公开(公告)号：US11275744B2

公开(公告)日：2022-03-15

申请号：US16840699

申请日：2020-04-06

Applicant: Google LLC

Inventor： Milad Olia Hashemi ,  Parthasarathy Ranganathan ,  Harsh Satija

IPC: G06F16/00 ,  G06F16/2455 ,  G06N3/08 ,  G06N3/04 ,  G05B13/00 ,  G06F16/176 ,  G06F16/2453 ,  G06N20/00

Abstract: Methods, systems, and apparatus, including computer programs encoded on a computer storage medium, for disaggregating latent causes for computer system optimization. In one aspect, a method includes accessing a data stream for data values resulting from operations performed by a computer system; providing the data values as input to a data disaggregation machine learning model that generates descriptors of latent causes of the data values; providing the data values and the descriptors of the latent causes of the data values as inputs to a control system model that generates embedded representations of commands to modify the operations performed by the computer system; determining commands to modify the operations performed by the computer system based on the embedded representations of commands to modify the operations performed by the computer system; and providing the commands to the computer system.

公开(公告)号：US10650001B2

公开(公告)日：2020-05-12

申请号：US15726130

申请日：2017-10-05

Applicant: Google LLC

Inventor： Milad Olia Hashemi ,  Parthasarathy Ranganathan ,  Harsh Satija

IPC: G06F17/30 ,  G06F16/2455 ,  G06N3/08 ,  G06N3/04 ,  G05B13/00 ,  G06F16/176 ,  G06F16/2453 ,  G06N20/00

Abstract: Methods, systems, and apparatus, including computer programs encoded on a computer storage medium, for disaggregating latent causes for computer system optimization. In one aspect, a method includes accessing a data stream for data values resulting from operations performed by a computer system; providing the data values as input to a data disaggregation machine learning model that generates descriptors of latent causes of the data values; providing the data values and the descriptors of the latent causes of the data values as inputs to a control system model that generates embedded representations of commands to modify the operations performed by the computer system; determining commands to modify the operations performed by the computer system based on the embedded representations of commands to modify the operations performed by the computer system; and providing the commands to the computer system.

公开(公告)号：US20200233871A1

公开(公告)日：2020-07-23

申请号：US16840699

申请日：2020-04-06

Applicant: Google LLC

Inventor： Milad Olia Hashemi ,  Parthasarathy Ranganathan ,  Harsh Satija

IPC: G06F16/2455 ,  G05B13/00 ,  G06N3/04 ,  G06N3/08 ,  G06F16/2453 ,  G06F16/176

Abstract: Methods, systems, and apparatus, including computer programs encoded on a computer storage medium, for disaggregating latent causes for computer system optimization. In one aspect, a method includes accessing a data stream for data values resulting from operations performed by a computer system; providing the data values as input to a data disaggregation machine learning model that generates descriptors of latent causes of the data values; providing the data values and the descriptors of the latent causes of the data values as inputs to a control system model that generates embedded representations of commands to modify the operations performed by the computer system; determining commands to modify the operations performed by the computer system based on the embedded representations of commands to modify the operations performed by the computer system; and providing the commands to the computer system.

公开(公告)号：US20190108261A1

公开(公告)日：2019-04-11

申请号：US15726130

申请日：2017-10-05

Applicant: Google LLC

Inventor： Milad Olia Hashemi ,  Parthasarathy Ranganathan ,  Harsh Satija

IPC: G06F17/30

Abstract: Methods, systems, and apparatus, including computer programs encoded on a computer storage medium, for disaggregating latent causes for computer system optimization. In one aspect, a method includes accessing a data stream for data values resulting from operations performed by a computer system; providing the data values as input to a data disaggregation machine learning model that generates descriptors of latent causes of the data values; providing the data values and the descriptors of the latent causes of the data values as inputs to a control system model that generates embedded representations of commands to modify the operations performed by the computer system; determining commands to modify the operations performed by the computer system based on the embedded representations of commands to modify the operations performed by the computer system; and providing the commands to the computer system.