An industrial integrated development environment (IDE) provides a development framework for designing, programming, and configuring multiple aspects of an industrial automation system using a common design environment and data model. Projects creating using embodiments of the IDE system can be built on an object-based model rather than, or in addition to, a tag-based architecture. To this end, the IDE system can support the use of automation objects that serve as building blocks for this object-based development structure. Project data models defining collections of automation objects and their functional relationships can be stored in a model library for selective inclusion in system projects.

Systems and methods of computer program code or business process design pattern recognition are provided. In embodiments, a method includes identifying, by the computing device, predefined elements and relationships between the elements in a digital industry product based on stored rules; generating, by the computing device, a diagram based on stored image rules, the diagram including graphical notations and text-based information representing the elements and the relationships between the elements; removing, by the computing device, the text-based information from the diagram to produce a modified diagram; and determining, by the computing device, that the modified diagram includes at least one predetermined pattern from a plurality of stored patterns using image object detection.

A system comprises at least one hardware processor and a memory storing instructions. When executed, the instructions cause the at least one hardware processor to perform operations comprising receiving, in a compiling process, a request to create a Java user-defined table function (Java UDTF), the Java UDTF including code related to receiving one or more input tables and transforming the one or more input tables to an output table; verifying a construct of the Java UDTF in the request is correct; and compiling to generate execution code that includes the Java UDTF when the construct of the Java UDTF is correct.

Techniques and solutions are described for automatically refactoring code. In particular, disclosed technologies provide for automatically refactoring code that includes function calls, which can be to particular types of functions, such as external functions or functions that are not member functions of a class. For code to be refactored, an interface and a class are created. The class implements the interface. Method declarations corresponding to the function calls being refactored are added to the interface and the class. Code is added instantiating an object of the class. Implementations for the methods in the class can call the functions called by the source code being refactored, or can include code implementing the functionality of the called functions. Refactored code has function calls replaced with calls to corresponding methods of the interface.

An interactive graphic design system design interface is described to enable design users to create a variant component that links multiple design elements as variants, where each variant represents a state or version of a run-time object, feature or user-interface.

A system and method for a visual design system includes a memory, a processor, a page analyzer to extract business information of at least one data structure of at least one page of a visual application having an existing layout, to perform a semantic analysis of the extracted business information and to use the extracted business information to produce a business information layout and an associated business information signature; a database to store at least one layout and at least one associated layout signature where the layout signature represents a business information composition of the at least one layout, a signature comparer to perform a comparison of the associated business information signature of the at least one data structure with the associated layout signature of the at least one layout stored in said layout database and where the processor and the memory embody the page analyzer and the signature comparer.

A context of one or more interactions is determined. Base objects are transformed into interpreted objects by interpreting the base objects based on evaluation of the context, and by resolving references of the base objects relative to domain model types and concepts, each of the base objects modeled using a same declarative modeling language, the same declarative modeling language enabling transitions between the interpreted objects, at least one of the interpreted objects including at least one post-condition providing hooks for transition policies which allow the at least one of the interpreted objects to be logically chained in a non-linear process. Transitioning between at least two of the interpreted objects by chaining the at least two interpreted objects based on a particular post-condition of a particular interpreted object to create at least a portion of a particular non-linear process. At least a portion of the particular non-linear process is executed.

In some aspects, a computing system can determine a set of attributes based on analyzing input data using attribute templates written in a production-ready programming language. The computing system can generate attribute definitions for the set of attributes using the attribute templates and deploy the attribute definitions for the set of attributes to a production environment of a software program. The software program is written in a programming language compatible with the production-ready programming language. The computing system can monitor the performance of the set of attributes in the production environment of the software program and cause the attribute definitions of the plurality of attributes to be modified based on the monitoring.

System and method develop a control program for operating an automation system in a manufacturing process. A design software application includes an object generator module and an editor module. Object generator module generates a plurality of virtual objects having embedded information related to an automation process, the virtual objects representing automation components to be controlled by the control program and work product parts to be manipulated for the manufacturing process. Editor module arranges, using a graphical user interface, the plurality of virtual objects in a virtual workspace, the virtual workspace representing a configuration of the automation system. The control program is developed by the arrangement of virtual objects in the virtual workspace.

Provided methods and systems allow dynamic rendering of a reflexive questionnaire based on a modifiable spreadsheet for users with little to no programming experience and knowledge. Some methods comprise receiving a modifiable spreadsheet with multiple rows, each row comprising rendering instructions for a reflexive questionnaire from a first computer, such as a data type cell, statement cell, logic cell, and a field identifier; rendering a graphical user interface, on a second computer, comprising a label and an input element corresponding to the rendering instructions of a first row of the spreadsheet; receiving an input from the second computer; evaluating the input against the logic cell of the spreadsheet; in response to the input complying with the logic cell of the spreadsheet, dynamically rendering a second label and a second input element to be displayed on the graphical user interface based on the logic of the first row.