CN110795075B - Data processing method and device for software programming - Google Patents
Data processing method and device for software programming Download PDFInfo
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Abstract
The present application discloses a data processing method for software programming and a data processing apparatus for software programming, which simplifies software programming and improves data processing efficiency, the data processing method for software programming comprising: determining a base logic algorithm based on the data processing logic; outputting the parameter classification corresponding to the basic logic algorithm; responsive to selection of a parameter in the parameter classification, determining the selected parameter; and creating a computing instance based on the selected parameters and the basic logic algorithm to obtain a software programmed output result. The application separates the algorithm layer and the application development layer in the program development process, so that a developer without any programming foundation can use the basic logic algorithm of the algorithm layer, thereby reducing the entry threshold and programming cost of computer programming for processing big data, and improving the working efficiency.
Description
Technical Field
The present application relates to the field of computer software programming, and in particular, to a data processing method for software programming and a data processing apparatus for software programming.
Background
Today, with the rapid development of IT technology, applications of computers have gradually been related to various fields, and there is an increasing demand for the programming technology of computers, and as a programming method in the field of computers, generally, computer programming is to write english codes, such as C language, JAVA, python, etc. This forms a technical threshold for the learner and the user of the programming software, because the programming method requires the programmer to have at least a certain english basis and to master the basic grammar of the programming language itself.
In some specific cases, in order to simplify the use and operation of the programming software, a graphic programming software which is easy to use and master has been specially developed, and the graphic programming software is typically the Scratch graphic programming software developed by the university of american hemp and technology, and the code programming is a programming language which we generally say, such as C language, c++, jva, and the like. For example, the programming control of the production line in the factory is a graphical dragging method, and for example, the programming mode is also used for programming in the existing teenager robots and programming education. The graphical programming is to modularize common programming sentences, and programming can be realized only by dragging corresponding programming modules on a computer by a mouse and adjusting parameters in the process of operating software by an operator or a student. Therefore, the graphic programming is relatively easy to master and grasp, is widely popular under the condition that the programming requirement is not very high, but the graphic programming method loses great flexibility relative to code programming, and can only be limited to specific fields, such as the design of a production line and the learning of students, and is not adequate in terms of logic processing and big data processing.
In addition, the logic algorithm layer and the application layer are not completely separated by any programming method, and in the field of processing big data, the conventional software programming method and the imaging programming method can not solve the problems of complicated prior computer programming method, high threshold, low working efficiency and over high programming cost.
The information disclosed in the background section of the application is only for enhancement of understanding of the general background of the application and should not be taken as an acknowledgement or any form of suggestion that this information forms the prior art already known to a person skilled in the art.
Disclosure of Invention
In order to solve the above problems, a main object of the present application is to provide a data processing method that simplifies software programming and improves data processing efficiency.
To solve the above problems, the present application relates to a data processing method for software programming, the method comprising: determining a base logic algorithm based on the data processing logic; outputting the parameter classification corresponding to the basic logic algorithm; responsive to selection of a parameter in the parameter classification, determining the selected parameter; and creating a computing instance based on the selected parameters and the basic logic algorithm to obtain a software programmed output result.
Further, the basic logic algorithm may be a plurality of basic logic algorithms; after determining the underlying logical algorithm, the method further comprises: establishing an association relation between the basic logic algorithms to form a basic algorithm logic chain; the creating a computing instance based on the selected parameters and the underlying logic algorithm includes: and assigning the selected parameters to corresponding basic logic algorithms in the basic algorithm logic chain, and compiling the basic algorithm logic chain to create the calculation instance.
Further, the outputting the parameter classification corresponding to the basic logic algorithm may include: loading and analyzing a script or library file corresponding to the basic logic algorithm; displaying the parameter classification contained in the script or library file.
Further, the determining a base logic algorithm based on the data processing logic may include: dividing the data processing logic into a plurality of basic logic according to logic nodes; the base logic algorithms corresponding to each of the base logic are looked up in a base logic algorithm library to determine each base logic algorithm.
