CN106610837A - Application development method and development platform - Google Patents
Application development method and development platform Download PDFInfo
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- CN106610837A CN106610837A CN201611220982.0A CN201611220982A CN106610837A CN 106610837 A CN106610837 A CN 106610837A CN 201611220982 A CN201611220982 A CN 201611220982A CN 106610837 A CN106610837 A CN 106610837A
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Abstract
The invention provides an application development method and a development platform. All primitives provided by all distributed computing frameworks are encapsulated, a unified data processing interface is provided, input and output data structures are unified, a unified input and output interface is provided, and an application is decoupled from all the distributed computing frameworks; when performing application development, a user only need to design configuration parameters, decompose an application development task into multiple data processing steps and determine the sequence of all the data processing steps; the development platform determines data processing logic realization classes corresponding to all the data processing steps through the configuration parameters, a preset data processing interface and a preset input and output interface are called, all the data processing logic realization classes are controlled to inherit the preset data processing interface, and the application development task can be completed after to-be-processed data is processed. Based on the application development method and the development platform, the study and development cost can be effectively lowered for developers.
Description
Technical field
The present invention relates to computer calculating field, more particularly to a kind of development approach of application program and exploitation are flat
Platform.
Background technology
Traditional distributed application program exploitation, generally includes following steps：Read input data source to be processed；Will be defeated
Enter data and be converted to self-defining data structure；Write and apply logic, call distributed computing framework interface, carry out data processing
And calculating, different Computational frames can all provide the Processing Interface of oneself；Result of calculation output；Principal function is write, is configured distributed
The various relevant configurations that operation is used.
At present, mainly there are Hadoop, spark and storm etc. to increase income distributed computing framework, realize various distributed batches
Scene is calculated in real time with streaming.However, when being directly based upon these Open Framework development and application programs, developer it should be understood that
The various bottom frame technologies such as Hadoop, spark and storm and framework details, learning cost is high.Application program and bottom frame
The degree of coupling is high, makes existing distributed computing framework of increasing income increase a kind of new calculating scene, or support one if desired
New Service Component, needs to change substantial amounts of application code, the poor expandability of Computational frame and maintenance cost height.
Therefore, carry out the exploitation of application program based on existing distributed computing framework of increasing income, development cost and safeguard into
This height.
The content of the invention
In view of this, the invention provides the development approach and development platform of a kind of application program, at traditional data
Reason procedural abstraction resolves into multiple independent data processing steps, and exploitation rule are constrained by the configuration parameter of complete set
Model, each primitive that each distributed computing framework is provided is packaged, there is provided unified realizes interface, and unified input and output
Data structure, make data process method in process of application development it is apparent, more rationally, more specification, reduce exploitation and safeguard
Cost.
Concrete technical scheme is as follows：
A kind of development approach of application program, methods described is applied to application development platform, including：
The application development task for carrying configuration parameter is received and parsed through, in obtaining the application development task
Pending data and data process method；
It is multiple data processing steps by the application development Task-decomposing according to the data process method, and
Determine the order of each data processing step；
Determine that the corresponding data process method of each described data processing step realizes class, and according to each described data at
Reason logic realization class is sequentially generated process chain with each data processing step；
Preset data Processing Interface and default input/output interface are called, each the described data in the process chain are controlled
Preset data Processing Interface described in processing logic realization Similar integral, to the pending data data processing is carried out.
Preferably, preset data Processing Interface is called described, is also included before：
According to the regulation of the configuration parameter, before unifying to the environmental variable of the pending data and running environment
Process.
Preferably, data processing is carried out to the pending data described, is also included afterwards：
According to the regulation of the configuration parameter, the data after process are carried out unifying with post processing, and by the running environment
Environmental variable revert to default conditions.
Preferably, it is described to determine that the corresponding data process method of each described data processing step realizes class, and according to each
The individual data process method realizes the order of class and each data processing step, generates process chain, including：
Data processing step each described is parsed, the type and method of each data processing step is obtained；
It is determined that the data process method corresponding with the type and method of data processing step each described realizes class.
Preferably, it is described to call preset data Processing Interface and default input/output interface, in controlling the process chain
Each described data process method realizes preset data Processing Interface described in Similar integral, and the pending data is carried out at data
Reason, including：
Preset data Processing Interface is called, each the described data process method controlled successively in the process chain realizes class
The preset data Processing Interface is inherited in order；
Default input/output interface is called, each data process method described in the process chain is controlled successively and is realized that class connects
The intermediate data that a data processing logic realization class is obtained is received, first data processing logic realization class receives described
Pending data；Multiple data manipulation primitive of advance encapsulation are called, the intermediate data is processed；And in obtaining
Between data output realize class to next data process method, until obtaining final data result.
