Technologies for managing accelerator resources include a cloud resource manager (102) to receive accelerator usage information from each of a plurality of node compute devices (104) and task parameters of a task to be performed. The cloud resource manager (102) accesses a task distribution policy, determines a destination node compute device (104) of the plurality of node compute devices (104) based on the task parameters and the task distribution policy, and assigns the task to the destination node compute device (104).
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