  In this work we provide a method for generating quantum circuits preparing
maximally multipartite entangled states using genetic programming. The
presented method is faster that known realisations thanks to the applied
fitness function and several modifications to the genetic programming schema.
Moreover, we enrich the described method by the unique possibility to define an
arbitrary structure of a system. We use the developed method to find new
quantum circuits, which are simpler from known results. We also analyse the
efficiency of generating entanglement in the spin chain system and in the
system of complete connections.
