Patents by Inventor Aditya Venkataraman

Aditya Venkataraman 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).

  • Patent number: 11579934
    Abstract: Systems and methods are disclosed for scheduling threads on a processor that has at least two different core types, such as an asymmetric multiprocessing system. Each core type can run at a plurality of selectable voltage and frequency scaling (DVFS) states. Threads from a plurality of processes can be grouped into thread groups. Execution metrics are accumulated for threads of a thread group and fed into a plurality of tunable controllers for the thread group. A closed loop performance control (CLPC) system determines a control effort for the thread group and maps the control effort to a recommended core type and DVFS state. A closed loop thermal and power management system can limit the control effort determined by the CLPC for a thread group, and limit the power, core type, and DVFS states for the system. Deferred interrupts can be used to increase performance.
    Type: Grant
    Filed: March 22, 2021
    Date of Patent: February 14, 2023
    Assignee: Apple Inc.
    Inventors: Jeremy C. Andrus, John G. Dorsey, James M. Magee, Daniel A. Chimene, Cyril de la Cropte de Chanterac, Bryan R. Hinch, Aditya Venkataraman, Andrei Dorofeev, Nigel R. Gamble, Russell A. Blaine, Constantin Pistol, James S. Ismail
  • Patent number: 11507381
    Abstract: Closed loop performance controllers of asymmetric multiprocessor systems may be configured and operated to improve performance and power efficiency of such systems by adjusting control effort parameters that determine the dynamic voltage and frequency state of the processors and coprocessors of the system in response to the workload. One example of such an arrangement includes applying hysteresis to the control effort parameter and/or seeding the control effort parameter so that the processor or coprocessor receives a returning workload in a higher performance state. Another example of such an arrangement includes deadline driven control, in which the control effort parameter for one or more processing agents may be increased in response to deadlines not being met for a workload and/or decreased in response to deadlines being met too far in advance. The performance increase/decrease may be determined by comparison of various performance metrics for each of the processing agents.
    Type: Grant
    Filed: April 29, 2021
    Date of Patent: November 22, 2022
    Assignee: Apple Inc.
    Inventors: Aditya Venkataraman, Bryan R. Hinch, John G. Dorsey
  • Patent number: 11494193
    Abstract: Closed loop performance controllers of asymmetric multiprocessor systems may be configured and operated to improve performance and power efficiency of such systems by adjusting control effort parameters that determine the dynamic voltage and frequency state of the processors and coprocessors of the system in response to the workload. One example of such an arrangement includes applying hysteresis to the control effort parameter and/or seeding the control effort parameter so that the processor or coprocessor receives a returning workload in a higher performance state. Another example of such an arrangement includes deadline driven control, in which the control effort parameter for one or more processing agents may be increased in response to deadlines not being met for a workload and/or decreased in response to deadlines being met too far in advance. The performance increase/decrease may be determined by comparison of various performance metrics for each of the processing agents.
    Type: Grant
    Filed: July 23, 2021
    Date of Patent: November 8, 2022
    Assignee: Apple Inc.
    Inventors: Aditya Venkataraman, Bryan R. Hinch, John G. Dorsey
  • Patent number: 11360820
    Abstract: Systems and methods are disclosed for scheduling threads on an asymmetric multiprocessing system having multiple core types. Each core type can run at a plurality of selectable voltage and frequency scaling (DVFS) states. Threads from a plurality of processes can be grouped into thread groups. Execution metrics are accumulated for threads of a thread group and fed into a plurality of tunable controllers. A closed loop performance control (CLPC) system determines a control effort for the thread group and maps the control effort to a recommended core type and DVFS state. A closed loop thermal and power management system can limit the control effort determined by the CLPC for a thread group, and limit the power, core type, and DVFS states for the system. Metrics for workloads offloaded to co-processors can be tracked and integrated into metrics for the offloading thread group.
    Type: Grant
    Filed: June 2, 2018
    Date of Patent: June 14, 2022
    Assignee: Apple Inc.
