Michael Anthony O'Connell

Daniel Jay Rope

Paolo Angioletti

Sivakumar Ramalingam

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.

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Michael Anthony O'Connell