CN112269774A - Heterogeneous database application code adaptation evaluation device and method and storage medium - Google Patents
Heterogeneous database application code adaptation evaluation device and method and storage medium Download PDFInfo
- Publication number
- CN112269774A CN112269774A CN202011108806.4A CN202011108806A CN112269774A CN 112269774 A CN112269774 A CN 112269774A CN 202011108806 A CN202011108806 A CN 202011108806A CN 112269774 A CN112269774 A CN 112269774A
- Authority
- CN
- China
- Prior art keywords
- application
- application code
- code
- configuration information
- adaptation
- Prior art date
- Legal status (The legal status is an assumption and is not a legal conclusion. Google has not performed a legal analysis and makes no representation as to the accuracy of the status listed.)
- Withdrawn
Links
- 238000000034 method Methods 0.000 title claims abstract description 35
- 230000006978 adaptation Effects 0.000 title claims abstract description 29
- 238000011156 evaluation Methods 0.000 title claims abstract description 26
- 238000013508 migration Methods 0.000 claims abstract description 28
- 230000005012 migration Effects 0.000 claims abstract description 28
- 238000013507 mapping Methods 0.000 claims description 6
- 230000006870 function Effects 0.000 description 10
- 230000008569 process Effects 0.000 description 9
- 238000010586 diagram Methods 0.000 description 5
- 238000006243 chemical reaction Methods 0.000 description 4
- 238000004891 communication Methods 0.000 description 3
- 230000008878 coupling Effects 0.000 description 3
- 238000010168 coupling process Methods 0.000 description 3
- 238000005859 coupling reaction Methods 0.000 description 3
- 238000011161 development Methods 0.000 description 3
- 238000012986 modification Methods 0.000 description 3
- 230000004048 modification Effects 0.000 description 3
- 230000005540 biological transmission Effects 0.000 description 2
- 230000000694 effects Effects 0.000 description 2
- 238000004590 computer program Methods 0.000 description 1
- 238000005516 engineering process Methods 0.000 description 1
- 238000011835 investigation Methods 0.000 description 1
- 230000003287 optical effect Effects 0.000 description 1
- 238000012545 processing Methods 0.000 description 1
- 238000006467 substitution reaction Methods 0.000 description 1
Images
Classifications
-
- G—PHYSICS
- G06—COMPUTING; CALCULATING OR COUNTING
- G06F—ELECTRIC DIGITAL DATA PROCESSING
- G06F16/00—Information retrieval; Database structures therefor; File system structures therefor
- G06F16/20—Information retrieval; Database structures therefor; File system structures therefor of structured data, e.g. relational data
- G06F16/21—Design, administration or maintenance of databases
- G06F16/214—Database migration support
-
- G—PHYSICS
- G06—COMPUTING; CALCULATING OR COUNTING
- G06F—ELECTRIC DIGITAL DATA PROCESSING
- G06F16/00—Information retrieval; Database structures therefor; File system structures therefor
- G06F16/20—Information retrieval; Database structures therefor; File system structures therefor of structured data, e.g. relational data
- G06F16/24—Querying
- G06F16/242—Query formulation
- G06F16/2433—Query languages
Landscapes
- Engineering & Computer Science (AREA)
- Databases & Information Systems (AREA)
- Theoretical Computer Science (AREA)
- Physics & Mathematics (AREA)
- Data Mining & Analysis (AREA)
- General Engineering & Computer Science (AREA)
- General Physics & Mathematics (AREA)
- Mathematical Physics (AREA)
- Computational Linguistics (AREA)
- Information Retrieval, Db Structures And Fs Structures Therefor (AREA)
Abstract
The invention provides a heterogeneous database application code adaptation evaluation device, a method and a storage medium, relating to the technical field of computers, and realizing the heterogeneous database application code adaptation evaluation method, which comprises the following steps: selecting configuration information for an application code of an application program to be evaluated; running the application program according to the configuration information, analyzing the adaptability of the application code by using a preset rule, and generating an analysis result of the application code to be modified; generating a migration assessment report based on the analysis results. Aiming at the application system adaptation problem in the heterogeneous database migration scene, the tool for analyzing and evaluating the migration workload of the application system is realized, the tool analyzes the project codes and then generates a migration evaluation report, so that the integral one-click code analysis can be realized, the workload of developers is saved, and the working efficiency is improved.
