Multipath neural network, method to allocate resources and multipath neural network analyzer

Computing resources are optimally allocated for a multipath neural network using a multipath neural network analyzer that includes an interface and a processing device. The interface receives a multipath neural network that includes two or more paths. A first path includes one or more layers. A first layer of the first path corresponds to a first kernel that runs on a compute unit that includes two or more cores. The processing device allocates to the first kernel a minimum number of cores of the compute unit and a maximum number of cores of the compute unit. The minimum number of cores of the compute unit is allocated based on the first kernel being run concurrently with at least one other kernel on the compute unit and the maximum number of cores of the compute unit is allocated based on the first kernel being run alone on the compute unit.