CN111858643B - Database variable production method, system, computer device and storage medium - Google Patents
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Abstract
The application provides a database variable production method, a system, computer equipment and a storage medium, wherein a variable configuration file is formed by acquiring input information for defining variable access and processing logic; reading the variable configuration file to generate a corresponding access statement which can be executed by a data engine; and analyzing the access statement, extracting variable data from a database by a data engine according to the access statement, and assigning values to the variables. The method and the system can realize variable production and result verification by business personnel, improve the efficiency and accuracy of variable production and solve the contradiction of meeting the rapidly-increased business requirements.
Description
Technical Field
The invention relates to the technical field of database variable production, in particular to a database variable production method, a database variable production system, computer equipment and a storage medium.
Background
When data extraction and variable processing are performed by a database, the current medical information software based on data application generally involves variable access and processing logic definition, access statement writing, variable output result verification and other steps included in variable production and verification: for example, 1. variable access and processing logic definition, source of the explicit variable in the database and business logic of variable processing; 2. writing an access statement, generally using a database query language such as SQL and the like to convert variable access and processing logic into executable codes; 3. and verifying the variable output result, namely verifying whether the variable code execution result meets the service requirement or not by executing the variable access code in the corresponding test environment and comparing the actual result with the expected result.
Since business personnel (mainly referring to non-computer background) usually do not have database query languages such as SQL and testing skills, and software development and testing personnel do not have corresponding medical business knowledge, the business personnel and the software development and testing personnel are required to participate together in the process, so that the efficiency and accuracy of the existing variable production gradually cannot meet the rapidly-increased business requirements.
Therefore, it is desirable to provide a method for variable production and result verification by business personnel to solve the contradiction that the efficiency and accuracy of variable production cannot meet the rapidly increasing business requirements.
Disclosure of Invention
In view of the above-mentioned shortcomings of the prior art, it is an object of the present application to provide a database variable production method, system, computer device and storage medium to solve at least one problem existing in the prior art.
To achieve the above and other related objects, the present application provides a database variable production method, the method comprising: acquiring input information for defining variable access and processing logic to form a variable configuration file; reading the variable configuration file to generate a corresponding access statement which can be executed by a data engine; and analyzing the access statement, extracting variable data from a database by a data engine according to the access statement, and assigning values to the variables.
In an embodiment of the present application, the attributes of the variable configuration file include: any one or more of variable name, condition screening field, condition screening value, value field, output type, time window and aggregation mode.
In an embodiment of the present application, the variables defined by the variable configuration file include: any one or more of a diagnosis, a medication, an order, an examination, a care record, a vital sign, and a case history document.
In an embodiment of the present application, the method further includes: and constructing a variable test file containing a plurality of test cases aiming at a plurality of variables according to the variable access and the processing logic so as to be used as a data source for verifying the variable output result of the access execution statement.
In an embodiment of the present application, the constructing a variable test file including a plurality of test cases for a plurality of variables according to the variable access and the processing logic, for verifying a variable output result of the access execution statement as a data source includes: reading the variable test file, and generating corresponding data according to a table structure and an incidence relation to form a test database; calling a data engine to execute an access statement by taking the test database as a data source so as to obtain a variable output result; and comparing the variable output result with the expected value of the variable to form a test report.
In an embodiment of the present application, the variable test file includes: the variable name, the field name used by the variable, the field value of each table related to the variable, and the expected value of the variable.
In an embodiment of the present application, the method further includes: correspondingly constructing at least one positive test case and one negative test case for each variable; the forward test case corresponds to a test case which meets variable access logic; the negative test case corresponds to a test case which does not meet the variable access logic.
In an embodiment of the present application, the comparing the variable output result with the expected value of the variable includes: comparing the variable output result with the variable expected value to calculate and obtain a variable passing rate; and the variable passing rate is the number of cases/the number of test cases of each variable, wherein the variable output result in each variable test case accords with the expected value of the variable.
To achieve the above and other related objects, the present application provides a database variable production system, comprising: the variable configuration module is used for acquiring input information for defining variable access and processing logic to form a variable configuration file; a fetch statement generation module; the variable configuration file is used for reading the variable configuration file to generate a corresponding access statement which can be executed by a data engine; and the processing module is used for analyzing the access statement, extracting variable data from a database according to the access statement by a data engine and assigning values to the variables.