A kind of application development platform, including：
Resolution unit, for receiving and parsing through the application development task for carrying configuration parameter, obtains the application
Pending data and data process method in program development task；
Resolving cell, for being many numbers by the application development Task-decomposing according to the data process method
According to process step, and determine the order of each data processing step；
Signal generating unit, for determining that the corresponding data process method of each described data processing step realizes class, and according to
What each described data process method realized class and each data processing step is sequentially generated process chain；
Processing unit, for calling preset data Processing Interface and default input/output interface, in controlling the process chain
Each described data process method realize preset data Processing Interface described in Similar integral, data are carried out to the pending data
Process.
Preferably, the application development platform also includes：
Pretreatment unit, for according to the regulation of the configuration parameter, to the pending data and the ring of running environment
Border variable carries out unifying pre-treatment.
Preferably, the application development platform also includes：
Post-processing unit, for according to the regulation of the configuration parameter, carrying out unifying post processing to the data after process, and
The environmental variable of the running environment is reverted to into default conditions.
Preferably, the signal generating unit includes：
Parsing subelement, for parsing to data processing step each described, obtains each data processing step
Rapid type and method；
Determination subelement, for determining at the data corresponding with the type and method of data processing step each described
Reason logic realization class.
Preferably, the processing unit includes：
First calls subelement, for calling preset data Processing Interface, each institute in the process chain is controlled successively
State data process method and realize that class inherits in order the preset data Processing Interface；
Second calls subelement, for calling default input/output interface, each is controlled described in the process chain successively
Data process method realizes that class receives the intermediate data that upper data processing logic realization class is obtained, at first data
Reason logic realization class receives the pending data；Multiple data manipulation primitive of advance encapsulation are called, to the intermediate data
Processed；And the intermediate data for obtaining output is realized into class to next data process method, until obtaining at final data
Reason result.
Relative to prior art, beneficial effects of the present invention are as follows：
A kind of development approach and development platform of application program that the present invention is provided is abstract by traditional data handling procedure
Multiple independent data processing steps are resolved into, and development specifications is constrained by the configuration parameter of complete set, by each distribution
Each primitive that formula Computational frame is provided is packaged, there is provided unified data-processing interface, unified inputoutput data structure,
Unified input/output interface is provided, application program is decoupled with each distributed computing framework, user is carrying out applying journey
When sequence is developed, design configurations parameter is only needed, be multiple data processing steps by application development Task-decomposing, and determine each
The order of data processing step, development platform determines the corresponding data process method of each data processing step by configuration parameter
Class is realized, preset data Processing Interface and default input/output interface is called, each data process method is controlled and is realized Similar integral
Preset data Processing Interface, to pending data data processing is carried out, and can just complete application development task.Based on the present invention
The development approach and development platform of the application program of offer, makes data process method in process of application development apparent, more
Rationally, more specification, it is pluggable the step of study and the development cost of developer, all application programs can be reduced, greatly carry
The extensibility and maintainability of high application program.
Description of the drawings
In order to be illustrated more clearly that the embodiment of the present invention or technical scheme of the prior art, below will be to embodiment or existing
The accompanying drawing to be used needed for having technology description is briefly described, it should be apparent that, drawings in the following description are only this
Inventive embodiment, for those of ordinary skill in the art, on the premise of not paying creative work, can be with basis
The accompanying drawing of offer obtains other accompanying drawings.
Fig. 1 is a kind of development approach flow chart of application program disclosed in the embodiment of the present invention；
Fig. 2 is a kind of another method flow diagram of the development approach of application program disclosed in the embodiment of the present invention；
Fig. 3 is a kind of another method flow diagram of the development approach of application program disclosed in the embodiment of the present invention；
Fig. 4 is a kind of application development platform structure schematic diagram disclosed in the embodiment of the present invention；
Fig. 5 is a kind of application development platform structure schematic diagram disclosed in the embodiment of the present invention.
Specific embodiment
Below in conjunction with the accompanying drawing in the embodiment of the present invention, the technical scheme in the embodiment of the present invention is carried out clear, complete
Site preparation is described, it is clear that described embodiment is only a part of embodiment of the invention, rather than the embodiment of whole.It is based on
Embodiment in the present invention, it is every other that those of ordinary skill in the art are obtained under the premise of creative work is not made
Embodiment, belongs to the scope of protection of the invention.
