1. A method, with an information processing system, for providing high-throughput computing in a hybrid processing system, the method comprising: analyzing a set of high-throughput computing service level agreements (SLAs), the set of high-throughput computing SLAs being associated with a hybrid processing system comprising at least one server system comprising a first computing architecture and a set of accelerator systems each comprising a second computing architecture that is different from the first computing architecture; monitoring, based on the set of high-throughput computing SLAs, a first set of resources at the at least one server system and a second set of resources at the set of accelerator systems; and dynamically scheduling, based on the monitoring, a set of data-parallel workload tasks across at least one resource in the first set of resources and at least one resource in the second set of resources, the dynamically scheduling substantially satisfying the set of high-throughput computing SLAs.