CN111061776A - Method, system, terminal device and storage medium for realizing automatic data analysis - Google Patents
Method, system, terminal device and storage medium for realizing automatic data analysis Download PDFInfo
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Abstract
The invention provides a method, a system, a terminal device and a storage medium for realizing automatic data analysis, wherein the method comprises the following steps: starting a software main program and a script manager; inquiring a target script matched with a preset algorithm script file loaded by a script manager, and binding the target script with a related function menu of a software main body program; and running a target script related to the preset algorithm script file through the script manager, and triggering the software main body program to perform data analysis. The invention automatically leads the newly added or updated algorithm into the software main body program, and realizes the automatic data analysis according to the newly added or updated algorithm.
Description
Technical Field
The present invention relates to the field of data processing technologies, and in particular, to a method, a system, a terminal device, and a storage medium for implementing automatic data analysis.
Background
The bi (business intelligence), a complete solution, is used to effectively integrate the existing data in the enterprise, quickly and accurately provide reports and provide decision basis, and help the enterprise make intelligent business operation decision.
Python is a widely used interpreted, high-level programming, general-purpose programming language that can be easily embedded in C/C + + programs to provide scripting functions to users. And the C/C + + algorithm can also be converted into Python to be called by a Python script.
The existing BI tool is used as a general product, a general algorithm function is preset, BI analysis can be carried out only by parameter setting of a user, and usability of the product for most users is guaranteed. However, for some scenes, the existing BI tools are not well satisfied. For example, for some specific analysis scenarios, the user may wish to use a custom analysis algorithm. When there is a better third party analysis algorithm, the user wants to be able to introduce the algorithm. When there is an improvement in the algorithm, the enterprise also needs a more optimal product upgrade scheme.
Disclosure of Invention
The invention aims to provide a method, a system, a terminal device and a storage medium for realizing automatic data analysis, which can automatically guide a newly added or updated algorithm into a software main body program and automatically analyze data according to the newly added or updated algorithm.
The technical scheme provided by the invention is as follows:
the invention provides a method for realizing automatic data analysis, which comprises the following steps:
starting a software main program and a script manager;
inquiring a target script matched with a preset algorithm script file loaded by the script manager, and binding the target script with a related function menu of the software main body program;
and running a target script related to the preset algorithm script file through the script manager, and triggering the software main body program to perform data analysis.
Further, the starting software main body program and the script manager comprise:
starting and initializing the software main body program;
starting the script manager, and loading the preset algorithm script file through the script manager; the preset algorithm script file is written according to a custom analysis algorithm.
Further, the starting of the software main body program and the script manager comprises the following steps:
establishing a script information base through the script manager; the script information base records the script basic information of each script and the corresponding function of each script.
Further, the step of querying a target script matched with a preset algorithm script file loaded by the script manager and binding the target script with a relevant function menu of the software main body program comprises the following steps:
inquiring the script information base to obtain a target script required by the preset algorithm script file;
inquiring a function information base of the software main body program, and acquiring a target function menu matched with a function corresponding to the target script;
and binding the target script with a target function menu corresponding to the script function of the target script.
The invention also provides a system for realizing automatic data analysis, which comprises a software main body program and a script manager; further comprising:
the starting module is used for starting the software main body program and the script manager;
the processing module is used for inquiring a target script matched with a preset algorithm script file loaded by the script manager and binding the target script with a related function menu of the software main body program;
and the control module is used for running a target script related to the preset algorithm script file through the script manager and triggering the software main body program to perform data analysis.
Further, the starting module comprises:
the program starting unit is used for starting and initializing the software main body program;
the control unit is used for starting the script manager and loading the preset algorithm script file through the script manager; the preset algorithm script file is written according to a custom analysis algorithm.
Further, the method also comprises the following steps:
the creating module is used for creating a script information base through the script manager; the script information base records the script basic information of each script and the corresponding function of each script.
Further, the processing module comprises:
the script information query unit is used for querying the script information base and acquiring a target script required by the preset algorithm script file;
the function menu query unit is used for querying a function information base of the software main body program and acquiring a target function menu matched with the function corresponding to the target script;
and the binding unit is used for binding the target script with a target function menu corresponding to the script function of the binding unit.
The invention also provides a terminal device, which comprises a processor, a memory and a computer program which is stored in the memory and can run on the processor, wherein the processor is used for executing the computer program stored in the memory and realizing the operation executed by the automatic data analysis realizing method.