Further, if the basic logic algorithm corresponding to the basic logic is not found in the basic logic algorithm library, an instruction of a development requirement of the basic logic algorithm may be issued to the first user.
Further, the script or library file may include: the system comprises a basic logic algorithm module, a dependency relationship module and a data processing module; wherein the basic logic algorithm module comprises logic codes for realizing a basic logic algorithm; the dependency relationship module comprises an open parameter set and/or a non-open parameter set; the data processing module is used for judging the validity of the input parameters, executing the preprocessing operation and sending out abnormal information.
Further, before creating a computing instance based on the selected parameters and the underlying logic algorithm, the method may further comprise: detecting the legality of the selected parameters; and assigning the parameters qualified by the validity detection to a script or library file corresponding to the basic logic algorithm.
Further, after creating the computing instance, the method may further include: the computing instance is run according to the running rules and the computed data set is output.
The application also relates to a data processing method device for software programming, which can comprise: a logic algorithm determination module for determining a plurality of basic logic algorithms based on the data processing logic; the logic chain creation module is used for creating an association relation between the basic logic algorithms so as to form a basic algorithm logic chain; the loading and analyzing module is used for loading and analyzing the script or library file corresponding to the basic logic algorithm; the parameter output module is used for outputting parameter classifications which correspond to the basic logic algorithm and are contained in the script or library file; the assignment module is used for responding to parameter selection in the parameter classification and assigning the selected parameter to a script or library file corresponding to each basic logic algorithm; and the calculation module is used for assigning the selected parameters to corresponding basic logic algorithms in the basic algorithm logic chain so as to create a calculation example.
Furthermore, the application relates to a computer readable storage medium storing a computer program which, when executed in a computer processor, implements any of the steps of the method described above.
The beneficial effects of the application are as follows: the application separates the algorithm layer and the application development layer in the program development process, so that a developer without any programming foundation can realize the development of the software program by means of the basic logic algorithm of the algorithm layer according to the development logic without programming, thereby reducing the entry threshold and programming cost of the computer programming for processing big data and improving the working efficiency.
Drawings
The accompanying drawings, which are included to provide a further understanding of the application, are incorporated in and constitute a part of this specification. The drawings and their description are illustrative of the application and are not to be construed as unduly limiting the application. In the drawings:
FIG. 1 is a flow chart of a data processing method for software programming according to an embodiment of the application.
Detailed Description
In order that those skilled in the art will better understand the present application, a technical solution in the embodiments of the present application will be clearly and completely described below with reference to the accompanying drawings in which it is apparent that the described embodiments are only some embodiments of the present application, not all embodiments. All other embodiments, which can be made by those skilled in the art based on the embodiments of the present application without making any inventive effort, shall fall within the scope of the present application.
Furthermore, the terms "mounted," "disposed," "configured," and "connected" are to be interpreted broadly. For example, it may be a fixed connection, a removable connection, or a unitary construction; may be a mechanical connection, or an electrical connection; may be directly connected, or indirectly connected through intervening media, or may be in internal communication between two devices, elements, or components. The specific meaning of the above terms in the present application can be understood by those of ordinary skill in the art according to the specific circumstances.
It should be noted that, without conflict, the embodiments of the present application and features of the embodiments may be combined with each other. The application will be described in detail below with reference to the drawings in connection with embodiments.
As shown in fig. 1, a data processing method for software programming of the present application, in which data processing includes large data processing, includes the steps of: step S1, at least one basic logic algorithm is determined based on the data processing logic of the client, in particular, the client firstly conceived and sorts the data processing logic which is proposed to be implemented, finds each logic node in the data processing logic, and divides the data processing logic into at least one basic logic according to each logic node. The system software according to the present application then looks up the underlying logical algorithm corresponding to the underlying logic in the underlying logical algorithm library, or the client may select the underlying logical algorithm already implemented in the underlying logical algorithm library of the present application to determine each underlying logical algorithm corresponding to a logical node. The logical nodes may be nodes that are partitioned according to specific service functions.