    Inventors: John G. Dorsey, Daniel A. Chimene, Andrei Dorofeev, Bryan R. Hinch, Evan M. Hoke, Aditya Venkataraman
  • Patent number: 11231966
    Abstract: Systems and methods are disclosed for scheduling threads on an asymmetric multiprocessing system having multiple core types. Each core type can run at a plurality of selectable voltage and frequency scaling (DVFS) states. Threads from a plurality of processes can be grouped into thread groups. Execution metrics are accumulated for threads of a thread group and fed into a plurality of tunable controllers. A closed loop performance control (CLPC) system determines a control effort for the thread group and maps the control effort to a recommended core type and DVFS state. A closed loop thermal and power management system can limit the control effort determined by the CLPC for a thread group, and limit the power, core type, and DVFS states for the system. Metrics for workloads offloaded to co-processors can be tracked and integrated into metrics for the offloading thread group.
    Type: Grant
    Filed: September 28, 2018
    Date of Patent: January 25, 2022
    Assignee: Apple Inc.
    Inventors: John G. Dorsey, Daniel A. Chimene, Andrei Dorofeev, Bryan R. Hinch, Evan M. Hoke, Aditya Venkataraman
  • Publication number: 20210349726
    Abstract: Closed loop performance controllers of asymmetric multiprocessor systems may be configured and operated to improve performance and power efficiency of such systems by adjusting control effort parameters that determine the dynamic voltage and frequency state of the processors and coprocessors of the system in response to the workload. One example of such an arrangement includes applying hysteresis to the control effort parameter and/or seeding the control effort parameter so that the processor or coprocessor receives a returning workload in a higher performance state. Another example of such an arrangement includes deadline driven control, in which the control effort parameter for one or more processing agents may be increased in response to deadlines not being met for a workload and/or decreased in response to deadlines being met too far in advance. The performance increase/decrease may be determined by comparison of various performance metrics for each of the processing agents.
    Type: Application
    Filed: July 23, 2021
    Publication date: November 11, 2021
    Inventors: Aditya Venkataraman, Bryan R. Hinch, John G. Dorsey
  • Publication number: 20210318909
    Abstract: Systems and methods are disclosed for scheduling threads on a processor that has at least two different core types, such as an asymmetric multiprocessing system. Each core type can run at a plurality of selectable voltage and frequency scaling (DVFS) states. Threads from a plurality of processes can be grouped into thread groups. Execution metrics are accumulated for threads of a thread group and fed into a plurality of tunable controllers for the thread group. A closed loop performance control (CLPC) system determines a control effort for the thread group and maps the control effort to a recommended core type and DVFS state. A closed loop thermal and power management system can limit the control effort determined by the CLPC for a thread group, and limit the power, core type, and DVFS states for the system. Deferred interrupts can be used to increase performance.
    Type: Application
    Filed: March 22, 2021
    Publication date: October 14, 2021
    Inventors: Jeremy C. Andrus, John G. Dorsey, James M. Magee, Daniel A. Chimene, Cyril de la Cropte de Chanterac, Bryan R. Hinch, Aditya Venkataraman, Andrei Dorofeev, Nigel R. Gamble, Russell A. Blaine, Constantin Pistol, James S. Ismail
  • Patent number: 11119788
    Abstract: Closed loop performance controllers of asymmetric multiprocessor systems may be configured and operated to improve performance and power efficiency of such systems by adjusting control effort parameters that determine the dynamic voltage and frequency state of the processors and coprocessors of the system in response to the workload. One example of such an arrangement includes applying hysteresis to the control effort parameter and/or seeding the control effort parameter so that the processor or coprocessor receives a returning workload in a higher performance state. Another example of such an arrangement includes deadline driven control, in which the control effort parameter for one or more processing agents may be increased in response to deadlines not being met for a workload and/or decreased in response to deadlines being met too far in advance. The performance increase/decrease may be determined by comparison of various performance metrics for each of the processing agents.
