Interactive modeling operator assembly for big data analysis and execution method thereof

An interactive, modular operator technology, applied in the field of big data analysis, can solve problems such as integration of difficult interactive modeling and analysis platforms, and achieve effective integration

Active Publication Date: 2020-07-10
NO 15 INST OF CHINA ELECTRONICS TECH GRP
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  • Abstract
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Problems solved by technology

The interactive modeling operator component is the basic component unit that supports the interactive modeling and analysis platform to carry out modeling and analysis. It is difficult for traditional calculation...

Method used

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  • Interactive modeling operator assembly for big data analysis and execution method thereof
  • Interactive modeling operator assembly for big data analysis and execution method thereof
  • Interactive modeling operator assembly for big data analysis and execution method thereof

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Embodiment Construction

[0026] The present invention will be described in detail below with reference to the accompanying drawings and examples.

[0027] Such as figure 1 As shown, an interactive modeling operator component for big data analysis mainly consists of three parts: operator interaction component model, operator service component model and operator component execution method.

[0028] An interactive modeling operator component for big data analysis. Its overall structure separates the front-end interface interaction and the back-end computing service into two parts, which are respectively constructed as an operator interaction component and an operator service component. The operator interaction component provides a human-computer interaction interface, receives and stores calculation configuration parameters, input data, and output data, and realizes the data transfer function between different operators; the operator service component receives input data and calculation data transmitted ...

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Abstract

The invention discloses an interactive modeling operator assembly for big data analysis and an execution method thereof. A traditional program package or independent algorithm class library componentmode is changed into a front-end and rear-end separated structure; the front end part of the operator assembly provides user-oriented interactive analysis modeling, process arrangement and calculationparameter configuration, the rear end part of the operator assembly is deployed in a centralized calculation service platform, and high-performance operator calculation service is provided by fully utilizing the strong calculation capability of cloud calculation or distributed calculation node construction; the universal operator assembly structure model can package various scientific calculationalgorithms into an operator assembly according to the operator assembly structure model, effective integration with an interactive modeling analysis platform is achieved, and the functional requirement of the interactive modeling analysis platform for big data analysis and calculation is met. Interactive modeling of operator assembly front-end data analysis, calculation parameter configuration and execution interaction of operator assembly rear-end calculation service can be realized, and the calculation process of the whole big data analysis model is completed.

Description

technical field [0001] The invention belongs to the technical field of big data analysis, and in particular relates to an interactive modeling operator component and an execution method for big data analysis. Background technique [0002] With the research and engineering application of big data and machine learning technology, building an interactive modeling and analysis platform has become an effective way to support the application of big data analysis. In practical engineering applications, big data analysis and computing put forward two major demands on the interactive modeling and analysis platform. One is to provide various unitized operator components to realize interactive and visual data analysis and modeling. Components and configuration calculation parameters realize the rapid arrangement and configuration of the big data analysis process; the second is to build powerful computing capabilities in the background based on cloud computing or distributed computing, ...

Claims

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Application Information

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IPC IPC(8): G06F16/242G06F9/54
CPCG06F16/2423G06F9/547
Inventor 汤国防张寒雪胡长城姚尚高瑞明闫双平常兴月
Owner NO 15 INST OF CHINA ELECTRONICS TECH GRP
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