diff --git a/CHANGELOG.md b/CHANGELOG.md
index 2fc24a459..afedf367b 100644
--- a/CHANGELOG.md
+++ b/CHANGELOG.md
@@ -128,6 +128,11 @@ As of this release, default backend is set to **diffusers** as its more feature
 - [FreeInit](https://tianxingwu.github.io/pages/FreeInit/) for **AnimateDiff**
   - greatly improves temporal consistency of generated outputs  
   - all options are available in animateddiff script  
+- [SalesForce BlipDiffusion](https://huggingface.co/docs/diffusers/api/pipelines/blip_diffusion)
+  - model can be used to replace anything in an image
+  - requires input image  
+  - last word in prompt and negative prompt will be used as source and target subjects
+  - sampler must be set to default before loading the model  
 - **Improvements**  
   - **ui**  
     - check version and **update** SD.Next via UI  
diff --git a/modules/processing_diffusers.py b/modules/processing_diffusers.py
index 1a323131f..99233c74a 100644
--- a/modules/processing_diffusers.py
+++ b/modules/processing_diffusers.py
@@ -189,6 +189,16 @@ def process_diffusers(p: processing.StableDiffusionProcessing):
                 'width': p.width if hasattr(p, 'width') else None,
                 'height': p.height if hasattr(p, 'height') else None,
             }
+        if model.__class__.__name__ == 'BlipDiffusionPipeline':
+            if len(getattr(p, 'init_images', [])) == 0:
+                shared.log.error('BLiP diffusion requires init image')
+                return task_args
+            task_args = {
+                'reference_image': p.init_images[0],
+                'source_subject_category': getattr(p, 'negative_prompt', '').split()[-1],
+                'target_subject_category': getattr(p, 'prompt', '').split()[-1],
+                'output_type': 'pil',
+            }
         debug(f'Diffusers task specific args: {task_args}')
         return task_args
 
diff --git a/modules/textual_inversion/textual_inversion.py b/modules/textual_inversion/textual_inversion.py
index 9a60460c0..cc264ee17 100644
--- a/modules/textual_inversion/textual_inversion.py
+++ b/modules/textual_inversion/textual_inversion.py
@@ -269,7 +269,10 @@ class EmbeddingDatabase:
             if loaded_embeddings.get(embedding.name, None) == embedding:
                 continue
             self.skipped_embeddings[embedding.name] = embedding
-        debug(f"TI Loading: Text Encoder total embeddings={shared.sd_model.text_encoder.get_input_embeddings().weight.data.shape[0]}")
+        try:
+            debug(f"TI Loading: Text Encoder total embeddings={shared.sd_model.text_encoder.get_input_embeddings().weight.data.shape[0]}")
+        except Exception:
+            pass
         if model_type == 'SDXL':
             debug(f"TI Loading: Text Encoder 2 total embeddings={shared.sd_model.text_encoder_2.get_input_embeddings().weight.data.shape[0]}")
         return len(self.word_embeddings) - _loaded_pre