In an embodiment of the present application, the system further includes: and the test module is used for constructing a variable test file containing a plurality of test cases aiming at a plurality of variables according to the variable access and the processing logic so as to be used as a data source for verifying the variable output result of the access execution statement.
To achieve the above and other related objects, the present application provides a computer apparatus, comprising: a memory, and a processor; the memory is to store computer instructions; the processor executes computer instructions to implement the method as described above.
To achieve the above and other related objects, the present application provides a computer readable storage medium storing computer instructions which, when executed, perform the method as described above.
In summary, the database variable production method, system, computer device and storage medium provided by the present application form a variable configuration file by obtaining input information for defining variable access and processing logic; reading the variable configuration file to generate a corresponding access statement which can be executed by a data engine; and analyzing the access statement, extracting variable data from a database by a data engine according to the access statement, and assigning values to the variables.
Has the following beneficial effects:
the method and the system can realize variable production and result verification by business personnel, improve the efficiency and accuracy of variable production and solve the contradiction of meeting the rapidly-increased business requirements.
Drawings
Fig. 1 is a flowchart illustrating a database variable generation method according to an embodiment of the present disclosure.
FIG. 2 is a block diagram of a database variable production system according to an embodiment of the present invention.
Fig. 3 is a schematic structural diagram of a computer device according to an embodiment of the present application.
Detailed Description
The following description of the embodiments of the present application is provided by way of specific examples, and other advantages and effects of the present application will be readily apparent to those skilled in the art from the disclosure herein. The present application is capable of other and different embodiments and its several details are capable of modifications and/or changes in various respects, all without departing from the spirit of the present application. It is to be noted that the features in the following embodiments and examples may be combined with each other without conflict.
It should be noted that the drawings provided in the following embodiments are only schematic and illustrate the basic idea of the present application, and although the drawings only show the components related to the present application and are not drawn according to the number, shape and size of the components in actual implementation, the type, quantity and proportion of the components in actual implementation may be changed at will, and the layout of the components may be more complex.
The technical background mentioned in the application and the technical means for solving the technical background are convenient to understand. The application simply exemplifies the scene corresponding to the technical background. For example, after a patient performs a test such as CT test or blood test, the patient uploads the detected or tested test parameters, test results, reference values, diagnostic instructions, etc. to a hospital system or database in a hospital clinical laboratory. Then, in order to prompt important data indexes or make intelligent diagnosis and treatment recommendation, specific data extraction and processing need to be performed on the data uploaded to the database, and the extracted and processed data are transmitted to other application programs. For example, in printing a detection report or an assay report, abnormal data is extracted for display, and corresponding suggestions are added to a diagnosis description or relevant detection or assay historical data are supplemented. In summary, the data directly uploaded to the database may not be directly applied to medical services, but also needs service experience of service personnel in medical profession, and software development testers provide corresponding computer programs according to the service experience, so that the medical applications such as emergency value prompt and intelligent diagnosis and treatment recommendation can be realized. In the application, the business personnel mainly refer to variable definitions and production personnel without computer background and SQL base; the software development tester refers to a development tester with computer background and software development testing experience and familiar with SQL writing.
As another example, if a hospital wants to provide a patient with a self-help hospitalization medical application based on the relevant hospital data in the hospital database, a service person is still required to provide the experience and business logic involved in the relevant hospitalization, and then a corresponding computer program is provided by the technician.
In other words, many medical applications expanded based on hospital databases also require cooperation based on business personnel and software personnel to be realized. Therefore, the efficiency and accuracy of the conventional variable production gradually cannot meet the rapidly-increasing business requirements, and a method for variable production and result verification by business personnel is urgently needed to be provided.
In view of the problems of the prior art, it is an object of the present invention to provide a database variable production method, system, computer device and storage medium, so as to solve the contradiction that the efficiency and accuracy of variable production cannot meet the rapidly increasing business demand.
Fig. 1 is a schematic flow chart of a database variable production method according to an embodiment of the present invention. As shown, the method comprises:
step S101: input information defining the variable access and processing logic is obtained to form a variable profile.
Specifically, business personnel write variable access and processing logic according to business knowledge to complete a variable configuration file. Medical domain business knowledge is preferred in this application.
In this embodiment, for the service scenario of the medical information software, the attributes of the variable configuration file include, but are not limited to: any one or more of variable name, condition screening field, condition screening value, value field, output type, time window and aggregation mode.