The invention also provides a storage medium, wherein at least one instruction is stored in the storage medium, and the instruction is loaded and executed by a processor to realize the operation executed by the data automatic analysis realization method.
By the method, the system, the terminal equipment and the storage medium for realizing automatic data analysis, provided by the invention, a newly added or updated algorithm can be automatically imported into a software main body program, and automatic data analysis can be realized according to the newly added or updated algorithm.
Drawings
The above features, technical features, advantages and implementations of a method, a system, a terminal device and a storage medium for automatic data analysis will be further described in the following detailed description of preferred embodiments with reference to the accompanying drawings.
FIG. 1 is a flow chart of one embodiment of a method for implementing automatic data analysis of the present invention;
FIG. 2 is a flow chart of another embodiment of a method for implementing automatic data analysis of the present invention;
FIG. 3 is a schematic structural view of an embodiment of ZZ of the present invention;
FIG. 4 is a schematic diagram of a computer device according to an embodiment of the present invention.
Detailed Description
In order to more clearly illustrate the embodiments of the present invention or the technical solutions in the prior art, the following description will be made with reference to the accompanying drawings. It is obvious that the drawings in the following description are only some examples of the invention, and that for a person skilled in the art, other drawings and embodiments can be derived from them without inventive effort.
For the sake of simplicity, the drawings only schematically show the parts relevant to the present invention, and they do not represent the actual structure as a product. In addition, in order to make the drawings concise and understandable, components having the same structure or function in some of the drawings are only schematically illustrated or only labeled. In this document, "one" means not only "only one" but also a case of "more than one".
An embodiment of the present invention, as shown in fig. 1, is a method for implementing automatic data analysis, including:
s100, starting a software main program and a script manager;
specifically, the software subject program, i.e., the BI tool, manually or automatically launches the software subject program and the script manager. BI tools include any of Tableau, QlikView, SAP Business Objects, Yellowfin, WebFOCUS, TIBCOSpotfire, Targit, Sisense, and the like, having an analytical function.
S200, inquiring a target script matched with a preset algorithm script file loaded by a script manager, and binding the target script with a related function menu of a software main body program;
specifically, the preset algorithm script file is a custom analysis algorithm generated according to user analysis requirements and work experience of the user, and the preset algorithm script file can be obtained by writing a script file written according to the custom analysis algorithm in Python programming language, Java programming language or C language. After loading the preset algorithm script file, the script manager searches out a target script required by the preset algorithm script file, wherein the target script is a script capable of realizing a custom analysis algorithm of the preset algorithm script file, and accordingly the target script information is obtained by obtaining corresponding script information according to the searched target script. And after acquiring the target script information required by the preset algorithm script file, binding the target script information with the relevant function menu of the software main body program.
S300, running a target script related to the preset algorithm script file through the script manager, and triggering the software main body program to perform data analysis.
Specifically, after the target script information is bound with the relevant function menu of the software main body program, the script manager runs the target script relevant to the preset algorithm script file, the script manager is loaded with the preset algorithm script file, so that the running sequence of each target script can be obtained, the corresponding target script is called according to the running sequence of each target script, the analysis flow of the custom analysis algorithm is realized, and the purpose of data analysis according to the custom analysis algorithm is achieved.
An embodiment of the present invention, as shown in fig. 2, is a method for implementing automatic data analysis, including:
s010 builds script information base through script manager; the script information base records the script basic information of each script and the corresponding function of each script;
s110, starting and initializing a software main body program;
s120, starting a script manager, and loading a preset algorithm script file through the script manager; the preset algorithm script file is compiled according to a custom analysis algorithm;
s210, inquiring a script information base to obtain a target script required by a preset algorithm script file;
s220, inquiring a function information base of the software main body program, and acquiring a target function menu matched with a function corresponding to the target script;
s230, binding the target script with a target function menu corresponding to the script function of the target script;
s300, running a target script related to the preset algorithm script file through the script manager, and triggering the software main body program to perform data analysis.
Specifically, a script information base is created in the script manager, and basic script information corresponding to a large number of conventional scripts is set and created. The script basic information comprises a script name, a script version number, a script storage position, a script identifier and a script function. Starting and initializing the software main body program, wherein the initialization content of the software main body program comprises but is not limited to the UI interface of the software main body program.
The script manager realizes the following contents:
1) script basic information management, including script name, script version number, script position, etc.;
2) running an analysis script;
3) loading available scripts;
4) and issuing the script to other people for use.
