Update README.md

README.md

@@ -21,7 +21,7 @@ widget:
     url: workflow-demo3.png
 ---
 ## **qwen-image-edit-gguf**
-- use 8-step (lite-lora auto applied) which is faster around 70% than the model itself
+- use 8-step (lite-lora auto applied); save up to 70% loading time
 - run it with `gguf-connector`; simply execute the command below in console/terminal
 ```
 ggc q6
@@ -36,20 +36,20 @@ ggc q6
 >
 >Enter your choice (1 to 4): _
 >
-- opt a `gguf` file in the current directory to interact with; nothing else
+- opt a `gguf` file in your current directory to interact with; nothing else
 
 ![screenshot](https://raw.githubusercontent.com/calcuis/gguf-pack/master/q6.png)
 
 ## **run it with gguf-node via comfyui**
 - drag **qwen-image-edit** to > `./ComfyUI/models/diffusion_models`
 - either 1 or 2 below, drag it to > `./ComfyUI/models/text_encoders`
-  - option 1: just **qwen2.5-vl-7b-edit** [[7.95GB](https://huggingface.co/calcuis/pig-encoder/blob/main/qwen_2.5_vl_7b_edit-q2_k.gguf)] (recommended)
+  - option 1: just **qwen2.5-vl-7b-edit** [[7.95GB](https://huggingface.co/calcuis/pig-encoder/blob/main/qwen_2.5_vl_7b_edit-q2_k.gguf)] (recommended*)
   - option 2: both **qwen2.5-vl-7b** [[4.43GB](https://huggingface.co/chatpig/qwen2.5-vl-7b-it-gguf/blob/main/qwen2.5-vl-7b-it-q4_0.gguf)] and **mmproj-clip** [[1.35GB](https://huggingface.co/chatpig/qwen2.5-vl-7b-it-gguf/blob/main/mmproj-qwen2.5-vl-7b-it-f16.gguf)]
 - drag **pig** [[254MB](https://huggingface.co/calcuis/pig-vae/blob/main/pig_qwen_image_vae_fp32-f16.gguf)] to > `./ComfyUI/models/vae`
 
 ![screenshot](https://raw.githubusercontent.com/calcuis/comfy/master/qi-edit.png)
 
-note: option 1 (pig quant) is an all-in-one choice; for option 2 (llama.cpp quant), you need to prepare both text-model and mmproj-clip
+*note: option 1 (pig quant) is an all-in-one choice; for option 2 (llama.cpp quant), you need to prepare both text-model and mmproj-clip
 
 <Gallery />
 
@@ -57,7 +57,6 @@ note: option 1 (pig quant) is an all-in-one choice; for option 2 (llama.cpp quan
 
 - get more gguf encoder either [here](https://huggingface.co/calcuis/pig-encoder/tree/main) (pig quant) or [here](https://huggingface.co/chatpig/qwen2.5-vl-7b-it-gguf/tree/main) (llama.cpp quant)
 
-
 ### **reference**
 - base model from [qwen](https://huggingface.co/Qwen)
 - comfyui from [comfyanonymous](https://github.com/comfyanonymous/ComfyUI)