In the step S1, if the basic logic algorithm corresponding to the basic logic is not found in the basic logic algorithm library, which means that the basic logic algorithm corresponding to the basic logic does not exist in the basic logic algorithm library, the system software automatically sends a notification to the first user to inform the first user that a new basic logic algorithm needs to be developed for the basic logic, and then the developed basic logic algorithm can be added into the basic logic algorithm library. The first user may be a software manager or a software programmer. The logic involved in the basic logic algorithm can be directed loop logic or directed loop-free logic.
Next, in step S2, the present application creates a basic algorithm logic chain in which basic logic algorithms are associated with each other according to the basic logic algorithm, that is, the present application converts the data processing logic into an algorithm logic chain that is constructed based on a logic relationship and a set of transfer parameters and from an association relationship between basic logic algorithms, where the association relationship may be an association relationship determined according to input/output parameters, and the basic algorithm logic chain is a link that is connected in series according to the association relationship between the basic logic algorithms and embodies a logic sequence. And step S3, loading and analyzing a script or library file corresponding to the basic logic algorithm. In the present application, the script may be a script file formed by a script language (e.g., python, matlab language, etc.), or may be a library file formed by a compiled class language (e.g., C and JAVA language, etc.). What is implemented here by the script or library file is a set of classes or functions implemented in accordance with the specification, which include at least: the system comprises a basic logic algorithm module, a dependency relationship module and a data processing module. Wherein the basic logic algorithm module may include logic code for implementing a basic logic algorithm, the dependency relationship module may include an open (shared) parameter set and/or a non-open (private) parameter set, and the data processing module may be configured to determine validity of an input parameter, to issue an exception message, and to perform necessary preprocessing operations.
Next, in step S4, the present application presents the parameter classifications corresponding to each basic logic algorithm to the client for the client to select, where the parameter classifications are differentiated by the parameter classifications, and the specific implementation forms may be instantiated as a parameter list, a parameter table, or a parameter set. Thereafter, in step S5, the present application responds to the customer' S selection of parameters in the parameter class corresponding to each underlying logic algorithm and determines the selected parameters.
Next, in step S6, the present application creates a computation instance based on the selected parameters and the underlying logic algorithm in the underlying algorithm logic chain. Specifically, the method firstly detects the validity of the selected parameter, then assigns the selected parameter to a corresponding basic logic algorithm in the basic algorithm logic chain, and compiles the basic algorithm logic chain to create the calculation example. Preferably, the application can utilize the context management module to manage each script or library file, so that each script or library file forms the same class module in operation, thereby being free from the influence of unexpected events such as interruption or power failure of the program in operation and being capable of being carried out based on the processed history data when processing new data.
Finally, in step S7, according to the input parameters and the call relationships specified by the dependency relationship module of the algorithm, the application constructs the operation rules between basic logic algorithms, operates the computing instances according to the operation rules and outputs the computed data set, that is, all computing instances are operated one by one from the logic starting point according to the dependency relationship of the algorithm logic chain, and the computing instance is completed and updated until the last computing instance is completed. Because the dependency relationship of data input and output exists on the algorithm logic chain for different calculation examples, after the application detects that all data on which the current calculation example depends have completed calculation and output update or all data have been updated, the operation of the current calculation example is driven, and finally, the customer obtains the business data output required by the data processing logic corresponding to the algorithm logic chain.
The application also relates to a data processing device for software programming, which device may comprise: a logic algorithm determination module for determining a plurality of basic logic algorithms based on the data processing logic; the logic chain creation module is used for creating an association relation between the basic logic algorithms so as to form a basic algorithm logic chain; the loading and analyzing module is used for loading and analyzing a script or library file corresponding to the basic logic algorithm; the parameter output module is used for outputting parameter classifications which correspond to the basic logic algorithm and are contained in the script or library file; the assignment module is used for responding to parameter selection in the parameter classification and assigning the selected parameter to a script or library file corresponding to each basic logic algorithm; and a computing module for assigning the selected parameters to corresponding underlying logic algorithms in the underlying algorithm logic chain to create a computing instance.
