---
license: apache-2.0
language:
- en
base_model:
- Qwen/Qwen-Image-Edit-2511
- Qwen/Qwen-Image-Edit-2509
library_name: diffusers
pipeline_tag: image-to-image
tags:
- qwen-image-edit
- fp8
- vllm
- compressed-tensors
- art
---

# **Qwen-Image-Edit-AIO-FP8**

> Qwen-Image-Edit-AIO-FP8 is an FP8-compressed edition of the Qwen-Image-Edit series developed by the Qwen team at Alibaba, designed to deliver high-precision multimodal diffusion-based image editing with significantly reduced memory consumption and accelerated inference performance. Built upon the advanced capabilities introduced in Qwen-Image-Edit-2509, including native multi-image conditioning that enables seamless fusion of multiple references such as identity, product, and environment within a single coherent generation pipeline, and further enhanced by the large-scale MMDiT-based architecture of Qwen-Image-Edit-2511 with its 20B-parameter backbone for superior identity consistency and minimal drift during iterative refinement, this FP8 release preserves structural control, text-in-image editing accuracy, and ControlNet compatibility while dramatically improving deployment efficiency on modern hardware. Optimized for industrial design workflows, high-fidelity multi-person composition, material replacement, geometric reasoning, and annotation-aware generation, Qwen-Image-Edit-AIO-FP8 maintains professional-grade lighting and viewpoint stability, supports integrated community LoRA adaptations, and enables scalable production-ready image editing pipelines with lower VRAM requirements and minimal quality degradation compared to full-precision checkpoints.

---

## Download FP8 

- `Qwen-Image-Edit-2509 @ FP8` - [Download](https://huggingface.co/prithivMLmods/Qwen-Image-Edit-AIO-FP8/resolve/main/Qwen-Image-Edit-2509-FP8-E5M2.safetensors?download=true)
- `Qwen-Image-Edit-2511 @ FP8` - [Download](https://huggingface.co/prithivMLmods/Qwen-Image-Edit-AIO-FP8/resolve/main/Qwen-Image-Edit-2511-FP8-E4M3FN.safetensors?download=true)

## Quick Start with Diffusers 🧨

### Install the required packages

```py
transformers # - transformers@v4.57.6
torch        # - torch@v2.9.1+cu128
diffusers    # - diffusers@v0.37.0.dev0
accelerate   # - accelerate@v1.12.0
```

## Qwen-Image-Edit-AIO-FP8 [Demo]

```py
import torch
from diffusers import QwenImageEditPipeline  # or your compatible pipeline

model_path = "./Qwen-Image-Edit-AIO-FP8"

pipe = QwenImageEditPipeline.from_pretrained(
    model_path,
    torch_dtype=torch.bfloat16
)

pipe.to("cuda")

# Example usage
# outputs = pipe(image=input_image, prompt="Your edit prompt")
```

> [!IMPORTANT]
This repository follows the same release notes, terms and conditions, and license as the original model page, [Qwen-Image-Edit](https://huggingface.co/Qwen/Qwen-Image-Edit-2509).

> [!IMPORTANT]
This repository also contains experimental LLM compressed (compressed-tensors) editions of the Qwen image edit models. Feel free to ignore those editions if you are struggling with them or unable to mount them.