CN110908789A - Visual data configuration method and system for multi-source data processing - Google Patents
Visual data configuration method and system for multi-source data processing Download PDFInfo
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Abstract
The invention discloses a visual data configuration method and system for multi-source data processing, wherein the configuration method comprises the following steps: 1) receiving and respectively storing basic data in various different data forms; 2) adding a processing task through a visual data configuration interface, and configuring input parameters, wherein the input parameters comprise data source parameters and service request parameters; 3) adding a processing method matched with the processing task into a task executor of the processor; 4) respectively inquiring and acquiring basic data and user service request data corresponding to the processing task by reading the data source parameters and the service request parameters; by the visual data configuration method, various basic data corresponding to different processing tasks can be dynamically configured, the processing methods corresponding to the processing tasks are flexibly updated, and the user service request data is updated to the processing tasks in real time by combining a visual data configuration interface, so that the flexibility and the usability of multi-source data processing are improved.
Description
Technical Field
The invention relates to the technical field of application data configuration, in particular to a visual data configuration method and system for multi-source data processing.
Background
With the continuous development of industrial intelligence and big data technology, more and more application management systems have a data analysis function, namely, accurate analysis and prediction are performed on the request service of a user by acquiring real-time operation data of all terminals. When the application management system performs data analysis, in order to implement batch processing of data, a database is required to be used as a data interaction center of the processor, real-time data stream increment is stored in the database, the processor inquires required data in the database, and the result is stored in the database after batch processing of the processor. The data processing mode of the existing application management system can effectively solve the interaction problem between the database and the processor, but is only suitable for the calculation condition that the storage structure of the database is inconvenient, and for the conditions that the data source is variable and the data storage structure is variable, the existing application management system cannot be flexibly suitable for the application scene due to the fact that calculation task logic needs to be modified.
Disclosure of Invention
The invention aims to solve the technical problems and provide a visualization data configuration method for multi-source oriented data processing, which can dynamically configure various data sources and update computing logic according to requests.
It is another object of the present invention to provide a visualization data configuration system for multi-source oriented data processing that can dynamically configure a variety of data sources and update computational logic according to requests.
In order to achieve the above object, the present invention discloses a visual data configuration method for multi-source data processing, which includes:
1) receiving and respectively storing basic data in various different data forms;
2) providing a visual data configuration interface, adding a processing task through the visual data configuration interface, and configuring input parameters related to the processing task, wherein the input parameters comprise data source parameters and service request parameters;
3) adding a processing method matched with the processing task into a task executor of a processor through the visual data configuration interface;
4) and when the task executor executes the processing method, the data source parameter is read to inquire and obtain the basic data corresponding to the processing task, and the service request parameter is read to inquire and obtain the user service request data corresponding to the processing task.
Compared with the prior art, the visual data configuration method for multi-source data processing can receive and store basic data in various data forms, can add a processing task required by a user through the visual data configuration interface, configures corresponding data source parameters and service request parameters for the processing task, can add a corresponding processing method in the visual data processing interface, and when the processing method is executed, queries and acquires corresponding basic data by reading the data source parameters, and then executes corresponding operation according to the service request data of the user; therefore, by the visual data configuration method, various basic data corresponding to different processing tasks can be dynamically configured, the processing methods corresponding to the processing tasks are flexibly updated, and the user service request data are updated to the processing tasks in real time by combining a visual data configuration interface, so that the flexibility and the usability of multi-source data processing are improved.
Preferably, each configured input parameter is provided with a parameter type, and the parameter type is used for limiting that data in the input parameter is from a fixed query condition or from a user dynamic configuration.
Preferably, an output parameter related to the processing task may be configured through the visual data configuration interface, and the processing method outputs a processing result according to the output parameter and displays the processing result on the visual configuration interface.
Preferably, the visual data configuration interface further includes a dynamic data input port, and when the processing method is executed, specific service request data of a user is acquired through the dynamic data input port and stored in the service request parameter.
