Abstract: An exemplary compounding method of controlling a compounding device to prepare an admixture of at least two distinct material sources can include examining material source solutions for incompatibility of the ingredients and operating a first and a second pump to prevent one of the incompatible source solutions from entering a common flow path. The processing method can detect degradation of a fluid line by evaluating one or more of calibration error rate data, cumulative volumetric flow data, or cumulative pump operation data. The processing method can also selectively transfer a first group of source solutions using the first pump, receiving pump data from one or more sensors that sense actions of the pumps, applying fluid correction factors and calculating discrete pump movements, the pump movements being indicative of an amount of source solution displacement by a pump, and operating the pumps to selectively dispense the source solution amounts according to a preparation order.

Abstract: Various embodiments of the present invention provide methods, apparatuses, systems, computing devices, computing entities, and/or the like for executing efficient and reliable techniques for testing application programming interfaces (APIs) by utilizing at least one of API endpoint modeling data entities and workflow design user interfaces that are generated based at least in part on API endpoint modeling data entities.

Abstract: Various embodiments of the present invention provide methods, apparatuses, systems, computing devices, computing entities, and/or the like for executing efficient and reliable techniques for testing application programming interfaces (APIs) by utilizing at least one of API endpoint modeling data entities and workflow design user interfaces that are generated based at least in part on API endpoint modeling data entities.

Abstract: Various embodiments of the present invention provide methods, apparatuses, systems, computing devices, computing entities, and/or the like for automatically testing workflow data entities based at least in part on user action graphs that are generated based at least in part on user action data for a plurality of user profiles. In doing so, various embodiments of the present invention address technical challenges related to software testing and make substantial technical improvements to improving the computational efficiency, traceability, and operational reliability of both test automation platforms and manual software testing platforms.

Abstract: Various embodiments of the present invention provide methods, apparatus, systems, computing devices, computing entities, and/or the like for performing functionally targeted unit testing by executing a set of functionally targeted testing operations with respect to a subset of one or more methods within the target software code unit that are associated with a functionally targeted method category, where the method category for a method is generated by utilizing a method category determination machine learning model and based at least in part on a set of method features for the method.

Abstract: Various embodiments of the present invention provide methods, apparatuses, systems, computing devices, computing entities, and/or the like for executing efficient and reliable techniques for software test execution planning by utilizing at least one of static execution plan data entities, dynamic execution plan data entities, worksheet execution run data entities, automated execution run data entities, and manual execution run data entities.

Abstract: Various embodiments of the present invention provide methods, apparatuses, systems, computing devices, computing entities, and/or the like for executing efficient and reliable techniques for multi-tenant software testing an using available agent allocation scheme that comprises one or more agent-tenant allocation recommendations, where each agent-tenant allocation recommendation associates an automated testing execution agent in an available agent subset with a test automation tenant in a throttled tenant subset.

Abstract: Various embodiments of the present invention provide methods, apparatuses, systems, computing devices, computing entities, and/or the like for executing efficient and reliable techniques for software test execution planning by utilizing at least one of static execution plan data entities, dynamic execution plan data entities, worksheet execution run data entities, automated execution run data entities, and manual execution run data entities.

Abstract: Various embodiments of the present invention provide methods, apparatuses, systems, computing devices, computing entities, and/or the like for executing efficient and techniques for generating automated testing workflow data entities based at least in part on session data entities, integrating nestable automated testing workflow data entities based at least in part on session data entities into integrative automated testing workflow data entities based at least in part on session data entities, and generating execution longs for automated testing workflow data entities based at least in part on session data entities.

Abstract: Various embodiments of the present invention address technical challenges related to software testing and make substantial technical improvements to improving the computational efficiency and operational reliability of test automation platforms, as well as to the operational reliability of software applications that are tested using the software application platforms. Various embodiments of the present invention provide methods, apparatuses, systems, computing devices, computing entities, and/or the like for performing efficient and techniques for visual software test management using captured test case data entities, annotation-based test case data entities, and dynamic test case data entity cloning.

Abstract: Various embodiments of the present invention address technical challenges related to software testing and make substantial technical improvements to improving the computational efficiency and operational reliability of test automation platforms, as well as to the operational reliability of software applications that are tested using the software application platforms. Various embodiments of the present invention provide methods, apparatuses, systems, computing devices, computing entities, and/or the like for performing efficient and techniques for visual software test management using captured test case data entities, annotation-based test case data entities, and dynamic test case data entity cloning.

Abstract: Various embodiments of the present invention provide methods, apparatuses, systems, computing devices, computing entities, and/or the like for executing efficient and reliable techniques for software test execution planning by utilizing at least one of static execution plan data entities, dynamic execution plan data entities, worksheet execution run data entities, automated execution run data entities, and manual execution run data entities.

Abstract: Various embodiments of the present invention provide methods, apparatuses, systems, computing devices, computing entities, and/or the like for executing efficient and techniques for generating automated testing workflow data entities based at least in part on session data entities, integrating nestable automated testing workflow data entities based at least in part on session data entities into integrative automated testing workflow data entities based at least in part on session data entities, and generating execution longs for automated testing workflow data entities based at least in part on session data entities.

Abstract: Various embodiments of the present invention address technical challenges related to software testing and make substantial technical improvements to improving the computational efficiency and operational reliability of test automation platforms, as well as to the operational reliability of software applications that are tested using the software application platforms. Various embodiments of the present invention provide methods, apparatuses, systems, computing devices, computing entities, and/or the like for performing efficient and techniques for visual software test management using captured test case data entities, annotation-based test case data entities, and dynamic test case data entity cloning.

Abstract: Various embodiments of the present invention provide methods, apparatuses, systems, computing devices, computing entities, and/or the like for executing efficient and techniques for generating automated testing workflow data entities based at least in part on session data entities, integrating nestable automated testing workflow data entities based at least in part on session data entities into integrative automated testing workflow data entities based at least in part on session data entities, and generating execution longs for automated testing workflow data entities based at least in part on session data entities.

Abstract: Various embodiments of the present invention provide methods, apparatuses, systems, computing devices, computing entities, and/or the like for similarity determination across software testing configuration data entities by using software testing configuration data entity similarity determination machine learning frameworks. In some embodiments, a method includes determining a first software testing configuration tokenized representation for the first software testing configuration data entity; identifying a second software testing configuration tokenized representation for the second software testing configuration data entity; determining the predicted similarity score based at least in part on the first software testing configuration tokenized representation and the second software testing configuration tokenized representation; and performing one or more prediction-based actions based at least in part on the predicted similarity score.