diff --git a/README.md b/README.md
index c2977ec..1dc1f7e 100644
--- a/README.md
+++ b/README.md
@@ -6,6 +6,7 @@
 
 Update
 -----
+* support te use gguf, use less memory(all need 40G RAM ) / te支持gguf，内存占用更少(共占用40G左右，压缩了24G)，模型在hg或者夸克云
 * Support gguf now, use less memory / 支持gguf，内存占用更少，模型在hg或者夸克云
 
 
@@ -39,10 +40,11 @@ pip install -r requirements.txt
 |        ├──joy_image_transformer.safetensors # optional
 |     ├── gguf/
 |        ├──joy_image_transformer-Q8_0.gguf # optional
+|        ├──JoyAI-Image-Und-merger-Q6_K.gguf # optional te
 |     ├── vae/
 |        ├──Wan2.1_VAE.pth
 |     ├── clips
-|        ├──JoyAI-Image-Und-merger_bf16.safetensors
+|        ├──JoyAI-Image-Und-merger_bf16.safetensors # te optional
 ```
 
 4.Example
@@ -51,8 +53,10 @@ pip install -r requirements.txt
 ![](https://github.com/smthemex/ComfyUI_JoyAI_Image/blob/main/example_workflows/example.png)
 ![](https://github.com/smthemex/ComfyUI_JoyAI_Image/blob/main/example_workflows/example2.png)
 ![](https://github.com/smthemex/ComfyUI_JoyAI_Image/blob/main/example_workflows/example3.png)
-* GGUF
+* dit gguf
 ![](https://github.com/smthemex/ComfyUI_JoyAI_Image/blob/main/example_workflows/example_q.png)
+* TE gguf
+![](https://github.com/smthemex/ComfyUI_JoyAI_Image/blob/main/example_workflows/example_te.png)
 
 5.Citation
 ----
diff --git a/example_workflows/example_te.png b/example_workflows/example_te.png
new file mode 100644
index 0000000..cf1ba8d
Binary files /dev/null and b/example_workflows/example_te.png differ
diff --git a/inference_und.py b/inference_und.py
index 1a59a2b..deaaa2e 100644
--- a/inference_und.py
+++ b/inference_und.py
@@ -263,7 +263,7 @@ def load_qwen3vl_model(safetensors_path,gguf_path ) -> torch.nn.Module:
 
         model.eval().to(dtype)
     elif gguf_path is not None:
-        g_dict=load_gguf_checkpoint(gguf_path)
+        g_dict=load_gguf_checkpoint(gguf_path,True)
         match_state_dict(model, g_dict,show_num=20)
         set_gguf2meta_model(model,g_dict,dtype,torch.device("cpu"))
         del g_dict
@@ -376,7 +376,7 @@ def get_conditioning(clip,prompt, images,infer_device):
     negative=[[n_prompt_embeds,{"prompt_attention_mask": n_prompt_embeds_mask}]]
     return positive,negative
 
-def load_gguf_checkpoint(gguf_checkpoint_path):
+def load_gguf_checkpoint(gguf_checkpoint_path,qwen_mode=False):
 
     import logging
     logging.basicConfig(level=logging.INFO)
@@ -414,8 +414,11 @@ def load_gguf_checkpoint(gguf_checkpoint_path):
             )
 
         weights = torch.from_numpy(tensor.data) #tensor.data.copy()
- 
-        parsed_parameters[name.replace("model.", "")] = GGUFParameter(weights, quant_type=quant_type) if is_gguf_quant else weights
+        if qwen_mode:
+            parsed_parameters[name] = GGUFParameter(weights, quant_type=quant_type) if is_gguf_quant else weights
+        else:
+
+            parsed_parameters[name.replace("model.", "")] = GGUFParameter(weights, quant_type=quant_type) if is_gguf_quant else weights
         del tensor,weights
         if i > 0 and i % 1000 == 0:  # 每1000个tensor执行一次gc
             logger.info(f"Processed {i}tensors...")
diff --git a/src/modules/__init__.py b/src/modules/__init__.py
deleted file mode 100644
index e69de29..0000000