pérot cavity solver to study a spatial grid of molecules coupled to many photonic modes (mesoscale VSC), in either socket or embedded mode.
- License
- GPL-2.0
- Instructions
- 49 lines in SKILL.md · view on GitHub
Files (2)
- SKILL.md
- multimode_run_recipes.md · references/
SKILL.md (first lines)
# Multimode Fabry-Pérot cavity workflows (MaxwellLink) ## When to use - Use `mxl.MultiModeSimulation` paired with `mxl.FabryPerotCavity` when the physics requires a 2D molecular grid coupled to many photon modes (mesoscale VSC, polariton dispersion, planar Fabry-Pérot dynamics). For 1-mode prototyping prefer `skills/mxl-singlemode/SKILL.md`; for full FDTD prefer `skills/mxl-meep/SKILL.md`. - Reference: TE Li, *J. Chem. Theory Comput.* 20, 7016 (2024). ## Configure the cavity geometry (`FabryPerotCavity`) - Required: `frequency_au` (cavity reference angular frequency at k_∥=0), `delta_omega_x_au`, `delta_omega_y_au` (planar dispersion spacings; mode frequencies are `sqrt(omega_c^2 + (l_x·dωx)^2 + (l_y·dωy)^2)`). - Mode count: `n_mode_x`, `n_mode_y` (cavity modes per axis). - Molecular grid: provide either `n_grid_x`/`n_grid_y` (uniform grid, overrides explicit lists) or `x_grid_1d`/`y_grid_1d` (explicit fractional positions in `[0, 1]` of `Lx`, `Ly`). `n_repeat_x`/`n_repeat_y` stack multiple molecules per spatial site. - Coupling: `coupling_strength` is the prefactor ε for the lowest mode; per-mode couplings are auto-rescaled as `ε_k = ε · ω_k / min ω_k`. `coupling_axis` is a case-insensitive union of `"x"`, `"y"`, `"z"`. - Boundaries: `abc_cutoff` (fractional grid units, default `0.0`) enables an absorbing-boundary smooth window on large planar grids to kill unphysical reflections — recommended whenever `n_grid_x*n_grid_y` is large. ## Configure the simulation (`MultiModeSimulation`) - Required: `dt_au`, `cavity_geometry=cavity` (must be a `FabryPerotCavity` instance — the simulation transparently exposes `n_mode`, `n_grid`, `omega_k`, `ftilde_k`, ... via attribute lookup). - Molecules: pass an iterable of `mxl.Molecule` matching `n_grid = n_grid_x * n_grid_y * n_repeat_x * n_repeat_y`. Socket and embedded molecules can be mixed. For socket runs, all molecules must share one `SocketHub`. - Cavity dissipation: `damping_au` is a deterministic exponential damping on `pc` every step. Always-on; `0.0` disables. - Light-matter physics: `include_dse=True` (default) is required for real-molecule drivers (LAMMPS, Psi4). Set `False` only for model drivers (TLS, QuTiP) when you intentionally want to drop dipole self-energy. - VV interop: `molecule_half_step=True` extrapolates molecular response from half-step data — only set this if the molecular driver returns half-step VV data. - Initial conditions: `qc_initial`, `pc_initial` (shape `(n_mode, 3)`), `mu_initial`, `dmudt_initial` (shape `(n_grid, 3)`). All default to zeros and are then passed through the initializer. - Baseline shift: `shift_dipole_baseline=True` subtracts the initial dipole from every subsequent dipole — useful when permanent dipoles are large in strong-coupling runs. ## Initializer / thermostat (NVE vs NVT) The thermal knobs are now **objects**, not scalar kwargs. Old-style `T_initial_au` / `NVT_T_au` / `langevin_tau_au` / `thermostat_seed` no longer exist. - Defaults are `initializer=DummyInitializer()` and `thermostat=DummyThermostat()` (zero IC, NVE). - For an NVT thermal IC, use `initializer=MaxwellBoltzmannInitializer(temperature_au=T_au, random_seed=...)