CN115168415A - Time sequence data query method, system and computer medium based on subscription and publication - Google Patents

Time sequence data query method, system and computer medium based on subscription and publication Download PDF

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Publication number
CN115168415A
CN115168415A CN202210667907.8A CN202210667907A CN115168415A CN 115168415 A CN115168415 A CN 115168415A CN 202210667907 A CN202210667907 A CN 202210667907A CN 115168415 A CN115168415 A CN 115168415A
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subscription
time sequence
sequence data
topic
list
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李杨
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Inspur Software Group Co Ltd
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Inspur Software Group Co Ltd
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Priority to CN202210667907.8A priority Critical patent/CN115168415A/en
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    • GPHYSICS
    • G06COMPUTING; CALCULATING OR COUNTING
    • G06FELECTRIC DIGITAL DATA PROCESSING
    • G06F16/00Information retrieval; Database structures therefor; File system structures therefor
    • G06F16/20Information retrieval; Database structures therefor; File system structures therefor of structured data, e.g. relational data
    • G06F16/24Querying
    • G06F16/245Query processing
    • G06F16/2458Special types of queries, e.g. statistical queries, fuzzy queries or distributed queries
    • G06F16/2474Sequence data queries, e.g. querying versioned data
    • GPHYSICS
    • G06COMPUTING; CALCULATING OR COUNTING
    • G06FELECTRIC DIGITAL DATA PROCESSING
    • G06F16/00Information retrieval; Database structures therefor; File system structures therefor
    • G06F16/20Information retrieval; Database structures therefor; File system structures therefor of structured data, e.g. relational data
    • G06F16/24Querying
    • G06F16/245Query processing
    • G06F16/2455Query execution
    • G06F16/24553Query execution of query operations
    • GPHYSICS
    • G06COMPUTING; CALCULATING OR COUNTING
    • G06FELECTRIC DIGITAL DATA PROCESSING
    • G06F16/00Information retrieval; Database structures therefor; File system structures therefor
    • G06F16/20Information retrieval; Database structures therefor; File system structures therefor of structured data, e.g. relational data
    • G06F16/24Querying
    • G06F16/245Query processing
    • G06F16/2457Query processing with adaptation to user needs
    • G06F16/24578Query processing with adaptation to user needs using ranking
    • YGENERAL TAGGING OF NEW TECHNOLOGICAL DEVELOPMENTS; GENERAL TAGGING OF CROSS-SECTIONAL TECHNOLOGIES SPANNING OVER SEVERAL SECTIONS OF THE IPC; TECHNICAL SUBJECTS COVERED BY FORMER USPC CROSS-REFERENCE ART COLLECTIONS [XRACs] AND DIGESTS
    • Y02TECHNOLOGIES OR APPLICATIONS FOR MITIGATION OR ADAPTATION AGAINST CLIMATE CHANGE
    • Y02DCLIMATE CHANGE MITIGATION TECHNOLOGIES IN INFORMATION AND COMMUNICATION TECHNOLOGIES [ICT], I.E. INFORMATION AND COMMUNICATION TECHNOLOGIES AIMING AT THE REDUCTION OF THEIR OWN ENERGY USE
    • Y02D10/00Energy efficient computing, e.g. low power processors, power management or thermal management

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  • Theoretical Computer Science (AREA)
  • Physics & Mathematics (AREA)
  • General Physics & Mathematics (AREA)
  • Databases & Information Systems (AREA)
  • General Engineering & Computer Science (AREA)
  • Data Mining & Analysis (AREA)
  • Computational Linguistics (AREA)
  • Fuzzy Systems (AREA)
  • Mathematical Physics (AREA)
  • Probability & Statistics with Applications (AREA)
  • Software Systems (AREA)
  • Information Retrieval, Db Structures And Fs Structures Therefor (AREA)

Abstract

The invention discloses a time sequence data query method, a time sequence data query system and a computer medium based on subscription and publication, belongs to the technical field of time sequence databases, and aims to solve the technical problem of how to save threads to reduce the consumption of memory resources when the time sequence data query is carried out based on the time sequence databases. The method comprises the following steps: a calculation engine is used as a subscription point to submit a subscription request, wherein the subscription request is used for applying for time sequence data of a certain period of time; after a subscription request is monitored through a listener, calling a subscription API, and updating a subscription point corresponding to the subscription request into a subscription list corresponding to topic of the applied time sequence data through the subscription API; and after the acquisition point acquires the time sequence data, calling a publishing API (application programming interface), searching a subscription list of the time sequence corresponding to topic through the publishing API, and publishing the time sequence data to all subscription points recorded in the subscription list.