The invention also discloses a visual data configuration system for multi-source data processing, which comprises a storage module, a visual configuration module, a method adding module and a processing module;
the storage module is used for respectively storing the received basic data in different data forms in different partitions;
the visual configuration module provides a visual configuration interface, a task adding port and a parameter configuration port are arranged on the visual configuration interface, the task adding port is used for adding and updating processing tasks required by a user, the parameter configuration port is used for configuring input parameters related to the processing tasks, and the input parameters comprise data source parameters and service request parameters;
the method adding module is used for adding the processing method matched with the processing task into a task executor through the visual configuration interface;
and the processing module is used for processing the processing method in the task executor, and when the processing method is executed, the processing module queries and acquires basic data corresponding to the processing task by reading the data source parameter, and acquires user service request data corresponding to the processing task by reading the service request parameter.
Preferably, each configured input parameter is provided with a parameter type, and the parameter type is used for limiting that data in the input parameter is from a fixed query condition or from a user dynamic configuration.
Preferably, the parameter configuration port is further configured to configure an output parameter related to the processing task, and the processing method outputs a processing result according to the output parameter and displays the processing result on the visual configuration interface.
Preferably, the visual data configuration interface further includes a dynamic data input port, and when the processing method is executed, specific service request data of a user is acquired through the dynamic data input port and stored in the service request parameter.
The invention also discloses a visual data configuration system for multi-source data processing, which comprises:
one or more processors;
a memory;
and one or more programs, wherein the one or more programs are stored in the memory and configured to be executed by the one or more processors, the programs comprising instructions for performing the multi-source data processing oriented visualization data configuration method as described above.
In addition, the invention also discloses a computer readable storage medium, which comprises a computer program for testing, wherein the computer program can be executed by a processor to complete the visualization data configuration method for multi-source data processing.
Drawings
FIG. 1 is a flowchart illustrating the execution of processing tasks according to an embodiment of the present invention.
Detailed Description
In order to explain technical contents, structural features, implementation principles, and objects and effects of the present invention in detail, the following detailed description is given with reference to the accompanying drawings in combination with the embodiments.
The invention discloses a visual data configuration method for multi-source data processing, which is applied to an application management system, and the application management system can analyze and process data of various different terminal devices. Specifically, the application management system may be a garbage disposal management analysis system, the terminal devices include patrol devices, sorting devices, robots, intelligent garbage trucks, and the like, and since data forms of basic data provided by each terminal device are different, different processing methods (i.e., computation logic) are required to be used for processing different data sources, and in view of this, the visualized data configuration method in this embodiment includes:
1) and receiving and respectively storing basic data in various different data forms from all different terminal equipment. Regarding the acquisition of the basic data, the following are specific: the utility model provides a data acquisition device carries out real-time data acquisition to intelligent garbage truck to the real-time data who gathers is handled, obtains generalized data key value pair, is the basic data that obtains required, then carries out corresponding storage with this basic data, and basic data can be stored in local memory, also stores in the high in the clouds, and the memory in this embodiment is the database mongodb based on distributed file storage, so that be applicable to web application management system.
2) Providing a visual data configuration interface for facilitating the operation of a user, adding a processing task through the visual data configuration interface, wherein the processing task can be the operation rate of patrol equipment or an appointment list of sorting equipment, and configuring input parameters related to the processing task, and the input parameters comprise data source parameters and service request parameters; the data source parameter points to the storage partition of the basic data, the specific service request item can be dynamically configured through the service request parameter, and when the processing task is the operation rate of patrol equipment, whether the operation rate of single equipment or the operation rate of the whole equipment is required to be analyzed or the operation rate of the equipment in a certain set time period can be configured through the service request parameter.
3) Adding a processing method matched with the processing task into a task executor of the processor through a visual data configuration interface; specifically, a user encodes and packages a required processing method into a task file through an encoding system, and then the task file is imported into a task executor through a visual data configuration interface. The processor in this embodiment is preferably a spark processing engine.