`. It only fills `qc`/`pc` slots that are still all-zero, so user-provided `qc_initial`/`pc_initial` win. - For a Langevin thermostat, use `thermostat=LangevinThermostat(temperature_au=T_au, dt_au=dt_au, tau_au=tau_au, random_seed=...)`. Note `dt_au` must match the simulation `dt_au`. - Pair the same `random_seed` across initializer + thermostat for reproducibility. Use `from maxwelllink.units import AU_TO_K` for K↔a.u. conversions. ## Drives - Photon-side pulse: pick mode indices via `excited_mode_list=[i, ...]`, give a constant or `callable(t_au)` as `photon_pulse_drive`, and choose `photon_pulse_axis` (default `"y"`). - Molecule-side pulse: pick grid indices via `excited_grid_list=[i, ...]`, with `molecule_pulse_drive` (constant or callable) and `molecule_pulse_axis` (default `"y"`). - K-parallel source: use `from maxwelllink.tools import gaussian_pulse, k_parallel_pulse`; build `source = k_parallel_pulse(cavity=cavity, target="molecule" or "photon", envelope=gaussian_pulse(...) or 1.0, omega_au=..., k_parallel_au=..., direction="x" or "y", center=(...), size=(...), amplitude_au=...)`. For `target="molecule"`, pass `excited_grid_list=source.excited_grid_list` and `molecule_pulse_drive=source`; for `target="photon"`, pass `excited_mode_list=source.excited_mode_list` and `photon_pulse_drive=source`. - Both are optional and additive; passing an empty list disables that channel. ## Run + recording - `sim.run(...)` accepts `until` XOR `steps`. Recording is configured **on `run()`**, not the constructor: - `record_history=True` (default) keeps per-record arrays in memory. - `record_to_disk=True` requires `disk_folder_address` plus exactly one of `npz_filename` / `h5_filename`. NPZ uses memmap-backed temp files that are compacted on finalize; H5 writes directly via h5py. - `record_list` selects fields: `["all"]` or any subset of `"time"`, `"qc"`, `"pc"`, `"photon_drive"`, `"molecule_pulse"`, `"energy"`, `"effective_efield"`, `"molecule_response"`, `"molecule_dipole"`. Passing `[]` or `None` disables recording. - `record_every_steps` thins; `record_max_steps` caps the on-disk allocation (defaults to `steps // record_every_steps`). - After `run()`, in-memory arrays are exposed as `simu.<name>_history` (e.g. `simu.qc_history`, `simu.molecule_dipole_history`). ## References - Recipes: `skills/mxl-multimode/references/multimode_run_recipes.md` - Docs: `docs/source/em_solvers/multimode_cavity.rst` - Tutorial notebook: `docs/source/tutorials/notebook/11_multimode_sho.ipynb`
From TaoELi/MaxwellLink, GPL-2.0.
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Signals
- Stars
- 9
- Forks
- 5
- Open issues
- 0
- Last commit (this folder)
- May 11, 2026 (5 months ago)
- Last release
- Oct 22, 2026 (14 days ago)
From GitHub (fetched Oct 24, 2026).
Details
- License
- GPL-2.0
- Repository
- github.com/TaoELi/MaxwellLink
- Website
- maxwelllink.org/
- First seen
- Oct 24, 2026
- Last checked
- Oct 24, 2026
- Source
- GitHubgithub-graphql
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- 0.626score
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Dual-purpose tutorial to reproduce manuscript liquid-water vibrational strong-coupling spectra and CPU scaling (single-mode cavity plus Meep Bragg resonator)…
SkillAFreshness: A★ 9Claude Code +9 - 0.626score
paper_tutorial_plasmon_heating
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Dual-purpose tutorial to reproduce manuscript Figure 5b, 5d, and 5e plasmonic flux and HCN heating maps (EM-only, TLS, and ASE/BOMD), and to transfer the…
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mxl-multimode skill. Agent Mart. https://agentmart.dev/skills/taoeli-mxl-multimode (last updated 2026-10-24)