Description
Technical Field
The invention relates to the technical field of computers, in particular to a heterogeneous database application code adaptation evaluation device, method and storage medium.
Background
The heterogeneous database System is a collection of a plurality of related database systems, can realize sharing and transparent access of Data, and each database System already exists before being added into the heterogeneous database System and has a Data Base Management System (DBMS). Each component of the heterogeneous database has autonomy, and each database system still has application characteristics, integrity control and security control of the database while realizing data sharing.
With the development of database technology or the requirements of industry policy, more and more heterogeneous database use and migration requirements appear, such as: in the background of the trend of Internet of things (IOE) in the Internet industry, the use requirement of domestic databases (Oracle to K-DB), and the like, for a built service system, two parts of migration work of adapting and modifying heterogeneous databases and application program codes are required.
Aiming at the process of migration adaptation modification of upper-layer application codes during migration of heterogeneous databases, a manual mode is adopted in the past, and the general flow is as follows: database manufacturers provide conversion rules, and application developers and developers perform manual investigation and modification, but the mode cannot rapidly and comprehensively provide evaluation on the whole working range and content of application migration.
Disclosure of Invention
The invention aims to provide a heterogeneous database application code adaptation evaluation device, a heterogeneous database application code adaptation evaluation method and a storage medium, which are used for analyzing a code file to be modified by a code and finally forming a migration evaluation report.
In a first aspect, the present invention provides a method for evaluating application code adaptation of a heterogeneous database, including:
selecting configuration information for an application code of an application program to be evaluated;
running the application program according to the configuration information, analyzing the adaptability of the application code by using a preset rule, and generating an analysis result of the application code to be modified;
generating a migration assessment report based on the analysis results.
Further, the step of running the application program according to the configuration information, analyzing the adaptability of the application code by using a preset rule, and generating an analysis result of the application code to be modified includes:
running the application program according to the configuration information;
and analyzing the adaptability of the application code by using a preset rule in a directory traversal, regular matching or keyword search mode to generate an analysis result of the application code to be modified.
Further, the configuration information includes one or more of an original database type, a target database type, a code frame, and an application code location.
Further, the preset rule includes: SQL syntax mapping rules or parsing rules for developing language and code frameworks.
Further, the content of the migration evaluation report includes: the total number of sentences that need to be modified, and a sorted statistical list of sentences that need to be modified.
Further, the migration evaluation report is in HTML format.
In a second aspect, the present invention further provides an apparatus for evaluating adaptation of application codes of a heterogeneous database, including:
the configuration module is used for selecting configuration information aiming at the application code of the application program to be evaluated;
the code analysis module is used for running the application program according to the configuration information, analyzing the adaptability of the application code by using a preset rule and generating an analysis result of the application code to be modified;
and the report generation module is used for generating a migration evaluation report based on the analysis result.
Further, the device for evaluating the adaptation of the application code of the heterogeneous database further comprises:
and the rule engine module is used for storing the preset rule.
In a third aspect, the present invention also provides a computer readable storage medium having stored thereon machine executable instructions, which, when invoked and executed by a processor, cause the processor to execute the heterogeneous database application code adaptation evaluation method.
According to the heterogeneous database application code adaptation assessment method, aiming at the application system adaptation problem in the heterogeneous database migration scene, a tool for analyzing and assessing the migration workload of the application system is realized, the tool analyzes the project codes and generates a migration assessment report, the integral one-click code analysis can be realized, the workload of developers is saved, and the working efficiency is improved.