Fig. 1 is referred to, present embodiment discloses a kind of development approach of application program, methods described is applied to application program
Development platform, specifically includes following steps：
S101：The application development task for carrying configuration parameter is received and parsed through, the application development is obtained
Pending data and data process method in task；
It should be noted that application development is substantially the process to data, configuration parameter is that user is entering stroke
Oneself set before sequence exploitation.
S102：It is multiple data processings step by the application development Task-decomposing according to the data process method
Suddenly, and the order of each data processing step is determined；
Because the development approach of application program disclosed in the present embodiment is entered to each primitive that distributed computing framework is provided
Row encapsulation, user only needs to clear and definite application development task can be decomposed into which data processing step and each data processing
The order of step.
S103：Determine that the corresponding data process method of each described data processing step realizes class, and according to each
What data process method realized class and each data processing step is sequentially generated process chain；
Specifically, the concrete implementation procedure of step S103 is as follows：
Data processing step each described is parsed, the type and method of each data processing step is obtained；
It is determined that the data process method corresponding with the type and method of data processing step each described realizes class.
It is understood that data processing step one data processing logic realization class of correspondence, a data processing
Logic realization class is packaged to multiple data manipulation primitive, makes user only to understand the corresponding exploitation of each data processing step
The mathematical logic that platform is provided realizes class, not it should be understood that the data manipulation primitive of bottom frame offer, reduces user's
Learning cost.
Specifically, each application development task can be broken into multiple rational data processing steps, and this
Embodiment is encapsulated to the data manipulation primitive that distributed computing framework is provided, there is provided corresponding with data manipulation primitive
Each data process method realizes class, and each data process method realizes that class has type (type) and method (method),
Therefore, user arranges the type and method of each data processing step in configuration parameter, just can determine that each data
The corresponding data process method of process step realizes class.
S104：Preset data Processing Interface and default input/output interface are called, each institute in the process chain is controlled
State data process method and realize preset data Processing Interface described in Similar integral, data processing is carried out to the pending data.
Specifically, Fig. 2 is referred to, the concrete implementation procedure of step S104 is as follows：
Preset data Processing Interface is called, each the described data process method controlled successively in the process chain realizes class
The preset data Processing Interface is inherited in order；
Default input/output interface is called, each data process method described in the process chain is controlled successively and is realized that class connects
The intermediate data that a data processing logic realization class is obtained is received, first data processing logic realization class receives described
Pending data；Multiple data manipulation primitive of advance encapsulation are called, the intermediate data is processed；And in obtaining
Between data output realize class to next data process method, until obtaining final data result.
Specifically, the present embodiment provides preset data Processing Interface process, and each data process method realizes class
Processor inherits preset data Processing Interface process, is the example of preset data Processing Interface process, for realizing
The data handling procedure of corresponding data processing step.Last data process method realizes that class processor will not be by
Between data transfer to next step, but calling platform provide input/output interface, by final data result write into Databasce
Or in file.
It should be noted that input data structure and output data result are all packaged into the defeated of uniform format by the present embodiment
Enter output interface body, if the order of the data processing step in application development task is changed, it is only necessary in configuration
The order of data processing step is adjusted in parameter, coding criterion is improve, and substantially increases application development
Autgmentability.
A kind of development approach of application program that the present embodiment is provided, each primitive that each distributed computing framework is provided
It is packaged, there is provided unified data-processing interface, unified inputoutput data structure, there is provided unified input/output interface,
Application program is set to be decoupled with each distributed computing framework, user needs design configurations to join when application development is carried out, only
Number, is multiple data processing steps by application development Task-decomposing, and determines the order of each data processing step, exploitation
Platform determines that the corresponding data process method of each data processing step realizes class by configuration parameter, calls preset data to process
Interface and default input/output interface, control each data process method and realize Similar integral preset data Processing Interface, treat place
Reason data carry out data processing, can just complete application development task.The exploitation of the application program provided based on the present embodiment
Method, it is pluggable the step of study and the development cost of developer, all application programs can be reduced, greatly improve application
The extensibility and maintainability of program.
Fig. 3 is referred to, was also included before step S104：
S105：According to the regulation of the configuration parameter, the environmental variable of the pending data and running environment is carried out
Unified pre-treatment.
Specifically, the autgmentability based on application development considers, if necessary to being initialized to pending data or
Pretreatment etc. is operated, and when configuring to the environmental variable of running environment, to configuration parameter related setting is carried out, it is to avoid
Data are initialized in each data processing step or the operation such as pretreatment, lower coupling, make all data processing steps can
Plug, if the order of the data processing step in application development task is changed, it is only necessary to adjust in configuration parameter
The order of data processing step, improves the extensibility of application development.
