diff --git a/README.md b/README.md
index ba3e0d2..72f5d4e 100644
--- a/README.md
+++ b/README.md
@@ -20,7 +20,7 @@ base_model: black-forest-labs/FLUX.1-dev
 
 # FLUX.1-dev-ControlNet-Union-Pro-2.0
 
-This repository contains an unified ControlNet for FLUX.1-dev model released by [Shakker Labs](https://huggingface.co/Shakker-Labs). We provide an [online demo](https://huggingface.co/spaces/Shakker-Labs/FLUX.1-dev-ControlNet-Union-Pro-2.0).
+This repository contains an unified ControlNet for FLUX.1-dev model released by [Shakker Labs](https://huggingface.co/Shakker-Labs). We provide an [online demo](https://huggingface.co/spaces/Shakker-Labs/FLUX.1-dev-ControlNet-Union-Pro-2.0). A FP8 quantized version provided by community can be found in [ABDALLALSWAITI/FLUX.1-dev-ControlNet-Union-Pro-2.0-fp8](https://huggingface.co/ABDALLALSWAITI/FLUX.1-dev-ControlNet-Union-Pro-2.0-fp8).
 
 # Keynotes
 In comparison with [Shakker-Labs/FLUX.1-dev-ControlNet-Union-Pro](https://huggingface.co/Shakker-Labs/FLUX.1-dev-ControlNet-Union-Pro),
@@ -91,7 +91,8 @@ image = pipe(
 import torch
 from diffusers.utils import load_image
 
-# https://github.com/huggingface/diffusers/pull/11350, after merging, you can directly import from diffusers
+# https://github.com/huggingface/diffusers/pull/11350
+# You can directly import from diffusers by install the laster version from source
 # from diffusers import FluxControlNetPipeline, FluxControlNetModel
 
 # use local files for this moment