Accordingly, the device for evaluating adaptation of application codes of heterogeneous databases and the computer-readable storage medium provided by the embodiments of the present invention also have the above technical effects.
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, and it is obvious that the drawings in the following description are some embodiments of the present invention, and other drawings can be obtained by those skilled in the art without creative efforts.
Fig. 1 is a flowchart of a method for evaluating adaptation of application codes of a heterogeneous database according to an embodiment of the present invention;
fig. 2 is a block diagram illustrating module components of an apparatus for evaluating adaptation of application codes of a heterogeneous database according to an embodiment of the present invention.
Detailed Description
To make the objects, technical solutions and advantages of the embodiments of the present invention clearer, the technical solutions of the present invention will be clearly and completely described below with reference to the accompanying drawings, and it is apparent that the described embodiments are some, but not all embodiments of the present invention. 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 terms "comprising" and "having," and any variations thereof, as referred to in embodiments of the present invention, are intended to cover non-exclusive inclusions. For example, a process, method, system, article, or apparatus that comprises a list of steps or elements is not limited to only those steps or elements but may alternatively include other steps or elements not expressly listed or inherent to such process, method, article, or apparatus.
As shown in fig. 1, the present invention provides a method for evaluating the adaptation of application codes of a heterogeneous database, including:
selecting configuration information for an application code of an application program to be evaluated;
running the application program according to the configuration information, analyzing the adaptability of the application code by using a preset rule, and generating an analysis result of the application code to be modified;
generating a migration assessment report based on the analysis results.
The method aims at the application system adaptation problem in the heterogeneous database migration scene, and the tool for analyzing and evaluating the migration workload of the application system is realized, the tool analyzes the project codes and generates the migration evaluation report, so that the integral one-click code analysis can be realized, the workload of developers is saved, and the working efficiency is improved.
The embodiment of the invention solves the problem of evaluation when the codes of the upper application system are adapted. For example, one management system is developed using java, the original database is oracle, and the database needs to be migrated to K-DB. Because the oracle and the K-DB are different in partial built-in functions, after the data is migrated, the management system cannot be directly used, and incompatible codes need to be adapted and modified. If the program in java is simply replaced, business logic problems are involved, and the embodiment of the invention analyzes the places needing to be modified of application codes according to built-in rules and forms reports for the development engineers to refer to.
The preset rules include: SQL syntax mapping rules or parsing rules for developing language and code frameworks.
The step of running the application program according to the configuration information, analyzing the adaptability of the application code by using a preset rule and generating an analysis result of the application code to be modified comprises the following steps:
running the application program according to the configuration information;
and analyzing the adaptability of the application code by using a preset rule in a directory traversal, regular matching or keyword search mode to generate an analysis result of the application code to be modified.
For example, 2 database function difference points, SQL syntax or function difference points, such as oracle and K-DB, are known, the corresponding mapping rules may be put into a rule engine, code scanning is performed in common scanning manners, such as directory traversal, regular matching or keyword search, etc., the area of the SQL statement is analyzed, and then the analysis result of the application code to be modified can be obtained by matching keywords.
For example, Oracle to K-DB has a replacement rule WMSYS.WM _ CONCAT function to be replaced by AGGR _ CONCAT, and the specific process is as follows: firstly, a regular expression non-greedy mode is used for matching SQL statement areas (possibly a plurality of areas) in a file, then WMSYS.WM _ CONCAT is directly replaced by text in the matched SQL statement to be AGGR _ CONCAT, and the result is output to a result module.
The configuration information comprises one or more of an original database type, a target database type, a code frame and an application code position.
The contents of the migration evaluation report include: the total number of sentences that need to be modified, and a sorted statistical list of sentences that need to be modified. The statement that the text wmsys. wm _ CONCAT is replaced by AGGR _ CONCAT and the like that needs to be modified is recorded in the classification statistical list.