Also include after step s 104：
S106：According to the regulation of the configuration parameter, the data after process are carried out unifying with post processing, and by the operation
The environmental variable of environment reverts to default conditions.
Step S106 is corresponding with step S105, and unified post processing refers to carries out some simple process to the data after process,
For example data form is changed, data are screened etc..The environmental variable of the running environment is reverted to into acquiescence shape
State, in order to perform next application development task.
It should be noted that when application development task need not be initialized or pretreatment, or to running environment
Environmental variable when carrying out configuring etc. operation, it is not necessary to perform pre-treatment and post-processing operation.
Based on a kind of development approach of application program disclosed in above-described embodiment, Fig. 4 is referred to, the present embodiment correspondence is open
A kind of application development platform, specifically includes：
Resolution unit 101, for receiving and parsing through the application development task for carrying configuration parameter, obtains described answering
With pending data and data process method in program development task；
Resolving cell 102, for being multiple by the application development Task-decomposing according to the data process method
Data processing step, and determine the order of each data processing step；
Signal generating unit 103, for determining that the corresponding data process method of each described data processing step realizes class, and root
Process chain is sequentially generated according to what data process method each described realized class and each data processing step；
Processing unit 104, for calling preset data Processing Interface and default input/output interface, controls the process chain
In each described data process method realize preset data Processing Interface described in Similar integral, line number is entered to the pending data
According to process.
Fig. 5 is referred to, the signal generating unit 103 includes：
Parsing subelement 107, for parsing to data processing step each described, obtains each data processing
The type and method of step；
Determination subelement 108, for determining the number corresponding with the type and method of data processing step each described
According to process logic realization class.
The processing unit 104 includes：
First calls subelement 109, for calling preset data Processing Interface, control successively in the process chain each
The data process method realizes that class inherits in order the preset data Processing Interface；
Second calls subelement 110, for calling default input/output interface, controls successively each described in the process chain
Individual data processing logic realization class receives the intermediate data that upper data processing logic realization class is obtained, first data
Process logic realization class and receive the pending data；Multiple data manipulation primitive of advance encapsulation are called, to the mediant
According to being processed；And the intermediate data for obtaining output is realized into class to next data process method, until obtaining final data
Result.
The application development platform also includes：
Pretreatment unit 105, for according to the regulation of the configuration parameter, to the pending data and running environment
Environmental variable carries out unifying pre-treatment.
Post-processing unit 106, for according to the regulation of the configuration parameter, being located after reunification to the data after process
Reason, and the environmental variable of the running environment is reverted to into default conditions.
Application development platform disclosed in the present embodiment, each primitive that each distributed computing framework is provided is sealed
Dress, there is provided unified data-processing interface, unified inputoutput data structure, there is provided unified input/output interface, makes application
Program is decoupled with each distributed computing framework, and user needs design configurations parameter when application development is carried out, only, is decomposed
Application development Task-decomposing is multiple data processing steps by unit 102, and determines the order of each data processing step,
The signal generating unit 103 of development platform determines that the corresponding data process method of each data processing step is realized by configuration parameter
Class, processing unit 104 calls preset data Processing Interface and default input/output interface, controls each data process method and realizes
Similar integral preset data Processing Interface, to pending data data processing is carried out, and can just complete application development task.It is based on
The development platform of the application program that the present embodiment is provided, can reduce study and the development cost of developer, all application journeys
The step of sequence, is pluggable, greatly improves the extensibility and maintainability of application program.
The foregoing description of the disclosed embodiments, enables professional and technical personnel in the field to realize or using the present invention.
Various modifications to these embodiments will be apparent for those skilled in the art, as defined herein
General Principle can be realized in other embodiments without departing from the spirit or scope of the present invention.Therefore, the present invention
The embodiments shown herein is not intended to be limited to, and is to fit to and principles disclosed herein and features of novelty phase one
The most wide scope for causing.
Claims (10)
1. a kind of development approach of application program, it is characterised in that methods described is applied to application development platform, including：
The application development task for carrying configuration parameter is received and parsed through, treating in the application development task is obtained
Processing data and data process method；
It is multiple data processing steps by the application development Task-decomposing according to the data process method, and determines
The order of each data processing step；
Determine that the corresponding data process method of each described data processing step realizes class, and patrolled according to each described data processing
That volume realizes class and each data processing step is sequentially generated process chain；
Preset data Processing Interface and default input/output interface are called, each the described data processing in the process chain is controlled
Preset data Processing Interface described in logic realization Similar integral, to the pending data data processing is carried out.
