diff --git a/modules_forge/patch_clip.py b/modules_forge/patch_clip.py
index de599089..3cdbdac7 100644
--- a/modules_forge/patch_clip.py
+++ b/modules_forge/patch_clip.py
@@ -19,7 +19,7 @@ import ldm_patched.modules.clip_vision
 import ldm_patched.modules.ops as ops
 
 from modules_forge.ops import use_patched_ops
-from transformers import CLIPTextModel, CLIPTextConfig, modeling_utils, CLIPVisionConfig, CLIPVisionModelWithProjection
+from transformers import CLIPTextModel, CLIPTextConfig, modeling_utils
 
 
 def patched_SDClipModel__init__(self, max_length=77, freeze=True, layer="last", layer_idx=None,
@@ -106,49 +106,7 @@ def patched_SDClipModel_forward(self, tokens):
     return z.float(), pooled_output
 
 
-def patched_ClipVisionModel__init__(self, json_config):
-    config = CLIPVisionConfig.from_json_file(json_config)
-
-    self.load_device = ldm_patched.modules.model_management.text_encoder_device()
-    self.offload_device = ldm_patched.modules.model_management.text_encoder_offload_device()
-
-    if ldm_patched.modules.model_management.should_use_fp16(self.load_device, prioritize_performance=False):
-        self.dtype = torch.float16
-    else:
-        self.dtype = torch.float32
-
-    with use_patched_ops(ops.manual_cast):
-        with modeling_utils.no_init_weights():
-            self.model = CLIPVisionModelWithProjection(config)
-
-    self.model.to(self.dtype)
-    self.patcher = ldm_patched.modules.model_patcher.ModelPatcher(
-        self.model,
-        load_device=self.load_device,
-        offload_device=self.offload_device
-    )
-
-
-def patched_ClipVisionModel_encode_image(self, image):
-    ldm_patched.modules.model_management.load_model_gpu(self.patcher)
-    pixel_values = ldm_patched.modules.clip_vision.clip_preprocess(image.to(self.load_device))
-    outputs = self.model(pixel_values=pixel_values, output_hidden_states=True)
-
-    for k in outputs:
-        t = outputs[k]
-        if t is not None:
-            if k == 'hidden_states':
-                outputs["penultimate_hidden_states"] = t[-2].to(ldm_patched.modules.model_management.intermediate_device())
-                outputs["hidden_states"] = None
-            else:
-                outputs[k] = t.to(ldm_patched.modules.model_management.intermediate_device())
-
-    return outputs
-
-
 def patch_all_clip():
     ldm_patched.modules.sd1_clip.SDClipModel.__init__ = patched_SDClipModel__init__
     ldm_patched.modules.sd1_clip.SDClipModel.forward = patched_SDClipModel_forward
-    ldm_patched.modules.clip_vision.ClipVisionModel.__init__ = patched_ClipVisionModel__init__
-    ldm_patched.modules.clip_vision.ClipVisionModel.encode_image = patched_ClipVisionModel_encode_image
     return