80 results about "Code annotation" patented technology

The invention provides a method for automatically generating Java code annotations based on Graph2Seq of deep reinforcement learning At the encoder end, codes are firstly converted into a form of a code graph, a graph structure is utilized to express structured information of the codes, and then a graph neural network is utilized to encode a program graph to obtain structured semantic informationof the codes. At the decoder end, the decoder improved based on the deep reinforcement learning framework is used for obtaining the natural language annotation content corresponding to the decoder, the problem of high deviation caused by the fact that no real sequence word guidance exists in the reasoning stage in a traditional method is solved, and therefore code annotation natural generation isaccurate and natural.

The invention discloses a code annotation generation method based on program analysis and a recurrent neural network. The code annotation generation method comprises the following steps: constructinga large-scale code library; Extracting information contained in each Java method in the Java project and dependency information of each Java method; Filtering and reconstructing an execution code partof each Java method by combining a heuristic method according to the extracted information; obtaining Annotations matched with the execution codes; Combining the filtered codes and corresponding annotations into a set of (codes, annotations) pairs, and taking the set as a training set of a code annotation generation model; According to the training set obtained through the steps, an Encoder-Decoder model-is used for carrying out the training of a code annotation generation model; And after model training is completed, prediction can be performed. The annotations generated by the method are concise and clear, and can help developers understand code functions, accelerate the software maintenance process and improve the quality of software products.

The invention belongs to the technical field of computer application, and particularly relates to a code annotation generation method based on structural perception. Hierarchical information of a codefragment is obtained by using an abstract syntax tree, so that a code annotation generator based on structural perception is constructed. According to the model called Code2Text, a source code is combined with an abstract syntax tree of the source code, and the model is applied to the field of code annotation. A dual encoder in the Code2Text encodes the source code sequence input and the abstractsyntax structure input respectively, and each word in the source code and each node in the abstract syntax tree are utilized to accurately adjust the generated word through a dual attention mechanismso as to guide the decoding process. The method can assist a programmer to generate annotations so as to reduce the manual writing cost, and can also provide reference for the programmer without experience to understand existing codes; and the method can be used for application program code detection of data use.

The present invention belongs to the technical field of computers and particularly relates to an interface document generation method and a terminal device. Developers add corresponding code annotations on code segments synchronously during the writing of codes. In these code annotations, preset identifiers are used to identify summary information, parameter information and service category and the like respectively. After the developers complete the code writing and issue an instruction for generating an interface document, the method can be used to extract annotation information identified by these identifiers respectively, the annotation information is added into the generated interface document, so that the writing of the interface document is automatically completed, and the generatedinterface document can be automatically stored in a corresponding document library, which greatly reduces the time required for the developers to participate and can effectively improve work efficiency and reduce development costs.

The invention provides an interface document generation method and a device, electronic equipment and a storage medium. The method is applied to a program code for parameter definition based on a codeannotation of a Swagger. The method comprises the steps: receiving an interface document generation request; determining a target program code according to the interface document generation request,and obtaining a predefined interface document template associated with the target program code; analyzing a code annotation corresponding to the target program code, and obtaining attribute information of the target program code from the code annotation; importing the attribute information into the predefined interface document template to generate an interface document corresponding to the interface document generation request; displaying the interface document. The embodiment of the invention is applied to a program code for parameter definition based on a code annotation of a Swagger, and standardization and universality of the code annotation can be realized; the interface document is automatically generated according to the target program code, and the accuracy of the interface document is improved.

The invention discloses a program code annotating management method and device. The program code annotating management method comprises the following steps of: analyzing a program code and obtaining a relevant index between an annotation and the program code or obtaining the relevant index between the annotation and the program code from an annotation library; and carrying out synchronous processing on an independent annotation and the program code according to the relevant index. The program code annotating management device comprises a code input and output module, an annotation input and output module, a code annotation relevant module, a code storage module and an annotation storage module. The program code annotating management method and device of the invention solve the problem of independent management of the program code annotation and improve the efficiency of program development.

