Heterogeneous resource scheduling method, device and equipment and computer readable storage medium

A technology of resource scheduling and computer program, applied in the field of artificial intelligence, which can solve the problems of unbalanced demand for heterogeneous resources, idle resources of other resources, exhaustion of resources, etc.

Pending Publication Date: 2021-06-29
博瀚智能(深圳)有限公司
View PDF7 Cites 6 Cited by
  • Summary
  • Abstract
  • Description
  • Claims
  • Application Information

AI Technical Summary

Problems solved by technology

[0004] Obviously, the above heterogeneous resources are isolated from each other. In addition, the demand for heterogeneous resources is not...

Method used

the structure of the environmentally friendly knitted fabric provided by the present invention; figure 2 Flow chart of the yarn wrapping machine for environmentally friendly knitted fabrics and storage devices; image 3 Is the parameter map of the yarn covering machine
View more

Image

Smart Image Click on the blue labels to locate them in the text.
Viewing Examples
Smart Image
  • Heterogeneous resource scheduling method, device and equipment and computer readable storage medium
  • Heterogeneous resource scheduling method, device and equipment and computer readable storage medium
  • Heterogeneous resource scheduling method, device and equipment and computer readable storage medium

Examples

Experimental program
Comparison scheme
Effect test

Embodiment Construction

[0022] The following will clearly and completely describe the technical solutions in the embodiments of the application with reference to the drawings in the embodiments of the application. Apparently, the described embodiments are only some of the embodiments of the application, not all of them. Based on the embodiments in this application, all other embodiments obtained by persons of ordinary skill in the art without making creative efforts belong to the scope of protection of this application.

[0023] In this specification, adjectives such as first and second may only be used to distinguish one element or action from another without necessarily requiring or implying any actual such relationship or order. Reference to an element or component or step (etc.) should not be construed as being limited to only one of the element, component, or step, but may be one or more of the element, component, or step, etc., where the circumstances permit.

[0024] In this specification, for...

the structure of the environmentally friendly knitted fabric provided by the present invention; figure 2 Flow chart of the yarn wrapping machine for environmentally friendly knitted fabrics and storage devices; image 3 Is the parameter map of the yarn covering machine
Login to view more

PUM

No PUM Login to view more

Abstract

The invention relates to the field of artificial intelligence, provides a heterogeneous resource scheduling method and device and a computer readable storage medium, and aims to achieve isolation of heterogeneous resources and balance use of the heterogeneous resources of an AI platform. The method comprises the following steps: receiving an overall general task through a deep learning framework uniform interface; determining a scheduling strategy for executing the general general task based on the resource characteristics of each heterogeneous hardware unit in the heterogeneous hardware architecture; and based on the determined scheduling strategy, distributing each sub-task contained in the general general task to an adaptive heterogeneous hardware unit for execution through a unified hardware abstraction and application programming interface. As the general general task is received through the unified interface of the deep learning framework, and the sub-tasks are distributed through the unified hardware abstraction and application programming interface, the technical scheme of the application can be compatible with different hardware (chips), and the difference of heterogeneous hardware units is shielded, so that the isolation of heterogeneous resources is broken through, and various tasks use resources of the AI platform in a balanced manner.

Description

technical field [0001] The present invention relates to the field of artificial intelligence, in particular to a heterogeneous resource scheduling method, device, equipment and computer-readable storage medium. Background technique [0002] With the rapid development of artificial intelligence (AI), AI technology is gradually applied to fields closely related to people's lives. AI platforms are configured with various resources that are used to accomplish various types of tasks. [0003] Based on various considerations, the AI ​​platform does not have only one type of resource that can be called. In other words, the AI ​​platform has various types of resources, such as graphics processors, neural network processors, etc., and these resources are heterogeneous with each other. become heterogeneous resources with each other. When a user submits a task to the AI ​​platform, it is actually up to the user to decide which resource type to use. For example, if the user submits a ...

Claims

the structure of the environmentally friendly knitted fabric provided by the present invention; figure 2 Flow chart of the yarn wrapping machine for environmentally friendly knitted fabrics and storage devices; image 3 Is the parameter map of the yarn covering machine
Login to view more

Application Information

Patent Timeline
no application Login to view more
IPC IPC(8): G06F9/48G06F9/50G06N20/00
CPCG06F9/4881G06F9/5011G06F9/5038G06N20/00G06F2209/484G06F2209/5021Y02D10/00
Inventor 齐文李劲郭玮苏力强
Owner 博瀚智能(深圳)有限公司
Who we serve
  • R&D Engineer
  • R&D Manager
  • IP Professional
Why Eureka
  • Industry Leading Data Capabilities
  • Powerful AI technology
  • Patent DNA Extraction
Social media
Try Eureka
PatSnap group products

Browse by: Latest US Patents, China's latest patents, Technical Efficacy Thesaurus, Application Domain, Technology Topic.

© 2024 PatSnap. All rights reserved.Legal|Privacy policy|Modern Slavery Act Transparency Statement|Sitemap