use gpu

app.py

@@ -59,8 +59,8 @@ with image_blocks as demo:
                         full_width=False,
                     )
                 with gr.Column():
-                    mask_image = gr.Image(label="Mask image", elem_id="mask-img", type="pil").style(height=400)
-                    image_out = gr.Image(label="Output", elem_id="output-img", type="pil").style(height=400)
+                    mask_image = gr.Image(label="Mask image", elem_id="mask-img", type="pil").style(height=800)
+                    image_out = gr.Image(label="Output", elem_id="output-img", type="pil").style(height=800)
 
             btn.click(fn=predict, inputs=[image, style, backyard_style, color_preference], outputs=[image_out, mask_image])
 
@@ -75,7 +75,11 @@ with image_blocks as demo:
                           os.path.join(os.path.dirname(__file__),
                                        "examples/tips-for-decorating-a-beautiful-bedroom-1976169-hero-e960fbb8311c4b9b875a1813962d34eb.jpg"),
                           os.path.join(os.path.dirname(__file__),
-                                       "examples/backyard_additions.jpg")
+                                       "examples/backyard_additions.jpg"),
+                          os.path.join(os.path.dirname(__file__),
+                                       "examples/living-room-gallery-shelves-l-shaped-couch-ELeyNpyyqpZ8hosOG3EG1X-b5a39646574544e8a75f2961332cd89a.jpg"),
+                          os.path.join(os.path.dirname(__file__),
+                                       "examples/modern-dining-room-ideas-4147451-hero-d6333998f8b34620adfd4d99ac732586.jpg"),
                           ],
                 inputs=image
             )

model.py

@@ -27,9 +27,9 @@ class VirtualStagingToolV2():
 
         self.diffution_pipeline = StableDiffusionInpaintPipeline.from_pretrained(
             self.diffusion_version,
-            torch_dtype=torch.float32,
+            torch_dtype=torch.float16,
         )
-        self.diffution_pipeline = self.diffution_pipeline.to("cpu")
+        self.diffution_pipeline = self.diffution_pipeline.to("cuda")
 
     def _predict(self, image):
         inputs = self.feature_extractor(images=image, return_tensors="pt")
@@ -94,6 +94,8 @@ class VirtualStagingToolV2():
             room = 'bedroom'
         elif 23 in label_ids or 49 in label_ids:
             room = 'living room'
+        elif 15 in label_ids and 19 in label_ids:
+            room = 'dining room'
 
         label_ids_without_mask = [i for i in label_ids if i not in mask_items]
 
@@ -116,30 +118,38 @@ class VirtualStagingToolV2():
         # display(output_image)
         return output_images
 
-    def virtual_stage(self, image_path=None, image=None, style=None, color_preference=None, number_images=1):
+    def virtual_stage(self, image_path=None, image=None, style=None,
+                      color_preference=None, additional_info=None, number_images=1):
         mask_image, transparent_mask_image, init_image, items, room = self.get_mask(image_path, image)
         if not style:
             raise ValueError('style not provided.')
-        if color_preference:
-            color_preference = f"in {color_preference}"
+
 
         if room == 'kitchen':
             items = [i for i in items if i in ['kitchen island', 'cabinet', 'shelf', 'counter', 'countertop', 'stool']]
         elif room == 'bedroom':
-            items = [i for i in items if i in ['bed', 'table', 'chest of drawers', 'desk', 'armchair', 'wardrobe']]
+            items = [i for i in items if i in ['bed ', 'table', 'chest of drawers', 'desk', 'armchair', 'wardrobe']]
         elif room == 'bathroom':
             items = [i for i in items if
                      i in ['shower', 'bathtub', 'chest of drawers', 'counter', 'countertop', 'sink']]
-        elif room == 'livingroom':
+        elif room == 'living room':
             items = [i for i in items if
                      i in ['table', 'sofa', 'chest of drawers', 'armchair', 'cabinet', 'fireplace', 'coffee table']]
+        elif room == 'dining room':
+            items = [i for i in items if i in ['table', 'chair', 'cabinet']]
 
         items = ', '.join(items)
 
         if room == 'backyard':
-            prompt = f'realistic, high resolution, {room} with {style}'
+            prompt = f'Realistic, high resolution, {room} with {style}'
         else:
-            prompt = f'realistic {items}, high resolution, in the {style} style {room} {color_preference}'
+            prompt = f'Realistic {items}, high resolution, in the {style} style {room}'
+
+        if color_preference:
+            prompt = f"{prompt} in {color_preference}"
+
+        if additional_info:
+            prompt = f'{prompt}. {additional_info}'
         print(prompt)
 
         output_images = self._edit_image(init_image, mask_image, prompt, number_images)