Furthermore, the present application relates to a computer-readable storage medium storing a computer program which, when executed in a computer processor, implements any of the steps of the data processing method for software programming as described above. The computer readable storage medium may include: any physical device, virtual device, flash disk, removable hard disk, magnetic disk, optical disk, computer Memory, read-Only Memory (ROM), random access computer Memory (Random Access Memory, RAM), electrical carrier wave signals, telecommunications signals, and other software distribution media, etc., capable of carrying computer program code.
The application separates the algorithm layer and the application development layer in the program development process, so that a developer without any programming basis can realize the development of the software program by means of the basic logic algorithm of the algorithm layer according to the development logic without programming, thereby reducing the threshold and the programming cost of computer programming for processing data, especially big data, and improving the working efficiency. The algorithm layer is composed of sharable basic logic algorithms based on basic logic, data input and output among all algorithms accord with data structure standards, and software provides automatic maintenance for a standard data structure, so that a developer without any programming basis can select input data according with the data structure standards, and logic calculation of the input data is realized by applying the sharable basic logic algorithms based on basic logic.
Examples
The data processing method for software programming of the present application is further described below with reference to specific embodiments.
For a data processing logic, a series of logical nodes formed based on the data processing logic are: node 1: removing partial data from all data in a data set X according to basic logic a; node 2: dividing the rest data into N groups according to the basic logic b; node 3: combining N (1) to N (k) in all groups into a 1 st group, combining N (k+1) to N (l) into a 2 nd group according to basic logic c, … …, and finally recombining all N groups into M groups; node 4: in the ith group, selecting data meeting the conditions from group data according to basic logic di; node 5: the data selected from all the groups are combined into a new data set Xi, and the data set Xi is output.
In the above embodiment, the present application will find or write the basic algorithm corresponding to the basic logic a, b, c, di described above: reject algorithm for rejecting specified data, group algorithm for grouping data, sort algorithm for ordering data, and label algorithm for picking specified data. Wherein M, N, i, K is a natural number.
On the basis of the algorithms already implemented above, the client (e.g., a software user without a programming basis) will call the following algorithms, respectively, to implement the complete data processing logic: 1. in the reject algorithm, X is the input dataset and base logic a is the optional logic. Outputting a data set X1 which is the data set X and is subjected to the elimination of the basic logic a; 2. in the group algorithm, the output data set X1 of the reject algorithm is an input data set, and the basic logic b is optional logic. Outputting a data set X2 after the grouping logic b of the data set X1; 3. in the sort algorithm, the output data set X2 of the group algorithm is an input data set, and the basic logic c is optional logic. Outputting a data set X3 after the merging basic logic c of the data set X2; 4. in the label algorithm, the output data set X3 of the sort algorithm is an input data set, and the logic di is optional logic. Outputting a data set Xi after merging logic di of the data set X3; 5. the data set Xi is the output data set for the data processing logic instruction.
If one of the algorithms is not implemented by the present application, the first user (e.g., a software manager) will abstract the computational requirements of the underlying logic based on the data processing logic, requiring another portion of the first user (e.g., a programmer) to implement the underlying logic algorithm, and until the underlying logic algorithm implementing all of the underlying logic is available.
It will be apparent to those skilled in the art that the modules or steps of the application described above may be implemented in a general purpose computing device, they may be concentrated on a single computing device, or distributed across a network of computing devices, or they may alternatively be implemented in program code executable by computing devices, such that they may be stored in a memory device for execution by the computing devices, or they may be separately fabricated into individual integrated circuit modules, or multiple modules or steps within them may be fabricated into a single integrated circuit module. Thus, the present application is not limited to any specific combination of hardware and software.
The above description is only of the preferred embodiments of the present application and is not intended to limit the present application, but various modifications and variations can be made to the present application by those skilled in the art. Any modification, equivalent replacement, improvement, etc. made within the spirit and principle of the present application are included in the protection scope of the present application.
