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Data processing method and related equipment

A data processing and data technology, applied in the field of communication, can solve problems such as inaccurate results, achieve the effect of reducing a lot of noise, reducing noise, and improving accuracy

Pending Publication Date: 2021-06-15
TRAVELSKY
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  • Summary
  • Abstract
  • Description
  • Claims
  • Application Information

AI Technical Summary

Problems solved by technology

However, there is a problem with these methods of directly using instruction sequences as input: the execution sequence of instructions contains a lot of noise, which leads to inaccurate final results.

Method used

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  • Data processing method and related equipment
  • Data processing method and related equipment
  • Data processing method and related equipment

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Embodiment Construction

[0024] Embodiments of the present application will be described in more detail below with reference to the accompanying drawings. Although certain embodiments of the present application are shown in the drawings, it should be understood that the application may be embodied in various forms and should not be construed as limited to the embodiments set forth herein; A more thorough and complete understanding of the application. It should be understood that the drawings and embodiments of the present application are for exemplary purposes only, and are not intended to limit the protection scope of the present application.

[0025] The term "comprising" and its variants used in this application are open-ended, ie "including but not limited to". The term "based on" is "based at least in part on". The term "one embodiment" means "at least one embodiment"; the term "another embodiment" means "at least one further embodiment"; the term "some embodiments" means "at least some embodim...

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Abstract

The invention provides a data processing method and related equipment, which can reduce a large amount of noise in an instruction execution sequence and improve the accuracy of instruction cluster division. The method comprises the following steps: processing original log data to obtain an instruction operation sequence set; extracting a final candidate service set in the instruction operation sequence set; determining an embedding vector of each instruction in a first candidate service according to a comparative learning model, obtaining the comparative learning model by training the final candidate service set and a randomly generated instruction short sequence, wherein the first candidate service is any candidate service in the final candidate service set, each instruction embedding vector indicates the similarity between the current instruction and other instructions; and performing clustering processing on the embedded vector of each instruction in the first candidate service through a clustering algorithm to obtain an instruction cluster corresponding to the final candidate service set.

Description

technical field [0001] The present application relates to the communication field, and in particular to a data processing method and related equipment. Background technique [0002] In Internet companies, in order to complete a certain business, multiple instructions need to be completed together. For example, if an e-commerce company wants to complete the purchase business, it may need multiple instructions, such as placing an order, querying inventory, updating the database, etc. to complete collaboratively. The execution sequence of instructions is recorded in the log data of the enterprise, and the execution sequence of instructions in the system can be obtained by analyzing the log data in the system. Instruction sequence reflects the cooperative relationship between instructions to a certain extent. [0003] Now enterprises want to sort out the instructions in the system, and divide them into several instruction clusters according to their business functions and colla...

Claims

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Application Information

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Patent Type & Authority Applications(China)
IPC IPC(8): G06F11/34G06K9/62G06N3/08G06N20/00
CPCG06F11/3476G06N3/084G06N20/00G06F18/23213
Inventor 周子站郭东丹刘晓辉周凯洋王晓勃
Owner TRAVELSKY