Predictively provisioning cloud computing resources for virtual machines

Patent metadata

Field	Value
Publication number	US-11099877-B2
Application number	US-201916456063-A
Country	US
Kind code	B2
Filing date	Jun 28, 2019
Priority date	Sep 11, 2015
Publication date	Aug 24, 2021
Grant date	Aug 24, 2021

Abstract

Methods, computer program products, and systems are presented. The methods include, for instance: predictively provisioning, by one or more processor, cloud computing resources of a cloud computing environment for at least one virtual machine; and initializing, by the one or more processor, the at least one virtual machine with the provisioned cloud computing resources of the cloud computing environment. In one embodiment, the predictively provisioning may include: receiving historical utilization information of multiple virtual machines of the cloud computing environment, the multiple virtual machines having similar characteristics to the at least one virtual machine; and determining the cloud computing resources for the at least one virtual machine using the historical utilization information of the multiple virtual machines. In another embodiment, the predictively may include updating a provisioning database with the historical utilization information of the multiple virtual machines of the cloud computing environment.

First claim

What is claimed is:

1. A computer program product comprising:
a computer readable storage medium readable by one or more processor and storing instructions for execution by the one or more processor for performing a method comprising:
predictively provisioning cloud computing resources of a cloud computing environment for at least one virtual machine; and
triggering initializing the at least one virtual machine with the provisioned cloud computing resources of the cloud computing environment, wherein the predictively provisioning includes receiving historical cloud computing resource utilization information of multiple virtual machines of the cloud computing environment, and determining the cloud computing resources for the at least one virtual machine using the historical cloud computing resource utilization information of the multiple virtual machines, wherein the predictively provisioning cloud computing resources of a cloud computing environment for at least one virtual machine includes predictively provisioning a certain virtual machine for running a certain program, wherein the receiving historical cloud computing resource utilization information of multiple virtual machines of the cloud computing environment includes receiving historical cloud computing resource utilization information of multiple virtual machines running the certain program.

2. The computer program product of claim 1 , wherein the determining the cloud computing resources for the at least one virtual machine includes determining provisioning resources for the certain virtual machine, wherein the triggering initializing the at least one virtual machine includes triggering initializing the certain virtual machine with the provisioning resources for the certain virtual machine.

3. The computer program product of claim 1 , wherein the determining the cloud computing resources for the at least one virtual machine includes determining provisioning resources for the certain virtual machine, wherein the triggering initializing the at least one virtual machine includes triggering initializing the certain virtual machine with the provisioning resources for the certain virtual machine.

4. The computer program product of claim 1 , wherein the triggering initializing the at least one virtual machine includes triggering initializing the certain virtual machine with the provisioning resources for the certain virtual machine, wherein determining provisioning resources for the certain virtual machine includes determining predicted disk utilization resource needs of the certain virtual machine based on historical disk utilization of the multiple virtual machines running the certain program.

5. A system comprising:
a memory;
one or more processor in communication with the memory; and
program instructions executable by the one or more processor via the memory to perform a method, the method comprising:
predictively provisioning cloud computing resources of a cloud computing environment for at least one virtual machine; and
triggering initializing the at least one virtual machine with the provisioned cloud computing resources of the cloud computing environment, wherein the predictively provisioning includes receiving and processing historical utilization information of multiple virtual machines of the cloud computing environment, wherein receiving historical utilization information of multiple virtual machines of the cloud computing environment includes receiving and processing historical cloud computing resource utilization information of multiple virtual machines of a certain type, wherein the predictively provisioning cloud computing resources of a cloud computing environment for at least one virtual machine includes predictively provisioning a certain virtual machine of a certain type, wherein determining provisioning resources for the certain virtual machine includes determining predicted disk utilization resource needs of the certain virtual machine using historical disk utilization trends of the multiple virtual machines of the certain type.

6. The system of claim 5 , wherein the triggering initializing the at least one virtual machine includes triggering initializing the certain virtual machine with the provisioning resources for the certain virtual machine, wherein the determining provisioning resources for the certain virtual machine includes determining predicted disk utilization resource needs of the certain virtual machine based on a growth rate of the certain virtual machine determined using a historical disk utilization growth rate of the multiple virtual machines of the certain type.

7. The system of claim 5 , wherein the determining provisioning resources for the certain virtual machine includes determining predicted disk utilization resource needs of the certain virtual machine based on a growth rate of the certain virtual machine determined using a historical disk utilization growth rate of the multiple virtual machines of the certain type.

8. The system of claim 5 , wherein the triggering initializing the at least one virtual machine includes triggering initializing the certain virtual machine with the provisioning resources for the certain virtual machine.

9. A computer implemented method comprising:
predictively provisioning cloud computing resources of a cloud computing environment for at least one virtual machine; and
triggering initializing the at least one virtual machine with the provisioned cloud computing resources of the cloud computing environment, wherein the predictively provisioning includes receiving historical utilization information of multiple virtual machines of the cloud computing environment, and determining the cloud computing resources for the at least one virtual machine using the historical utilization information of the multiple virtual machines, wherein the predictively provisioning cloud computing resources of a cloud computing environment for at least one virtual machine includes predictively provisioning a certain virtual machine running a certain program, wherein determining provisioning resources for the certain virtual machine includes determining predicted resource needs of the certain virtual machine based on a growth rate of the certain virtual machine determined using a historical growth rate of machines of the multiple virtual machines running the certain program.

10. The computer implemented method of claim 9 ,
wherein the triggering initializing the at least one virtual machine includes triggering initializing the certain virtual machine with the provisioning resources for the certain virtual machine, wherein the determining provisioning resources for the certain virtual machine includes determining predicted disk utilization resource needs of the certain virtual machine based on a growth rate of the certain virtual machine determined using a historical disk utilization growth rate of the multiple virtual machines running the certain program.

11. The computer implemented method of claim 9 , wherein the triggering initializing the at least one virtual machine includes triggering initializing the certain virtual machine with the provisioning resources for the certain virtual machine, wherein the determining provisioning resources for the certain virtual machine includes determining predicted resource utilization needs of the certain virtual machine based on historical resource utilization of the multiple virtual machines running the certain program.

12. The computer implemented method of claim 9 , wherein the triggering initializing the at least one virtual machine includes triggering initializing the certain virtual machine with the provisioning resources for the certain

Assignees

• IBM

Inventors

• Feng zhong qi
• Li Jiang Tao
• Wang Yi Bin
• Yu Chao
• Zhang qing feng

Classifications

• H04L67/535

  Tracking the activity of the user (network monitoring arrangements H04L43/00; recording of computer activity G06F11/34) · CPC title

• H04L67/131

  Protocols for games, networked simulations or virtual reality · CPC title

• G06F9/5061

  Partitioning or combining of resources · CPC title

• G06F9/48

  Program initiating; Program switching, e.g. by interrupt · CPC title

• G06F11/3006

  where the computing system is distributed, e.g. networked systems, clusters, multiprocessor systems (multiprogramming arrangements G06F9/46; allocation of resources G06F9/50) · CPC title