    Type: Grant
    Filed: April 5, 2019
    Date of Patent: September 14, 2021
    Assignee: Apple Inc.
    Inventors: Aditya Venkataraman, Bryan R. Hinch, John G. Dorsey
  • Publication number: 20210247985
    Abstract: Closed loop performance controllers of asymmetric multiprocessor systems may be configured and operated to improve performance and power efficiency of such systems by adjusting control effort parameters that determine the dynamic voltage and frequency state of the processors and coprocessors of the system in response to the workload. One example of such an arrangement includes applying hysteresis to the control effort parameter and/or seeding the control effort parameter so that the processor or coprocessor receives a returning workload in a higher performance state. Another example of such an arrangement includes deadline driven control, in which the control effort parameter for one or more processing agents may be increased in response to deadlines not being met for a workload and/or decreased in response to deadlines being met too far in advance. The performance increase/decrease may be determined by comparison of various performance metrics for each of the processing agents.
    Type: Application
    Filed: April 29, 2021
    Publication date: August 12, 2021
    Inventors: Aditya Venkataraman, Bryan R. Hinch, John G. Dorsey
  • Patent number: 11080095
    Abstract: Systems and methods are disclosed for scheduling threads on a processor that has at least two different core types, such as an asymmetric multiprocessing system. Each core type can run at a plurality of selectable voltage and frequency scaling (DVFS) states. Threads from a plurality of processes can be grouped into thread groups. Execution metrics are accumulated for threads of a thread group and fed into a plurality of tunable controllers for the thread group. A closed loop performance control (CLPC) system determines a control effort for the thread group and maps the control effort to a recommended core type and DVFS state. A closed loop thermal and power management system can limit the control effort determined by the CLPC for a thread group, and limit the power, core type, and DVFS states for the system. Deferred interrupts can be used to increase performance.
    Type: Grant
    Filed: January 12, 2018
    Date of Patent: August 3, 2021
    Assignee: Apple Inc.
    Inventors: Jeremy C. Andrus, John G. Dorsey, James M. Magee, Daniel A. Chimene, Cyril de la Cropte de Chanterac, Bryan R. Hinch, Aditya Venkataraman, Andrei Dorofeev, Nigel R. Gamble, Russell A. Blaine, Constantin Pistol
  • Patent number: 11023245
    Abstract: Closed loop performance controllers of asymmetric multiprocessor systems may be configured and operated to improve performance and power efficiency of such systems by adjusting control effort parameters that determine the dynamic voltage and frequency state of the processors and coprocessors of the system in response to the workload. One example of such an arrangement includes applying hysteresis to the control effort parameter and/or seeding the control effort parameter so that the processor or coprocessor receives a returning workload in a higher performance state. Another example of such an arrangement includes deadline driven control, in which the control effort parameter for one or more processing agents may be increased in response to deadlines not being met for a workload and/or decreased in response to deadlines being met too far in advance. The performance increase/decrease may be determined by comparison of various performance metrics for each of the processing agents.
    Type: Grant
    Filed: April 5, 2019
    Date of Patent: June 1, 2021
    Assignee: Apple Inc.
    Inventors: Aditya Venkataraman, Bryan R. Hinch, John G. Dorsey
  • Patent number: 10956220
    Abstract: Systems and methods are disclosed for scheduling threads on a processor that has at least two different core types, such as an asymmetric multiprocessing system. Each core type can run at a plurality of selectable voltage and frequency scaling (DVFS) states. Threads from a plurality of processes can be grouped into thread groups. Execution metrics are accumulated for threads of a thread group and fed into a plurality of tunable controllers for the thread group. A closed loop performance control (CLPC) system determines a control effort for the thread group and maps the control effort to a recommended core type and DVFS state. A closed loop thermal and power management system can limit the control effort determined by the CLPC for a thread group, and limit the power, core type, and DVFS states for the system. Deferred interrupts can be used to increase performance.
