Patents by Inventor Stefanie Grunwald

Stefanie Grunwald has filed for patents to protect the following inventions. This listing includes patent applications that are pending as well as patents that have already been granted by the United States Patent and Trademark Office (USPTO).

  • Using reinforcement learning to scale queue-based services
    Patent number: 11700302
    Abstract: Techniques for adjusting a compute capacity of a cloud computing system. In an example, a compute scaling application accesses, from a cloud computing system, a compute capacity indicating a number of allocated compute instances of a cloud computing system and usage metrics indicating pending task requests in a queue of the cloud computing system. The compute scaling application determines, for the cloud computing system, a compute scaling adjustment by applying a machine learning model to the compute capability of the cloud computing system and the usage metrics. The compute scaling adjustment indicates an adjustment to a number of compute instances of the cloud computing system. The compute scaling application provides the compute scaling adjustment to the cloud computing system. The cloud computing system adjusts a number of allocated compute instances.
    Type: Grant
    Filed: August 12, 2021
    Date of Patent: July 11, 2023
    Assignee: Adobe Inc.
    Inventors: Michael Friedrich, Stefanie Grunwald
  • USING REINFORCEMENT LEARNING TO SCALE QUEUE-BASED SERVICES
    Publication number: 20210377340
    Abstract: Techniques for adjusting a compute capacity of a cloud computing system. In an example, a compute scaling application accesses, from a cloud computing system, a compute capacity indicating a number of allocated compute instances of a cloud computing system and usage metrics indicating pending task requests in a queue of the cloud computing system. The compute scaling application determines, for the cloud computing system, a compute scaling adjustment by applying a machine learning model to the compute capability of the cloud computing system and the usage metrics. The compute scaling adjustment indicates an adjustment to a number of compute instances of the cloud computing system. The compute scaling application provides the compute scaling adjustment to the cloud computing system. The cloud computing system adjusts a number of allocated compute instances.
    Type: Application
    Filed: August 12, 2021
    Publication date: December 2, 2021
    Inventors: Michael Friedrich, Stefanie Grunwald
  • Using reinforcement learning to scale queue-based services
    Patent number: 11153375
    Abstract: Techniques for adjusting a compute capacity of a cloud computing system. In an example, a compute scaling application accesses, from a cloud computing system, a compute capacity indicating a number of allocated compute instances of a cloud computing system and usage metrics indicating pending task requests in a queue of the cloud computing system. The compute scaling application determines, for the cloud computing system, a compute scaling adjustment by applying a machine learning model to the compute capability of the cloud computing system and the usage metrics. The compute scaling adjustment indicates an adjustment to a number of compute instances of the cloud computing system. The compute scaling application provides the compute scaling adjustment to the cloud computing system. The cloud computing system adjusts a number of allocated compute instances.
    Type: Grant
    Filed: September 30, 2019
    Date of Patent: October 19, 2021
    Assignee: Adobe Inc.
    Inventors: Michael Friedrich, Stefanie Grunwald
  • USING REINFORCEMENT LEARNING TO SCALE QUEUE-BASED SERVICES
    Publication number: 20210099517
    Abstract: Techniques for adjusting a compute capacity of a cloud computing system. In an example, a compute scaling application accesses, from a cloud computing system, a compute capacity indicating a number of allocated compute instances of a cloud computing system and usage metrics indicating pending task requests in a queue of the cloud computing system. The compute scaling application determines, for the cloud computing system, a compute scaling adjustment by applying a machine learning model to the compute capability of the cloud computing system and the usage metrics. The compute scaling adjustment indicates an adjustment to a number of compute instances of the cloud computing system. The compute scaling application provides the compute scaling adjustment to the cloud computing system. The cloud computing system adjusts a number of allocated compute instances.
    Type: Application
    Filed: September 30, 2019
    Publication date: April 1, 2021
    Inventors: Michael Friedrich, Stefanie Grunwald