Claims (7)
1. A data processing method for software programming, comprising:
determining a base logic algorithm based on the data processing logic;
outputting the parameter classification corresponding to the basic logic algorithm;
responsive to selection of a parameter in the parameter classification, determining the selected parameter; and
and creating a calculation example based on the selected parameters and the basic logic algorithm to obtain an output result of software programming.
The basic logic algorithm is a plurality of basic logic algorithms;
after determining the underlying logical algorithm, the method further comprises: establishing an association relation between the basic logic algorithms to form a basic algorithm logic chain;
the creating a computing instance based on the selected parameters and the underlying logic algorithm includes: assigning the selected parameters to corresponding basic logic algorithms in the basic algorithm logic chain, and compiling the basic algorithm logic chain to create the calculation instance;
the outputting the parameter classification corresponding to the basic logic algorithm comprises the following steps:
loading and analyzing a script or library file corresponding to the basic logic algorithm;
displaying the parameter classification contained in the script or library file;
the script or library file includes: the system comprises a basic logic algorithm module, a dependency relationship module and a data processing module;
the basic logic algorithm module comprises logic codes for realizing a basic logic algorithm;
the dependency relationship module comprises an open parameter set and/or a non-open parameter set;
the data processing module is used for judging the validity of the input parameters, executing the preprocessing operation and sending out abnormal information.
2. The data processing method for software programming of claim 1, wherein the determining a base logic algorithm based on data processing logic comprises:
dividing the data processing logic into a plurality of basic logic according to logic nodes;
the base logic algorithms corresponding to each of the base logic are looked up in a base logic algorithm library to determine each base logic algorithm.
3. The data processing method for software programming according to claim 2, wherein if a basic logic algorithm corresponding to the basic logic is not found in the basic logic algorithm library, an instruction of development requirement of the basic logic algorithm is issued to the first user.
4. The data processing method for software programming of claim 1, wherein prior to creating a computing instance based on the selected parameters and the underlying logic algorithm, the method further comprises:
detecting the legality of the selected parameters;
and assigning the parameters qualified by the validity detection to a script or library file corresponding to the basic logic algorithm.
5. The data processing method for software programming of claim 1, wherein after creating the computing instance, the method further comprises: the computing instance is run according to the running rules and the computed data set is output.
6. A data processing method apparatus for software programming, comprising:
a logic algorithm determination module for determining a plurality of basic logic algorithms based on the data processing logic;
the logic chain creation module is used for creating an association relation between the basic logic algorithms so as to form a basic algorithm logic chain;
the loading and analyzing module is used for loading and analyzing the script or library file corresponding to the basic logic algorithm;
the parameter output module is used for outputting parameter classifications which correspond to the basic logic algorithm and are contained in the script or library file;
the assignment module is used for responding to parameter selection in the parameter classification and assigning the selected parameter to a script or library file corresponding to each basic logic algorithm; and
the computing module is used for assigning the selected parameters to corresponding basic logic algorithms in the basic algorithm logic chain so as to create a computing instance;
the basic logic algorithm is a plurality of basic logic algorithms;
after determining the basic logic algorithm, the method further comprises: establishing an association relation between the basic logic algorithms to form a basic algorithm logic chain;
the creating a computing instance based on the selected parameters and the underlying logic algorithm includes: assigning the selected parameters to corresponding basic logic algorithms in the basic algorithm logic chain, and compiling the basic algorithm logic chain to create the calculation instance;
the outputting the parameter classification corresponding to the basic logic algorithm comprises the following steps:
loading and analyzing a script or library file corresponding to the basic logic algorithm;
displaying the parameter classification contained in the script or library file;
the script or library file includes: the system comprises a basic logic algorithm module, a dependency relationship module and a data processing module;
the basic logic algorithm module comprises logic codes for realizing a basic logic algorithm;
the dependency relationship module comprises an open parameter set and/or a non-open parameter set;
the data processing module is used for judging the validity of the input parameters, executing the preprocessing operation and sending out abnormal information.
7. A computer readable storage medium storing a computer program, characterized in that the computer program realizes the steps in the method according to any one of claims 1 to 5 when executed in a computer processor.
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