Spaces:
Running
on
Zero
Running
on
Zero
feat: force cache clear
Browse files
app.py
CHANGED
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@@ -47,6 +47,16 @@ pipe.scheduler = TCDScheduler.from_config(pipe.scheduler.config)
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pipe.to("cuda")
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print(pipe)
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@spaces.GPU(duration=12)
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def fill_image(prompt, image, model_selection, paste_back):
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print(f"Received image: {image}")
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@@ -95,12 +105,12 @@ def can_expand(source_width, source_height, target_width, target_height, alignme
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return False
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return True
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def prepare_image_and_mask(image, width, height, overlap_percentage, resize_option, custom_resize_percentage, alignment, overlap_left, overlap_right, overlap_top, overlap_bottom):
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target_size = (width, height)
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scale_factor = min(target_size[0] / image.width, target_size[1] / image.height)
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new_width = int(image.width * scale_factor)
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new_height = int(image.height * scale_factor)
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-
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source = image.resize((new_width, new_height), Image.LANCZOS)
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if resize_option == "Full":
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resize_percentage = 100
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@@ -114,20 +124,16 @@ def prepare_image_and_mask(image, width, height, overlap_percentage, resize_opti
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resize_percentage = 25
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else: # Custom
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resize_percentage = custom_resize_percentage
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-
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resize_factor = resize_percentage / 100
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new_width = int(source.width * resize_factor)
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new_height = int(source.height * resize_factor)
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new_width = max(new_width, 64)
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new_height = max(new_height, 64)
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-
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source = source.resize((new_width, new_height), Image.LANCZOS)
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-
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overlap_x = int(new_width * (overlap_percentage / 100))
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overlap_y = int(new_height * (overlap_percentage / 100))
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overlap_x = max(overlap_x, 1)
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overlap_y = max(overlap_y, 1)
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-
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if alignment == "Middle":
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margin_x = (target_size[0] - new_width) // 2
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margin_y = (target_size[1] - new_height) // 2
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@@ -143,22 +149,17 @@ def prepare_image_and_mask(image, width, height, overlap_percentage, resize_opti
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elif alignment == "Bottom":
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margin_x = (target_size[0] - new_width) // 2
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margin_y = target_size[1] - new_height
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-
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margin_x = max(0, min(margin_x, target_size[0] - new_width))
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margin_y = max(0, min(margin_y, target_size[1] - new_height))
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-
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background = Image.new('RGB', target_size, (255, 255, 255))
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background.paste(source, (margin_x, margin_y))
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-
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mask = Image.new('L', target_size, 255)
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mask_draw = ImageDraw.Draw(mask)
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-
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white_gaps_patch = 2
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left_overlap = margin_x + overlap_x if overlap_left else margin_x + white_gaps_patch
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right_overlap = margin_x + new_width - overlap_x if overlap_right else margin_x + new_width - white_gaps_patch
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top_overlap = margin_y + overlap_y if overlap_top else margin_y + white_gaps_patch
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bottom_overlap = margin_y + new_height - overlap_y if overlap_bottom else margin_y + new_height - white_gaps_patch
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-
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if alignment == "Left":
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left_overlap = margin_x + overlap_x if overlap_left else margin_x
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elif alignment == "Right":
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@@ -166,14 +167,12 @@ def prepare_image_and_mask(image, width, height, overlap_percentage, resize_opti
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elif alignment == "Top":
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top_overlap = margin_y + overlap_y if overlap_top else margin_y
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elif alignment == "Bottom":
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-
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-
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mask_draw.rectangle([
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(left_overlap, top_overlap),
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(right_overlap, bottom_overlap)
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], fill=0)
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return background, mask
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-
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def preview_image_and_mask(image, width, height, overlap_percentage, resize_option, custom_resize_percentage, alignment, overlap_left, overlap_right, overlap_top, overlap_bottom):
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background, mask = prepare_image_and_mask(image, width, height, overlap_percentage, resize_option, custom_resize_percentage, alignment, overlap_left, overlap_right, overlap_top, overlap_bottom)
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preview = background.copy().convert('RGBA')
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@@ -303,6 +302,12 @@ def update_history(new_image, history):
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history.insert(0, new_image)
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return history
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css = """
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.nulgradio-container {
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width: 86vw !important;
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@@ -484,7 +489,22 @@ with gr.Blocks(css=css, fill_height=True) as demo:
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use_as_input_button_outpaint = gr.Button("Use as Input Image", visible=False)
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history_gallery = gr.Gallery(label="History", columns=6, object_fit="contain", interactive=False)
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preview_image = gr.Image(label="Preview")
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-
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target_ratio.change(
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fn=preload_presets,
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inputs=[target_ratio, width_slider, height_slider],
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pipe.to("cuda")
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print(pipe)
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def load_default_pipeline():
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global pipe
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pipe = StableDiffusionXLFillPipeline.from_pretrained(
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"SG161222/RealVisXL_V5.0_Lightning",
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torch_dtype=torch.float16,
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vae=vae,
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controlnet=model,
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).to("cuda")
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return gr.update(value="Default pipeline loaded!")
