Abstract: Aspects of the present disclosure provide a method for training a predictor that predicts performance of a plurality of machine learning (ML) models on platforms. For example, the method can include converting each of the ML models into a plurality of instructions or the instructions and a plurality of intermediate representations (IRs). The method can also include simulating execution of the instructions corresponding to each of the ML models on a platform and generating instruction performance reports. Each of the instruction performance reports can be associated with performance of the instructions corresponding to one of the ML models that are executed on the platform. The method can also include training the predictor with the instructions or the IRs as learning features and the instruction performance reports as learning labels, compiling the predictor into a library file, and storing the library file in a storage device.

Abstract: Here we present an eyewear temple assembly that provides the flexibility to add thermal regulation to eyewear in an integrated and concealed manner. Our eyewear temple assembly is comprised of a temple tip, temple, cartridge compartment(s), detachable cover(s), and removable cartridge(s). The presented eyewear temple assembly also 1) accommodates, secures, and conceals said cartridge(s), 2) exchanges heat between said cartridge(s) and the wearer and/or environment, and 3) modulates the rate of thermal exchange between said cartridge(s) and the user or environment.

Abstract: Here we present an eyewear temple assembly that provides the flexibility to add functionalities, such as thermal regulation, to eyewear in an integrated and concealed manner. Our eyewear temple assembly is comprised of a temple tip, temple, cartridge compartment(s), and removable cartridge(s). The presented temple assembly also incorporates 1) means of accommodating, securing, and concealing said cartridge(s), 2) means for said cartridge(s) to interact, such as heat exchange, with the wearer and/or environment, and 3) means for modulating the rate of interaction, such as heating or cooling, between said cartridge(s) and the user or environment.