CN102279750A - Iterative code generation method based on domain knowledge sharing - Google Patents
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Abstract
The invention discloses an iterative code generation method based on domain knowledge sharing. The method comprises the following steps of: 1) developing a core code generation system based on a dynamic language; 2) generating a conventional industry application system by using the core code generation system; 3) extracting common domain related knowledge codes in the conventional industry application system; and 4) re-developing on the basis of the common domain related knowledge codes to generate a specific domain application system, wherein the core code generation system comprises a use interface, a development interface, a dependence instruction file and an automated test and deployment suite. Iteration can be realized by re-extracting the common domain related knowledge codes from the specific domain application system. The invention has the advantages that: a generated iterative code generation system is high in expandability; the accumulation and detailing of a domain are supported; the development efficiency of a detailing industry domain is improved; testability is good; project quality can be improved; and the frequency of reworking in a project development process is reduced.
Description
Technical field
The present invention relates to the computer system application technical field.Specifically relate to a kind of iterative code generating system that is used for realizing quick exploitation towards the sector application field.
Background technology
Code generating system has years of development history, from the early stage syntax analyzer automatic creation system automatic Core Generator of various MDA finally.Along with the development of enterprise/e-government technology, more and more stronger at the sector application development requirement of different industries.So emerged in large numbers a large amount of code generating system and quick development platforms at sector application.Existing code generating system at sector application is often based on static object oriented language (as Java/C#/Delphi) and component technology, offer the various GUI pull-alongs of sector application developer control, can realize that form data is generated additions and deletions automatically changes the rear end relevant database of looking into code and being saved in support.
Existing code generating system existing deficiency in actual application at sector application has:
1, code generating system function singleness.Enterprise/e-government mainly is the electronic and networked of various form data in the early stage, realizes the unit/networking typing and the inquiry of these form data.Existing code generating system has satisfied the demand of this respect.But along with further developing of the industrial application of information technology, software must be able to be handled more complicated industry operation system, must have the field relevant knowledge.Existing code generating system does not provide the field relevant code systematic function.So at the demand of industry user's profound level, code generating system is often unable to do what one wishes.In addition, also have the developer that code generating system at the specific industry field is provided, but these code generating systems can not be applied to other industry field, range of application is too narrow.
2, code generating system expansion difficulty.
A) existing code generating system does not often provide the regarded as output controlling interface of code generating system self, is difficult to simple extension when the code generation system can not satisfy development requirement.Such as the code generating system of numerous To enterprises applications, the function of core all is to generate additions and deletions automatically at data to change the code of looking in fact.In the time will carrying out deep development to application, code generating system often can't meet the demands.And owing to do not open the expansion interface of code generating system self, cause being difficult on the code base that code generating system generates, carry out degree of depth regarded as output controlling.
B) code generating system does not have to consider the maintainability of the code itself of generation automatically.At same logic, code generating system generates the code of same repetition, does not utilize the MVC pattern to separate concern face, and characteristics such as succession of no use reduce duplicated code.Code generating system often requires the user can not revise the code of automatic generation simultaneously.When causing application developer will change a certain function like this, must be loaded down with trivial details one compile to click the mouse for one time and change.There are 100 lists all will change the layout attribute such as certain system, will click the mouse more than 500 times approximately at these 100 list click right change layout attributes.If reasonable in design in fact, the developer only need change a place in code.Such code generating system does not only reduce developer's workload, has increased workload on the contrary.
3, do not support automatic test.What traditional code generating system offered the developer is the Integrated Development Environment of a gui interface, and the CLI and the api interface that are easy to test are not provided, so be difficult to realize automatic test and test in time.This can cause code quality low, even does over again in a large number.
4, do not support iterative code generating system.These existing code generation systems are disposable.The developer develops by code generating system, gives application developers and uses.The domain knowledge that code generating system has is built-in by the code generating system developer.Domain knowledge such as the syntax analyzer automatic creation system is grammatical analysis, and the domain knowledge of the list automatic creation system of using at enterprise is a database sql relevant knowledge.But the software development that different industries is used needs the domain knowledge of different industries, and when trade division was more and more thinner, the domain knowledge that needs also became increasingly complex.Code generating system at the built-in specific area that solidifies can not be tackled the trend of present software development.Software systems itself must and deeply be expanded along with the expansion in field, thereby require the code generating system of the iterative exploitation of support multilayer.Practical iterative code generating system should be supported following scene: the developer who has the database relevant knowledge provides the code generating system of data base persistence support; The electronic government affairs system developer develops general government affairs automatic code generation system then, and the data of this electronic government affairs system should be able to utilize the code generating system of lower floor to be saved in database automatically; In the electronic police affair field of more segmenting, the developer who is familiar with this field can utilize the E-Government code generating system to develop the electronic police affair code generating system.