The script manager obtains the needed script information from the script information base and associates the needed script information with the analysis function menu of the software main body program. Then the user informs the script manager to run the script running analysis function through the function menu of the software main body program. The process specifically includes the steps of inquiring a script information base to obtain target script information corresponding to a script required by a preset algorithm script file, and obtaining all target script identifications and target script functions in the target script information. Inquiring a function information base of a software main body program, and acquiring a current function menu option matched with the current target script function; the function information base comprises function menu options and corresponding function menu identifications. And binding the current target script identifier corresponding to the current target script function with the function menu identifier corresponding to the current function menu option. And repeatedly executing the binding operation by switching to the next target script function in the target script information, and repeating the operation until all the target script identifiers in the target script information are bound with the corresponding function menu identifiers. Then, the script manager which completes the binding is loaded with the preset algorithm script file, so that the running sequence of each target script can be obtained, and the corresponding target script is called and run according to the running sequence of each target script, so that the software main body program calls the function menu corresponding to the custom analysis algorithm to realize the purpose of data analysis.
One embodiment of the present invention, as shown in fig. 3, is a data automatic analysis implementation system, including a software main program and a script manager; further comprising:
the starting module 10 is used for starting the software main body program and the script manager;
the processing module 20 is used for inquiring a target script matched with the preset algorithm script file loaded by the script manager and binding the target script with a related function menu of the software main body program;
and the control module 30 is used for running a target script related to the preset algorithm script file through the script manager and triggering the software main body program to perform data analysis.
Based on the foregoing embodiment, the starting module 10 includes:
the program starting unit is used for starting and initializing the software main body program;
the control unit is used for starting the script manager and loading a preset algorithm script file through the script manager; the preset algorithm script file is written according to a custom analysis algorithm.
Based on the foregoing embodiment, further comprising:
the creating module is used for creating a script information base through a script manager; the script information base records the script basic information of each script and the corresponding function of each script; .
Based on the foregoing embodiment, the processing module 20 includes:
the script information query unit is used for querying a script information base and acquiring a target script required by a preset algorithm script file;
the function menu query unit is used for querying a function information base of the software main body program and acquiring a target function menu matched with the corresponding function of the target script;
and the binding unit is used for binding the target script with the target function menu corresponding to the script function of the binding unit.
Specifically, this embodiment is a device embodiment corresponding to the method embodiment, and specific effects refer to the method embodiment, which is not described in detail herein.
It will be apparent to those skilled in the art that, for convenience and brevity of description, only the above-described division of program modules is illustrated, and in practical applications, the above-described distribution of functions may be performed by different program modules, that is, the internal structure of the apparatus may be divided into different program units or modules to perform all or part of the above-described functions. Each program module in the embodiments may be integrated in one processing unit, or each unit may exist alone physically, or two or more units are integrated in one processing unit, and the integrated unit may be implemented in a form of hardware, or may be implemented in a form of software program unit. In addition, the specific names of the program modules are only used for distinguishing the program modules from one another, and are not used for limiting the protection scope of the application.
One embodiment of the present invention, as shown in fig. 4, a terminal device 100, includes a processor 110, a memory 120, wherein the memory 120 is used for storing a computer program 121; the processor 110 is configured to execute the computer program 121 stored in the memory 120 to implement the method for implementing automatic data analysis in the method embodiment corresponding to fig. 1 or fig. 2.
The terminal device 100 may be a desktop computer, a notebook, a palm computer, a tablet computer, a mobile phone, a human-computer interaction screen, or the like. The terminal device 100 may include, but is not limited to, a processor 110, a memory 120. Those skilled in the art will appreciate that fig. 4 is merely an example of the terminal device 100, does not constitute a limitation of the terminal device 100, and may include more or less components than those shown, or combine certain components, or different components, such as: the terminal device 100 may also include input/output interfaces, display devices, network access devices, communication buses, communication interfaces, and the like. A communication interface and a communication bus, and may further include an input/output interface, wherein the processor 110, the memory 120, the input/output interface and the communication interface complete communication with each other through the communication bus. The memory 120 stores a computer program 121, and the processor 110 is configured to execute the computer program 121 stored in the memory 120 to implement the method for implementing automatic data analysis in the method embodiment corresponding to fig. 1 or fig. 2.
