Abstract: Existing approaches for switching between different hardware accelerators in a heterogeneous accelerator approach have the disadvantage that complete potential of the heterogeneous hardware accelerators do not get used as the switching relies on load on the accelerators or a random switching in which entire task gets reassigned to a different hardware accelerator. The disclosure herein generally relates to data model training, and, more particularly, to a method and system for data model training using heterogeneous hardware accelerators. In this approach, the system switches between hardware accelerators when a measured accuracy of the data model after any epoch is below a threshold of accuracy.

Abstract: A method includes accessing, by a server computer, a plurality of electronic mail messages; identifying, based on information contained in each electronic mail message, one or more actions that can be taken with respect to each electronic mail message; and outputting, for display at a client computing device, an electronic mail interface. The electronic mail interface includes a message preview element for each electronic mail message. Each message preview element includes an interface element for causing performance of the action for each electronic mail message.

Abstract: A method includes accessing, by a server computer, a plurality of electronic mail messages; identifying, based on information contained in each electronic mail message, one or more actions that can be taken with respect to each electronic mail message; and outputting, for display at a client computing device, an electronic mail interface. The electronic mail interface includes a message preview element for each electronic mail message. Each message preview element includes an interface element for causing performance of the action for each electronic mail message.

Abstract: A method and apparatus for ensuring efficient validation coverage of an architecture, such as protocol or interconnect architecture, is herein described. A coverage space of states for an architecture is generated and stored in a database. During simulation, states of the coverage space encountered are marked. From this, the states encountered and not encountered may be determined. Based on the states not encountered, a targeted test suite is developed to target at least some of the states not encountered during previous simulation. This feedback loop from simulation to refining of a test suite based on states of a coverage space not encountered during simulation may be recursively repeated until adequate validation, i.e. an adequate confidence level of validation, of the coverage space is achieved.