Abstract: Systems and methods for natural language generation by an edge computing device are disclosed. In one embodiments, a method comprises: receiving, by an edge computing device, event data from an edge event; determining, by the edge computing device, that a network connection to a cloud server is not available; extracting, by the edge computing device, features of the event data; predicting, by a local neural network of the edge computing device, an action for the edge computing device to take based on the features of the event data, wherein the action is associated with a confidence level; and determining, by the edge computing device, whether the confidence level meets a predetermined threshold value.

Abstract: An assembled golf bag includes a bag body having an upper edge and a lower edge to which an upper frame and a base are attached, respectively. The upper frame and the base are each peripherally provided with a plurality of fasteners. Each of the fasteners has a flat turn. The upper edge and the lower edge of the bag body are each peripherally provided with a plurality of slots corresponding to the fasteners of the upper frame and the base so that the upper frame and the base can be detachably attached to bag body using the fasteners and the flat turns.

Abstract: A signal lantern has an emitting assembly and a handle. The emitting assembly has multiple light emitting diodes that may generate lights in different colors. The handle has a front end, side and multiple buttons. The emitting assembly is mounted on the front end of the handle has. The buttons are mounted on the side of the handle and the number and colors of the buttons correspond to the colors of the lights emitting from the emitting assembly. The signal lantern can be held and the color of light of the emitting assembly can be changed with one handle.

Abstract: The present invention is to provide a backpack including a backpack body defining a storage chamber for holding things, shoulder strap means provided on the outside of the backpack body for carrying on the user's shoulders, and a support member fixedly located on the backpack body at the back and adapted to support the backpack body on the small of a user's back. The support member includes a supporting face with longitudinally extended convex portion and transversely extended concave portion fitting the curvature of the small of the user's back and two side guards with longitudinally extended convex portion and transversely extended concave portion located on at two opposite lateral sides of the supporting face.