Running disparity calculations locally at 30fps under 15W power constraints requires careful kernel optimization and fixed-point quantization.
edge/pipeline_runner.pypython
# Example synthetic pipeline benchmark
import time
def process_frame(stereo_pair):
depth_map = disparity_engine.compute(stereo_pair.left, stereo_pair.right)
signals = behavioral_extractor.extract(depth_map)
return signals