For example, the variable name is "red blood cell count _ quantitative value _ minimum value within 1 week", the condition screening field is "test item", the condition screening value is "red blood cell count", the value field is "quantitative value", the output type is "numerical value", the time window is "within 1 week", and the aggregation mode is "minimum value".
For example, an interface or a port for business personnel to input may be set as a selection window or a menu corresponding to the different attributes, and then input is performed by means of alternative selection or manual text input. The application then packages and cards the variable configuration files according to the selected or filled contents in the interface or the port.
It should be noted that, the definition of variable access and the processing logic are realized by selecting variables, filling contents and combining different variables.
In this embodiment, the variables defined by the variable configuration file include, but are not limited to: any one or more of a diagnosis, a medication, an order, an examination, a care record, a vital sign, and a case history document.
In this embodiment, the variable configuration file is cross-audited online to ensure that the variable configuration meets the requirements and the knowledge correctness of the variables.
For example, a plurality of business personnel cross-check the variable configuration file to ensure that the variable configuration meets the business requirements and ensure the knowledge correctness of the variables.
Step S102: and reading the variable configuration file to generate a corresponding access statement which can be executed by a data engine.
Briefly, according to the variable configuration file, a program language or an access statement that can be read and executed by a data engine is converted. Preferably, the access statement includes but is not limited to an SQL statement, which may be specific to the data engine.
For example, variables and logic are the most important in the programming language, and in the application, on one hand, the variables are determined through a variable configuration file, and then the variables are converted into variable words in the programming language, for example, NAMEs are correspondingly converted into NAME and the like; on the other hand, the access and processing logic can be extracted through the variable configuration file, for example, if some parameter content larger than the standard value is extracted, the corresponding implementation can be realized through judgment sentences or > symbols in the programming language, and the like.
In this embodiment, the data engine is mainly used to analyze the access statements defined by the user and execute access and variable assignment, so as to implement the ETL function depending on the memory.
Step S103: and analyzing the access statement, extracting variable data from a database by a data engine according to the access statement, and assigning values to the variables.
In this embodiment, the fetch statement is parsed, and the process may be executed by the data engine and the fetch statement for fetching and assigning variables is completed from the database according to the variable fetch logic. In addition, the access statement can be directly executed by the data engine, and can also be edited again by service personnel and then executed by the data engine.
In the present embodiment, the database includes, but is not limited to, a relational database, a non-relational database, and the like, and the specific data structure may be determined.
In an embodiment of the present application, the method further includes: and constructing a variable test file containing a plurality of test cases aiming at a plurality of variables according to the variable access and the processing logic so as to be used as a data source for verifying the variable output result of the access execution statement.
In this embodiment, the variable test file includes but is not limited to: the variable name, the field name used by the variable, the field value of each table related to the variable, and the expected value of the variable.
In the embodiment, at least one positive test case and one negative test case are correspondingly constructed for each variable; the forward test case corresponds to a test case which meets the variable access logic; the negative test case corresponds to a test case which does not meet the variable access logic.
Further, the step of constructing a variable test file containing a plurality of test cases for a plurality of variables according to the variable access and the processing logic, so as to be used as a data source for verifying the variable output result of the access execution statement specifically includes:
A. reading the variable test file, and generating corresponding data according to a table structure and an incidence relation to form a test database;
B. calling a data engine to execute an access statement by taking the test database as a data source so as to obtain a variable output result;
C. and comparing the variable output result with the expected value of the variable to form a test report.
For example, firstly, a service person constructs a test file according to variable access and processing logic, the test file comprises a plurality of test cases aiming at each variable, and each test case comprises a value of each table field related to the variable and a corresponding expected value of the variable; then, reading the test file, generating corresponding data in a test database according to a table structure and an incidence relation, executing an access statement by taking the test database as a data source, outputting a variable execution result, and comparing the variable execution result with an expected value to form a test report.
In this embodiment, the comparing the variable output result with the expected value of the variable includes: comparing the variable output result with the variable expected value to calculate and obtain a variable passing rate; and the variable passing rate is the number of cases/the number of test cases of each variable, wherein the variable output result in each variable test case conforms to the expected value of the variable.
In this embodiment, the variable test report includes: and recording a variable test result, wherein the variable test result comprises any one or more combinations of variable names, test case numbers and variable passing rates.
