Abstract: A method of performing automatic tuning on a deep learning model includes: utilizing an instruction-based learned cost model to estimate a first type of operational performance metrics based on a tuned configuration of layer fusion and tensor tiling; utilizing statistical data gathered during a compilation process of the deep learning model to determine a second type of operational performance metrics based on the tuned configuration of layer fusion and tensor tiling; performing an auto-tuning process to obtain a plurality of optimal configurations based on the first type of operational performance metrics and the second type of operational performance metrics; and configure the deep learning model according to one of the plurality of optimal configurations.

Abstract: The feather-filled product structure without stitches for leak of feathers prevention, includes a first cloth and a second cloth, with a hot melt adhesive being provided on a corresponding surface between the first cloth and the second cloth The first cloth and the second cloth can be joined when the hot melt adhesive has been molten.