"""Fixed-cycle baseline controller — verbatim port of BanTRel.py Cell 9.""" class FixedCyclePolicy: """ Deterministic fixed-cycle traffic signal controller. cycle_steps=3, step_length=10s -> 30s per phase, 60s full cycle. """ def __init__(self, cycle_steps: int = 3) -> None: self.cycle_steps = cycle_steps self.step_counter = 0 def choose_action(self, state) -> int: phase = (self.step_counter // self.cycle_steps) % 2 self.step_counter += 1 return int(phase) def reset(self) -> None: self.step_counter = 0