CN108595656B - Data processing method and system - Google Patents
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- CN108595656B CN108595656B CN201810398696.6A CN201810398696A CN108595656B CN 108595656 B CN108595656 B CN 108595656B CN 201810398696 A CN201810398696 A CN 201810398696A CN 108595656 B CN108595656 B CN 108595656B
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Abstract
The invention discloses a data processing method, which comprises the following steps: when a processing request for target data is received, acquiring data processing logic contained in the processing request; acquiring a script corresponding to the data processing logic; transmitting the script to a preset script packaging application program for packaging; and when an encapsulation finishing instruction is received, obtaining a target script corresponding to the processing request, and processing the target data according to the target script. According to the method, the script corresponding to the processing logic is packaged according to the preset script packaging application program to obtain the target script meeting the requirements, and the problem that the processing efficiency of data is low due to the fact that the compiling process of batch processing scripts is long in time consumption because a specific program language is developed by adopting the specific program language and is not easy to master by a general user due to certain specialty of the specific program language in the prior art is solved.
Description
Technical Field
The invention relates to the technical field of big data, in particular to a data processing method and system.
Background
With the development of information technology, in different industries, a large amount of data is generated at every moment, and the storage and processing requirements of mass data are met. The big data platform solves the problem of storing and processing mass data, and when a user needs to send a data processing request through the big data platform, the user needs to use a specific programming language such as: and compiling a batch script corresponding to the processing request by Python and the like, wherein the batch script comprises data processing logic, and analyzing and processing the data by calling the batch script.
The inventor researches the development process of the existing batch script and finds that the specific programming language has certain specialization and is not easy to master by a general user, so that the writing process of the batch script takes a long time, and the data processing efficiency is low.
Disclosure of Invention
In view of the above, the present invention provides a data processing method and system, so as to solve the problem that the processing efficiency of data is low due to long time consumption in the process of compiling batch scripts because the existing script development adopts a professional programming language, which is not easily mastered by a general user, and the specific scheme is as follows:
a method for processing data, comprising:
when a processing request for target data is received, acquiring data processing logic contained in the processing request;
acquiring a script corresponding to the data processing logic;
transmitting the script to a preset script packaging application program for packaging;
and when an encapsulation finishing instruction is received, obtaining a target script corresponding to the processing request, and processing the target data according to the target script.
In the foregoing method, preferably, the transmitting the script to a preset script encapsulation application for encapsulation includes:
constructing a project corresponding to the script;
selecting a script template associated with the project from a preset template library;
according to a script editor, the script is injected into the script template to obtain a script to be processed;
and testing the script to be processed, and obtaining a target script when a test success instruction is received.
The method preferably further comprises:
and performing normalization check and correctness check on the target script.
In the foregoing method, preferably, when the package completion instruction is received, the obtaining of the target script corresponding to the processing request, and the processing the target data according to the target script includes:
establishing connection between the target script and a query engine;
and calling the target script according to the query engine to realize the processing of the target data.
The method preferably further comprises:
and when the target script is connected with the query engine, configuring the running environment of the target script.
A system for processing data, comprising:
the device comprises a first acquisition module, a second acquisition module and a third acquisition module, wherein the first acquisition module is used for acquiring data processing logic contained in a processing request when the processing request for target data is received;
the second acquisition module is used for acquiring the script corresponding to the data processing logic;
the packaging module is used for transmitting the script to a preset script packaging application program for packaging;
and the processing module is used for obtaining a target script corresponding to the processing request when receiving the packaging completion instruction, and processing the target data according to the target script.
In the above system, preferably, the encapsulation module includes:
the construction unit is used for constructing an item corresponding to the script;
the selection unit is used for selecting a script template associated with the project from a preset template library;
the injection unit is used for injecting the script into the script template according to the script editor to obtain a script to be processed;
and the test unit is used for testing the script to be processed and obtaining a target script when a test success instruction is received.
The above system, preferably, further comprises:
and the checking unit is used for carrying out normalization check and correctness check on the target script.
In the above system, the processing module includes:
the link unit is used for establishing connection between the target script and the query engine;
and the calling unit is used for calling the target script according to the query engine to realize the processing of the target data.
The above system, preferably, further comprises:
and the configuration unit is used for configuring the running environment of the target script when the target script is connected with the query engine.
