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| import torch | |
| from diffusers import FluxKontextPipeline | |
| from diffusers.utils import load_image | |
| from nunchaku import NunchakuFluxTransformer2dModel | |
| from nunchaku.utils import get_precision | |
| transformer = NunchakuFluxTransformer2dModel.from_pretrained( | |
| f"nunchaku-tech/nunchaku-flux.1-kontext-dev/svdq-{get_precision()}_r32-flux.1-kontext-dev.safetensors" | |
| ) | |
| pipeline = FluxKontextPipeline.from_pretrained( | |
| "black-forest-labs/FLUX.1-Kontext-dev", transformer=transformer, torch_dtype=torch.bfloat16 | |
| ).to("cuda") | |
| image = load_image( | |
| "https://huggingface.co/datasets/nunchaku-tech/test-data/resolve/main/ComfyUI-nunchaku/inputs/monalisa.jpg" | |
| ).convert("RGB") | |
| ### LoRA Related Code ### | |
| transformer.update_lora_params( | |
| "nunchaku-tech/nunchaku-test-models/relight-kontext-lora-single-caption_comfy.safetensors" | |
| # "linoyts/relight-kontext-lora-single-caption/relight-kontext-lora-single-caption.safetensors" | |
| ) # Path to your LoRA safetensors, can also be a remote HuggingFace path | |
| transformer.set_lora_strength(1) # Your LoRA strength here | |
| ### End of LoRA Related Code ### | |
| prompt = "neon light, city" | |
| image = pipeline(image=image, prompt=prompt, generator=torch.Generator().manual_seed(23), guidance_scale=2.5).images[0] | |
| image.save("flux-kontext-dev.png") | |