In summary, the variable production and result verification can be realized by business personnel, the efficiency and accuracy of variable production can be improved, and the contradiction that the rapidly-increasing business requirements are met is solved.
Fig. 2 is a block diagram of a database variable production system according to an embodiment of the present invention. As shown, the system 200 includes:
a variable configuration module 201, configured to obtain input information for defining variable access and processing logic to form a variable configuration file;
a fetch statement generation module 202; the variable configuration file is used for reading the variable configuration file to generate a corresponding access statement which can be executed by a data engine; the module may be, for example, a fetch statement generation component or program.
And the processing module 203 is used for analyzing the access statement, extracting variable data from the database according to the access statement by the data engine and assigning values to the variables.
In this embodiment, the system 200 further includes:
the test module 204 is configured to construct a variable test file including a plurality of test cases for a plurality of variables according to the variable access and processing logic, so as to be used as a data source to verify a variable output result of the access execution statement. The module may be, for example, a variable test program.
It should be noted that, for the information interaction, execution process, and other contents between the modules/units of the system, since the same concept is based on the embodiment of the method described in this application, the technical effect brought by the embodiment of the method is the same as that of the embodiment of the method in this application, and specific contents may refer to the description in the foregoing embodiment of the method in this application, and are not described herein again.
It should be further noted that the division of the modules of the above system is only a logical division, and the actual implementation may be wholly or partially integrated into one physical entity, or may be physically separated. And these units can be implemented entirely in software, invoked by a processing element; or may be implemented entirely in hardware; and part of the modules can be realized in the form of calling software by the processing element, and part of the modules can be realized in the form of hardware. For example, the processing module 203 may be a separate processing element, or may be integrated into a chip of the system, or may be stored in a memory of the system in the form of program code, and a processing element of the system calls and executes the functions of the processing module 203. Other modules are implemented similarly. In addition, all or part of the modules can be integrated together or can be independently realized. The processing element described herein may be an integrated circuit having signal processing capabilities. In implementation, each step of the above method or each module above may be implemented by an integrated logic circuit of hardware in a processor element or an instruction in the form of software.
For example, the above modules may be one or more integrated circuits configured to implement the above methods, such as: one or more Application Specific Integrated Circuits (ASICs), or one or more microprocessors (DSPs), or one or more Field Programmable Gate Arrays (FPGAs), among others. For another example, when one of the above modules is implemented in the form of a Processing element scheduler code, the Processing element may be a general-purpose processor, such as a Central Processing Unit (CPU) or other processor capable of calling program code. For another example, these modules may be integrated together and implemented in the form of a system-on-a-chip (SOC).
Fig. 3 is a schematic structural diagram of a computer device according to an embodiment of the present invention. As shown, the computer device 300 includes: a memory 301, and a processor 302; the memory 301 is used for storing computer instructions; the processor 302 executes computer instructions to implement the method described in fig. 1.
In some embodiments, the number of the memories 301 in the computer device 300 may be one or more, the number of the processors 302 may be one or more, and fig. 3 illustrates one example.
In an embodiment of the present application, the processor 302 in the computer device 300 loads one or more instructions corresponding to processes of an application program into the memory 301 according to the steps described in fig. 1, and the processor 302 executes the application program stored in the memory 301, thereby implementing the method described in fig. 1.
The Memory 301 may include a Random Access Memory (RAM), and may also include a non-volatile Memory (non-volatile Memory), such as at least one disk Memory. The memory 301 stores an operating system and operating instructions, executable modules or data structures, or a subset thereof, or an expanded set thereof, wherein the operating instructions may include various operating instructions for implementing various operations. The operating system may include various system programs for implementing various basic services and for handling hardware-based tasks.
The Processor 302 may be a general-purpose Processor, and includes a Central Processing Unit (CPU), a Network Processor (NP), and the like; the Integrated Circuit may also be a Digital Signal Processor (DSP), an Application Specific Integrated Circuit (ASIC), a Field Programmable Gate Array (FPGA) or other Programmable logic device, a discrete Gate or transistor logic device, or a discrete hardware component.
In some specific applications, the various components of the computer device 300 are coupled together by a bus system that may include a power bus, a control bus, a status signal bus, etc., in addition to a data bus. But for clarity of explanation the various buses are referred to in figure 3 as a bus system.
In an embodiment of the present application, a computer-readable storage medium is provided, on which a computer program is stored, which when executed by a processor implements the method described in fig. 1.