Compared with the prior art, the invention has the following advantages:
the invention discloses a data processing method, which comprises the following steps: when a processing request for target data is received, acquiring data processing logic contained in the processing request; acquiring a script corresponding to the data processing logic; transmitting the script to a preset script packaging application program for packaging; and when an encapsulation finishing instruction is received, obtaining a target script corresponding to the processing request, and processing the target data according to the target script. According to the method, the script corresponding to the processing logic is packaged according to the preset script packaging application program to obtain the target script meeting the requirements, and the problem that the processing efficiency of data is low due to the fact that the compiling process of batch processing scripts is long in time consumption because a specific program language is developed by adopting the specific program language and is not easy to master by a general user due to certain specialty of the specific program language in the prior art is solved.
Of course, it is not necessary for any product in which the invention is practiced to achieve all of the above-described advantages at the same time.
Drawings
In order to more clearly illustrate the embodiments of the present invention or the technical solutions in the prior art, the drawings used in the description of the embodiments or the prior art will be briefly described below, it is obvious that the drawings in the following description are only some embodiments of the present invention, and for those skilled in the art, other drawings can be obtained according to the drawings without creative efforts.
Fig. 1 is a flowchart of a data processing method disclosed in an embodiment of the present application;
FIG. 2 is a flowchart of another method for processing data according to an embodiment of the present disclosure;
FIG. 3 is a flowchart of another method for processing data according to an embodiment of the present disclosure;
fig. 4 is a block diagram of a data processing system according to an embodiment of the present disclosure.
Detailed Description
The technical solutions in the embodiments of the present invention will be clearly and completely described below with reference to the drawings in the embodiments of the present invention, and it is obvious that the described embodiments are only a part of the embodiments of the present invention, and not all of the embodiments. All other embodiments, which can be derived by a person skilled in the art from the embodiments given herein without making any creative effort, shall fall within the protection scope of the present invention.
The previous description of the disclosed embodiments is provided to enable any person skilled in the art to make or use the present invention. Various modifications to these embodiments will be readily apparent to those skilled in the art, and the generic principles defined herein may be applied to other embodiments without departing from the spirit or scope of the invention. Thus, the present invention is not intended to be limited to the embodiments shown herein but is to be accorded the widest scope consistent with the principles and novel features disclosed herein.
The invention provides a data processing method, wherein an execution main body of the method can be a processor, a development module or a packaging module and the like, the method can be applied to the development process of a corresponding function script when a large data platform or a terminal executes a certain function, in the embodiment of the invention, the development process of the script based on an Impala component of the large data platform is taken as an example for explanation, the Impala is a novel query system which is mainly developed by Cloudera company, provides SQL semantics, and can query PB-level large data stored in HDFS and HBase of Hadoop. The flow of the development method is shown in fig. 1, and comprises the following steps:
s101, when a processing request for target data is received, acquiring data processing logic contained in the processing request;
in the embodiment of the invention, the target data is bottom data which needs to be called for realizing functions such as data report forms, data query and the like in the big data platform. The data processing logic is a method for realizing the functions of data report, data query and the like.
S102, acquiring a script corresponding to the data processing logic;
in the embodiment of the present invention, the manner of acquiring the script corresponding to the processing logic is to select the script corresponding to the processing logic from a preset script library, where the script refers to a program corresponding to the processing logic.
S103, transmitting the script to a preset script packaging application program for packaging;
in the embodiment of the invention, the purpose of packaging the script by adopting a preset script packaging program is to package an interface which can be connected with the big data platform or a script program which can be directly called for the script.
And S104, when the packaging completion instruction is received, obtaining a target script corresponding to the processing request, and processing the target data according to the target script.
In the embodiment of the invention, when the packaging is completed, a packaging completion instruction is sent, when the packaging completion instruction is received, a target script corresponding to the processing request is obtained, the target script is connected with the big data platform, and the target data is processed according to the target script.
In the embodiment of the invention, the preset script library stores the name of the script and the data processing logic corresponding to the script, wherein the script in the preset script library is continuously updated, and when the function of the big data platform is increased or updated, the script in the script library is increased or updated.
In the embodiment of the invention, the script is edited in advance by a program developer according to each function of the data processing platform. The programming language adopted in the preset script library is SQL. However, the big data platform can only recognize the script edited according to the Python language, and therefore, the script corresponding to the processing logic needs to be obtained in a preset script library, but the script cannot be recognized or called by the big data platform.
