***************** Library Reference ***************** This chapter provides a complete reference to all of the functionality included in inspyred. ======================== Evolutionary Computation ======================== .. automodule:: inspyred.ec :members: .. automodule:: inspyred.ec.emo :members: .. automodule:: inspyred.ec.analysis :members: .. automodule:: inspyred.ec.utilities :members: --------- Operators --------- An evolutionary computation is composed of many parts: - an archiver -- stores solutions separate from the population (e.g., in a multiobjective EC) - an evaluator -- measures the fitness of candidate solutions; problem-dependent - a generator -- creates new candidate solutions; problem-dependent - a migrator -- moves individuals to other populations (in the case of distributed ECs) - observers -- view the progress of an EC in operation; may be a list of observers - a replacer -- determines the survivors of a generation - a selector -- determines the parents of a generation - terminators -- determine whether the evolution should stop; may be a list of terminators - variators -- modify candidate solutions; may be a list of variators Each of these parts may be specified to create custom ECs to suit particular problems. .. automodule:: inspyred.ec.archivers :members: .. automodule:: inspyred.ec.evaluators :members: .. automodule:: inspyred.ec.generators :members: .. automodule:: inspyred.ec.migrators :members: .. automodule:: inspyred.ec.observers :members: .. automodule:: inspyred.ec.replacers :members: .. automodule:: inspyred.ec.selectors :members: .. automodule:: inspyred.ec.terminators :members: .. automodule:: inspyred.ec.variators :members: ================== Swarm Intelligence ================== .. automodule:: inspyred.swarm :members: .. automodule:: inspyred.swarm.topologies :members: ================== Benchmark Problems ================== .. automodule:: inspyred.benchmarks .. autoclass:: inspyred.benchmarks.Benchmark :members: .. autoclass:: inspyred.benchmarks.Binary :members: --------------------------- Single-Objective Benchmarks --------------------------- .. autoclass:: inspyred.benchmarks.Ackley :members: .. autoclass:: inspyred.benchmarks.Griewank :members: .. autoclass:: inspyred.benchmarks.Rastrigin :members: .. autoclass:: inspyred.benchmarks.Rosenbrock :members: .. autoclass:: inspyred.benchmarks.Schwefel :members: .. autoclass:: inspyred.benchmarks.Sphere :members: -------------------------- Multi-Objective Benchmarks -------------------------- .. autoclass:: inspyred.benchmarks.Kursawe :members: .. autoclass:: inspyred.benchmarks.DTLZ1 :members: .. autoclass:: inspyred.benchmarks.DTLZ2 :members: .. autoclass:: inspyred.benchmarks.DTLZ3 :members: .. autoclass:: inspyred.benchmarks.DTLZ4 :members: .. autoclass:: inspyred.benchmarks.DTLZ5 :members: .. autoclass:: inspyred.benchmarks.DTLZ6 :members: .. autoclass:: inspyred.benchmarks.DTLZ7 :members: -------------------------------- Discrete Optimization Benchmarks -------------------------------- .. autoclass:: inspyred.benchmarks.Knapsack :members: .. autoclass:: inspyred.benchmarks.TSP :members: