diff --git a/extensions-builtin/forge_preprocessor_clipvision/scripts/preprocessor_clipvision.py b/extensions-builtin/forge_preprocessor_clipvision/scripts/preprocessor_clipvision.py
index 43bcdc15..0f8b062b 100644
--- a/extensions-builtin/forge_preprocessor_clipvision/scripts/preprocessor_clipvision.py
+++ b/extensions-builtin/forge_preprocessor_clipvision/scripts/preprocessor_clipvision.py
@@ -29,9 +29,8 @@ class PreprocessorClipVision(Preprocessor):
             )
             self.clipvision = ldm_patched.modules.clip_vision.load(ckpt_path)
 
-        input_image = numpy_to_pytorch(input_image)
-
-        return self.clipvision.encode_image(input_image)
+        # For IPAdapter Format
+        return self.clipvision, input_image
 
 
 add_supported_preprocessor(PreprocessorClipVision(
diff --git a/extensions-builtin/sd_forge_ipadapter/scripts/forge_ipadapter.py b/extensions-builtin/sd_forge_ipadapter/scripts/forge_ipadapter.py
index ffac24c6..75b10ee3 100644
--- a/extensions-builtin/sd_forge_ipadapter/scripts/forge_ipadapter.py
+++ b/extensions-builtin/sd_forge_ipadapter/scripts/forge_ipadapter.py
@@ -28,7 +28,7 @@ class IPAdapterPatcher(ControlModelPatcher):
         super().__init__(model_patcher)
         self.ipadapter = model_patcher
         return
-    
+
     def process_before_every_sampling(self, process, cond, *args, **kwargs):
         a = 0
         return