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Experimental task processing method, device and system, equipment and storage medium

A technology for experimental tasks and processing methods, which is applied in the fields of systems, devices, experimental task processing methods, equipment and storage media, and can solve problems such as difficult to reproduce, difficult to track, and difficult to manage training tasks.

Pending Publication Date: 2021-01-12
MEGVII BEIJINGTECH CO LTD +1
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  • Summary
  • Abstract
  • Description
  • Claims
  • Application Information

AI Technical Summary

Problems solved by technology

[0006] As the number of training tasks increases, problems such as training tasks that are difficult to manage, difficult to track, and difficult to reproduce will be exposed

Method used

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  • Experimental task processing method, device and system, equipment and storage medium
  • Experimental task processing method, device and system, equipment and storage medium
  • Experimental task processing method, device and system, equipment and storage medium

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Embodiment Construction

[0028] The technical solutions in the embodiments of the present application will be described below with reference to the drawings in the embodiments of the present application. In the description of the present application, the terms "first", "second" and the like are only used for distinguishing descriptions, and cannot be understood as indicating or implying relative importance.

[0029] Such as figure 1 As shown, this embodiment provides an electronic device 1, including: at least one processor 11 and a memory 12, figure 1 Take a processor as an example. The processor 11 and the memory 12 are connected through the bus 10, and the memory 12 stores instructions that can be executed by the processor 11, and the instructions are executed by the processor 11, so that the electronic device 1 can execute all or part of the processes of the methods in the following embodiments , to manage experiment task data according to instructions.

[0030] In one embodiment, the electroni...

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Abstract

The invention provides an experiment task processing method, device and system, equipment and a storage medium, and the method comprises the steps: building an experiment task according to a buildinginstruction and an initial parameter; recording all meta-information of the experiment task in the execution process of the experiment task; based on all the meta-information, generating an operationinstance of the experiment task; and returning the data of the running instance according to the access request. According to the method, all meta-information related to the experiment task is recorded, so that subsequent data access or reproduction is facilitated.

Description

technical field [0001] The present application relates to the technical field of data processing, in particular, to an experimental task processing method, device, system, equipment and storage medium. Background technique [0002] During an end-to-end machine learning task experiment, how to manage training tasks is very important. Usually, if users choose to manage training tasks, they often have the following problems: [0003] 1. Users need to construct the running environment of the training task by themselves. [0004] 2. Users need to maintain the meta information of the training task by themselves, such as the problem solved by the task, the task startup parameters, and the metrics (indicators) of the task, etc. [0005] 3. Users need to build information visualization tools by themselves, such as with the help of some third-party tools such as Tensorboard (visualization tools). [0006] As the number of training tasks increases, problems such as difficult manageme...

Claims

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Application Information

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Patent Type & Authority Applications(China)
IPC IPC(8): G06F11/36G06F16/16G06F16/18G06F16/182G06N20/00
CPCG06F11/3664G06F16/168G06F16/182G06F16/1815G06N20/00
Inventor 唐亮刘松
Owner MEGVII BEIJINGTECH CO LTD