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paddlepaddle-gpu needs libcuda.so.1 at import time, but the real NVIDIA driver is only injected at runtime by the container toolkit. Install cuda-compat-12-6 which provides forward-compat stubs that satisfy the dlopen without a real GPU. Also force CPU mode via env vars in the download script.