The present application discloses methods, systems, and computer program products for automatically generating source code implementing a regular expression. A regular expression that is defined within source code of an application project is identified. The source code uses a higher-level programming language. Based on identifying the regular expression, a source code implementation of the regular expression is automatically generated using the higher-level programming language, and the source code implementation of the regular expression is integrated into the application project. After integrating the source code implementation of the regular expression into the application project, the source code implementation of the regular expression is compiled into lower-level code and the lower-level code is emitted into an application executable when building the application project, or the source code implementation of the regular expression is interpreted when executing the application project.

Described herein are embodiments for managing comments in a program code file. A system may select program code and compile it to an intermediary code. The system may compare the intermediary code to a library of intermediary code snippets associated with comments. Based on the comparison, a system may recognize the code to be obsolete. In some embodiments, a system may generate one or more recommendations to update a code. Based on received feedback regarding a recommendation, a system may accordingly update a code.

Described herein are embodiments for managing comments in a program code file. A system may select program code and compile it to an intermediary code. The system may compare the intermediary code to a library of intermediary code snippets associated with comments. Based on the comparison, a system may recognize the code to be obsolete. In some embodiments, a system may generate one or more recommendations to update a code. Based on received feedback regarding a recommendation, a system may accordingly update a code.

To improve the technological process of programming a computer using a dynamic programming language, generate a first portion of training data which maps types in the dynamic programming language to corresponding functions and methods by performing information retrieval on documentation libraries in the dynamic programming language and/or generate a second portion of training data which maps program variables to the corresponding functions and methods by performing data flow analysis on a plurality of pre-existing programs written in the dynamic programming language. Train a neural network on the first and/or second portions of training data to infer unknown types in the dynamic programming language. Carry out inference with the trained neural network to infer the unknown types. Facilitate programming in the dynamic programming language based on the inferred unknown types. Optionally, execute a resulting program.

To improve the technological process of programming a computer using a dynamic programming language, generate a first portion of training data which maps types in the dynamic programming language to corresponding functions and methods by performing information retrieval on documentation libraries in the dynamic programming language and/or generate a second portion of training data which maps program variables to the corresponding functions and methods by performing data flow analysis on a plurality of pre-existing programs written in the dynamic programming language. Train a neural network on the first and/or second portions of training data to infer unknown types in the dynamic programming language. Carry out inference with the trained neural network to infer the unknown types. Facilitate programming in the dynamic programming language based on the inferred unknown types. Optionally, execute a resulting program.

A method includes receiving a selection of a first change to a project in a first repository of a plurality of repositories and identifying one or more attributes of the first change to the project. The method further includes identifying a second change to the project in the plurality of repositories in view of the one or more attributes of the first change and performing an action in view of identifying the second change to the project.

A method includes receiving a selection of a first change to a project in a first repository of a plurality of repositories and identifying one or more attributes of the first change to the project. The method further includes identifying a second change to the project in the plurality of repositories in view of the one or more attributes of the first change and performing an action in view of identifying the second change to the project.

Provided is a specification document creation system including a first computer and a second computer, wherein the first computer is configured to generate, based on configuration information, display data for displaying a first display item, which is determined by the configuration information, of a BIOS on a display device, the configuration information indicating a hardware configuration of the first computer, and analyze the display data to generate first information including the first display item included in the display data, and the second computer is configured to analyze a source code of the BIOS to generate second information including a second display item, which is determined independently of the hardware configuration of the first computer, of the BIOS, and create a specification document for the BIOS in which the first display item included in the first information and the second display item included in the second information are described.

Integrating super-app extension discovery and configuration within source code management platform comments. Based on a triggering event associated with a context within a code repository, a super-app identifies a set of extensions available for execution against the context, and triggers execution of at least a subset of the set of extensions against the context. The super-app generates a super-app output that includes an output of having triggered the subset of extensions against the context, a listing of one or more of the set of extensions as being a library of available extensions to the super-app, and an indication of a comment-based syntax for configuring an extension to the super-app. The super-app posts that output as a comment on a comment feed. Based on user input received via a comment using the comment-based syntax, the super-app generates a modified super-app configuration associated with the code repository.

Integrating super-app extension discovery and configuration within source code management platform comments. Based on a triggering event associated with a context within a code repository, a super-app identifies a set of extensions available for execution against the context, and triggers execution of at least a subset of the set of extensions against the context. The super-app generates a super-app output that includes an output of having triggered the subset of extensions against the context, a listing of one or more of the set of extensions as being a library of available extensions to the super-app, and an indication of a comment-based syntax for configuring an extension to the super-app. The super-app posts that output as a comment on a comment feed. Based on user input received via a comment using the comment-based syntax, the super-app generates a modified super-app configuration associated with the code repository.