Summary of the invention
The present invention is directed to the defective of above-mentioned technology, propose a kind of iterative code generating method of sharing based on domain knowledge.
In order to solve the problems of the technologies described above, technical scheme of the present invention is as follows:
A kind of iterative code generating method of sharing based on domain knowledge comprises the steps:
1) based on dynamic language exploitation core code generation system;
2) utilize described core code generation system to generate conventional sector application system;
3) extract general character field relevant knowledge code in the described conventional sector application system;
4) on the relevant knowledge code base of described general character field, develop the domain specific application system that generates once more;
Described core code generation system comprises use interface, development interface, dependence supporting paper, automatic test and deployment external member; By being extracted general character field relevant knowledge code once more, described domain specific application system can realize iteration.
As possibility, described exploitation core code generation system comprises the steps:
21) development support data additions and deletions change data persistence system and the Message Processing engine of looking into, and described Message Processing engine is used to call and realizes described data persistence system;
22) exploitation regulation engine, flow engine and list template system, described regulation engine and flow engine are used for the modeling to business rule and operation flow, and described list template system is used to provide the I of related data/rule with flow chart;
23) generate use interface and development interface, described use interface and development interface comprise API, CLI, GUI interface;
24) generate dependence supporting paper, automatic test and deployment external member;
Described api interface is used to inherit the attribute of parent object, and described cli interface is used for the order line method of calling, and described GUI interface is used to provide the input control of object properties; Described dependence supporting paper is used to illustrate the dependence of each module, and described automatic test external member is used to test described core code generation system, and described deployment external member is used for deployment system running environment.
As possibility, describedly utilize described core code generation system to generate conventional sector application system to comprise the steps:
31) select database, and definition domain object and object properties;
32) definition rule data and flow data;
33) call described core code generation system and generate I and control routine;
34) revise the code that generates automatically by specific needs.
As possibility, described data persistence system realizes that by the OR-mapping storehouse is auxiliary described OR-mapping storehouse provides save at least, update, and find, the delete method when preserving the object that increases newly, is called described save method; During upgating object, call described update method; During query object, call described find method; During the deletion object, call described delete method, described OR-mapping storehouse obtains the attribute of described data persistence, and structure inserts the SQL statement of database, the form of described SQL statement be " insert into table name (and field 1; field 2 ..., field n) values (and value 1; value 2; ..., be worth n) ", described table name is corresponding to the object class name, described field name is corresponding to the object properties name, and described value is corresponding to the object properties value.
As possibility, described regulation engine is realized based on the drools that increases income, described flow engine comprises operation flow modeling defining tool module, procedure definition module, workflow execution environment engine modules, task management module, and described flow engine is realized based on osworkflow that increases income or jbpm.
As possibility, the output interface of described list template system production is based on the standard web interface of HTML+JS+Css; Described list template system comprises form definition device, form data binding module, list administration module; Described list template system is based on quaderno or the auxiliary realization of JTang Form.
As possibility, described core code generation system embeds one or more of full-text search function, data mining capability and Knowledge Discovery function.
As possibility, the form of described dependence supporting paper is " modules A: module B[, module C] ", and described module can refer to sign indicating number, domain knowledge data bag, third party's assembly, operating system version; Described automatic test external member provide at least according to configuration file simulate environment to be tested, search the operation of all needs test case, move all test cases, report test result function; Described deployment external member provides definition targeted environment to be disposed at least, checks targeted environment and the application that lacks and the expired assembly of upgrading is installed automatically, prepares code packages and packet and installation code packages and packet function that needs are disposed.
Beneficial effect of the present invention is:
1. the iterative code generating system extensibility of the present invention's generation is strong, and the disposable code generating system than traditional can adapt to different applications.Because bottom adopts the dynamic language exploitation, does not have compilation process during iterative development, does not have the restriction of strongly-typed system, so can adaptive flexibly different application.In addition, adopt message engine, on the degree of coupling,, be more suitable for making up large-scale and distributed system less than code Generation based on assembly as the calling interface between the disparate modules.
2. the accumulation and the refinement of the support of support field improve the development efficiency in segmented industry field.The topmost purpose of code generating system is to improve developer's development efficiency, by iterative knowledge accumulation, just can more generate the code that more meets this field during towards specific area, reduces the workload that developer's later stage modify generates post code.