4) And when the task executor executes the processing method, basic data corresponding to the processing task is inquired and obtained by reading the data source parameters, and user service request data corresponding to the processing task is inquired and obtained by reading the service request parameters.
By the visual data configuration method, the application management system can dynamically configure various basic data corresponding to different processing tasks, flexibly update the processing method corresponding to the processing task, and update the user service request data into the processing task in real time by combining a visual data configuration interface, so that the flexibility and the usability of multi-source data processing are improved.
Preferably, each configured input parameter is provided with a parameter type, and the parameter type is used for limiting read data of the input parameter to be from a fixed query condition or from dynamic configuration of a user. With respect to each input parameter, if the parameter type is defined as a fixed query condition, the query condition is appended to the input parameter, and if the parameter type is defined as a user dynamic configuration, an action output key-value pair is appended to the input parameter.
Furthermore, output parameters related to the processing tasks can be configured through a visual data configuration interface, and the processing method outputs the processing result according to the output parameters and displays the processing result on the visual configuration interface. In addition, the visual data configuration interface also comprises a dynamic data input port, when the processing method is executed, the dynamic data input port is used for inputting specific service request data, and storing the specific service request data into the service request parameter, so that the specific service request data can be read by the processing method.
In summary, the specific workflow of the visual data configuration method for multi-source data processing of the present invention is as follows:
firstly, a real-time data acquisition device is used for carrying out data acquisition processing on terminal equipment to obtain basic data, and then the basic data are stored in corresponding partitions in mongodb; then, adding and updating processing tasks required by a user, such as an operation rate, in a visual data configuration interface, and determining data source parameters, service request parameters and output parameters required by the processing tasks, wherein the service request parameters comprise equipment types (single or multiple), statistical time segments and the like, and the output parameters comprise the number of connecting units, the number of operating units, the number of finished reservation singular numbers, the number of cancelled reservation singular numbers and the like; then, encoding the processing method corresponding to the processing task, packaging the encoded processing method into a computing task file, importing the computing task file into a task executor of a spark processing engine, and starting to execute the task, where as shown in fig. 1, the task execution flow is as follows:
1. reading input parameters in a visual data configuration interface;
2. acquiring a connection character string, a connection user name and a password of a device data source, and acquiring a data source mode in an input parameter through a parameter type;
3. reading user service request data from a corresponding data source; when the filtering query condition is in fixed configuration, directly reading, and when the filtering query condition is in user dynamic configuration, reading from a dynamic data input port;
4. judging whether the user service request parameter is empty, if so, specifying default service request parameter data;
5. reading appointed equipment data according to the data source parameters and the user service request parameters;
6. executing corresponding logic calculation tasks, and writing calculation results into output parameter positions;
7. and reading and displaying the output parameters in the visual data configuration interface.
In order to facilitate the implementation of the visual data configuration method for multi-source data processing, the invention also discloses a visual data configuration system for multi-source data processing, which comprises a storage module, a visual configuration module, a method adding module and a processing module; the storage module is used for respectively storing the received basic data in different data forms in different partitions; the visual configuration module provides a visual configuration interface, a task adding port and a parameter configuration port are arranged on the visual configuration interface, the task adding port is used for adding and updating processing tasks required by a user, the parameter configuration port is used for configuring input parameters related to the processing tasks, and the input parameters comprise data source parameters and service request parameters; the method adding module is used for adding the processing method matched with the processing task into the task executor through the visual configuration interface; the processing module is used for processing a processing method in the task executor, and when the processing method is executed, basic data corresponding to the processing task is inquired and obtained by reading data source parameters, and user service request data corresponding to the processing task is obtained by reading service request parameters; preferably, the parameter configuration port is further configured to configure an output parameter related to the processing task, and the processing method outputs a processing result according to the output parameter and displays the processing result on the visual configuration interface. Regarding the working principle and the execution process of the visualization data configuration system for multi-source data processing, the details are given in the visualization data configuration method for multi-source data processing, and are not repeated here.
