Better crop info

app.py

@@ -420,6 +420,7 @@ with gr.Blocks() as demo:
             input_image_component = gr.Image(type="pil", label="Input Image (auto-resized to target H/W)")
             resize_mode = gr.Radio(choices=["CROP SOURCE", "RESIZE SOURCE"], value="CROP SOURCE", label="Image Preparation Mode")
             cropping_preview_component = gr.Image(type="pil", label="Processing Preview", interactive=False)
+            dimension_info_component = gr.Textbox(label="Image Dimensions", value="No image loaded", interactive=False, max_lines=2)
             prompt_input = gr.Textbox(label="Prompt", value=default_prompt_i2v)
             duration_seconds_input = gr.Slider(minimum=MIN_DURATION, maximum=MAX_DURATION, step=0.1, value=3.5, label="Duration (seconds)", info="Clamped to model's {}-{} frames at {}fps.".format(MIN_FRAMES_MODEL, MAX_FRAMES_MODEL, FIXED_FPS))
             
@@ -445,20 +446,39 @@ with gr.Blocks() as demo:
     # Preview update function
     def update_preview(image, mode):
         use_crop = mode == "CROP SOURCE"
-        return make_cropping_preview(image, use_crop)
+        preview = make_cropping_preview(image, use_crop)
+        dimension_info = get_dimension_info(image, mode)
+        return preview, dimension_info
+    
+    def get_dimension_info(image, mode):
+        if image is None:
+            return "No image loaded"
+        
+        width, height = image.size
+        target_w, target_h = calculate_optimal_dimensions(width, height)
+        pixel_count_original = width * height
+        pixel_count_final = target_w * target_h
+        
+        mode_text = "CROP" if mode == "CROP SOURCE" else "RESIZE+PAD"
+        
+        info = "Original: {}×{} ({:,} pixels)\nFinal ({}): {}×{} ({:,} pixels)".format(
+            width, height, pixel_count_original,
+            mode_text, target_w, target_h, pixel_count_final
+        )
+        return info
 
     # Preview updates when input image or resize mode changes
     input_image_component.change(
         fn=update_preview,
         inputs=[input_image_component, resize_mode],
-        outputs=[cropping_preview_component],
+        outputs=[cropping_preview_component, dimension_info_component],
         show_progress=False,
     )
     
     resize_mode.change(
         fn=update_preview,
         inputs=[input_image_component, resize_mode],
-        outputs=[cropping_preview_component],
+        outputs=[cropping_preview_component, dimension_info_component],
         show_progress=False,
     )
 

optimization.py

@@ -47,6 +47,7 @@ import torch._inductor.config as inductor_config
 # Temporarily reduce optimization aggressiveness for startup
 original_max_autotune = inductor_config.max_autotune
 inductor_config.max_autotune = False
+inductor_config.max_autotune_gemm = False
 
 def optimize_pipeline_(pipeline: Callable[P, Any], *args: P.args, **kwargs: P.kwargs):