SubNeuroHeuristicUnitModel¶

Full Name

neuroptimiser.core.models.SubNeuroHeuristicUnitModel

Description

class SubNeuroHeuristicUnitModel[source]¶

Bases: AbstractSubProcessModel

Sub-process model for NeuroHeuristicUnit

This model implements the sub-process structure of a NeuroHeuristicUnit, which includes a spiking core, a selector for position evaluation, and handlers for spiking signals and positions. It connects these components to form a complete perturbation-based nheuristic process.

See also

neuroptimiser.core.processes.NeuroHeuristicUnit: Process that implements a NeuroHeuristicUnit for perturbation-based nheuristics.
neuroptimiser.core.processes.TwoDimSpikingCore: Process that implements a two-dimensional spiking core for perturbation-based nheuristics.
neuroptimiser.core.processes.Selector: Process that selects the best position based on a fitness function.
neuroptimiser.core.processes.SpikingHandler: Process that handles spiking signals in the NeuroHeuristicUnit.
neuroptimiser.core.processes.PositionSender: Process that sends the position of the agent in the NeuroHeuristicUnit.
neuroptimiser.core.processes.PositionReceiver: Process that receives the positions of neighbouring agents in the NeuroHeuristicUnit.

__init__(proc: NeuroHeuristicUnit)[source]¶

Builds sub Process structure of the Process.

Parameters:

proc (NeuroHeuristicUnit) – The process to build the sub-process structure for.
proc.proc_params (dict) –
A dictionary containing the parameters for the process model. It must include:
- agent_id: int, identifier of the agent
- num_dimensions: int, number of dimensions in the problem space
- num_agents: int, number of agents in the system
- num_neighbours: int, number of neighbouring agents (default: 0)
- spiking_core: str, type of spiking core to use (default: “TwoDimSpikingCore”)
- function: callable, function to evaluate the fitness of a position
- core_params: dict, parameters for the spiking core
- selector_params: dict, parameters for the selector

implements_process¶: alias of NeuroHeuristicUnit

implements_protocol¶: alias of LoihiProtocol