A distributed computing system includes a device that creates a job to be performed by one or more workers, where the job includes a group of tasks. The device further encodes the job into a group of portable format files, where each portable format file includes one or more tasks of the group of tasks. Each portable format file may be handled by each scheduler of a group of different schedulers. The device also transfers the group of portable format files via a network of the distributed computing system and sends information related to the job to one scheduler of the group of different schedulers. The information allows the one scheduler to cause the group of portable format files to be distributed to the one or more workers.