2. method according to claim 1, it is characterised in that call preset data Processing Interface described, also wrap before
Include：
According to the regulation of the configuration parameter, the environmental variable of the pending data and running environment is carried out unifying front place
Reason.
3. method according to claim 2, it is characterised in that data processing is carried out to the pending data described,
Also include afterwards：
According to the regulation of the configuration parameter, the data after process are carried out unifying with post processing, and by the ring of the running environment
Border variable reverts to default conditions.
4. method according to claim 1, it is characterised in that the corresponding number of each described data processing step of the determination
According to process logic realization class, and realize that class is suitable with each data processing step according to each described data process method
Sequence, generates process chain, including：
Data processing step each described is parsed, the type and method of each data processing step is obtained；
It is determined that the data process method corresponding with the type and method of data processing step each described realizes class.
5. method according to claim 1, it is characterised in that described to call preset data Processing Interface and default input defeated
Outgoing interface, each described data process method controlled in the process chain realizes preset data Processing Interface described in Similar integral,
Data processing is carried out to the pending data, including：
Preset data Processing Interface is called, each the described data process method controlled successively in the process chain realizes class by suitable
Sequence inherits the preset data Processing Interface；
Default input/output interface is called, each data process method described in the process chain is controlled successively and is realized in class reception
The intermediate data that one data processing logic realization class is obtained, first data processing logic realization class receive described in wait to locate
Reason data；Multiple data manipulation primitive of advance encapsulation are called, the intermediate data is processed；And by the mediant for obtaining
Class is realized to next data process method according to output, until obtaining final data result.
6. a kind of application development platform, it is characterised in that include：
Resolution unit, for receiving and parsing through the application development task for carrying configuration parameter, obtains the application program
Pending data and data process method in development task；
Resolving cell, for according to the data process method, by the application development Task-decomposing at multiple data
Reason step, and determine the order of each data processing step；
Signal generating unit, for determining that the corresponding data process method of each described data processing step realizes class, and according to each
What the data process method realized class and each data processing step is sequentially generated process chain；
Processing unit, for calling preset data Processing Interface and default input/output interface, controls each in the process chain
The individual data process method realizes preset data Processing Interface described in Similar integral, and the pending data is carried out at data
Reason.
7. application development platform according to claim 6, it is characterised in that the application development platform is also wrapped
Include：
Pretreatment unit, for according to the regulation of the configuration parameter, becoming to the environment of the pending data and running environment
Amount carries out unifying pre-treatment.
8. application development platform according to claim 7, it is characterised in that the application development platform is also wrapped
Include：
Data after process for according to the regulation of the configuration parameter, are carried out unifying post processing by post-processing unit, and by institute
The environmental variable for stating running environment reverts to default conditions.
9. application development platform according to claim 6, it is characterised in that the signal generating unit includes：
Parsing subelement, for parsing to data processing step each described, obtains each data processing step
Type and method；
Determination subelement, the data processing for determining corresponding with the type and method of data processing step each described is patrolled
Collect and realize class.
10. application development platform according to claim 6, it is characterised in that the processing unit includes：
First calls subelement, for calling preset data Processing Interface, each the described number in the process chain is controlled successively
The preset data Processing Interface is inherited in order according to logic realization class is processed；
Second calls subelement, for calling default input/output interface, each data described in the process chain is controlled successively
Process logic realization class and receive the intermediate data that upper data processing logic realization class is obtained, first data processing is patrolled
Collect and realize that class receives the pending data；Multiple data manipulation primitive of advance encapsulation are called, the intermediate data is carried out
Process；And the intermediate data for obtaining output is realized into class to next data process method, process knot until obtaining final data
Really.
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| CN107451663B (en) * | 2017-07-06 | 2021-04-20 | 创新先进技术有限公司 | Algorithm componentization, modeling method and device based on algorithm components and electronic equipment |
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| CN108920135B (en) * | 2018-06-27 | 2021-09-10 | 杭州贝店科技有限公司 | User-defined service generation method and device, computer equipment and storage medium |
| CN110245029A (en) * | 2019-05-21 | 2019-09-17 | 中国平安财产保险股份有限公司 | A kind of data processing method, device, storage medium and server |
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| CN111338705A (en) * | 2020-02-13 | 2020-06-26 | 贝壳技术有限公司 | Data processing method, device and storage medium |
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