Update README.md

README.md

@@ -67,22 +67,26 @@ widget:
 
 ![screenshot](https://raw.githubusercontent.com/calcuis/comfy/master/hyvid.gif)
 
-## **Setup (once)**
+## **setup (once)**
 - drag hyvid_lora_adapter.safetensors [[323MB](https://huggingface.co/calcuis/hyvid/blob/main/hyvid_lora_adapter.safetensors)] to > ./ComfyUI/models/loras
 - drag hunyuan-video-t2v-720p-q4_0.gguf [[7.74GB](https://huggingface.co/calcuis/hyvid/blob/main/hunyuan-video-t2v-720p-q4_0.gguf)] to > ./ComfyUI/models/diffusion_models
 - drag llava_llama3-q4_0.gguf [[4.68GB](https://huggingface.co/calcuis/hyvid/blob/main/llava_llama3-q4_0.gguf)] to > ./ComfyUI/models/text_encoders
 - drag clip_l_fp8_e4m3fn.safetensors [[123MB](https://huggingface.co/calcuis/hyvid/blob/main/clip_l_fp8_e4m3fn.safetensors)] to > ./ComfyUI/models/text_encoders
 - drag hunyuan_video_vae_fp8_e4m3fn.safetensors [[247MB](https://huggingface.co/calcuis/hyvid/blob/main/hunyuan_video_vae_fp8_e4m3fn.safetensors)] to > ./ComfyUI/models/vae
 
-## **Run it straight (no installation needed way)**
+## **run it straight (no installation needed way)**
 - run the .bat file in the main directory (assuming you are using the gguf-node pack below)
 - drag the demo [clip](https://huggingface.co/calcuis/hyvid/blob/main/samples%5CComfyUI_00007_.webp) or the workflow json file (below) to > your browser
 
-### **Workflows**
+### **workflows**
 - example workflow for [gguf](https://huggingface.co/calcuis/hyvid/blob/main/workflow-hyvid-gguf.json) (upgrade your [node](https://github.com/calcuis/gguf) for llava gguf support)
 - example workflow for [safetensors](https://huggingface.co/calcuis/hyvid/blob/main/workflow-hyvid-safetensors.json) (fp8 scaled version [[13.2GB](https://huggingface.co/calcuis/hyvid/blob/main/hunyuan_video_t2v_720_fp8_scaled.safetensors)] is recommended)
 
-### **References**
+### **review**
+- more stable output if adapter applied
+- significant changes in loading speed while using the new quantized/scaled file(s) with revised workflow
+
+### **references**
 - lora adapter from [trojblue](https://huggingface.co/trojblue/HunyuanVideo-lora-AnimeShots)
 - base model from [tencent](https://huggingface.co/tencent/HunyuanVideo)
 - fast model from [fastvideo](https://huggingface.co/FastVideo/FastHunyuan)
@@ -91,6 +95,6 @@ widget:
 - gguf-comfy [pack](https://github.com/calcuis/gguf-comfy/releases)
 - gguf-node ([pypi](https://pypi.org/project/gguf-node)|[repo](https://github.com/calcuis/gguf)|[pack](https://github.com/calcuis/gguf/releases))
 
-### **Appendices**
+### **appendices**
 - get more test prompt from the training [dataset](https://huggingface.co/datasets/calcuis/anime-descriptor)
 - still no ideas? get fresh prompt from our [simulator](https://prompt.calcuis.us)