Abstract: In various examples, physical sensor data may be generated by a vehicle in a real-world environment. The physical sensor data may be used to train deep neural networks (DNNs). The DNNs may then be tested in a simulated environment—in some examples using hardware configured for installation in a vehicle to execute an autonomous driving software stack—to control a virtual vehicle in the simulated environment or to otherwise test, verify, or validate the outputs of the DNNs. Prior to use by the DNNs, virtual sensor data generated by virtual sensors within the simulated environment may be encoded to a format consistent with the format of the physical sensor data generated by the vehicle.

Abstract: The disclosure provides a virtual view broadcaster, a virtual view broadcasting system, and a video gaming broadcaster. In one embodiment, the virtual view broadcaster includes: (1) a cloud-based renderer configured to generate virtual view images from a virtual camera positioned in a computer application, and (2) an image processor configured to generate a virtual view stream for the virtual camera employing the virtual view rendered images, wherein the virtual view images are from different viewing directions at the virtual camera.

Abstract: Embodiments of the present invention provide a novel solution that uses subjective end-user input to generate optimal image quality settings for an application. Embodiments of the present invention enable end-users to rank and/or select various adjustable application parameter settings in a manner that allows them to specify which application parameters and/or settings are most desirable to them for a given application. Based on the feedback received from end-users, embodiments of the present invention may generate optimal settings for whatever performance level the end-user desires. Furthermore, embodiments of the present invention may generate optimal settings that may be benchmarked either on a server farm or on an end-user's client device.

Abstract: A system, method, and computer program product are provided for simultaneously determining settings for a plurality of parameter variations. In use, a plurality of parameter variations associated with a device is identified. Additionally, settings for each of the plurality of parameter variations are determined simultaneously.

Abstract: A system, method, and computer program product are provided for determining parameters for an application based on hardware specifications. In operation, a plurality of hardware specifications associated with a system are identified. Additionally, at least one application associated with the system is identified. Furthermore, at least one parameter for the application is determined based on the hardware specifications. Still yet, the parameter is applied to the application.

Abstract: A system, method, and computer program product are provided for determining a plurality of application settings utilizing a mathematical function. In operation, a plurality of application parameters are identified. Additionally, the application parameters are defined as a mathematical function. Furthermore, a plurality of application settings are determined utilizing the mathematical function.

Abstract: A system, method, and computer program product are provided for determining at least one root of an n-dimensional function, utilizing triangulation. In operation, an n-dimensional function is received. Additionally, at least one root of the n-dimensional function is determined utilizing triangulation.

Abstract: A graphics processing subsystem is programmed with shader programs that make calls to an abstract interface. One or more subshaders implementing the functions of the abstract interface can also be defined. The binding of interfaces to functions is resolved by a language runtime module that compiles the subshaders. As shader programs are compiled, the runtime module determines whether each method call is associated with an interface function. For each interface method call, the runtime module determines the appropriate implementation of the interface to be bound to the method call. Once the appropriate implementation is identified, the interface binding is created using string substitution or indirect addressing instructions. At the time of compilation, which may be during the execution of the rendering application, the desired combinations of subshaders are specified and compiled into a combined shader program, which can then be executed by the graphics processing subsystem.

Abstract: A system optimizes two or more stream processing programs based upon the data exchanged between the stream processing programs. The system alternately processes each stream processing program to identify and remove dead program code, thereby improving execution performance. Dead program code is identified by propagating constants received as inputs from other stream processing programs and by analyzing a first stream processing program and determining the outputs of a second stream processing program that are unused by the first stream processing program. The system may perform multiple iterations of this optimization is previous iterations introduce additional constants used as inputs to a stream processing program. Following optimization of the stream processing programs, the optimized stream processing programs are compiled to a format adapted to be executed by a stream processing system.

Abstract: A system optimizes two or more stream processing programs based upon the data exchanged between the stream processing programs. The system alternately processes each stream processing program to identify and remove dead program code, thereby improving execution performance. Dead program code is identified by propagating constants received as inputs from other stream processing programs and by analyzing a first stream processing program and determining the outputs of a second stream processing program that are unused by the first stream processing program. The system may perform multiple iterations of this optimization is previous iterations introduce additional constants used as inputs to a stream processing program. Following optimization of the stream processing programs, the optimized stream processing programs are compiled to a format adapted to be executed by a stream processing system.