The computer-readable storage medium, as will be appreciated by one of ordinary skill in the art: the embodiment for realizing the functions of the system and each unit can be realized by hardware related to computer programs. The aforementioned computer program may be stored in a computer readable storage medium. When the program is executed, the embodiment including the functions of the system and the units is executed; and the aforementioned storage medium includes: various media that can store program codes, such as ROM, RAM, magnetic or optical disks.
In summary, the database variable production method, system, computer device and storage medium provided by the present application form a variable configuration file by obtaining input information for defining variable access and processing logic; reading the variable configuration file to generate a corresponding access statement which can be executed by a data engine; and analyzing the access statement, extracting variable data from a database by a data engine according to the access statement, and assigning values to the variables.
The application effectively overcomes various defects in the prior art and has high industrial utilization value.
The above embodiments are merely illustrative of the principles and utilities of the present application and are not intended to limit the invention. Any person skilled in the art can modify or change the above-described embodiments without departing from the spirit and scope of the present application. Accordingly, it is intended that all equivalent modifications or changes which can be made by those skilled in the art without departing from the spirit and technical spirit of the present invention be covered by the claims of the present application.
Claims (8)
1. A database variable production method, the method comprising:
acquiring input information for defining variable access and processing logic to form a variable configuration file; the variable configuration file is cross-audited on line to ensure that the variable configuration meets the requirements and the knowledge correctness of the variables;
reading the variable configuration file to generate a corresponding access statement which can be executed by a data engine;
analyzing the access statement, extracting variable data from a database by a data engine according to the access statement and assigning values to the variables;
constructing a variable test file containing a plurality of test cases aiming at a plurality of variables according to variable access and processing logic so as to be used as a data source for verifying a variable output result of the access execution statement; it includes: reading the variable test file, and generating corresponding data according to a table structure and an incidence relation to form a test database; calling a data engine to execute an access statement by taking the test database as a data source so as to obtain a variable output result; comparing the variable output result with a variable expected value to form a test report; comparing the variable output result with the expected value of the variable to calculate and obtain a variable passing rate; and the variable passing rate is the number of cases/the total number of the test cases of each variable, wherein the variable output result in each test case of the variable accords with the expected value of the variable.
2. The method of claim 1, wherein the properties of the variable profile comprise: any one or more of variable name, condition screening field, condition screening value, value field, output type, time window and aggregation mode.
3. The method of claim 1, wherein the variables defined by the variable profile include: any one or more of a diagnosis, a medication, an order, an examination, a care record, a vital sign, and a case history document.
4. The method of claim 1, wherein the variable test file comprises: the variable name, the field name used by the variable, the field value of each table related to the variable, and the expected value of the variable.
5. The method of claim 1, further comprising:
correspondingly constructing at least one positive test case and one negative test case for each variable; the forward test case corresponds to a test case which meets variable access logic; the negative test case corresponds to a test case which does not meet the variable access logic.
6. A database variable production system, the system comprising:
the variable configuration module is used for acquiring input information for defining variable access and processing logic to form a variable configuration file; the variable configuration file is cross-audited on line to ensure that the variable configuration meets the requirements and the knowledge correctness of the variables;
a fetch statement generation module; the variable configuration file is used for reading the variable configuration file to generate a corresponding access statement which can be executed by a data engine;
the processing module is used for analyzing the access statement, extracting variable data from a database according to the access statement by a data engine and assigning values to the variables;
the test module is used for constructing a variable test file containing a plurality of test cases aiming at a plurality of variables according to variable access and processing logic so as to be used as a data source for verifying the variable output result of the access execution statement; it includes: reading the variable test file, and generating corresponding data according to a table structure and an incidence relation to form a test database; calling a data engine to execute an access statement by taking the test database as a data source so as to obtain a variable output result; comparing the variable output result with a variable expected value to form a test report; comparing the variable output result with the expected value of the variable to calculate and obtain a variable passing rate; and the variable passing rate is the number of cases/the total number of the test cases of each variable, wherein the variable output result in each test case of the variable accords with the expected value of the variable.
7. A computer device, the device comprising: a memory, and a processor; the memory is to store computer instructions; the processor executes computer instructions to implement the method of any one of claims 1 to 5.
8. A computer-readable storage medium having stored thereon computer instructions which, when executed, perform the method of any one of claims 1 to 5.
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