Description

Time sequence data query method, system and computer medium based on subscription and publication
Technical Field
The invention relates to the technical field of time sequence databases, in particular to a time sequence data query method, a time sequence data query system and a computer medium based on subscription and publication.
Background
The time series database is mainly used for processing data with time tags (which are changed in time sequence, i.e., time-sequenced), and the data with time tags is also called time series data.
The time sequence data is mainly data collected and generated by various types of real-time monitoring, checking and analyzing equipment in the power industry, the chemical industry, the meteorological industry, geographic information and the like, and the typical characteristics of the industrial data are as follows: the generation frequency is fast (each monitoring point can generate a plurality of pieces of data within one second), the collection time is seriously depended (each piece of data requires corresponding unique time), the multi-information quantity of the measuring points is large (a conventional real-time monitoring system has thousands of monitoring points which generate data every second and generate dozens of GB data quantity every day).
In software architecture, publish-subscribe is a messaging paradigm in which a sender of a message (called a publisher) does not send the message directly to a particular recipient (called a subscriber). But rather, the published messages are classified into different categories without knowing which subscribers, if any, may be present. Likewise, a subscriber may express interest in one or more categories, receiving only interesting messages, without knowing which publishers (if any) are present.
Because the time sequence database has the problem of large data volume, time is consumed very much when the time sequence database is inquired, and most time sequence databases in the market adopt a multithread mode when the time sequence database is searched, however, when the inquiry requests are too many, the multithread mode consumes memory resources very much.
When a time sequence database is used for inquiring time sequence data, how to save threads to reduce the consumption of memory resources is a technical problem to be solved.
Disclosure of Invention
The technical task of the invention is to provide a time sequence data query method, a time sequence data query system and a computer medium based on subscription and publication aiming at the defects, so as to solve the technical problem of how to save threads and reduce the consumption of memory resources when the time sequence data query is carried out based on a time sequence database.
In a first aspect, a method for querying time series data based on subscription and publication according to the present invention changes the querying operation of time series data into asynchronous by means of subscription and publication, and includes the following steps:
a calculation engine is used as a subscription point to submit a subscription request, wherein the subscription request is used for applying for time sequence data of a certain period of time;
after a subscription request is monitored through a listener, calling a subscription API, and updating a subscription point corresponding to the subscription request into a subscription list corresponding to topic of the applied time sequence data through the subscription API;
and after the acquisition point acquires the time sequence data, calling a publishing API (application programming interface), searching a subscription list of the topic corresponding to the time sequence through the publishing API, and publishing the time sequence data to all subscription points recorded in the subscription list.
Preferably, after the listener monitors the subscription request, the subscription request is pushed to the message queue, the message queue calls a subscription API, and a subscription point corresponding to the subscription request is updated to a subscription list corresponding to topic of the applied time sequence data through the subscription API.
Preferably, the updating of the subscription point corresponding to the subscription request to the subscription list corresponding to topic of the applied time sequence data through the subscription API includes the following steps:
judging whether topic corresponding to time sequence data exists or not based on the time sequence data of a certain period of time applied by the subscription request;
if yes, judging whether the subscription point corresponding to the subscription request exists in the subscription list of the topic, and if not, updating the subscription point corresponding to the subscription request to the subscription list of the topic;
and if the time sequence data does not exist, creating topic corresponding to the time sequence data, and updating the subscription point corresponding to the subscription application into a subscription list of the topic.
Preferably, the publishing API publishes the time series data to all the subscription points recorded in the subscription list through a multi-threaded schema.
In a second aspect, the present invention provides a subscription and publication based time series data query system, configured to implement query operation of time series data through a subscription and publication based time series data query method according to any one of the first aspects, where the system includes:
the computing engine is used as a subscription point to submit a subscription request, and the subscription request is used for applying for time sequence data of a certain period of time;
a listener for listening to meter subscription requests;
the message queue is used for receiving and caching the subscription request sent by the listener;
the message queue is used for receiving a subscription request pushed by the message queue and updating a subscription point corresponding to the subscription request into a subscription list corresponding to topic of the applied time sequence data;
the acquisition point is used for acquiring time series data;
and the publishing API is used for receiving the time sequence data collected by the collecting point, searching the subscription list of the time sequence number corresponding to topic, and publishing the time sequence data to all the subscription points recorded in the subscription list.
Preferably, the subscription API is configured to update the subscription point corresponding to the subscription request to a subscription list corresponding to topic of the applied time series data through the following steps:
