mcpy ==== Grand Canonical Monte Carlo for atomistic systems — with native Replica Exchange and machine-learning interatomic potentials. `mcpy` predicts the composition and stability of surfaces and nanoparticles under realistic temperature and chemical-potential conditions. It is built on the Atomic Simulation Environment (ASE), so any ASE-compatible calculator — DFT, classical potentials, or MLIPs such as MACE — can drive the sampling. Highlights ---------- - **GCMC, NVT, and Replica-Exchange** in a single, modular run loop, including a single-process ``BatchedReplicaExchange`` for single-GPU runs. - **Hybrid scheme of Senftle et al.** — every trial insertion/deletion is followed by a short local relaxation, which makes acceptance realistic in densely packed metallic systems. - **Basin-hopping output for free** — every ensemble can emit a running ``minima_file`` of strictly improving configurations alongside the sampling trajectory, and replica-exchange runs add a global ``global_minimum.xyz`` at the end. - **Calibratable free volume** via Monte Carlo sampling with element-wise exclusion radii. - **Cell geometries out of the box** — periodic box, rectangular sub-slab, spherical region around a nanoparticle, and user-defined custom cells. - **Modular trial moves** — insertion, deletion, displacement, permutation, shake, and Brownian moves, mixed through a weighted ``MoveSelector``; permutation and displacement support compound ``n_swaps`` / ``n_steps`` perturbations per trial for basin-hopping sampling. - **MLIP-ready** — dedicated MACE wrappers, plus any ASE-compatible potential (NequIP, ACE, classical force fields) through the generic calculator adapter, and an optional GPU-native NVIDIA Alchemi backend for large systems. - **Phase-diagram utilities** for post-processing GCMC ensembles into surface and nanoparticle phase diagrams. Citing mcpy ----------- If you use `mcpy` in a publication, please cite the project repository and the hybrid GCMC method it implements (see :doc:`bibliography`). .. toctree:: :caption: Get started :maxdepth: 1 installation first_simulation .. toctree:: :caption: Background :maxdepth: 1 ensembles cells species_radii moves calculators gcmc_acceptance_convention .. toctree:: :caption: Tutorials :maxdepth: 1 tutorials/oxidation_phase_diagram tutorials/cluster_install_iqtc .. toctree:: :caption: Examples :maxdepth: 1 examples .. toctree:: :caption: API reference :maxdepth: 1 reference/ensembles reference/moves reference/cells reference/calculators reference/utils .. toctree:: :caption: Reference :maxdepth: 1 glossary bibliography