Abstract: Computer-implemented methods and corresponding systems for packaging source code associated with a pipeline into an executable are provided. The methods include parsing a text string that is a textual representation of a pipeline, automatically augmenting one or more operators to the pipeline, generating source code for the pipeline, and packaging the source code into an executable for an external system. The pipeline includes a plurality of operators authored by a user using multiple programming languages to specify a plurality of operations. The one or more operators as automatically augmented include a first operator for persisting output data or metadata associated with a state of a trained model and/or a second operator for generating a monitoring metric for the trained model. The executable may be an executable file, an application, artifact, or a program that is language agnostic and can be executed in an external system using any programming language.

Abstract: A data visualization tool (“tool”) configured to generate a visualization for tree data. The tool can calculate a number of hierarchical levels of the tree data. The tool can further subdivide a presentation area for the data visualization into a number of concentric parts. The concentric parts are equivalent to the number of hierarchical levels. Each of the concentric parts corresponds to one of the hierarchical levels. Further, the tool can graphically generate the data visualization for presentation via an electronic display. A first of the concentric parts that corresponds to a highest of the hierarchal levels is an outermost one of the concentric parts in the presentation area. Each successive concentric part inward corresponds to a next lower hierarchical level.

Abstract: A data visualization tool (“tool”) configured to generate a visualization for tree data. The tool can calculate a number of hierarchical levels of the tree data. The tool can further subdivide a presentation area for the data visualization into a number of concentric parts. The concentric parts are equivalent to the number of hierarchical levels. Each of the concentric parts corresponds to one of the hierarchical levels. Further, the tool can graphically generate the data visualization for presentation via an electronic display. A first of the concentric parts that corresponds to a highest of the hierarchal levels is an outermost one of the concentric parts in the presentation area. Each successive concentric part inward corresponds to a next lower hierarchical level.