| CPC G06F 9/48 (2013.01) [G06F 8/60 (2013.01); G06F 9/5005 (2013.01); G06F 11/3495 (2013.01); G06N 20/00 (2019.01); G06F 11/3688 (2013.01); G06F 2209/5021 (2013.01)] | 23 Claims |

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1. A computer-implemented method comprising:
obtaining an instruction to build a first software pipeline for a first user associated with a first tenant;
dividing the first software pipeline into a plurality of tasks, wherein the plurality of tasks includes a plurality of request tasks;
retrieving policy information for the first tenant;
determining a set of resources for performing each task in the plurality of tasks based on a service level offering defined in the policy information for the first tenant;
associating each of the plurality of tasks with a corresponding tag, wherein each of the plurality of request tasks is associated with a corresponding Type-Length-Value (TLV) tag having a plurality of bits representing Enhanced Transmission Selection (ETS) parameters or Priority Flow Control (PFC) parameters;
placing the plurality of request tasks into one or more delivery queues;
shuffling the one or more delivery queues based on a priority level associated with each of the plurality of request tasks and a policy associated with the first user;
allocating the set of resources for performing each task based on the policy associated with the first user;
running the first software pipeline using the set of resources allocated for performing each task in the plurality of tasks;
automatically tracking a performance of each task in the plurality of tasks with the corresponding tag; and
analyzing previous execution history and the corresponding tag for each task in the plurality of tasks to determine whether to assign a different tag to each task.
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