A system is described that performs static reconciliation for rendering a graphical user interface (GUI) of an application. The system compiles source code associated with the GUI of an application into rendering instructions for rendering a view hierarchy of the GUI. The view hierarchy defines graphical components of the GUI, and the rendering instructions include initial rendering instructions for rendering the graphical components during an initial rendering of the GUI, and update rendering instructions for rendering a subset of the graphical components during subsequent renderings of the GUI. The system may automatically assign a respective key to one or more of the subset of graphical components, where the update rendering instructions for rendering each of the one or more of the subset of graphical components are uniquely identifiable according to the respective key. The system executes the rendering instructions to update the graphical components identified by the respective key.

Techniques and solutions are described for configuring a computer-implemented process defined by a data model. The data model includes a plurality of data objects, each data object having an object type. Displays are rendered that request selection of first and second values for respective first and second data objects of first and second object types. The first and second values are assigned to the respective first and second data objects. The computer-implemented process defined by the data model is executed, using the first and second values, to provide execution results.

An application development environment generates applications from declarative specification for the application. The declarative specification describes one or more object types and references to objects of each object type. The application development environment generates instructions (or code) from the declarative specification to generate an initial version of the application. The application development environment iteratively builds the application based on user interactions that modify the declarative specification. The application development environment modifies the instructions for the application to match the modified declarative specification. The final version of the application may be deployed on a production system.

Provided herein are methods, systems, and computer-program products for providing a library of base classes to be used by applications to facilitate real-time analytics. In some examples, the library may be a C++ Library that provides a set of primitive operators (e.g., spout base class, tube base class, and sink base class) for user derivation. In some examples, the spout base class may relate to receiving data from a data source, the tube base class may relate to performing one or more operations on the received data, and the sink base class may relate to sending the processed data to a data target. The spout, tube, sink together provide a real-time streaming framework interface that may be extended by the user.

Provided is a process including: writing modelling-object classes using object-oriented modelling of the modelling methods, the modelling-object classes being members of a set of class libraries; writing quality-management classes using object-oriented modelling of quality management, the quality-management classes being members of the set of class libraries; scanning modelling-object classes in the set of class libraries to determine modelling-object class definition information; scanning quality-management classes in the set of class libraries to determine quality-management class definition information; using the modelling-object class definition information and the quality-management class definition information to produce object manipulation functions that allow a quality management system to access methods and attributes of modelling-object classes to manipulate objects of the modelling-object classes; and using the modelling-object class definition information and the quality-management class definition information to produce access to the object manipulation functions.

Provided method and system allow dynamic rendering of a reflexive questionnaire based on a modifiable spreadsheet for users with little to no programming experience and knowledge. The method comprises 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.

A computer system is configured to analyze a codebase containing source code and specification of intended behavior of at least a portion of the source code. The analysis of the codebase identifies a callsite of a method within the codebase, obtains a set of bounds associated with one or more parameters being passed to the method at the callsite, and identifies a set of specification associated with the method. The set of specification includes at least a precondition specifying an intended behavior of the method. The method is then analyzed based on the set of specifications and the set of bounds to determine whether the method deviates from the intended behavior specified by the precondition. The computer system then visualizes a result based on analyzing the method.

Provided is a process including: writing, with a computing system, a first plurality of classes using object-oriented modelling of modelling methods; writing, with the computing system, a second plurality of classes using object-oriented modelling of governance; scanning, with the computing system, a set of libraries collectively containing both modelling object classes among the first plurality of classes and governance classes among the second plurality of classes to determine class definition information; using, with the computing system, at least some of the class definition information to produce object manipulation functions, wherein the object manipulation functions allow a governance system to access methods and attributes of classes among first plurality of classes or the second plurality of classes to manipulate objects of at least some of the modelling object classes; and using at least some of the class definition information to effectuate access to the object manipulation functions.

In some implementations, a device may receive extensibility data related to one or more custom code objects installed in a current environment. The device may classify the one or more custom code objects in one or more respective categories and determine one or more respective complexities associated with the one or more custom code objects based on the extensibility data. The device may generate an extensibility recommendation for deploying the one or more custom code objects to a target environment based on the one or more respective categories and the one or more respective complexities associated with the one or more custom code objects. The extensibility recommendation may be generated based on the one or more custom code objects satisfying extensibility conditions associated with the target environment. The device may provide an output relating to the extensibility recommendation.

A virtual object system can orchestrate virtual objects defined as a collection of components and with inheritance in an object hierarchy. Virtual object components can include a container, data, a template, and a controller. A container can define the volume the virtual object is authorized to write into. A virtual object's data can specify features such as visual elements, parameters, links to external data, meta-data, etc. The template can define view states of the virtual object and contextual breakpoints for transitioning between them. Each view state can control when and how the virtual object presents data elements. The controller can define logic for the virtual object to respond to input, context, etc. The definition of each object can specify which other object in an object hierarchy that object extends, where extending an object includes inheriting that object's components, which can be modified or overwritten as part of the extension.