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How to optimize FLUX.1 Krea for low graphics memory GPU devices?

2025-08-19 481
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Optimized solution for low graphics memory device operation

For the problem of insufficient video memory, it is recommended to usephased approach strategy::

  1. Be sure to enable CPU uninstallation when installing: add to codepipe.enable_model_cpu_offload()
  2. Using half-precision mode: Settingtorch_dtype=torch.bfloat16Reduces 40% video memory footprint
  3. Reduce the output resolution: temporarily use 512×512 to test the effect
  4. Chunked Rendering with Comfy UI: Segmenting Images with Nodal Workflows

Even with an RTX 2060 (6GB) graphics card, image generation can still be accomplished by the above method, with a single generation time of about 3-5 minutes.

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