Update readme.md

Author: JPlin

readme.md

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 This repository provides a Inpainting ControlNet checkpoint for [FLUX.1-dev](https://huggingface.co/black-forest-labs/FLUX.1-dev) model released by researchers from AlimamaCreative Team.
 
+## News
+
+ 🎉 Thanks to @comfyanonymous，ComfyUI now supports inference for Alimama inpainting ControlNet. Workflow can be downloaded from [here](https://huggingface.co/alimama-creative/FLUX.1-dev-Controlnet-Inpainting-Alpha/resolve/main/images/alimama-flux-controlnet-inpaint.json). 
+ 
+ComfyUI Usage Tips:
+
+  * Using the `t5xxl-FP16` and `flux1-dev-fp8` models for 28-step inference, the GPU memory usage is 27GB. The inference time with `cfg=3.5` is 27 seconds, while without `cfg=1` it is 15 seconds. `Hyper-FLUX-lora` can be used to accelerate inference. 
+  * You can try adjusting（lower） the parameters `control-strength`, `control-end-percent`, and `cfg` to achieve better results.
+  * The following example uses `control-strength` = 0.9 & `control-end-percent` = 1.0 & `cfg` = 3.5
+
+| Input                     | Output                     | Prompt        |
+|------------------------------|------------------------------|-------------|
+| ![Image1](https://huggingface.co/alimama-creative/FLUX.1-dev-Controlnet-Inpainting-Alpha/resolve/main/images/comfy_in_1.png) | ![Image2](https://huggingface.co/alimama-creative/FLUX.1-dev-Controlnet-Inpainting-Alpha/resolve/main/images/comfy_out_1.png) | <small><i>The image depicts a scene from the anime series Dragon Ball Z, with the characters Goku, <span style="color:red; font-weight:bold;">Elon Musk</span>, and a child version of Gohan sharing a meal of ramen noodles. They are all sitting around a dining table, with Goku and Gohan on one side and Naruto on the other. They are all holding chopsticks and eating the noodles. The table is set with bowls of ramen, cups, and bowls of drinks. The arrangement of the characters and the food creates a sense of camaraderie and shared enjoyment of the meal. |
+| ![Image3](https://huggingface.co/alimama-creative/FLUX.1-dev-Controlnet-Inpainting-Alpha/resolve/main/images/comfy_in_2.png) | ![Image4](https://huggingface.co/alimama-creative/FLUX.1-dev-Controlnet-Inpainting-Alpha/resolve/main/images/comfy_out_2.png) | <small><i>The image is an illustration of a man standing in a cafe. He is wearing a white turtleneck, a camel-colored trench coat, and brown shoes. He is holding a cell phone and appears to be looking at it. There is a small table with <span style="color:red; font-weight:bold;">a cat</span> on it to his right. In the background, there is another man sitting at a table with a laptop. The man is wearing a black turtleneck and a tie. </i></small>|
+| ![Image5](https://huggingface.co/alimama-creative/FLUX.1-dev-Controlnet-Inpainting-Alpha/resolve/main/images/comfy_in_3.png) | ![Image6](https://huggingface.co/alimama-creative/FLUX.1-dev-Controlnet-Inpainting-Alpha/resolve/main/images/comfy_out_3.png) | <small><i>A woman with blonde hair is sitting on a table wearing a <span style="color:red; font-weight:bold;">red and white long dress</span>. She is holding a green phone in her hand and appears to be taking a photo. There is a bag next to her on the table and a handbag beside her on the chair. The woman is looking at the phone with a smile on her face. The background includes a TV on the left wall and a couch on the right. A chair is also present in the scene. </i></small>|
+| ![Image7](https://huggingface.co/alimama-creative/FLUX.1-dev-Controlnet-Inpainting-Alpha/resolve/main/images/comfy_in_4.png) | ![Image8](https://huggingface.co/alimama-creative/FLUX.1-dev-Controlnet-Inpainting-Alpha/resolve/main/images/comfy_out_4.png) | <small><i>The image depicts a beautiful young woman sitting at a desk, reading a book. She has long, wavy brown hair and is wearing a grey shirt with a black cardigan. She is holding a <span style="color:red; font-weight:bold;">red pencil</span> in her left hand and appears to be deep in thought. Surrounding her are numerous books, some stacked on the desk and others placed on a shelf behind her. A potted plant is also visible in the background, adding a touch of greenery to the scene. The image conveys a sense of serenity and intellectual pursuits. </i></small>|
+
+
 ## Model Cards 
 
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