judging whether topic corresponding to time sequence data exists or not based on the time sequence data of a certain period of time applied by the subscription request;
if the subscription point exists in the subscription list of the topic, judging whether the subscription point corresponding to the subscription request exists in the subscription list of the topic, and if not, updating the subscription point corresponding to the subscription request into the subscription list of the topic;
and if the time sequence data does not exist, creating topic corresponding to the time sequence data, and updating the subscription point corresponding to the subscription application into a subscription list of the topic.
Preferably, the publishing API is configured to publish the time series data to all the subscription points recorded in the subscription list through a multi-thread mode.
In a third aspect, the computer medium of the present invention is a computer readable medium having stored thereon computer instructions, which, when executed by a processor, cause the processor to perform the method of any of the first aspect.
The time sequence data query method, the time sequence data query system and the computer medium based on subscription and release have the following advantages that:
1. the calculation engine and the time sequence data acquisition program are not mutually sensed, the existence of each other is not known, one query operation is divided into asynchronous operations, when the time sequence data is queried, a subscription point firstly subscribes, then other operations are carried out, and the subscribed data is received when the query data is needed, so that the efficiency can be improved;
2. asynchronous operation also avoids starting a large number of threads, and places a plurality of subscription requests in a message queue, which can save memory resources.
Drawings
In order to more clearly illustrate the technical solutions in the embodiments of the present invention, the drawings needed for the embodiments or the prior art descriptions will be briefly described below, and it is obvious that the drawings in the following description are only some embodiments of the present invention, and it is obvious for those skilled in the art to obtain other drawings based on the drawings without creative efforts.
The invention is further described below with reference to the accompanying drawings.
Fig. 1 is a flowchart of a time series data query method based on subscription and publication in embodiment 1.
Detailed Description
The present invention is further described in the following with reference to the drawings and the specific embodiments so that those skilled in the art can better understand the present invention and can implement the present invention, but the embodiments are not to be construed as limiting the present invention, and the embodiments and the technical features of the embodiments can be combined with each other without conflict.
The embodiment of the invention provides a time sequence data query method, a time sequence data query system and a computer medium based on subscription and publication, which are used for solving the technical problem of how to save threads to reduce the consumption of memory resources when time sequence data query is carried out based on a time sequence database.
Example 1:
the invention relates to a time sequence data query method based on subscription and publication, which changes the query operation of time sequence data into asynchronization by a subscription and publication mode, and comprises the following steps:
s100, a calculation engine serves as a subscription point to submit a subscription request, and the subscription request is used for applying for time sequence data of a certain period of time;
s200, after monitoring a subscription request through a monitor, calling a subscription API, and updating a subscription point corresponding to the subscription request into a subscription list corresponding to topic of the applied time sequence data through the subscription API;
s300, after the acquisition point acquires the time sequence data, calling a publishing API, searching a subscription list of the time sequence corresponding to topic through the publishing API, and publishing the time sequence data to all subscription points recorded in the subscription list.
In step S100, when the database computing engine wants to obtain the time series data (including the past time period or the future time period) of a certain time period, it needs to subscribe, that is, it serves as a subscription point to submit a subscription application, and applies for the time series of the certain time period through the subscription application.
Step S200, adding the subscription points into a subscription list of the application time sequence data corresponding to the topic, wherein the subscription list is used for recording all the subscription points subscribing the time sequence data corresponding to the topic.
When the calculation engine calls the subscription API, the data of the subscriber's own point is stored in the corresponding topic. If the topic subscribed by the subscriber does not exist, then just like creating one, if it exists, the point information is added to the subscription list table of topic. The specific implementation is as follows: judging whether topic corresponding to time sequence data exists or not based on the time sequence data of a certain period of time applied by the subscription request; if the subscription point exists in the subscription list of the topic, judging whether the subscription point corresponding to the subscription request exists in the subscription list of the topic, and if not, updating the subscription point corresponding to the subscription request into the subscription list of the topic; and if the time sequence data does not exist, creating topic corresponding to the time sequence data, and updating the subscription point corresponding to the subscription application into a subscription list of the topic.
In step S300, the collection point publishes the collected time series data to all the subscription points subscribing to the time series data. The acquisition point acquires data, a publishing API is called, a subscription list of the time sequence data corresponding to the topic is searched, the time sequence data is published to all subscription points in the subscription list according to the topic, and the subscription points only need to receive the time sequence data when the time sequence data need to be used.