The Processor 110 may be a Central Processing Unit (CPU), other general purpose Processor, a Digital Signal Processor (DSP), an Application Specific Integrated Circuit (ASIC), a Field Programmable Gate Array (FPGA) or other Programmable logic device, discrete Gate or transistor logic device, discrete hardware component, or the like. A general purpose processor may be a microprocessor or the processor may be any conventional processor or the like.
The memory 120 may be an internal storage unit of the terminal device 100, such as: hard disk or memory of the terminal device. The memory may also be an external storage device of the terminal device, such as: the terminal equipment is provided with a plug-in hard disk, an intelligent memory Card (SMC), a Secure Digital (SD) Card, a Flash memory Card (Flash Card) and the like. Further, the memory 120 may also include both an internal storage unit and an external storage device of the terminal device 100. The memory 120 is used for storing the computer program 121 and other programs and data required by the terminal device 100. The memory may also be used to temporarily store data that has been output or is to be output.
A communication bus is a circuit that connects the described elements and enables transmission between the elements. For example, the processor 110 receives commands from other elements through the communication bus, decrypts the received commands, and performs calculations or data processing according to the decrypted commands. The memory 120 may include program modules such as a kernel (kernel), middleware (middleware), an Application Programming Interface (API), and applications. The program modules may be comprised of software, firmware or hardware, or at least two of the same. The input/output interface forwards commands or data entered by a user via the input/output interface (e.g., sensor, keyboard, touch screen). The communication interface connects the terminal device 100 with other network devices, user equipment, networks. For example, the communication interface may be connected to a network by wire or wirelessly to connect to external other network devices or user devices. The wireless communication may include at least one of: wireless fidelity (WiFi), Bluetooth (BT), Near Field Communication (NFC), Global Positioning Satellite (GPS) and cellular communications, among others. The wired communication may include at least one of: universal Serial Bus (USB), high-definition multimedia interface (HDMI), asynchronous transfer standard interface (RS-232), and the like. The network may be a telecommunications network and a communications network. The communication network may be a computer network, the internet of things, a telephone network. The terminal device 100 may be connected to the network through a communication interface, and a protocol by which the terminal device 100 communicates with other network devices may be supported by at least one of an application, an Application Programming Interface (API), middleware, a kernel, and a communication interface.
In an embodiment of the present invention, a storage medium stores at least one instruction, and the instruction is loaded and executed by a processor to implement the operations performed by the corresponding embodiments of the above-mentioned method for implementing automatic data analysis. For example, the storage medium may be a read-only memory (ROM), a Random Access Memory (RAM), a compact disc read-only memory (CD-ROM), a magnetic tape, a floppy disk, an optical data storage device, and the like.
They may be implemented in program code that is executable by a computing device such that it is executed by the computing device, or separately, or as individual integrated circuit modules, or as a plurality or steps of individual integrated circuit modules. Thus, the present invention is not limited to any specific combination of hardware and software.
In the above embodiments, the descriptions of the respective embodiments have respective emphasis, and reference may be made to the related descriptions of other embodiments for parts that are not described or recited in detail in a certain embodiment.
Those of ordinary skill in the art will appreciate that the various illustrative elements and algorithm steps described in connection with the embodiments disclosed herein may be implemented as electronic hardware or combinations of computer software and electronic hardware. Whether such functionality is implemented as hardware or software depends upon the particular application and design constraints imposed on the implementation. Skilled artisans may implement the described functionality in varying ways for each particular application, but such implementation decisions should not be interpreted as causing a departure from the scope of the present application.
In the embodiments provided in the present application, it should be understood that the disclosed apparatus/terminal device and method may be implemented in other ways. For example, the above-described embodiments of the apparatus/terminal device are merely illustrative, and for example, the division of the modules or units is only one logical division, and there may be other divisions when actually implemented, for example, a plurality of units or components may be combined or integrated into another system, or some features may be omitted, or not executed. In addition, the shown or discussed mutual coupling or direct coupling or communication connection may be an indirect coupling or communication connection of some interfaces, devices or units, and may be in an electrical, mechanical or other form.
The units described as separate parts may or may not be physically separate, and parts displayed as units may or may not be physical units, may be located in one place, or may be distributed on a plurality of network units. Some or all of the units can be selected according to actual needs to achieve the purpose of the solution of the embodiment.
In addition, functional units in the embodiments of the present application may be integrated into one processing unit, or each unit may exist alone physically, or two or more units are integrated into one unit. The integrated unit can be realized in a form of hardware, and can also be realized in a form of a software functional unit.