The migration evaluation report is in a hypertext Markup Language (HTML) format, the HTML format is readable by a plurality of web browsers to generate files for transmitting various information by web pages, the Internet is a set composed of a series of transmission protocols and various files, HTML files are only one of the files, the HTML files are stored on server hard disks distributed all over the world, and users can remotely obtain the information and information transmitted by the files through the transmission protocols.
As shown in fig. 2, the present invention further provides a device for evaluating the adaptation of application codes of heterogeneous databases, including:
the configuration module 3 is used for selecting configuration information aiming at application codes of application programs to be evaluated;
the code analysis module 2 is used for running the application program according to the configuration information, analyzing the adaptability of the application code by using a preset rule and generating an analysis result of the application code to be modified;
and the report generation module 4 is used for generating a migration evaluation report based on the analysis result.
The above-mentioned heterogeneous database application code adaptation evaluation device further includes:
and the rule engine module 1 is used for storing the preset rules.
It should be noted that: the rule engine module 1 is internally provided with SQL grammar mapping rules (such as the corresponding relation of Oracle and K-DB SQL keywords and the like) for storing the heterogeneous database, analysis rules (such as the relative positions of Springboot mapper files and the like) of common development languages and code frames, and the rules internally arranged in the module can be added according to configuration requirements;
the configuration module 3: the user needs to select the relevant information of the configuration when starting the device, comprising: the type of an original database, the type of a target database, a code frame, the position of an application code and the like;
the code analysis module 2: the device executes an application program according to the configuration information, and the module analyzes the application code by adopting the modes of directory traversal, regular matching, keyword search and the like according to the corresponding rule of the rule engine;
the report generation module 4: the data result of the code analysis module generates an HTML report by the module, and the generated report content comprises: the user can directly open and view the analysis result to modify the total number of places, perform classification statistics on the modified places, and the like.
In addition, the operation process of the heterogeneous database application code adaptation evaluation device is explained as follows:
the method comprises the following steps: and the program starts to load the configuration file.
Step two: the code analysis module loads corresponding heterogeneous database conversion rules from the rule engine module to the memory according to the configuration information; in addition, if the application code framework is configured, the corresponding framework code analysis rule is loaded into the memory.
Step three: the program initiates scanning of the configuration source code directory and loads the associated file path into the memory task queue data structure. The selection configures the directory of the application code to be analyzed, and the type of the original database and the target database, and other information (such as the type of the code frame) can be optionally filled. If the corresponding frame code analysis rule exists, only the critical path and the file are scanned, otherwise, all the code files and the configuration files in the code directory are read and analyzed.
Step four: reading the configuration information input in the step one, selecting a corresponding conversion/mapping rule engine from the rule engines to analyze and scan the code catalogue, and adopting different analysis strategies according to different rules, for example, adopting a character string matching search mode for keyword matching and simultaneously combining the code frame type and the context environment for accurate determination.
In the specific execution process, multithreading parallel execution can be adopted, the code to be analyzed and the configuration file are firstly obtained from the task queue and read, and according to the conversion rule obtained in the step one, for example: oracle has a replacement rule WMSYS from K-DB WM _ CONCAT function to be replaced by AGGR _ CONCAT, and the specific process is as follows: firstly, a regular expression non-greedy mode is used for matching SQL statement areas (possibly a plurality of areas) in a file, then WMSYS.WM _ CONCAT is directly replaced by text in the matched SQL statement to be AGGR _ CONCAT, and the result is output to a result module.
In addition, if the analysis and positioning of the SQL statements are complex, the SQL of the heterogeneous database basically conforms to the SQL99 standard, but the SQL statements are different in partial extension implementation, and the SQL statements in the project codes cannot be directly matched due to different business logics or code architectures.
Step five: and the report generating module summarizes the data result of the analysis code analyzing module and generates an HTML report.
It should be noted that: like reference numbers and letters refer to like items in the following figures, and thus, once an item is defined in one figure, it need not be further defined and explained in subsequent figures.