In this embodiment, the publishing API may send the timing data to each subscription point via a multithreading schema.
As an improvement, after the listener monitors the subscription request, the listener pushes the subscription request to the message queue, the message queue temporarily caches the subscription request, and invokes a subscription API to update the subscription point to a subscription list corresponding to topic, thereby implementing the subscription of the subscription point. The subscription request is stored through the message queue, so that the memory resource can be saved.
Example 2:
the invention relates to a time sequence data query system based on subscription and release, which comprises a calculation engine, a monitor, a message queue, a subscription API, a collection point and a release API, and can execute the method disclosed in the embodiment 1 to realize the query operation of time sequence data.
The calculation engine serves as a subscription point to submit a subscription request, and the subscription request is used for applying for time sequence data of a certain period of time. When the database computing engine wants to obtain the time series data (including the past time period or the future time period) of a certain time period, the database computing engine needs to subscribe, that is, the database computing engine serves as a subscription point to submit a subscription application and applies for the time series of the certain time period through the subscription application. The listener is configured to listen for meter subscription requests. The message queue is used for receiving and caching the subscription request sent by the listener. The subscription API is used for receiving a subscription request pushed by a message queue and updating a subscription point corresponding to the subscription request into a subscription list corresponding to topic of the applied time sequence data. The acquisition points are used for acquiring time sequence data. And the publishing API is used for receiving the time sequence data collected by the collecting point, searching the subscription list of the time sequence number corresponding to topic, and publishing the time sequence data to all the subscription points recorded in the subscription list.
In the system of this embodiment, the subscription API is configured to update the subscription point corresponding to the subscription request to the subscription list corresponding to topic of the applied time series data through the following steps:
judging whether topic corresponding to time sequence data exists or not based on the time sequence data of a certain period of time applied by the subscription request; if yes, judging whether the subscription point corresponding to the subscription request exists in the subscription list of the topic, and if not, updating the subscription point corresponding to the subscription request to the subscription list of the topic; and if the time sequence data does not exist, creating a topic corresponding to the time sequence data, and updating the subscription point corresponding to the subscription application into a subscription list of the topic.
The publishing API is used for publishing the time series data to all the subscription points recorded in the subscription list through a multithreading mode.
In the system of this embodiment, the database execution engine subscribes time series data of a certain period of time, adds the information of the subscription point to a subscription list corresponding to topic of the time series data, and publishes the time series data to all the subscription points in the subscription list when the time series data comes.
Example 3;
a computer medium is a computer readable medium having stored thereon computer instructions, which, when executed by a processor, cause the processor to perform the method disclosed in embodiment 1. Specifically, a system or an apparatus equipped with a storage medium on which software program codes that realize the functions of any of the above-described embodiments are stored may be provided, and a computer (or a CPU or MPU) of the system or the apparatus is caused to read out and execute the program codes stored in the storage medium.
In this case, the program code itself read from the storage medium can realize the functions of any of the above-described embodiments, and thus the program code and the storage medium storing the program code constitute a part of the present invention.
Examples of the storage medium for supplying the program code include a floppy disk, a hard disk, a magneto-optical disk, an optical disk (e.g., CD-ROM, CD-R, CD-RW, DVD-ROM, DVD-RAM, DVD-RW, DVD + RW), a magnetic tape, a nonvolatile memory card, and a ROM. Alternatively, the program code may be downloaded from a server computer via a communications network.
Further, it should be clear that the functions of any one of the above-described embodiments may be implemented not only by executing the program code read out by the computer, but also by causing an operating system or the like operating on the computer to perform a part or all of the actual operations based on instructions of the program code.
Further, it is to be understood that the program code read out from the storage medium is written to a memory provided in an expansion board inserted into the computer or to a memory provided in an expansion unit connected to the computer, and then causes a CPU or the like mounted on the expansion board or the expansion unit to perform part or all of the actual operations based on instructions of the program code, thereby realizing the functions of any of the above-described embodiments.
It should be noted that not all steps and modules in the above flows and system structure diagrams are necessary, and some steps or modules may be omitted according to actual needs. The execution order of the steps is not fixed and can be adjusted as required. The system structure described in the above embodiments may be a physical structure or a logical structure, that is, some modules may be implemented by the same physical entity, or some modules may be implemented by a plurality of physical entities, or some components in a plurality of independent devices may be implemented together.
While the invention has been shown and described in detail in the drawings and in the preferred embodiments, it is not intended to limit the invention to the embodiments disclosed, and it will be apparent to those skilled in the art that many more embodiments of the invention are possible that combine the features of the different embodiments described above and still fall within the scope of the invention.

