1. A method, comprising: simulating a simulation spiking neural network to generate learned information for a digital circuit chip, wherein said digital circuit chip comprises plural synapse devices interconnecting multiple digital electronic neurons; and loading the learned information into said digital circuit chip to implement a spiking neural network, wherein the learned information comprises synaptic weights for said plural synapse devices, neuron parameters for said multiple digital electronic neurons, and interconnectivity information for on-chip interconnectivity between said multiple digital electric neurons; wherein the synaptic weights affect functional behavior of said plural synapse devices; and wherein the spiking neural network implemented on said digital circuit chip has a one-to-one correspondence with said simulation spiking neural network.