3. testability is good, helps improving project quality, reduces the number of times of doing over again in the project development process.Traditional MDA method does not provide test interface, thereby the quality that code generates can't guarantee that the present invention reduces duplicated code by layer architecture and MVC pattern, and testable DLL (dynamic link library) is provided, and makes testability increase substantially, and supports automatic test fully.
4. mass data support.Traditional Sql database is often unable to do what one wishes when handling the mass data of internet, the Nosql database reduces the lock table that the DML operation causes by the schema-less scheme, avoid labyrinth to be connected inquiry with multilist, thereby improved the extensibility of data Layer, the data Layer of the inventive method is promptly supported the Sql database, also support the No-sql database, only need provide the CURD interface of certificate to get final product, thus can be applied to internet-class relate to the mass data processing field.
5. deployment system easily.At first exempted loaded down with trivial details compilation process,, made things convenient for the robotization of system to dispose in addition by unified dependence management and test interface by dynamic language.
Description of drawings
Fig. 1 is the general frame of code generating system;
Iterative exploitation of Fig. 2 and deployment.
Embodiment
The present invention is described further below in conjunction with the drawings and specific embodiments.
1, at first realizes the code generating system of a core
Code generating system adopts JVM as the target machine platform, thereby has shielded the difference of particular hardware.Employing based on the dynamic language of JVM as development language.Typical JVM dynamic language comprises Jruby, Jpython, Scala, Groovy, Clojuer etc.These language can be used for the exploitation code generation system, and different language directly can call mutually.The dynamic language code dynamically is translated as the bytecode on the JVM when operation, the JVM virtual machine is explained and carried out these bytecodes then.
A) one of exploitation earlier supports the data additions and deletions to change the data persistence system that looks into.This data persistence system can realize based on third party OR-mapping storehouse is auxiliary, such as ActiveRecord or Hibernate.To given object, the OR-mapping storehouse should provide save, update, find, delete method.In the time will preserving the object that increases newly, call the save method; When wanting upgating object, call the update method; When wanting query object, call the find method; In the time that object will be deleted, call the delete method.
With the save method is example, and in the time will preserving certain object, the data persistence system is forwarded to the OR-mapping storehouse with the save request.The OR-mapping storehouse dynamically obtains object by reflection technology, and all need the attribute of persistence, construct a sql statement (statement for the enough standard sql of energy realize does not use the peculiar sql grammer of particular vendor database) that inserts in database then.The form of this sql statement be " insert into table name (and field 1,, field 2 ..., field n) values (value 1, the value 2 ..., the value n) ".Wherein table name is corresponding to the object class name, and field name is corresponding to the object properties name, and value is corresponding to the object properties value.Such as object is Student, the attribute of Student has two name and xuehao, in the time will preserving student " Zhang San; 20111023 " to database, automatically generate following sql statement " insert into Student (name; xuehao) values (' Zhang San ', ' 20111023 ') ".As long as the database of bottom is supported the sql standard, no matter be sql server or oracle, we can both preserve data successfully like this.For the function that does not have standard sql to realize, such as the inquiry two-page separation function, then can be the independent sql output template of the database construction of being supported, when when disposing, selecting different databases, select the sql output template according to selected database.
For the Nosql database, can adopt the OR-Mapping storehouse that is similar to the Sql database to realize data persistence, preserve data to Nosql database MogoDB such as realizing with the Jruby language by ruby-mogodb-driver.
B) realize a Message Processing engine then, the related news data can be saved in database layer by the data persistence system; The decoupling zero of the called side of Message Processing engine realization data persistence and the realization side of data persistence.Can realize that like this middleware application server and database server independently dispose standalone upgrade.In addition, also by the message engine intercommunication, such as also cooperating by message engine between flow engine, regulation engine, the list engine, make that the total system modularity is stronger between each parts of application server, function upgrading is more convenient.Message engine wants support point to point model and two kinds of message passing mechanisms of distribution subscription pattern, can realize based on increase income message-oriented middleware such as activeMQ or openjms are auxiliary.The message format acquiescence of message engine adopts the Json form, also supports binary formats such as XML form and ProtoBuf simultaneously.Message with a student data of preservation above-mentioned is example, and application module by the message that message engine sends to the data persistence module is:
{
"action"?:?"save",
"object"?:?{
" name ": " Zhang San ",
"xuehao"?:?"20111023"
}
}
The unified UTF-8 coding that adopts of the coding of message.
