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: A method of activating an update of a home screen of a mobile communications device is provided. The home screen is displayed on a display panel of the mobile communications device. The home screen includes a plurality of tiles displaying a plurality of feeds from one or more feed sources. The method includes performing one of updating the home screen or activating and displaying a menu bar on the display panel based on a distance of a downward scrolling on a top page of a home screen. A non-transitory computer-readable medium and a mobile communications device for activating an update of a home screen of a mobile communications device are also provided.

Abstract: A method of navigating between a plurality of different views of a home screen of a mobile communications device is provided. The mobile communications device includes a home button, a processor, and a display panel configured to cooperate with the processor to display one of the views of the home screen. The method includes selectively displaying one of the views of the home screen on the display panel based on a number of times the home button is activated within a predetermined time period. A non-transitory computer-readable medium and a mobile communications device of navigating between a plurality of different views of a home screen of a mobile communications device are also provided.

Abstract: A method of activating an update of a home screen of a mobile communications device is provided. The home screen is displayed on a display panel of the mobile communications device. The home screen includes a plurality of tiles displaying a plurality of feeds from one or more feed sources. The method includes performing one of updating the home screen or activating and displaying a menu bar on the display panel based on a distance of a downward scrolling on a top page of a home screen. A non-transitory computer-readable medium and a mobile communications device for activating an update of a home screen of a mobile communications device are also provided.

Abstract: A method of configuring and updating a home screen of a mobile communications device is provided. The home screen is configured and updated by a processor and displayed on a display panel of the mobile communications device. The method includes providing a plurality of tiles, each of the tiles displaying a feed from a corresponding one of feed sources; filling the tiles into the home screen that has a top page, one or more pages being addable immediately above the top page, each page having a layout of a plurality of slots, each of the slots being for accommodating a corresponding one of the tiles; and after an update that results in insertion of at least one new tile into the home screen occurs, placing the at least one new tile displaying a new feed on the top page, and moving at least one existing tile that was on the top page prior to the update to a new, different location of the home screen.

Abstract: A method of navigating between a plurality of different views of a home screen of a mobile communications device is provide. The mobile communications device includes a home button, a processor, and a display panel configured to cooperate with the processor to display one of the views of the home screen. The method includes selectively displaying one of the views of the home screen on the display panel based on a number of times the home button is activated within a predetermined time period. A non-transitory computer-readable medium and a mobile communications device of navigating between a plurality of different views of a home screen of a mobile communications device are also provided.