Abstract: Aspects of the disclosure are directed to performing disaggregation-aware model graph partitioning, which can include provisioning and load balancing disaggregated resource pools, such as general purpose processors, accelerators, general purpose memory, and high bandwidth memory. Across these disaggregated resource pools, machine learning model operations can be packed and/or batched. The partitioning can further include automatically tuning runtime parameters.

Abstract: Embodiments of the present invention allow applications developers to change user experiences within an application without updating the application by relying on remote interface templates to create user experiences. The application code includes entry points to various remote interface templates stored on a remote device. The remote interface templates are consumed by the application to render content blocks that are all, or part of, the application's interface. The remote interface templates may be changed seamlessly at the remote device allowing the user to enjoy the updated interface without interruption the next time the application is opened.

Abstract: Systems and methods for responding to search queries with search results and related pivoted search queries is presented. Responsive to a search query, one or more entities related to the search query are identified as pivot entities. For each pivot entity a set of pivoted search queries is identified and included among the search results responsive to the search query.

Abstract: Embodiments of the present invention allow applications developers to change user experiences within an application without updating the application by relying on remote interface templates to create user experiences. The application code includes entry points to various remote interface templates stored on a remote device. The remote interface templates are consumed by the application to render content blocks that are all, or part of, the application's interface. The remote interface templates may be changed seamlessly at the remote device allowing the user to enjoy the updated interface without interruption the next time the application is opened.

Abstract: Systems and methods for responding to search queries with search results and related pivoted search queries is presented. Responsive to a search query, one or more entities related to the search query are identified as pivot entities. For each pivot entity a set of pivoted search queries is identified and included among the search results responsive to the search query.