The embodiment of the invention discloses a code annotation classification method based on a neural network model. The method includes: constructing a corpus of annotations, and generating a word vector for representation of each annotation word; classifying the annotations, and manually defining classes; carrying out preprocessing and word embedding processing on the annotations to obtain a 250-dimensional word vector of each word; and entering the 250-dimensional word vector of each word into a classification model to carrying out classification processing to obtain a classification result.In the embodiment of the invention, the context features of the annotations are considered, semantic features of the annotations are also considered, attention is assigned according to word importanceweights, text can be better characterized, and classification is also more accurate. Compared with implementation of other technology, the method is suitable for use in classification of various annotations.

The invention relates to a source code annotation automatic generation method and system. Semantic analysis is carried out on a first source code and an abstract syntax tree is generated, Therefore, the internal mapping relation between the natural language and the program language is established, and the second source code is annotated according to the mapping relation. The computer efficiently analyzes the program language and then maps the program language to the corresponding natural language, so that a programmer can efficiently and easily understand the function realized by the source code. And a programmer is helped to quickly know the internal operation mechanism of the computer program, so that the programmer is helped to quickly identify defects and vulnerabilities in software design. The method has universality. The workload problem of manually analyzing the repeated source codes in the prior art is solved, and time and cost expenditure caused by analyzing the repeated source codes are reduced.

The invention discloses a code annotation generation method based on a machine translation model. The code annotation generation method comprises the steps that an obtained code corpus containing annotations is divided into a source code method sequence corpus and a corresponding source code annotation corpus; inputting source code annotations in a source code annotation corpus into the seq2seq model; extracting a source code method sequence to generate an abstract syntax tree, replacing identifiers of nodes with node categories, performing structured traversal to obtain a sequence with reserved structure information, and inputting the sequence into a seq2seq model; inputting the structural information into a coding layer to generate a coding output of an implicit state sequence and the structural information, inputting the coding output into an attention mechanism layer, and calculating a context vector according to the matching degree between the coding output of the implicit state sequence and the structural information; inputting the coding output of the structure information and the context vector into a decoding layer, and calculating the sequence probability distribution ofthe training sample target; a sequence-based machine translation model is generated from the source code annotations and the sequence probability distribution.

One or more embodiments of the present specification provide a receipt storage method and node in combination with a code annotation and a transaction type, the method comprising: a first block chain node receiving an encrypted transaction corresponding to a smart contract, the code of the smart contract comprising a field marked by an exposed identifier; the first block chain node decrypts the transaction in a trusted execution environment and executes the obtained code of the smart contract to obtain receipt data; the first block chain node determines a corresponding exposed field according to the transaction type of the transaction; and the first block chain node stores the receipt data, so that an exposed field marked by the exposed identifier in the receipt data is stored in a plaintext form, and the rest receipt fields are stored in a ciphertext form.

One or more embodiments of the present specification provide a receipt storage method and node in combination with code annotations and users and event types, the method may comprise: a first blockchain node receiving receives an encrypted transaction corresponding to a smart contract, the code of the smart contract comprising comprises an object marked by an exposed identifier; the first block chain node decrypts the transaction in a trusted execution environment to obtain a smart contract, wherein the smart contract comprises a special event function; the first block chain node executes the smart contract in the trusted execution environment to obtain receipt data, and the receipt data comprises a log corresponding to the special event function; the first block chain node stores the receipt data; when the transaction initiator belongs to a preset user type, at least one part of the receipt content in the log corresponding to the special event function is stored in a plaintext form, the rest content of the receipt data is stored in a ciphertext form, and the at least one part of the receipt content is matched with the object marked by the exposure identifier.

A safe environment is established for running untrusted code in a system whose trusted libraries include native code. Annotations are applied to code in the system libraries to identify safe and unsafe code, and analysis tools reveal whether code outside the system libraries is able to trigger any unsafe behavior.

