Scheduling operations

One or more computer-readable media configured to store instructions that when executed by a system cause or direct the system to perform actions, the actions comprising:

• obtain a plurality of task graphs;
• obtain, for each of the task graphs, a plurality of operations configured to be performed in a serial fashion to implement a function, each operation performed with respect to a parameter and an input;
• obtain an indication of a plurality of resources in the system configured to perform the operations with respect to the parameters and the inputs and a duration for each of the plurality of resources to perform each of the plurality of operations individually;
• select a subset of the plurality of task graphs that includes a first number of the plurality of task graphs;
• model, as a binary optimization, a scheduling of the resources to perform the plurality of operations for all of the subset of the plurality of task graphs that reduces a total duration to perform the plurality of operations for all of the subset of the plurality of task graphs based on the duration for each of the plurality of resources to perform each of the plurality of operations for each of the subset of the plurality of task graphs individually;
• solve the binary optimization to determine a schedule of the plurality of resources of the system and determine a processing time to perform the plurality of operations for all of the subset of the plurality of task graphs;
• and
• in response to determining that the processing time satisfies a particular schedule timing, perform, by the plurality of resources of the system, the plurality of operations for all of the subset of the plurality of task graphs according to the schedule to implement the functions instead of when the processing time does not satisfy the particular schedule timing selecting a second subset of the plurality of task graphs that includes a second number of the plurality of task graphs and performing the modeling and the solving steps with respect to the second subset of the plurality of task graphs, where the first number of the plurality of task graphs is different than the second number of the plurality of task graphs.