You have tens of thousands of graphics test cases with inter-test dependencies and hardware/driver constraints. Model this as a graph and design algorithms to detect cycles, produce a valid execution order, and minimize total wall-clock time across N heterogeneous GPU executors. Analyze time/space complexity and discuss heuristics for load balancing.