SCALE COMPUTING IN DETERMINISTIC CLOUD ENVIRONMENTS

Embodiments are directed to a deterministic streaming system with a scheduler, a compiler, and a plurality of deterministic streaming processors. The scheduler evaluates a latency for each task of a plurality of tasks to be run at the deterministic streaming system, and adjusts at least one of an accuracy metric and a quality metric for an output of each task based on the evaluated latency until the plurality of tasks can be completed before expiration of contractual deadlines. At least a subset of the plurality of deterministic streaming processors ruins the plurality of tasks each having the output with the adjusted accuracy metric and/or the adjusted quality metric. The compiler performs partial compilation of at least one model into an intermediate representation before requiring more information from the scheduler on how to finish the compilation. The scheduler generates the information for the compiler during a static capacity planning process.