diff --git a/toolkit/models/base_model.py b/toolkit/models/base_model.py
index 58d48b4f..c81141da 100644
--- a/toolkit/models/base_model.py
+++ b/toolkit/models/base_model.py
@@ -506,15 +506,55 @@ class BaseModel:
                         unconditional_embeds = self.sample_prompts_cache[i]['unconditional'].to(self.device_torch, dtype=self.torch_dtype)
                     else:
                         ctrl_img = None
+                        has_control_images = False
+                        if gen_config.ctrl_img is not None or gen_config.ctrl_img_1 is not None or gen_config.ctrl_img_2 is not None or gen_config.ctrl_img_3 is not None:
+                            has_control_images = True
                         # load the control image if out model uses it in text encoding
-                        if gen_config.ctrl_img is not None and self.encode_control_in_text_embeddings:
-                            ctrl_img = Image.open(gen_config.ctrl_img).convert("RGB")
-                            # convert to 0 to 1 tensor
-                            ctrl_img = (
-                                TF.to_tensor(ctrl_img)
-                                .unsqueeze(0)
-                                .to(self.device_torch, dtype=self.torch_dtype)
-                            )
+                        if has_control_images and self.encode_control_in_text_embeddings:
+                            ctrl_img_list = []
+                    
+                            if gen_config.ctrl_img is not None:
+                                ctrl_img = Image.open(gen_config.ctrl_img).convert("RGB")
+                                # convert to 0 to 1 tensor
+                                ctrl_img = (
+                                    TF.to_tensor(ctrl_img)
+                                    .unsqueeze(0)
+                                    .to(self.device_torch, dtype=self.torch_dtype)
+                                )
+                                ctrl_img_list.append(ctrl_img)
+                            
+                            if gen_config.ctrl_img_1 is not None:
+                                ctrl_img_1 = Image.open(gen_config.ctrl_img_1).convert("RGB")
+                                # convert to 0 to 1 tensor
+                                ctrl_img_1 = (
+                                    TF.to_tensor(ctrl_img_1)
+                                    .unsqueeze(0)
+                                    .to(self.device_torch, dtype=self.torch_dtype)
+                                )
+                                ctrl_img_list.append(ctrl_img_1)
+                            if gen_config.ctrl_img_2 is not None:
+                                ctrl_img_2 = Image.open(gen_config.ctrl_img_2).convert("RGB")
+                                # convert to 0 to 1 tensor
+                                ctrl_img_2 = (
+                                    TF.to_tensor(ctrl_img_2)
+                                    .unsqueeze(0)
+                                    .to(self.device_torch, dtype=self.torch_dtype)
+                                )
+                                ctrl_img_list.append(ctrl_img_2)
+                            if gen_config.ctrl_img_3 is not None:
+                                ctrl_img_3 = Image.open(gen_config.ctrl_img_3).convert("RGB")
+                                # convert to 0 to 1 tensor
+                                ctrl_img_3 = (
+                                    TF.to_tensor(ctrl_img_3)
+                                    .unsqueeze(0)
+                                    .to(self.device_torch, dtype=self.torch_dtype)
+                                )
+                                ctrl_img_list.append(ctrl_img_3)
+                            
+                            if self.has_multiple_control_images:
+                                ctrl_img = ctrl_img_list
+                            else:
+                                ctrl_img = ctrl_img_list[0] if len(ctrl_img_list) > 0 else None
                         # encode the prompt ourselves so we can do fun stuff with embeddings
                         if isinstance(self.adapter, CustomAdapter):
                             self.adapter.is_unconditional_run = False
diff --git a/version.py b/version.py
index fd833cdf..57b37388 100644
--- a/version.py
+++ b/version.py
@@ -1 +1 @@
-VERSION = "0.6.2"
\ No newline at end of file
+VERSION = "0.6.3"
\ No newline at end of file