In the description of the present invention, it should also be noted that, unless otherwise explicitly specified or limited, the terms "disposed," "mounted," "connected," and "connected" are to be construed broadly and may, for example, be fixedly connected, detachably connected, or integrally connected; can be mechanically or electrically connected; they may be connected directly or indirectly through intervening media, or they may be interconnected between two elements. The specific meanings of the above terms in the present invention can be understood in specific cases to those skilled in the art.
In accordance with the above method, embodiments of the present invention also provide a computer readable storage medium storing machine executable instructions, which when invoked and executed by a processor, cause the processor to perform the steps of the above method.
The apparatus provided by the embodiment of the present invention may be specific hardware on the device, or software or firmware installed on the device, etc. The device provided by the embodiment of the present invention has the same implementation principle and technical effect as the method embodiments, and for the sake of brief description, reference may be made to the corresponding contents in the method embodiments without reference to the device embodiments. It is clear to those skilled in the art that, for convenience and brevity of description, the specific working processes of the foregoing systems, apparatuses and units may refer to the corresponding processes in the foregoing method embodiments, and are not described herein again.
In the embodiments provided in the present invention, it should be understood that the disclosed apparatus and method can be implemented in other ways. The apparatus embodiments described above are merely illustrative, and for example, the flowchart and block diagrams in the figures illustrate the architecture, functionality, and operation of possible implementations of apparatus, methods and computer program products according to various embodiments of the present invention. In this regard, each block in the flowchart or block diagrams may represent a module, segment, or portion of code, which comprises one or more executable instructions for implementing the specified logical function(s). It should also be noted that, in some alternative implementations, the functions noted in the block may occur out of the order noted in the figures. For example, two blocks shown in succession may, in fact, be executed substantially concurrently, or the blocks may sometimes be executed in the reverse order, depending upon the functionality involved. It will also be noted that each block of the block diagrams and/or flowchart illustration, and combinations of blocks in the block diagrams and/or flowchart illustration, can be implemented by special purpose hardware-based systems which perform the specified functions or acts, or combinations of special purpose hardware and computer instructions.
For another example, the division of the unit is only one division of logical functions, and there may be other divisions in actual implementation, and for another example, multiple units or components may be combined or integrated into another system, or some features may be omitted, or not executed. In addition, the shown or discussed mutual coupling or direct coupling or communication connection may be an indirect coupling or communication connection of devices or units through some communication interfaces, and may be in an electrical, mechanical or other form.
The units described as separate parts may or may not be physically separate, and parts displayed as units may or may not be physical units, may be located in one place, or may be distributed on a plurality of network units. Some or all of the units can be selected according to actual needs to achieve the purpose of the solution of the embodiment.
In addition, functional units in the embodiments provided by the present invention may be integrated into one processing unit, or each unit may exist alone physically, or two or more units are integrated into one unit.
The functions, if implemented in the form of software functional units and sold or used as a stand-alone product, may be stored in a computer readable storage medium. Based on such understanding, the technical solution of the present invention may be embodied in the form of a software product, which is stored in a storage medium and includes instructions for causing a computer device (which may be a personal computer, a server, or a network device) to execute all or part of the steps of the method according to the embodiments of the present invention. And the aforementioned storage medium includes: various media capable of storing program codes, such as a usb disk, a removable hard disk, a Read-Only Memory (ROM), a Random Access Memory (RAM), a magnetic disk, or an optical disk.
Finally, it should be noted that: the above-mentioned embodiments are only specific embodiments of the present invention, which are used for illustrating the technical solutions of the present invention and not for limiting the same, and the protection scope of the present invention is not limited thereto, although the present invention is described in detail with reference to the foregoing embodiments, those skilled in the art should understand that: any person skilled in the art can modify or easily conceive the technical solutions described in the foregoing embodiments or equivalent substitutes for some technical features within the technical scope of the present disclosure; and the modifications, changes or substitutions do not make the essence of the corresponding technical solutions depart from the scope of the technical solutions of the embodiments of the present invention. Are intended to be covered by the scope of the present invention. Therefore, the protection scope of the present invention shall be subject to the protection scope of the claims.