    Type: Grant
    Filed: January 12, 2018
    Date of Patent: March 23, 2021
    Assignee: Apple Inc.
    Inventors: Jeremy C. Andrus, John G. Dorsey, James M. Magee, Daniel A. Chimene, Cyril de la Cropte de Chanterac, Bryan R. Hinch, Aditya Venkataraman, Andrei Dorofeev, Nigel R. Gamble, Russell A. Blaine, Constantin Pistol, James S. Ismail
  • Patent number: 10942850
    Abstract: A processing system can include a plurality of processing clusters. Each processing cluster can include a plurality of processor cores and a last level cache. Each processor core can include one or more dedicated caches and a plurality of counters. The plurality of counters may be configured to count different types of cache fills. The plurality of counters may be configured to count different types of cache fills, including at least one counter configured to count total cache fills and at least one counter configured to count off-cluster cache fills. Off-cluster cache fills can include at least one of cross-cluster cache fills and cache fills from system memory. The processing system can further include one or more controllers configured to control performance of one or more of the clusters, the processor cores, the fabric, and the memory responsive to cache fill metrics derived from the plurality of counters.
    Type: Grant
    Filed: July 16, 2019
    Date of Patent: March 9, 2021
    Assignee: Apple Inc.
    Inventors: John G. Dorsey, Aditya Venkataraman, Bryan R. Hinch, Daniel A. Chimene, Andrei Dorofeev, Constantin Pistol
  • Publication number: 20210019258
    Abstract: A processing system can include a plurality of processing clusters. Each processing cluster can include a plurality of processor cores and a last level cache. Each processor core can include one or more dedicated caches and a plurality of counters. The plurality of counters may be configured to count different types of cache fills. The plurality of counters may be configured to count different types of cache fills, including at least one counter configured to count total cache fills and at least one counter configured to count off-cluster cache fills. Off-cluster cache fills can include at least one of cross-cluster cache fills and cache fills from system memory. The processing system can further include one or more controllers configured to control performance of one or more of the clusters, the processor cores, the fabric, and the memory responsive to cache fill metrics derived from the plurality of counters.
    Type: Application
    Filed: July 16, 2019
    Publication date: January 21, 2021
    Inventors: John G. Dorsey, Aditya Venkataraman, Bryan R. Hinch, Daniel A. Chimene, Andrei Dorofeev, Constantin Pistol
  • Patent number: 10895903
    Abstract: In an embodiment, an electronic device includes a package power zone controller. The device monitors the overall power consumption of multiple components of a “package.” The package power zone controller may detect workloads in which the package components (e.g. different types of processors, peripheral hardware, etc.) are each consuming relatively low levels of power, but the overall power consumption is greater than a desired target. The package power zone controller may implement various mechanisms to reduce power consumption in such cases.
    Type: Grant
    Filed: February 4, 2019
    Date of Patent: January 19, 2021
    Assignee: Apple Inc.
    Inventors: James S. Ismail, John M. Ananny, John G. Dorsey, Bryan R. Hinch, Aditya Venkataraman, Keith Cox, Inder M. Sodhi, Achmed R. Zahir
  • Patent number: 10884811
    Abstract: Systems and methods are disclosed for scheduling threads on a processor that has at least two different core types, such as an asymmetric multiprocessing system. Each core type can run at a plurality of selectable voltage and frequency scaling (DVFS) states. Threads from a plurality of processes can be grouped into thread groups. Execution metrics are accumulated for threads of a thread group and fed into a plurality of tunable controllers for the thread group. A closed loop performance control (CLPC) system determines a control effort for the thread group and maps the control effort to a recommended core type and DVFS state. A closed loop thermal and power management system can limit the control effort determined by the CLPC for a thread group, and limit the power, core type, and DVFS states for the system. Deferred interrupts can be used to increase performance.
    Type: Grant
    Filed: January 12, 2018
    Date of Patent: January 5, 2021
    Assignee: Apple Inc.
