diff --git a/toolkit/clip_vision_adapter.py b/toolkit/clip_vision_adapter.py
index 93ef4be2..4691bb0d 100644
--- a/toolkit/clip_vision_adapter.py
+++ b/toolkit/clip_vision_adapter.py
@@ -245,8 +245,21 @@ class ClipVisionAdapter(torch.nn.Module):
         if len(self.text_encoder_list) == 1:
             # add it to the text encoder
             self.set_vec(image_prompt_embeds[0], text_encoder_idx=0)
+        elif len(self.text_encoder_list) == 2:
+            if self.text_encoder_list[0].config.hidden_size + self.text_encoder_list[1].config.hidden_size != \
+                    image_prompt_embeds.shape[2]:
+                raise ValueError("Something went wrong. The embeddings do not match the text encoder sizes")
+            # sdxl variants
+            # image_prompt_embeds = 2048
+            # te1 = 768
+            # te2 = 1280
+            te1_embeds = image_prompt_embeds[:, :, :self.text_encoder_list[0].config.hidden_size]
+            te2_embeds = image_prompt_embeds[:, :,  self.text_encoder_list[0].config.hidden_size:]
+            self.set_vec(te1_embeds[0], text_encoder_idx=0)
+            self.set_vec(te2_embeds[0], text_encoder_idx=1)
         else:
-            raise ValueError("Multiple text encoders not supported yet")
+
+            raise ValueError("Unsupported number of text encoders")
         # just a place to put a breakpoint
         pass