Therefore, the preset script encapsulation application program aims to embed the script edited based on the SQL language into the script written based on Python to obtain a Python-encapsulated target script. Because the big data platform can identify the script written based on the Python language, the big data platform can call the target script by adopting the packaging method.
Wherein the process of obtaining the script corresponding to the data processing logic is as follows: and searching a script corresponding to the target data processing logic with the same name as the data processing logic contained in the data processing request in the preset script library according to the data processing logic contained in the data processing request.
In an embodiment of the present invention, the script encapsulation application includes: the device comprises a function module, a check module and a configuration module. Wherein the functional module comprises: environment integration, project creation, package creation, script editor and script execution. The inspection module includes: specification checking and correctness checking. The configuration module includes: big data environment configuration and template configuration.
The invention discloses a data processing method, which comprises the following steps: when a processing request for target data is received, acquiring data processing logic contained in the processing request; acquiring a script corresponding to the data processing logic; transmitting the script to a preset script packaging application program for packaging; and when an encapsulation finishing instruction is received, obtaining a target script corresponding to the processing request, and processing the target data according to the target script. According to the method, the script corresponding to the processing logic is packaged according to the preset script packaging application program to obtain the target script meeting the requirements, and the problem that the processing efficiency of data is low due to the fact that the compiling process of batch processing scripts is long in time consumption because a specific program language is developed by adopting the specific program language and is not easy to master by a general user due to certain specialty of the specific program language in the prior art is solved.
In the embodiment of the present invention, a flow of a method for transmitting the script to a preset script encapsulation application program for encapsulation is shown in fig. 2, and includes the steps of:
s201, constructing a project corresponding to the script;
in the embodiment of the invention, each script corresponds to a processing function and belongs to a project, the script belongs to the bottommost layer of the project, and the process of constructing the project corresponding to the script needs to construct a project corresponding to the script according to the project new-building function, wherein the project comprises a plurality of project packages, the project packages are constructed according to the package new-building function, and each project package comprises a plurality of scripts. In order to distinguish different scripts, the name of each script, the name of each item package, and the name of each item are all different. In the process of building the project, a script type language which is finally packaged into the project needs to be selected, a Python language is preferred in the embodiment of the invention, the language can also be other programming languages such as a Jython language and an IronPython language, and the selection of the language is related to a large data platform.
In this embodiment of the present invention, the item may be understood as a function module corresponding to the big data platform, the data packet refers to a plurality of function units included in the function module, and the script refers to a corresponding processing procedure in each function unit. The processing procedure can be generating report and data inquiry, etc.
In the embodiment of the invention, the purpose of selecting the hierarchical construction project is to add scripts corresponding to other functions to the project package catalog corresponding to the project when the scripts are required to be encapsulated by the other functions associated with the project next time, so that the project is convenient to manage.
S202, selecting a script template associated with the project from a preset template library;
in the embodiment of the present invention, the preset script encapsulation application program includes a preset template library, the preset script library belongs to template configuration, the preset template library includes a plurality of templates, each template corresponds to a different script type, and the script type is a single-document application, a multi-document application, an executable application or other preferred types. The script type depends on the function to which the data processing request corresponds.
S203, injecting the script into the script template according to a script editor to obtain a script to be processed;
in the embodiment of the invention, after the script template is selected, the script editing function is opened according to the script editor, and the script which is selected from the preset script library and corresponds to the data processing logic is injected into the script template to obtain the script to be processed.
And S204, testing the script to be processed, and obtaining a target script when a test success instruction is received.
In the embodiment of the invention, after the script to be processed is obtained, the script execution function of the script encapsulated application program is required to be utilized for script testing, and the purpose of performing the script testing is to ensure that the script is executable.
In the embodiment of the invention, after the script to be processed is obtained, preferably, the script to be processed is subjected to normative check and correctness check, for example, to avoid the occurrence of errors in the process of obtaining, transmitting or injecting the script, and the change and the abnormity of the script.
In the embodiment of the present invention, when a package completion instruction is received, a target script corresponding to the processing request is obtained, and a flow of a method for processing the target data according to the target script is shown in fig. 3, and the method includes the steps of:
s301, establishing connection between the target script and a query engine;
and when the target script is connected with the query engine, the query engine exists on a big data platform. The data environment of the target script also needs to be configured. The environment refers to which environment the target script is connected to the big data platform, and the environment can be development, test and the like. The configuration refers to an IP address, a port, a login user, a password and the like of the big data platform.