    Inventors: Jeremy C. Andrus, John G. Dorsey, James M. Magee, Daniel A. Chimene, Cyril de la Cropte de Chanterac, Bryan R. Hinch, Aditya Venkataraman, Andrei Dorofeev, Nigel R. Gamble, Russell A. Blaine, Constantin Pistol
  • Publication number: 20200073714
    Abstract: Closed loop performance controllers of asymmetric multiprocessor systems may be configured and operated to improve performance and power efficiency of such systems by adjusting control effort parameters that determine the dynamic voltage and frequency state of the processors and coprocessors of the system in response to the workload. One example of such an arrangement includes applying hysteresis to the control effort parameter and/or seeding the control effort parameter so that the processor or coprocessor receives a returning workload in a higher performance state. Another example of such an arrangement includes deadline driven control, in which the control effort parameter for one or more processing agents may be increased in response to deadlines not being met for a workload and/or decreased in response to deadlines being met too far in advance. The performance increase/decrease may be determined by comparison of various performance metrics for each of the processing agents.
    Type: Application
    Filed: April 5, 2019
    Publication date: March 5, 2020
    Inventors: Aditya Venkataraman, Bryan R. Hinch, John G. Dorsey
  • Publication number: 20200073671
    Abstract: Closed loop performance controllers of asymmetric multiprocessor systems may be configured and operated to improve performance and power efficiency of such systems by adjusting control effort parameters that determine the dynamic voltage and frequency state of the processors and coprocessors of the system in response to the workload. One example of such an arrangement includes applying hysteresis to the control effort parameter and/or seeding the control effort parameter so that the processor or coprocessor receives a returning workload in a higher performance state. Another example of such an arrangement includes deadline driven control, in which the control effort parameter for one or more processing agents may be increased in response to deadlines not being met for a workload and/or decreased in response to deadlines being met too far in advance. The performance increase/decrease may be determined by comparison of various performance metrics for each of the processing agents.
    Type: Application
    Filed: April 5, 2019
    Publication date: March 5, 2020
    Inventors: Aditya Venkataraman, Bryan R. Hinch, John G. Dorsey
  • Publication number: 20190369693
    Abstract: In an embodiment, an electronic device includes a package power zone controller. The device monitors the overall power consumption of multiple components of a “package.” The package power zone controller may detect workloads in which the package components (e.g. different types of processors, peripheral hardware, etc.) are each consuming relatively low levels of power, but the overall power consumption is greater than a desired target. The package power zone controller may implement various mechanisms to reduce power consumption in such cases.
    Type: Application
    Filed: February 4, 2019
    Publication date: December 5, 2019
    Inventors: James S. Ismail, John M. Ananny, John G. Dorsey, Bryan R. Hinch, Aditya Venkataraman, Keith Cox, Inder M. Sodhi, Achmed R. Zahir
  • Patent number: 10417054
    Abstract: Systems and methods are disclosed for scheduling threads on a processor that has at least two different core types, such as an asymmetric multiprocessing system. Each core type can run at a plurality of selectable voltage and frequency scaling (DVFS) states. Threads from a plurality of processes can be grouped into thread groups. Execution metrics are accumulated for threads of a thread group and fed into a plurality of tunable controllers for the thread group. A closed loop performance control (CLPC) system determines a control effort for the thread group and maps the control effort to a recommended core type and DVFS state. A closed loop thermal and power management system can limit the control effort determined by the CLPC for a thread group, and limit the power, core type, and DVFS states for the system. Deferred interrupts can be used to increase performance.
    Type: Grant
    Filed: January 12, 2018
    Date of Patent: September 17, 2019
    Assignee: Apple Inc.
    Inventors: Jeremy C. Andrus, John G. Dorsey, James M. Magee, Daniel A. Chimene, Cyril de la Cropte de Chanterac, Bryan R. Hinch, Aditya Venkataraman, Andrei Dorofeev, Nigel R. Gamble, Russell A. Blaine, Constantin Pistol