Method, apparatus for processing computing task and computer program product
A technology for computing tasks and equipment, applied in the field of computing systems, and can solve problems such as insufficient and effective use of computing resources, idle computing resources, and unbalanced workloads.
Pending Publication Date: 2019-10-29
EMC IP HLDG CO LLC
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Problems solved by technology
[0004] However, some current technical solutions cannot fully and effectively utilize the processing capabilities of remote computing resources (for example, computing resources in the computing resource pool), but computing resources may be idle and / or work in the resource pool unbalanced load condition
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[0020] Preferred implementations of the present disclosure will be described in more detail below with reference to the accompanying drawings. Although a preferred implementation of the disclosure is shown in the drawings, it should be understood that the disclosure can be embodied in various forms and should not be limited to the implementations set forth herein. Rather, these implementations are provided so that this disclosure will be thorough and complete, and will fully convey the scope of the disclosure to those skilled in the art.
[0021] As used herein, the term "comprise" and its variants mean open inclusion, ie "including but not limited to". The term "or" means "and / or" unless otherwise stated. The term "based on" means "based at least in part on". The terms "an example implementation" and "an implementation" mean "at least one example implementation." The term "another implementation" means "at least one further implementation". The terms "first", "second", et...
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Implementations of the present disclosure relate to a method and an apparatus for processing a computing task, and a computer program product. According to one exemplary implementation of the presentdisclosure, the method for processing the computing task is provided. The method comprises the following steps: acquiring state information of a plurality of computing resources; determining configuration information of a plurality of layers associated with the neural network model in response to the received calculation task based on the neural network model; acquiring parameter data associated with at least a portion of the plurality of layers based on the configuration information; and selecting a set of computing resources from the plurality of computing resources for processing the computing task based on the state information and the parameter data. According to other exemplary implementations of the present disclosure, a computing task processing apparatus and a computer program product are provided. According to an exemplary implementation of the present disclosure, a plurality of computing resources can be fully utilized, and load balance among the plurality of computing resources is ensured.
Description
technical field [0001] Implementations of the present disclosure relate generally to computing systems that include dedicated computing resources, and more specifically, to methods, apparatus, and computer program products for processing computing tasks. Background technique [0002] Applications on the client can be designed to utilize computing resources such as processing and storage resources to accomplish various processing or analysis tasks. As the demand and complexity of tasks such as machine learning, deep learning, and data mining continue to increase, large and / or variable computing resources are required to meet the operation of the corresponding applications. This can be accomplished with a machine or system having multiple dedicated computing resources, where an application can be scheduled to run on one or more of the dedicated computing resources of the machine or system. For example, cloud-based computing systems have been developed that include machines wi...
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IPC IPC(8): G06F9/50G06N3/02
CPCG06F9/5027G06N3/02G06F9/5005G06N3/08G06N3/04G06F9/505G06F2209/5011G06F9/3877G06F9/4881
Inventor 赵军平彭麟应治王鲲
Owner EMC IP HLDG CO LLC