Claims (9)
1. A heterogeneous database application code adaptation evaluation method is characterized by comprising the following steps:
selecting configuration information for an application code of an application program to be evaluated;
running the application program according to the configuration information, analyzing the adaptability of the application code by using a preset rule, and generating an analysis result of the application code to be modified;
generating a migration assessment report based on the analysis results.
2. The method for evaluating adaptation of application codes of heterogeneous databases according to claim 1, wherein the step of running the application program according to the configuration information and analyzing the adaptation of the application codes by using a preset rule to generate an analysis result of the application codes to be modified comprises:
running the application program according to the configuration information;
and analyzing the adaptability of the application code by using a preset rule in a directory traversal, regular matching or keyword search mode to generate an analysis result of the application code to be modified.
3. The method of claim 1, wherein the configuration information comprises one or more of an original database type, a target database type, a code frame, and an application code location.
4. The method for evaluating adaptation of application code of heterogeneous database according to claim 1, wherein the preset rule comprises: SQL syntax mapping rules or parsing rules for developing language and code frameworks.
5. The method of claim 1, wherein the contents of the migration evaluation report comprise: the total number of sentences that need to be modified, and a sorted statistical list of sentences that need to be modified.
6. The method of claim 1, wherein the migration evaluation report is in HTML format.
7. An apparatus for evaluating adaptation of application code of heterogeneous database, comprising:
the configuration module is used for selecting configuration information aiming at the application code of the application program to be evaluated;
the code analysis module is used for running the application program according to the configuration information, analyzing the adaptability of the application code by using a preset rule and generating an analysis result of the application code to be modified;
and the report generation module is used for generating a migration evaluation report based on the analysis result.
8. The heterogeneous database application code adaptation evaluation device of claim 7, further comprising:
and the rule engine module is used for storing the preset rule.
9. A computer readable storage medium having stored thereon machine executable instructions which, when invoked and executed by a processor, cause the processor to execute the method of any of claims 1 to 6.
Priority Applications (1)
Application Number | Priority Date | Filing Date | Title |
---|---|---|---|
CN202011108806.4A CN112269774A (en) | 2020-10-16 | 2020-10-16 | Heterogeneous database application code adaptation evaluation device and method and storage medium |
Applications Claiming Priority (1)
Application Number | Priority Date | Filing Date | Title |
---|---|---|---|
CN202011108806.4A CN112269774A (en) | 2020-10-16 | 2020-10-16 | Heterogeneous database application code adaptation evaluation device and method and storage medium |
Publications (1)
Publication Number | Publication Date |
---|---|
CN112269774A true CN112269774A (en) | 2021-01-26 |
Family
ID=74337190
Family Applications (1)
Application Number | Title | Priority Date | Filing Date |
---|---|---|---|
CN202011108806.4A Withdrawn CN112269774A (en) | 2020-10-16 | 2020-10-16 | Heterogeneous database application code adaptation evaluation device and method and storage medium |
Country Status (1)
Country | Link |
---|---|
CN (1) | CN112269774A (en) |
Cited By (2)
Publication number | Priority date | Publication date | Assignee | Title |
---|---|---|---|---|
CN112800034A (en) * | 2021-03-23 | 2021-05-14 | 杭州沃趣科技股份有限公司 | Database replacement method, device, medium and equipment based on grammar compatible conversion |
CN112947994A (en) * | 2021-03-09 | 2021-06-11 | 北方实验室(沈阳)股份有限公司 | Credit adaptive code migration workload evaluation system and method |
Citations (3)
Publication number | Priority date | Publication date | Assignee | Title |
---|---|---|---|---|
