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Add free 100% gpu

Hugging Face Forums [Unofficial] June 11, 2026
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Hello, I understand what you mean now.

I also took a look at your script. You are trying to run FLUX.2-klein-4B, which is a fairly heavy image generation model. Even on GPUs with low VRAM, for example 4 GB or less, a model like this can be difficult to run smoothly on weak GPUs.

So even if Hugging Face offered a weak free GPU, this kind of model would probably still need CPU/GPU offloading, lower precision, tiling, or other memory-saving optimizations. These tricks can help the model fit into memory, but they often make generation much slower. In some cases, the experience may not feel much better than CPU-only generation.

So yes, your request makes sense. Having a free GPU option for Spaces would be very useful. But for a model this large, a very small GPU may still not be enough to give a smooth or fast user experience.

I have not tested image generation models too deeply myself, but from what I have used, Stable Diffusion 1.5 was quite good for simpler prompts, like cars, objects, landscapes, or basic painting-style images. However, it often struggles with more complex scenes, especially multiple people, human anatomy, hands, readable text, logos, and signs.

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