The invention discloses an interface document generation method and device, computer equipment and a storage medium. The interface document generation method comprises the steps: obtaining a source code of a first project; screening out a class method with an interface mark from all class methods of the source code, and marking the class method with the interface mark as an interface class method;extracting interface basic information from a method body corresponding to the interface method through a reflection technology, and extracting interface additional information from code annotation information corresponding to the method body; integrating the interface basic information and the interface additional information to form first interface information; and adding the first interface information into a preset interface document template, and generating a first interface document corresponding to the first interface information according to the preset interface document template. According to the interface document generation method, the first interface document corresponding to the source code of the first project can be automatically generated, so that the consistency of the first interface document and the first interface information is ensured, and the labor cost is effectively saved, and the generation efficiency of the interface document is improved.

Embodiments of the invention disclose a method, device and system for generating code documents in continuous integration. The method comprises the following steps of: obtaining a code and a code annotation submitted by a user; judging whether the code annotation is correct or not according to the code; if the judging result is positive, storing the code and the code annotation into a code library and executing the next step; if the judging result is negative, returning prompt information; obtaining a code structure and the code annotation, and recording the code structure and the code annotation into a source file; and generating the source file into a code document according to a preset configuration file. According to the method, the code and the code annotation submitted by the users are verified to ensure the consistency between the code annotation and the code; after the verification passes, the source file is generated according to the code structure and the code annotation, submitted by a worker, of the code; and the source file is generated into the code document according to the preset configuration information. According to the method, device and system disclosed by the invention, the automatic generation and timely updating of code documents are realized, so that the manpower resources are saved, and the working efficiency and the correctness of the code documents are improved.

One or more embodiments of the present specification provide a code annotation-based object-level receipt storage method and node, the method comprising:es a first block chain node receiving receives an encrypted transaction corresponding to a smart contract, the code of the smart contract comprising comprises an object marked by an exposed identifier; the first block chain node decrypts the transaction in a trusted execution environment to obtain a code of the smart contract; the first block chain node executes the code of the smart contract in the trusted execution environment to obtain receipt data; and the first block chain node stores the receipt data, so that the receipt content corresponding to the object marked by the exposed identifier is stored in a plaintext form, and the rest receipt contents are stored in a ciphertext form.

The invention discloses an API document generation method, a device, a storage medium and computer equipment. The API document generation method comprises the steps of acquiring a target API code compiled by a developer, a target code annotation corresponding to the target API code and a synchronization script; and generating a target API document corresponding to the target API code according tothe target code annotation and the synchronization script. According to the invention, the following problems in the prior art are solved. The API document is separated from the corresponding code. The management of API documents needs to be specially maintained by people. However, in the development process, we need to frequently modify the definition of the API and require the API document to besynchronously updated, but we often forget to update the API document. Therefore, the description of the API document does not accord with the definition of the existing API. The description of the API document falls behind the actual function of the current API.

The invention provides an HTML (Hypertext Marked Language) generating method and device. The method comprises the following steps of receiving a page loading request so as to obtain a corresponding template; loading the template; obtaining content data of a generated HTML file according to markers in the template; and finally inputting the content data into the template so as to generate an HTML file. In the process, the markers exist in the template in an HTML code annotation mode, so that an editor can prompt syntactic errors in HTML codes; even if the markers have errors, the template loading and the HTML file generation cannot be influenced; the occurrence of page 404 problems is avoided; and the goal of fast and accurately generating the HTML file is achieved.

The invention discloses a method and system for automatically generating a development document based on code annotation, and the method is characterized in that the method comprises the following steps: installing webpack and react-stylegidist for constructing a project; creating and configuring a styleguide.config.js file under a same-level directory of a webpack configuration file, classifyingcomponents of a project, putting the components which need to be exposed to the outside under a views directory, and obtaining .jsx file through a wildcard select\*; introducing a public style and a special style into a project through a package file, conducting global setting on an antd component library, and integrating redux data; configuring a script in a package.json; in webpack configuration, respectively adding and setting different interface addresses for different environments through env environment variables, and then normally accessing an interface through an agent. The effects ofautomatically generating code annotations of components, writing demo and corresponding instructions for various use scenes, attaching a demo source code, modifying the source code and previewing thedemo in real time are achieved.

