Just bought a Nvidia 4080 as the ROCm bullshit on AMD is really driving me crazy. Every machine learning software I try has issues when using ONNX or other openCL capabilities, and also VRAm is always an issue even with my old and fast Sapphire Radeon RX 5700 XT 8GB.
Sorry AMD, I did like your power efficiency, but your software skills are just horrible.