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PolicyUtils.Rollout(Policy, State, SampleModel) will hang when policy does not reach goal state
I'm experimenting with policyIteration params to see the differences between policyIteration and valueIteration. While tuning the params in my model, I'm noticing that sometimes policyIteration will end before a policy that leads to the terminal state is found. On line 121 of PolicyUtils, there is a do/while loop condition that states !env.isInTerminalState(). If my policy doesn't lead to the terminal state, this while loop will hang.
I feel like there should be a better way to follow the policy instead of checking to see if it reaches the terminal state.