S302, the target script is called according to the query engine to realize the processing of the target data.
In the embodiment of the invention, the calling of the big data platform to the target script is executed through a query engine, and the target script is called according to the query engine to realize the processing of the target data.
In the embodiment of the invention, the preset script package application program is developed based on an Eclipse plug-in, and integrates functions of Python, Jython and IronPython script development, script template management, SQL standard verification, SQL correctness verification, Python script execution, Impala environment configuration and the like.
Eclipse is an open source code, Java-based extensible development platform. As such, it is simply a framework and a set of services for building a development environment through plug-in components. Fortunately, Eclipse is accompanied by a standard set of plug-ins, including the Java development tool (JDK).
The preset script package application program is an executable application program and needs to be installed on a computer or other terminal platforms which are in an association relationship with the big data platform.
Corresponding to the above processing method, the present invention provides a data processing system, a block diagram of which is shown in fig. 4, including:
a first obtaining module 401, a second obtaining module 402, a packaging module 403 and a processing module 404.
Wherein the content of the first and second substances,
the first obtaining module 401 is configured to, when a processing request for target data is received, obtain data processing logic included in the processing request;
the second obtaining module 402, configured to obtain a script corresponding to the data processing logic;
the packaging module 403 is configured to transmit the script to a preset script packaging application for packaging;
the processing module 404 is configured to, when receiving the encapsulation completion instruction, obtain a target script corresponding to the processing request, and process the target data according to the target script.
The invention discloses a data processing system, comprising: when a processing request for target data is received, acquiring data processing logic contained in the processing request; acquiring a script corresponding to the data processing logic; transmitting the script to a preset script packaging application program for packaging; and when an encapsulation finishing instruction is received, obtaining a target script corresponding to the processing request, and processing the target data according to the target script. According to the system, the script corresponding to the processing logic is packaged according to the preset script packaging application program to obtain the target script meeting the requirement, and the problem that the processing efficiency of data is low due to the fact that the compiling process of batch processing scripts is long in time consumption due to the fact that a specific program language is adopted for development in the prior art and is not easy to master by a general user due to the fact that the specific program language has certain speciality is solved.
In this embodiment of the present invention, the encapsulation module 403 includes:
a building unit 405, a selecting unit 406, an injecting unit 407 and a testing unit 408.
Wherein the content of the first and second substances,
the constructing unit 405 is configured to construct an item corresponding to the script;
the selecting unit 406 is configured to select a script template associated with the project from a preset template library;
the injection unit 407 is configured to inject the script into the script template according to a script editor, so as to obtain a script to be processed;
the testing unit 408 is configured to test the script to be processed, and obtain a target script when a test success instruction is received.
In an embodiment of the present invention, the processing system further includes:
a checking unit 409, configured to perform a normalization check and a correctness check on the target script.
In this embodiment of the present invention, the processing module 404 includes:
a connection unit 410 and a call unit 411.
The connection unit 410, establishing connection between the target script and the query engine;
the invoking unit 411 is configured to invoke the target script according to the query engine to implement processing on the target data.
In this embodiment of the present invention, the processing system further includes:
a configuring unit 412, configured to configure a data environment of the target script when the target script is sent to a data platform corresponding to the target data.
It should be noted that, in the present specification, the embodiments are all described in a progressive manner, each embodiment focuses on differences from other embodiments, and the same and similar parts among the embodiments may be referred to each other. For the device-like embodiment, since it is basically similar to the method embodiment, the description is simple, and for the relevant points, reference may be made to the partial description of the method embodiment.
Finally, it should also be noted that, herein, relational terms such as first and second, and the like may be used solely to distinguish one entity or action from another entity or action without necessarily requiring or implying any actual such relationship or order between such entities or actions. Also, the terms "comprises," "comprising," or any other variation thereof, are intended to cover a non-exclusive inclusion, such that a process, method, article, or apparatus that comprises a list of elements does not include only those elements but may include other elements not expressly listed or inherent to such process, method, article, or apparatus. Without further limitation, an element defined by the phrase "comprising an … …" does not exclude the presence of other identical elements in a process, method, article, or apparatus that comprises the element.
For convenience of description, the above devices are described as being divided into various units by function, and are described separately. Of course, the functions of the units may be implemented in the same software and/or hardware or in a plurality of software and/or hardware when implementing the invention.