Software code is analyzed to identify one or more symbols in the software code, the one or more symbols corresponding to a defined software syntax. For each of one or more identified symbols: a corresponding annotation that conveys a meaning of the identified symbol is determined; a location within a document to display the annotation is determined so that the annotation, when displayed, is visually associated with the identified symbol; and the annotation is displayed at the location.

The invention discloses a code abstract generation method and system based on semantic and grammatical information fusion. The method comprises the steps of obtaining a code of a to-be-generated abstract; respectively extracting a graph embedding vector and a node embedding vector from a code of a to-be-generated abstract; and inputting the graph embedding vector and the node embedding vector intoa pre-trained deep learning model, and outputting an abstract of the code. Higher-quality code annotations and abstracts can be automatically obtained in a mode of combining code semantics and grammatical information with an automatic abstract model, so that the software development speed of programmers is increased, and the method and system have great practical significance.

The invention discloses a program code annotation generation method. The generation method comprises the steps of extracting code feature information of a target code; wherein the code feature information comprises a code keyword, a code method, a code action and an action parameter; generating natural language information corresponding to the target code according to the code feature information;and generating an annotation text corresponding to the natural language information, and outputting the target code including the annotation text. The annotation of the program code can be automatically generated, and the code annotation efficiency is improved. The invention furthermore discloses a program code annotation generation system, electronic equipment and a storage medium, which have the above beneficial effects.

The invention provides a method for improving annotation rate and annotation quality of open source codes. The method comprises the following steps of 1, establishing a code data server, and preprocessing the open source codes; 2, grading difficulty levels of code segments; 3, grading knowledge mastery levels of users; 3, pushing the code segments to the users of the corresponding levels accordingto the levels, thereby enabling the users to perform corresponding operations; and 5, pushing questions automatically generated for the code segments by a system to the users, performing answering bythe users, and if the answering is correct, displaying that the answering of the users is correct, and highlighting answers of the users; and if the answering is not correct, displaying that the answering of the users is wrong, and providing reference answers. According to the method, a batch of code segments with annotations and high-quality code annotations are formed after multi-time cyclic pushing; rich resources are provided for code reuse; the code retrieval efficiency of developers and the code reuse rate in a software development process are effectively improved; and the development efficiency is greatly improved.

The embodiment of the invention discloses an interface document updating method and device, electronic equipment and a storage medium. The method comprises the following steps: 1, determining a targetmodule of which the code is updated from at least one module in a code database according to a preset rule, obtaining an updated code in the target module and the interface document of the target module, extracting interface information from the code annotation information corresponding to the updated code, performing format processing on the extracted interface information to obtain processed interface information, and updating the interface document of the target module according to the processed interface information to obtain an updated interface document. The interface document of the module can be updated in real time, so that the function of the module can be verified more accurately.

The invention provides a distributed test case execution system and method, and the system comprises a temporary code storage unit, a code test cluster unit, and a summarizing unit, and the code testcluster unit comprises a plurality of code test modules; the temporary code storage unit pushes the code to the corresponding code test module according to the code position index table, and replacesthe influence range of the modification attached to the code annotation with the corresponding function index number according to the function index table during pushing; the code test module receivesthe code; the function index numbers are cached, the function index numbers are sorted according to the established function call relationship tree, the sorted function indexes are converted into related test cases which only need to be executed according to a binding relationship table, the test cases are executed to generate related test results, and the related test results to a summarizing unit; and the summarizing unit is used for summarizing the test results of the related test cases are pushed in each code test module to generate an overall test result report.