---
base_model:
- FireRedTeam/FireRed-Image-Edit-1.0
language:
- en
- zh
library_name: diffusers
license: apache-2.0
pipeline_tag: image-to-image
tags:
- FireRed-Image-Edit-1.0
- distillation
- LoRA
---

# FireRed-Image-Edit-1.0-Lightning

This repository contains the distilled "Lightning" LoRA weights for [FireRed-Image-Edit-1.0](https://huggingface.co/FireRedTeam/FireRed-Image-Edit-1.0), enabling fast, high-quality instruction-based image editing in just 8 steps. 

For more technical details, please refer to the [FireRed-Image-Edit-1.0 Technical Report](https://huggingface.co/papers/2602.13344).

- **Project Page:** [FireRed-Image-Edit-1.0 Space](https://huggingface.co/spaces/FireRedTeam/FireRed-Image-Edit-1.0)
- **Repository:** [FireRedTeam/FireRed-Image-Edit](https://github.com/FireRedTeam/FireRed-Image-Edit)
- **Paper:** [FireRed-Image-Edit-1.0 Technical Report](https://huggingface.co/papers/2602.13344)

## Use with diffusers 🧨

To use this distilled LoRA, make sure to install `diffusers` from `main`:

```bash
pip install git+https://github.com/huggingface/diffusers.git
```

```python
from diffusers import QwenImageEditPlusPipeline
import torch 
from PIL import Image

pipe = QwenImageEditPlusPipeline.from_pretrained(
    "FireRedTeam/FireRed-Image-Edit-1.0", torch_dtype=torch.bfloat16,
).to("cuda")

# Load the distilled Lightning LoRA weights
pipe.load_lora_weights(
    "FireRedTeam/FireRed-Image-Edit-1.0-Lightning", 
    weight_name="FireRed-Image-Edit-1.0-Lightning-8steps-v1.0.safetensors"
)

prompt = "在书本封面Python的下方，添加一行英文文字2nd Edition"
input_image_path = "./examples/edit_example.png"
input_image_raw = Image.open(input_image_path).convert('RGB')

image = pipe(
    image = [input_image_raw],
    prompt = prompt,
    height = None,
    width = None,
    num_inference_steps = 8,
    generator=torch.manual_seed(0),
    true_cfg_scale=1.0,  # Do not use standard CFG for Lightning LoRA
).images[0]

image.save("firered_image_edit_fewsteps.png")
```

## Citation

If you find this work useful, please consider citing:

```bibtex
@article{firered2026rededit,
      title={FireRed-Image-Edit-1.0 Technical Report}, 
      author={Super Intelligence Team},
      year={2026},
      archivePrefix={arXiv},
      primaryClass={cs.CV},
      url={https://arxiv.org/abs/2602.13344}, 
}
```