We present joint multi-dimension pruning (abbreviated as JointPruning), an effective method of a network on three crucial aspects: spatial, depth and channel simultaneously. To tackle these naturally different dimensions, we proposed general framework by defining seeking the best vector (i.e., numerical value layer-wise number, spacial size, depth) construct unique mapping from to pruned struct...