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Autoware.Auto does not depend on CUDA. We will be adding machine-learning components but the back-ends which will be supported first are Vulkan and OpenCL due to them being more open and hardware-agnostic than CUDA. Please see https://gitlab.com/autowarefoundation/autoware.auto/AutowareAuto/-/issues/721 for tracking progress.

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