Predictive queue map for parallel computing resource management

A method, comprising:

• maintaining, by a resource negotiator module of a computing system, a queue map that specifies amounts of execution resources of one or more server systems assigned, at different times, to ones of a plurality of queues managed by the resource negotiator module;
• modifying, by the computing system, the queue map based on managing the plurality of queues during a prior time interval, including based on wait times for ones of the queues and resource utilization during the prior time interval;
• receiving, by the computing system, information indicating one or more applications to be added to one or more of the plurality of queues;
• predicting, by the computing system, modifications to the queue map based on proposed execution of the one or more applications during a second time interval;
• generating, by the computing system, information specifying the predicted modifications to the queue map;
• receiving, by the computing system, approval of the predicted modifications;
• and
• modifying, by the computing system, the queue map according to the predicted modifications in response to the approval.

A non-transitory, computer-readable medium having instructions stored thereon that are executable by a computer system to perform operations comprising:

• maintaining, by a resource negotiator module of a computing system, a queue map that specifies amounts of execution resources of one or more server systems assigned, at different times, to ones of a plurality of queues managed by the resource negotiator module;
• modifying the queue map based on managing the plurality of queues during a prior time interval, including based on wait times for ones of the queues and resource utilization during the prior time interval;
• receiving information indicating one or more applications to be added to one or more of the plurality of queues;
• predicting modifications to the queue map by the computer system based on proposed execution of the one or more applications during a second time interval;
• generating information specifying the predicted modifications to the queue map;
• receiving approval of the predicted modifications;
• and
• modifying the queue map according to the predicted modifications in response to the approval.