> For clean Markdown of any page, append .md to the page URL.
> For a complete documentation index, see https://docs.nvidia.com/nemo/automodel/llms.txt.
> For AI client integration (Claude Code, Cursor, etc.), connect to the MCP server at https://docs.nvidia.com/nemo/automodel/_mcp/server.

# Qwen-Image-Edit-2511

> Use NeMo AutoModel to fine-tune Qwen-Image-Edit-2511 for Diffusion workflows with checked-in image to image recipes and documented distributed settings.

[Qwen-Image-Edit-2511](https://huggingface.co/Qwen/Qwen-Image-Edit-2511) has a checked-in NeMo AutoModel recipe for image to image.

## Fine-Tune Qwen-Image-Edit-2511

Follow the [installation instructions](/get-started/installation), then review the checked-in recipe and
its declared topology below before choosing a local or cluster launcher.

```bash
uv run torchrun --nproc-per-node=8 \
  examples/diffusion/finetune/finetune.py \
  -c examples/diffusion/finetune/qwen_image_edit_2511_flow.yaml
```

## Choose a Workflow

| Goal                                         | Start Here                                                                                                                                        |
| -------------------------------------------- | ------------------------------------------------------------------------------------------------------------------------------------------------- |
| Run the primary recipe for this model        | Use the [recipe configuration](https://github.com/NVIDIA-NeMo/Automodel/blob/main/examples/diffusion/finetune/qwen_image_edit_2511_flow.yaml).    |
| Try another checked-in recipe for this model | Use the [alternate recipe](https://github.com/NVIDIA-NeMo/Automodel/blob/main/examples/diffusion/generate/configs/generate_qwen_image_edit.yaml). |

### Configuration

| Setting  | Configuration                |
| -------- | ---------------------------- |
| Hardware | -                            |
| Strategy | -                            |
| Nodes    | 1                            |
| Features | Checkpointing (enabled=true) |
| Advanced | bfloat16                     |

### More Recipes for This Model

* [`generate_qwen_image_edit.yaml`](https://github.com/NVIDIA-NeMo/Automodel/blob/main/examples/diffusion/generate/configs/generate_qwen_image_edit.yaml)

## Model Reference

### Model Architecture

| Property     | Value          |
| ------------ | -------------- |
| Task         | Image to image |
| Architecture | -              |

### Available Models

* [`Qwen/Qwen-Image-Edit-2511`](https://huggingface.co/Qwen/Qwen-Image-Edit-2511)

## Related Resources

* [Diffusion fine-tuning guide](/recipes-e2e-examples/diffusion-fine-tuning)