The integrated modules/units may be stored in a storage medium if they are implemented in the form of software functional units and sold or used as separate products. Based on such understanding, all or part of the flow in the method according to the embodiments of the present invention may also be implemented by sending instructions to relevant hardware by the computer program 121, where the computer program 121 may be stored in a storage medium, and when the computer program 121 is executed by a processor, the steps of the above-described embodiments of the method may be implemented. The computer program 121 may be in a source code form, an object code form, an executable file or some intermediate form, etc. The storage medium may include: any entity or device capable of carrying the computer program 121, recording medium, usb disk, removable hard disk, magnetic disk, optical disk, computer Memory, Read-only Memory (ROM), Random Access Memory (RAM), electrical carrier wave signal, telecommunication signal, and software distribution medium, etc. It should be noted that the content of the storage medium may be increased or decreased as appropriate according to the requirements of legislation and patent practice in the jurisdiction, for example: in certain jurisdictions, in accordance with legislation and patent practice, computer-readable storage media do not include electrical carrier signals and telecommunications signals.
It should be noted that the above embodiments can be freely combined as necessary. The foregoing is only a preferred embodiment of the present invention, and it should be noted that, for those skilled in the art, various modifications and decorations can be made without departing from the principle of the present invention, and these modifications and decorations should also be regarded as the protection scope of the present invention.
Claims (10)
1. A method for realizing automatic data analysis is characterized by comprising the following steps:
starting a software main program and a script manager;
inquiring a target script matched with a preset algorithm script file loaded by the script manager, and binding the target script with a related function menu of the software main body program;
and running a target script related to the preset algorithm script file through the script manager, and triggering the software main body program to perform data analysis.
2. The method for implementing automatic data analysis according to claim 1, wherein the starting of the software main body program and the script manager comprises:
starting and initializing the software main body program;
starting the script manager, and loading the preset algorithm script file through the script manager; the preset algorithm script file is written according to a custom analysis algorithm.
3. The method for implementing automatic data analysis according to claim 1, wherein the step of starting the software main body program and the script manager comprises the steps of:
establishing a script information base through the script manager; the script information base records the script basic information of each script and the corresponding function of each script.
4. The method for implementing automatic data analysis according to claim 3, wherein the step of querying a target script matched with a preset algorithm script file loaded by the script manager and binding the target script with a related function menu of the software main body program comprises the steps of:
inquiring the script information base to obtain a target script required by the preset algorithm script file;
inquiring a function information base of the software main body program, and acquiring a target function menu matched with a function corresponding to the target script;
and binding the target script with a target function menu corresponding to the script function of the target script.
5. A data automatic analysis implementation system comprises a software main body program and a script manager; further comprising:
the starting module is used for starting the software main body program and the script manager;
the processing module is used for inquiring a target script matched with a preset algorithm script file loaded by the script manager and binding the target script with a related function menu of the software main body program;
and the control module is used for running a target script related to the preset algorithm script file through the script manager and triggering the software main body program to perform data analysis.
6. The system of claim 5, wherein the starting module comprises:
the program starting unit is used for starting and initializing the software main body program;
the control unit is used for starting the script manager and loading the preset algorithm script file through the script manager; the preset algorithm script file is written according to a custom analysis algorithm.
7. The system of claim 5, further comprising:
the creating module is used for creating a script information base through the script manager; the script information base records the script basic information of each script and the corresponding function of each script.
8. The system of claim 7, wherein the processing module comprises:
the script information query unit is used for querying the script information base and acquiring a target script required by the preset algorithm script file;
the function menu query unit is used for querying a function information base of the software main body program and acquiring a target function menu matched with the function corresponding to the target script;
and the binding unit is used for binding the target script with a target function menu corresponding to the script function of the binding unit.
9. A terminal device, comprising a processor, a memory and a computer program stored in the memory and operable on the processor, wherein the processor is configured to execute the computer program stored in the memory to implement the operations performed by the method according to any one of claims 1 to 4.
10. A storage medium having stored therein at least one instruction, which is loaded and executed by a processor to perform operations performed by a method for implementing automatic analysis of data according to any one of claims 1 to 4.
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| CN114449089A (en) * | 2021-12-17 | 2022-05-06 | 厦门市美亚柏科信息股份有限公司 | Mobile phone application accessory automatic association method, terminal equipment and storage medium |
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