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[Feature] Select GPU for Image generation / TTS #1949

@MerijnHendriks

Description

@MerijnHendriks

Describe the Issue

I have a system with multiple GPUs.
Two blackwell-based NVIDIA GPU's run a text model with no capacity to spare, and a third RDNA2-based AMD iGPU is free to use.
But I can't assign the image generation and TTS specifically to the AMD iGPU, resulting in crashes for lack of VRAM available on the NVIDIA GPUs.

Request

I want to be able to select on which GPU everything image-related (model, VAE, Clip, T5) and TTS-related will run.

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