Google Inc.

Oracle America, Inc.

Sherry Qianhong Moore

Darrin Paul Johnson

Noah Fiedel

Eric Christopher Saxe

Yut Loy Chan

Jeremiah Harmsen

Ke Dong

Jeremiah Joseph Harmsen

Konstantin Ananyev

Methods, systems, and apparatus, including computer programs encoded on computer storage media, for augmenting a neural network with additional operations. One of the methods includes maintaining, by a computational graph system that manages execution of computational graphs representing neural network operations for users of the computational graph system, data specifying a plurality of pre-trained neural networks, wherein each of the pre-trained neural networks is a neural network that has been trained on training data to determine trained values of the respective parameters of the neural network; obtaining data specifying a user computational graph representing neural network operations, the user computational graph comprising a plurality of nodes connected by edges; identifying (i) an insertion point after a first node in the user computational graph and (ii) a particular pre-trained neural network from the plurality of pre-trained neural networks; and inserting a remote call node into the user computational graph.

Augmenting neural networks

A remote control for a set-top box is configured to communicate with the set-top box using first and second wavelengths. In one embodiment, the remote control automatically performs Bluetooth pairing with the set-top box when the remote control is in proximity to the set-top box and the user presses a button on the remote, such as a 'Power' button or other designated button. The remote control may wirelessly transmit a unique ID to the set-top box for the pairing process using the first wavelength, such as infrared. When paired, the set-top box may accept commands from the remote control transmitted using the second wavelengths, e.g., Bluetooth.

Automatically pairing remote

A method for transferring execution to a subsequent operating system. The method includes rebooting a computer system. Rebooting the computer system includes initializing an in-kernel boot loader. The in-kernel boot loader executes in a kernel of an initial operating system. Rebooting the computer system further includes populating, by the in-kernel boot loader, an initialization data structure using system data gathered during the execution of the initial operating system, loading, by the in-kernel boot loader, the subsequent operating system, and transferring control of the computer system from the initial operating system to the subsequent operating system. The subsequent operating system accesses the initialization data structure to identify available hardware. The method further includes executing the subsequent operating system on the available hardware of the computer system.

Method and system for providing information to a subsequent operating system

Methods and apparatus provide for a Dynamic Interleaver to modify the interleaving distribution spanning physical memory modules. Specifically, dynamic interleaving provides the ability to increase the number of interleaved physical memory modules when a current interleaved group of memory locations is experiencing heavy use. By increasing the number of interleaved memory locations, a system can make optimal use of memory by allowing more parallel accesses to physical memory during the period of heavy utilization. However, if the current interleaved group of memory locations experience low use, the Dynamic Interleaver can choose to interleave across fewer physical memory modules and apply power management techniques to those memory locations that are no longer being accessed. Prior to 're-interleaving' interleaved memory locations, the Dynamic Interleaver migrates data out of the current interleaved memory locations. After re-interleaving, the Dynamic Interleaver maps the data back into the re-interleaved memory locations.

Dynamic interleaving

A method for memory management that includes receiving a request for memory space, identifying a first memory module from a plurality of memory modules based on a first memory power management policy, wherein the first memory power management policy specifies how to allocate memory space in the plurality of memory modules to satisfy a power consumption criteria, and allocating the memory space on the first memory module.

Growing community of inventors

Fremont, CA, United States of America

Sherry Qianhong Moore