| CPC G06F 11/3433 (2013.01) [G06F 11/3006 (2013.01); G06F 11/3457 (2013.01); G06F 16/217 (2019.01); G06F 16/27 (2019.01)] | 20 Claims |

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1. A system for creating a resource management testing environment, the system comprising:
a processor; and
a memory device that stores program code to be executed by the processor, the program code comprising:
a ring grouping generator configured to:
generate, by a ring grouping model trained based on resource utilization metrics of a production system, a plurality of model-defined ring groups that comprise a plurality of rings, the ring groups corresponding to different classes; and
perform at least one of
analysis on ring resource usage levels per class, or
roll out new features to a particular ring group class of the classes.
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