Workload-based cognitive dynamic computing system optimization

Patent metadata

Field	Value
Publication number	US-11455195-B2
Application number	US-202016733603-A
Country	US
Kind code	B2
Filing date	Jan 3, 2020
Priority date	Jan 3, 2020
Publication date	Sep 27, 2022
Grant date	Sep 27, 2022

Abstract

A technique for dynamically adjusting a configuration of a computing system includes determining, during execution of a workload on the computing system, one or more characteristics of the workload. A system configuration from a plurality of system configurations available for the computing system is selected based on the one or more characteristics of the workload. A current configuration of the computing system is adjusted according to the selected system configuration, during the execution of the workload.

First claim

What is claimed is:

1. A method performed by a computing system, the method comprising:
determining, during execution of a first workload on the computing system, one or more characteristics of the first workload;
selecting a first system configuration from a first plurality of system configurations available for the computing system, based on the one or more characteristics of the first workload, comprising:
computing a set of metrics for the one or more characteristics of the first workload;
determining, based on the set of metrics, that the first system configuration satisfies one or more conditions, wherein determining that the first system configuration satisfies the one or more conditions comprises:
generating a search input based on the set of metrics, the search input comprising a plurality of bits, where a value of each bit is based on a value of one of the set of metrics;
identifying the search input in an entry of a table that maps different search inputs to one or more of the first plurality of system configurations; and
determining that the first system configuration corresponds to the search input in the identified entry of the table; and

selecting the first system configuration; and

adjusting a current configuration of the computing system according to the selected first system configuration, during the execution of the first workload.

2. The method of claim 1 , wherein the one or more conditions comprises at least one of: a threshold amount of resources in the computing system, a threshold amount of power consumption by the computing system, a threshold number of instructions retired in a processor in the computing system, or a threshold number of cache hits by the processor in the computing system.

3. The method of claim 1 , wherein adjusting the current configuration of the computing system comprises adjusting an operation mode of the computing system being used to execute the first workload, based on the selected first system configuration.

4. The method of claim 1 , further comprising:
receiving a second workload to execute on the computing system;
prior to executing the second workload:
determining that the second workload is associated with a second system configuration of the first plurality of system configurations; and
modifying the current configuration of the computing system according to the second system configuration; and

after modifying the current configuration of the computing system according to the second system configuration, executing the second workload on the computing system.

5. The method of claim 1 , wherein each of the first plurality of system configurations comprises a set of configuration parameters for at least one of a processor or a memory in the computing system.

6. The method of claim 1 , wherein the first plurality of system configurations are determined based on an analysis of a first plurality of different workloads during a design phase of the computing system.

7. The method of claim 6 , further comprising:
receiving a second plurality of system configurations after deployment of the computing system, the second plurality of system configurations being configured based on a second plurality of different workloads; and
updating the computing system with the second plurality of system configurations.

8. A computing system, comprising:
at least one processor; and
a memory containing one or more applications, which when executed by the processor, performs an operation comprising:
determining, during execution of a first workload on the computing system, one or more characteristics of the first workload;
selecting a first system configuration from a first plurality of system configurations available for the computing system, based on the one or more characteristics of the first workload, comprising:
computing a set of metrics for the one or more characteristics of the first workload;
determining, based on the set of metrics, that the first system configuration satisfies one or more conditions, wherein determining that the first system configuration satisfies the one or more conditions comprises:
generating a search input based on the set of metrics, the search input comprising a plurality of bits, where a value of each bit is based on a value of one of the set of metrics;
identifying the search input in an entry of a table that maps different search inputs to one or more of the first plurality of system configurations; and
determining that the first system configuration corresponds to the search input in the identified entry of the table; and

selecting the first system configuration; and

adjusting a current configuration of the computing system according to the selected first system configuration, during the execution of the first workload.

9. The computing system of claim 8 , the operation further comprising:
receiving a second workload to execute on the computing system;
prior to executing the second workload:
determining that the second workload is associated with a second system configuration of the first plurality of system configurations; and
modifying the current configuration of the computing system according to the second system configuration; and

after modifying the current configuration of the computing system according to the second system configuration, executing the second workload on the computing system.

10. The computing system of claim 8 , wherein the one or more conditions comprises at least one of: a threshold amount of resources in the computing system, a threshold amount of power consumption by the computing system, a threshold number of instructions retired in the at least one processor, or a threshold number of cache hits by the at least one processor.

11. The computing system of claim 8 , wherein adjusting the current configuration of the computing system comprises adjusting an operation mode of the computing system being used to execute the first workload, based on the selected first system configuration.

12. The computing system of claim 8 , wherein each of the first plurality of system configurations comprises a set of configuration parameters for at least one of (i) the at least one processor or (ii) the memory.

13. The computing system of claim 8 , wherein the first plurality of system configurations are determined based on an analysis of a first plurality of different workloads during a design phase of the computing system.

14. The computing system of claim 13 , the operation further comprising:
receiving a second plurality of system configurations after deployment of the computing system, the second plurality of system configurations being configured based on a second plurality of different workloads; and
updating the computing system with the second plurality of system configurations.

15. A computer-readable storage medium having computer-readable program code embodied therewith, the computer-readable program code executable by one or more computer processors to perform an operation comprising:
determining, during execution of a first workload on a computing system, one or more characteristics of the first workload;
selecting a first system configuration from a plurality of system configurations available for the computing system, based on the one or more characteristics of the first workload, comprising:
computing a set of metrics for the one or more characteristics of the first workload;
determining, based on the set of metrics, that the first system configuration satisfies one or more conditions, wherein determining that the first system configuration satisfies the one or more co

Assignees

• IBM

Inventors

• Park Dongkook
• Cooke Matthew A

Classifications

• G06N3/0499

  Feedforward networks · CPC title

• G06N3/09

  Supervised learning · CPC title

• G06F2201/885

  Monitoring specific for caches · CPC title

• G06F11/3495

  for systems · CPC title

• G06F2209/508

  Monitor · CPC title