Showing posts with label critical path. Show all posts
Showing posts with label critical path. Show all posts

Wednesday, November 21, 2012

Simulating Stochastic Models

Recently I’ve been tasked with working on an infrastructure system which comprises several computationally intensive tasks that can be scheduled on a series of host machines. Some tasks have dependencies on other tasks, and cannot be scheduled before its dependencies have finished. In a simplified setup we assume that any task can run on any machine, provided that machine is not busy with running another task.

The following picture illustrates the system


Host A runs task 1 and 3, while host B runs task 2 and 4. Task 4 has a dependency on task 1 and task 3 has one on task 2. When all tasks are completed the job is considered completed. It is evident from the picture that a task (task 3) may be delayed in its scheduling even though its dependencies are satisfied due to resource constraints.