Claims (8)

1. A time sequence data query method based on subscription and publication is characterized in that query operation of time sequence data is changed into asynchronization in a subscription and publication mode, and the method comprises the following steps:
a calculation engine is used as a subscription point to submit a subscription request, wherein the subscription request is used for applying for time sequence data of a certain period of time;
after a subscription request is monitored through a listener, calling a subscription API, and updating a subscription point corresponding to the subscription request into a subscription list corresponding to topic of the applied time sequence data through the subscription API;
and after the acquisition point acquires the time sequence data, calling a publishing API (application programming interface), searching a subscription list of the time sequence corresponding to topic through the publishing API, and publishing the time sequence data to all subscription points recorded in the subscription list.
2. The subscription-publication-based time series data query method of claim 1, wherein after the subscription request is monitored by the listener, the subscription request is pushed to a message queue, the message queue invokes a subscription API, and a subscription point corresponding to the subscription request is updated to a subscription list corresponding to topic of the applied time series data through the subscription API.
3. The subscription-based published time series data query method according to claim 1 or 2, wherein the subscription point corresponding to the subscription request is updated to the subscription list corresponding to topic of the applied time series data through a subscription API, comprising the steps of:
judging whether topic corresponding to time sequence data exists or not based on the time sequence data of a certain period of time applied by the subscription request;
if the subscription point exists in the subscription list of the topic, judging whether the subscription point corresponding to the subscription request exists in the subscription list of the topic, and if not, updating the subscription point corresponding to the subscription request into the subscription list of the topic;
and if the time sequence data does not exist, creating topic corresponding to the time sequence data, and updating the subscription point corresponding to the subscription application into a subscription list of the topic.
4. The subscription-publication-based time-series data query method of claim 1 or 2, wherein the publication API publishes the time-series data to all the subscription points recorded in the subscription list through a multi-thread mode.
5. A subscription-and-publication-based time series data query system, for implementing query operation of time series data through a subscription-and-publication-based time series data query method according to any one of claims 1 to 4, the system comprising:
the system comprises a computing engine, a service server and a service server, wherein the computing engine is used as a subscription point to submit a subscription request, and the subscription request is used for applying for time sequence data of a certain period of time;
a listener for listening to meter subscription requests;
the message queue is used for receiving and caching the subscription request sent by the listener;
the subscription API is used for receiving a subscription request pushed by a message queue and updating a subscription point corresponding to the subscription request into a subscription list corresponding to topic of the applied time sequence data;
the acquisition points are used for acquiring time series data;
and the publishing API is used for receiving the time sequence data collected by the collecting point, searching the subscription list of the time sequence number corresponding to topic, and publishing the time sequence data to all the subscription points recorded in the subscription list.
6. The subscription-publication-based time series data query system of claim 5, wherein the subscription API is configured to update a subscription point corresponding to the subscription request to a subscription list corresponding to topic of the applied time series data through the following steps:
judging whether topic corresponding to time sequence data exists or not based on the time sequence data of a certain period of time applied by the subscription request;
if yes, judging whether the subscription point corresponding to the subscription request exists in the subscription list of the topic, and if not, updating the subscription point corresponding to the subscription request to the subscription list of the topic;
and if the time sequence data does not exist, creating a topic corresponding to the time sequence data, and updating the subscription point corresponding to the subscription application into a subscription list of the topic.
7. The subscription-publication-based temporal data query system of claim 5, wherein the publication API is configured to publish the temporal data to all of the subscription points recorded in the subscription list through a multi-threaded schema.
8. Computer medium, being a computer readable medium, characterized in that computer instructions are stored thereon, which, when executed by a processor, cause the processor to perform the method of any of claims 1 to 4.
CN202210667907.8A 2022-06-14 2022-06-14 Time sequence data query method, system and computer medium based on subscription and publication Pending CN115168415A (en)

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Cited By (1)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
CN117544677A (en) * 2023-11-08 2024-02-09 苏州盖雅信息技术有限公司 Method for implementing message queue topic multiplexing

Cited By (2)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
CN117544677A (en) * 2023-11-08 2024-02-09 苏州盖雅信息技术有限公司 Method for implementing message queue topic multiplexing
CN117544677B (en) * 2023-11-08 2024-05-17 苏州盖雅信息技术有限公司 Method, system, device and storage medium for realizing topic multiplexing of message queues

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