diff --git a/unsloth/models/_utils.py b/unsloth/models/_utils.py
index 8ad5b48883..90b5917b5f 100644
--- a/unsloth/models/_utils.py
+++ b/unsloth/models/_utils.py
@@ -1177,6 +1177,7 @@ def unsloth_compile_transformers(
         return
     if disable: return
 
+    model_types = list(dict().fromkeys(model_types).keys())
     for model_type in model_types:
         _unsloth_compile_transformers(
             model_type,
diff --git a/unsloth/models/vision.py b/unsloth/models/vision.py
index b9da01c28e..4dfe32dfc7 100644
--- a/unsloth/models/vision.py
+++ b/unsloth/models/vision.py
@@ -253,10 +253,10 @@ class FastBaseModel:
         try:    vllm_version = f" vLLM: {importlib_version('vllm')}."
         except: vllm_version = ""
 
-        print(model_types)
         model_type_arch = model_types[0]
-        if model_type_arch == "siglip" and len(model_types) != 1:
-            model_type_arch = model_types[1]
+        if model_type_arch == "siglip":
+            for model_type_arch in model_types:
+                if model_type_arch != "siglip": break
 
         statistics = \
            f"==((====))==  Unsloth {__version__}: Fast {model_type_arch.title()} patching. Transformers: {transformers_version}.{vllm_version}\n"\