C) follow implementation rule engine and flow engine, so that the modeling to business rule and operation flow to be provided.The change of rule and flow process triggers by the Message Processing engine.Regulation engine has been realized operational decision making is separated from application code, and uses predefined semantic module to write operational decision making.Accept the data input, explain business rule, and make operational decision making according to business rule.Regulation engine can be realized based on the drools that increases income.Flow engine is made up of following several modules: operation flow modeling defining tool, procedure definition, workflow execution environment (engine), task management module etc.Flow engine can be based on auxiliary realizations such as osworkflow that increases income or jbpm.
D) and then realize a list template system, provide the I of related data/rule with flow chart; The inputting interface of list template system production is based on the standard web interface of HTML+Js+Css.Input frame in the web interface need keep object properties with computing corresponding to application layer.The list template system comprises form definition device, form data binding module, list administration module etc. at least.The list template system can be based on quaderno or the auxiliary realization of JTang Form.Still be example to preserve student information, the list template system generates following Web interface code at least:
＜input type=" text " name=" name " value=" Zhang San " 〉
<input?type="text"?name="xuehao"?value="20111023">
＜input type=" submit " value=" submission " 〉
E) realization of other computing machine association area function comprises full-text search/data mining/Knowledge Discovery etc.These functions are optionally, not necessarily will be provided by the core code generation system, can be realized by upper layer application.
The code generating system of above-mentioned core can use dynamic language exploitation, makes things convenient for the later stage to be applied to the field of various the unknowns and need not prior design object and inherit system, and the change code need not to recompilate a deployment that has made things convenient for the later stage.
2, the use interface and the second development interface of this core code generation system are provided then, and relevant interface comprises three kinds: the API/CLI/GUI interface.To keep object is example: api interface stipulates that all objects that need persistence must inherit the object from PersistentObject, then by inheriting save, update, find, the delete method of obtaining.Calling the save method when keeping object like this can realize; Cli interface has been stipulated the order line method of calling, as " the save object name (attribute 1: value 1[, attribute 2, value 2]) ", wherein in the square bracket optional parameter.The GUI interface then provides the input control of object properties, and save button is provided.After pressing hold button, the object properties of all inputs remain to database.
3, the dependence supporting paper of this basic code generating system is provided, the external member of an automatic test and deployment is provided.
A) basic format that relies on supporting paper is " modules A: module B[, module C] ", shows that modules A depends on module B and module C.Module can refer to sign indicating number, domain knowledge data bag, third party's assembly, operating system version etc.
B) the automatic test external member provides four functions at least: 1 simulates environment to be tested according to configuration file, and 2 search the test case that all need move, all test cases of 3 operations, 4 report test results.
C) dispose external member four functions are provided at least: 1, definition targeted environment to be disposed, 2, check targeted environment and the application and the expired assembly of upgrading that lacks is installed automatically.3, need to prepare the code packages and the packet of deployment.4, code packages and packet are installed.
4, the sector application developer utilizes this code generating system both can develop conventional sector application system fast.Step is as follows:
A) select database, and definition domain object model and object properties.Here be example with university student's information management system.Selecting database is Oracle 10g.Set up a Student object then, this object has two attribute name and student number.Automatically set up database table in the oracle database according to this Student object information.
B) input rule data and flow definition data.Regular data as: first of student number represented undergraduate course, master or doctor, and in two representative entrance times in the middle of the student number, 5 is serial number behind the student number.The flow definition data are wanted the end of first entry personnel's typing change request-form master audit-faculty advisor approval-flow process during as the change of: student information.
C) invoke code generates interface and generates I and control routine automatically.Automatically generation is based on the input interface of Web according to above information, and automatic product process control routine, automatic processing rule retrain, automatically generated data storehouse persistence code.
D) revise the code of generation automatically to adapt to application-specific demand.
E) packing distribution
5, the sector application developer can become code generating system provider.Method is that general character field relevant knowledge and field data extract are come out, and realizes the quick development function at this field, and the domain knowledge data of packing then storehouse and function code provide the development interface explanation, rely on supporting paper.Such as object model data, regular data, flow definition data, the automatic I and the control routine that generates of university student's information management system all being packed, the developer who offers the segmentation field then uses.
6, the sector application developer in segmentation field then can directly develop on the code generating system of field, and can require the Application and Development system according to this specific area, and method is with step 4.Application is concrete more, and domain knowledge is abundant more and clear and definite, and development efficiency will be higher.Can jump to step 5 from step 6, thereby become an iterative code generating system.Can cooperate with student information management system development merchant such as student dormitory management system development merchant, on the student information management system-based on basis, develop.Student dormitory management system development merchant need expand student's object model, increases the bedroom relevant information.Increase bedroom rule for distribution and approval process, generate IO interface and control routine etc.
