Source code for jaxdem.colliders

# SPDX-License-Identifier: BSD-3-Clause
# Part of the JaxDEM project – https://github.com/cdelv/JaxDEM
"""Collision-detection interfaces and implementations."""

from __future__ import annotations

import jax

from abc import ABC, abstractmethod
from dataclasses import dataclass
from typing import Tuple, TYPE_CHECKING

from ..factory import Factory

if TYPE_CHECKING:  # pragma: no cover
    from ..state import State
    from ..system import System


[docs] @jax.tree_util.register_dataclass @dataclass(slots=True, frozen=True) class Collider(Factory, ABC): r""" The base interface for defining how contact detection and force computations are performed in a simulation. Concrete subclasses of `Collider` implement the specific algorithms for calculating the interactions. Notes ----- Self-interaction (i.e., calling the force/energy computation for `i=j`) is allowed, and the underlying `force_model` is responsible for correctly handling or ignoring this case. Example ------- To define a custom collider, inherit from `Collider`, register it and implement its abstract methods: >>> @Collider.register("CustomCollider") >>> @jax.tree_util.register_dataclass >>> @dataclass(slots=True, frozen=True) >>> class CustomCollider(Collider): ... Then, instantiate it: >>> jaxdem.Collider.create("CustomCollider", **custom_collider_kw) """
[docs] @staticmethod @abstractmethod @jax.jit def compute_force(state: "State", system: "System") -> Tuple["State", "System"]: """ Abstract method to compute the total force acting on each particle in the simulation. Implementations should calculate inter-particle forces based on the current `state` and `system` configuration, then update the `accel` attribute of the `state` object with the resulting total acceleration for each particle. TO DO: DEFINE HOW TO RESET THE FORCE AND HOW TO ADD FORCE EXTERNALLY Parameters ---------- state : State The current state of the simulation. system : System The configuration of the simulation. Returns ------- Tuple[State, System] A tuple containing the updated `State` object (with computed accelerations) and the `System` object. """ raise NotImplementedError
[docs] @staticmethod @abstractmethod @jax.jit def compute_potential_energy(state: "State", system: "System") -> jax.Array: """ Abstract method to compute the total potential energy of the system. Implementations should calculate the sum per particle of all potential energies present in the system based on the current `state` and `system` configuration. Parameters ---------- state : State The current state of the simulation. system : System The configuration of the simulation. Returns ------- jax.Array A scalar JAX array representing the total potential energy of each particle. Example ------- >>> potential_energy = system.collider.compute_potential_energy(state, system) >>> print(f"Potential energy per particle: {potential_energy:.4f}") >>> print(potential_energy.shape") # (N, 1) """ raise NotImplementedError
from .naive import NaiveSimulator __all__ = ["Collider", "NaiveSimulator"]