US20130227695A1 (en) * | 2012-02-23 | 2013-08-29 | Infosys Limited | Systems and methods for fixing application vulnerabilities through a correlated remediation approach |
US20150113332A1 (en) * | 2012-05-24 | 2015-04-23 | Tencent Technology (Shenzhen) Company Limited | Code analysis method, code analysis system and computer storage medium |
CN106934045A (en) * | 2017-03-16 | 2017-07-07 | 郑州云海信息技术有限公司 | A kind of system and method for database migration assessment |
-
2020
- 2020-10-16 CN CN202011108806.4A patent/CN112269774A/en not_active Withdrawn
Patent Citations (3)
Publication number | Priority date | Publication date | Assignee | Title |
---|---|---|---|---|
US20130227695A1 (en) * | 2012-02-23 | 2013-08-29 | Infosys Limited | Systems and methods for fixing application vulnerabilities through a correlated remediation approach |
US20150113332A1 (en) * | 2012-05-24 | 2015-04-23 | Tencent Technology (Shenzhen) Company Limited | Code analysis method, code analysis system and computer storage medium |
CN106934045A (en) * | 2017-03-16 | 2017-07-07 | 郑州云海信息技术有限公司 | A kind of system and method for database migration assessment |
Cited By (2)
Publication number | Priority date | Publication date | Assignee | Title |
---|---|---|---|---|
CN112947994A (en) * | 2021-03-09 | 2021-06-11 | 北方实验室(沈阳)股份有限公司 | Credit adaptive code migration workload evaluation system and method |
CN112800034A (en) * | 2021-03-23 | 2021-05-14 | 杭州沃趣科技股份有限公司 | Database replacement method, device, medium and equipment based on grammar compatible conversion |
Similar Documents
Publication | Publication Date | Title |
---|---|---|
Herschel et al. | A survey on provenance: What for? What form? What from? | |
Brandón et al. | Graph-based root cause analysis for service-oriented and microservice architectures | |
US10162610B2 (en) | Method and apparatus for migration of application source code | |
Fazzini et al. | Automated cross-platform inconsistency detection for mobile apps | |
US11436213B1 (en) | Analysis of database query logs | |
US8285702B2 (en) | Content analysis simulator for improving site findability in information retrieval systems | |
EP3671526B1 (en) | Dependency graph based natural language processing | |
US20050125390A1 (en) | Automated satisfaction measurement for web search | |
US10430713B2 (en) | Predicting and enhancing document ingestion time | |
Biswas et al. | Boa meets python: A boa dataset of data science software in python language | |
Qin et al. | Testmig: Migrating gui test cases from ios to android | |
US11281864B2 (en) | Dependency graph based natural language processing | |
Xia et al. | An effective change recommendation approach for supplementary bug fixes | |
US11144643B1 (en) | Functional language source code vulnerability scanner | |
US11567735B1 (en) | Systems and methods for integration of multiple programming languages within a pipelined search query | |
US11727007B1 (en) | Systems and methods for a unified analytics platform | |
CN112269774A (en) | Heterogeneous database application code adaptation evaluation device and method and storage medium | |
Marmolejos et al. | On the use of textual feature extraction techniques to support the automated detection of refactoring documentation | |
Koçi et al. | A data-driven approach to measure the usability of web APIs | |
US11748634B1 (en) | Systems and methods for integration of machine learning components within a pipelined search query to generate a graphic visualization | |
Takeda et al. | Applying change impact analysis test to migration test case extraction based on IDAU and graph analysis techniques | |
Bavishi et al. | Vizsmith: Automated visualization synthesis by mining data-science notebooks | |
US11250084B2 (en) | Method and system for generating content from search results rendered by a search engine | |
Wienke et al. | Performance regression testing and run-time verification of components in robotics systems | |
Yao et al. | Automated classification and retrieval of reusable software components |
Legal Events
Date | Code | Title | Description |
---|---|---|---|
PB01 | Publication | ||
PB01 | Publication | ||
SE01 | Entry into force of request for substantive examination | ||
SE01 | Entry into force of request for substantive examination | ||
WW01 | Invention patent application withdrawn after publication |
Application publication date: 20210126 |
|
WW01 | Invention patent application withdrawn after publication |