7, the sector application developer's in segmentation field system depends on this field code generating system and core code generation system, and the field code generating system depends on the core code generation system.They constitute tree-like dependence.Rely on by relying on the supporting paper management.When by the system update that relied on, the upper layer application system can directly benefit from these renewals.
The above only is a preferred implementation of the present invention; should be pointed out that for those skilled in the art, without departing from the inventive concept of the premise; can also make some improvements and modifications, these improvements and modifications also should be considered as in the protection domain of the present invention.
Claims (8)
1. an iterative code generating method of sharing based on domain knowledge is characterized in that, comprises the steps:
1) based on dynamic language exploitation core code generation system;
2) utilize described core code generation system to generate conventional sector application system;
3) extract general character field relevant knowledge code and field data in the described conventional sector application system;
4) on the basis of described general character field relevant knowledge code and field data, develop the domain specific application system that generates once more;
Described core code generation system comprises use interface, development interface, dependence supporting paper, automatic test and deployment external member; By described domain specific application system being extracted general character field relevant knowledge code once more and the field data can realize iteration.
2. a kind of iterative code generating method of sharing based on domain knowledge according to claim 1 is characterized in that described exploitation core code generation system comprises the steps:
21) development support data additions and deletions change data persistence system and the Message Processing engine of looking into, and described Message Processing engine is used to call and realizes described data persistence system;
22) exploitation regulation engine, flow engine and list template system, described regulation engine and flow engine are used for the modeling to business rule and operation flow, and described list template system is used to provide the I of related data/rule with flow chart;
23) generate use interface and development interface, described use interface and development interface comprise API, CLI, GUI interface;
24) generate dependence supporting paper, automatic test and deployment external member;
Described api interface is used to inherit the attribute of parent object, and described cli interface is used for the order line method of calling, and described GUI interface is used to provide the input control of object properties; Described dependence supporting paper is used to illustrate the dependence of each module, and described automatic test external member is used to test described core code generation system, and described deployment external member is used for deployment system running environment.
3. a kind of iterative code generating method of sharing based on domain knowledge according to claim 1 is characterized in that, describedly utilizes described core code generation system to generate conventional sector application system to comprise the steps:
31) select database, and definition domain object and object properties;
32) definition rule data and flow data;
33) call described core code generation system and generate I and control routine;
34) revise the code that generates automatically by specific needs.
4. a kind of iterative code generating method of sharing based on domain knowledge according to claim 2, it is characterized in that, described data persistence system realizes by the OR-mapping storehouse is auxiliary, described OR-mapping storehouse provides save at least, update, find, delete method, during object that preservation increases newly, call described save method; During upgating object, call described update method; During query object, call described find method; During the deletion object, call described delete method, described OR-mapping storehouse obtains the attribute of described data persistence, and structure inserts the SQL statement of database, the form of described SQL statement be " insert into table name (and field 1; field 2 ..., field n) values (and value 1; value 2; ..., be worth n) ", described table name is corresponding to the object class name, described field name is corresponding to the object properties name, and described value is corresponding to the object properties value.
5. a kind of iterative code generating method of sharing based on domain knowledge according to claim 2, it is characterized in that, described regulation engine is realized based on the drools that increases income, described flow engine comprises operation flow modeling defining tool module, procedure definition module, workflow execution environment engine modules, task management module, and described flow engine is realized based on osworkflow that increases income or jbpm.
6. a kind of iterative code generating method of sharing based on domain knowledge according to claim 2 is characterized in that the output interface of described list template system production is based on the standard web interface of HTML+JS+Css; Described list template system comprises form definition device, form data binding module, list administration module; Described list template system is based on quaderno or the auxiliary realization of JTang Form.
7. a kind of iterative code generating method of sharing based on domain knowledge according to claim 2 is characterized in that described core code generation system embeds one or more of full-text search function, data mining capability and Knowledge Discovery function.
8. a kind of iterative code generating method of sharing based on domain knowledge according to claim 2, it is characterized in that, the form of described dependence supporting paper is " modules A: module B[; module C] ", and described module can refer to sign indicating number, domain knowledge data bag, third party's assembly, operating system version; Described automatic test external member provide at least according to configuration file simulate environment to be tested, search the operation of all needs test case, move all test cases, report test result function; Described deployment external member provides definition targeted environment to be disposed at least, checks targeted environment and the application that lacks and the expired assembly of upgrading is installed automatically, prepares code packages and packet and installation code packages and packet function that needs are disposed.
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