From the above description of the embodiments, it is clear to those skilled in the art that the present invention can be implemented by software plus necessary general hardware platform. Based on such understanding, the technical solutions of the present invention may be embodied in the form of a software product, which may be stored in a storage medium, such as ROM/RAM, magnetic disk, optical disk, etc., and includes instructions for causing a computer device (which may be a personal computer, a server, or a network device, etc.) to execute the method according to the embodiments or some parts of the embodiments.
The above detailed description is provided for a data processing method and system provided by the present invention, and the principle and the implementation of the present invention are explained by applying specific examples, and the description of the above embodiments is only used to help understanding the method and the core idea of the present invention; meanwhile, for a person skilled in the art, according to the idea of the present invention, there may be variations in the specific embodiments and the application scope, and in summary, the content of the present specification should not be construed as a limitation to the present invention.
Claims (4)
1. A method for processing data, comprising:
when a processing request for target data is received, acquiring data processing logic contained in the processing request;
acquiring a script corresponding to the data processing logic; the obtaining of the script corresponding to the data processing logic specifically includes: searching a script corresponding to a target data processing logic with the same name as the data processing logic contained in the data processing request in a preset script library according to the data processing logic contained in the data processing request;
transmitting the script to a preset script packaging application program for packaging; transmitting the script to a preset script packaging application program for packaging, wherein the packaging comprises the following steps: constructing a project corresponding to the script; the project comprises at least one project package, the project package comprising at least one of the scripts; selecting a script template associated with the project from a preset template library; according to a script editor, the script is injected into the script template to obtain a script to be processed; testing the script to be processed, and obtaining a target script when a test success instruction is received;
when an encapsulation completion instruction is received, obtaining a target script corresponding to the processing request, and processing the target data according to the target script; when receiving a packaging completion instruction, obtaining a target script corresponding to the processing request, and processing the target data according to the target script comprises: establishing connection between the target script and a query engine; and calling the target script according to the query engine to realize the processing of target data, and configuring the running environment of the target script when the target script is connected with the query engine.
2. The method of claim 1, further comprising:
and performing normalization check and correctness check on the target script.
3. A system for processing data, comprising:
the device comprises a first acquisition module, a second acquisition module and a third acquisition module, wherein the first acquisition module is used for acquiring data processing logic contained in a processing request when the processing request for target data is received;
the second acquisition module is used for acquiring the script corresponding to the data processing logic; the obtaining of the script corresponding to the data processing logic specifically includes: searching a script corresponding to a target data processing logic with the same name as the data processing logic contained in the data processing request in a preset script library according to the data processing logic contained in the data processing request;
the packaging module is used for transmitting the script to a preset script packaging application program for packaging; the package module includes:
the construction unit is used for constructing an item corresponding to the script; the project comprises at least one project package, the project package comprising at least one of the scripts;
the selection unit is used for selecting a script template associated with the project from a preset template library;
the injection unit is used for injecting the script into the script template according to the script editor to obtain a script to be processed;
the test unit is used for testing the script to be processed and obtaining a target script when a test success instruction is received;
the processing module is used for obtaining a target script corresponding to the processing request when receiving a packaging completion instruction, and processing the target data according to the target script;
the processing module comprises: the link unit is used for establishing connection between the target script and the query engine; the calling unit is used for calling the target script according to the query engine to realize the processing of the target data; and the configuration unit is used for configuring the running environment of the target script when the target script is connected with the query engine.
4. The system of claim 3, further comprising:
and the checking unit is used for carrying out normalization check and correctness check on the target script.
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| CN106990967A (en) * | 2017-04-05 | 2017-07-28 | 百融（北京）金融信息服务股份有限公司 | The data processing method of regulation engine |
| CN107203576A (en) * | 2016-03-18 | 2017-09-26 | 北京京东尚科信息技术有限公司 | Information synchronization method and device |
| CN107291438A (en) * | 2016-04-13 | 2017-10-24 | 阿里巴巴集团控股有限公司 | Generation method, device and the electronic equipment of automatized script |
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| CN107203576A (en) * | 2016-03-18 | 2017-09-26 | 北京京东尚科信息技术有限公司 | Information synchronization method and device |
| CN107291438A (en) * | 2016-04-13 | 2017-10-24 | 阿里巴巴集团控股有限公司 | Generation method, device and the electronic equipment of automatized script |
| CN106990967A (en) * | 2017-04-05 | 2017-07-28 | 百融（北京）金融信息服务股份有限公司 | The data processing method of regulation engine |
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