Common causes
- ROCm runtime not installed correctly.
- GPU architecture not supported by installed ROCm build.
AMD GPU is present but backend falls back to CPU.
ROCm backend unavailable
hipErrorNoBinaryForGpu
No compatible AMD runtime found rocminfo && hipconfig --full sudo apt install rocm-6.1.2