In addition, the invention also discloses a visual data configuration system for multi-source data processing, which comprises: one or more processors, memory, and one or more programs, wherein the one or more programs are stored in the memory and configured to be executed by the one or more processors, the programs comprising instructions for performing the multi-source data processing oriented visualization data configuration method as described above.
In addition, the invention also discloses a computer readable storage medium, which comprises a computer program for testing, wherein the computer program can be executed by a processor to complete the visualization data configuration method for multi-source data processing.
The above disclosure is only a preferred embodiment of the present invention, and certainly should not be taken as limiting the scope of the present invention, which is therefore intended to cover all equivalent changes and modifications within the scope of the present invention.
Claims (10)
1. A visual data configuration method for multi-source data processing is characterized by comprising the following steps:
1) receiving and respectively storing basic data in various different data forms;
2) providing a visual data configuration interface, adding a processing task through the visual data configuration interface, and configuring input parameters related to the processing task, wherein the input parameters comprise data source parameters and service request parameters;
3) adding a processing method matched with the processing task into a task executor of a processor through the visual data configuration interface;
4) and when the task executor executes the processing method, the data source parameter is read to inquire and obtain the basic data corresponding to the processing task, and the service request parameter is read to inquire and obtain the user service request data corresponding to the processing task.
2. The visual data configuration method oriented to multi-source data processing according to claim 1, wherein each configured input parameter is provided with a parameter type, and the parameter type is used for limiting that data in the input parameter is from a fixed query condition or from a user dynamic configuration.
3. The visual data configuration method for multi-source data processing according to claim 1, wherein output parameters related to the processing task can be configured through the visual data configuration interface, and the processing method outputs a processing result according to the output parameters and displays the processing result on the visual configuration interface.
4. The visual data configuration method oriented to multi-source data processing according to claim 2, wherein the visual data configuration interface further includes a dynamic data input port, and when the processing method is executed, specific service request data of a user is obtained through the dynamic data input port and stored in the service request parameter.
5. A visual data configuration system for multi-source data processing is characterized by comprising a storage module, a visual configuration module, a method adding module and a processing module;
the storage module is used for respectively storing the received basic data in different data forms in different partitions;
the visual configuration module provides a visual configuration interface, a task adding port and a parameter configuration port are arranged on the visual configuration interface, the task adding port is used for adding and updating processing tasks required by a user, the parameter configuration port is used for configuring input parameters related to the processing tasks, and the input parameters comprise data source parameters and service request parameters;
the method adding module is used for adding the processing method matched with the processing task into a task executor through the visual configuration interface;
and the processing module is used for processing the processing method in the task executor, and when the processing method is executed, the processing module queries and acquires basic data corresponding to the processing task by reading the data source parameter, and acquires user service request data corresponding to the processing task by reading the service request parameter.
6. A visual data configuration system facing multi-source data processing according to claim 5, characterized in that each configured input parameter is provided with a parameter type, and the parameter type is used for limiting that data in the input parameter is from a fixed query condition or from a user dynamic configuration.
7. The visual data configuration system for multi-source data processing according to claim 5, wherein the parameter configuration port is further configured to configure an output parameter related to the processing task, and the processing method outputs a processing result according to the output parameter and displays the processing result on the visual configuration interface.
8. A visual data configuration system oriented to multi-source data processing according to claim 5, wherein the visual data configuration interface further includes a dynamic data input port, and when the processing method is executed, specific service request data of a user is obtained through the dynamic data input port and stored in the service request parameter.
9. A visual data configuration system for multi-source data processing is characterized by comprising:
one or more processors;
a memory;
and one or more programs, wherein the one or more programs are stored in the memory and configured to be executed by the one or more processors, the programs comprising instructions for performing the multi-source data processing-oriented visualization data configuration method of any of claims 1 to 4.
10. A computer-readable storage medium, comprising a test computer program executable by a processor to perform the method of visual data configuration for multi-source data processing according to any one of claims 1 to 4.
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