openpilot is an open source driver assistance system. openpilot performs the functions of Automated Lane Centering and Adaptive Cruise Control for over 200 supported car makes and models.
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import os
from openpilot.system.hardware import TICI
from openpilot.selfdrive.modeld.runners.runmodel_pyx import RunModel, Runtime
assert Runtime
USE_THNEED = int(os.getenv('USE_THNEED', str(int(TICI))))
USE_SNPE = int(os.getenv('USE_SNPE', str(int(TICI))))
class ModelRunner(RunModel):
THNEED = 'THNEED'
SNPE = 'SNPE'
ONNX = 'ONNX'
def __new__(cls, paths, *args, **kwargs):
if ModelRunner.THNEED in paths and USE_THNEED:
from openpilot.selfdrive.modeld.runners.thneedmodel_pyx import ThneedModel as Runner
runner_type = ModelRunner.THNEED
elif ModelRunner.SNPE in paths and USE_SNPE:
from openpilot.selfdrive.modeld.runners.snpemodel_pyx import SNPEModel as Runner
runner_type = ModelRunner.SNPE
elif ModelRunner.ONNX in paths:
from openpilot.selfdrive.modeld.runners.onnxmodel import ONNXModel as Runner
runner_type = ModelRunner.ONNX
else:
raise Exception("Couldn't select a model runner, make sure to pass at least one valid model path")
return Runner(str(paths[runner_type]), *args, **kwargs)