1. A method for a multi-processor computing device to schedule multi-versioned tasks on a plurality of processing units, comprising: enqueuing, via a processor of the plurality of processing units, a specialized version of a multi-versioned task in a task queue for each of the plurality of processing units, wherein each specialized version is configured to be executed by a different processing unit of the plurality of processing units; providing, via the processor, ownership over the multi-versioned task to a first processing unit of the plurality of processing units, wherein the first processing unit is available to immediately execute a first specialized version of the multi-versioned task before other processing units of the plurality of processing units are available to execute other specialized versions of the multi-versioned task; and discarding, via the processor, the other specialized versions of the multi-versioned task in response to providing the ownership over the multi-versioned task to the first processing unit.