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@spaces.GPU(duration=12)
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def fill_image(prompt, image, model_selection, paste_back):
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print(f"Received image: {image}")
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return False
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return True
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+
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def prepare_image_and_mask(image, width, height, overlap_percentage, resize_option, custom_resize_percentage, alignment, overlap_left, overlap_right, overlap_top, overlap_bottom):
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target_size = (width, height)
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scale_factor = min(target_size[0] / image.width, target_size[1] / image.height)
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new_width = int(image.width * scale_factor)
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new_height = int(image.height * scale_factor)
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source = image.resize((new_width, new_height), Image.LANCZOS)
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if resize_option == "Full":
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resize_percentage = 100
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resize_percentage = 25
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else: # Custom
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resize_percentage = custom_resize_percentage
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resize_factor = resize_percentage / 100
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new_width = int(source.width * resize_factor)
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new_height = int(source.height * resize_factor)
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new_width = max(new_width, 64)
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new_height = max(new_height, 64)
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source = source.resize((new_width, new_height), Image.LANCZOS)
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overlap_x = int(new_width * (overlap_percentage / 100))
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overlap_y = int(new_height * (overlap_percentage / 100))
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overlap_x = max(overlap_x, 1)
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overlap_y = max(overlap_y, 1)
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if alignment == "Middle":
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margin_x = (target_size[0] - new_width) // 2
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margin_y = (target_size[1] - new_height) // 2
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elif alignment == "Bottom":
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margin_x = (target_size[0] - new_width) // 2
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margin_y = target_size[1] - new_height
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margin_x = max(0, min(margin_x, target_size[0] - new_width))
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margin_y = max(0, min(margin_y, target_size[1] - new_height))
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background = Image.new('RGB', target_size, (255, 255, 255))
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background.paste(source, (margin_x, margin_y))
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mask = Image.new('L', target_size, 255)
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mask_draw = ImageDraw.Draw(mask)
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white_gaps_patch = 2
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left_overlap = margin_x + overlap_x if overlap_left else margin_x + white_gaps_patch
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right_overlap = margin_x + new_width - overlap_x if overlap_right else margin_x + new_width - white_gaps_patch
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top_overlap = margin_y + overlap_y if overlap_top else margin_y + white_gaps_patch
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bottom_overlap = margin_y + new_height - overlap_y if overlap_bottom else margin_y + new_height - white_gaps_patch
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if alignment == "Left":
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left_overlap = margin_x + overlap_x if overlap_left else margin_x
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elif alignment == "Right":
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elif alignment == "Top":
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top_overlap = margin_y + overlap_y if overlap_top else margin_y
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elif alignment == "Bottom":
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botttom_overlap = margin = margin = margin = margin_y + new_height - overlap_y if overlap_bottom else margin_y + new_height
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mask_draw.rectangle([
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(left_overlap, top_overlap),
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(right_overlap, bottom_overlap)
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], fill=0)
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return background, mask
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def preview_image_and_mask(image, width, height, overlap_percentage, resize_option, custom_resize_percentage, alignment, overlap_left, overlap_right, overlap_top, overlap_bottom):
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background, mask = prepare_image_and_mask(image, width, height, overlap_percentage, resize_option, custom_resize_percentage, alignment, overlap_left, overlap_right, overlap_top, overlap_bottom)
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preview = background.copy().convert('RGBA')
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history.insert(0, new_image)
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return history
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def clear_cache():
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global pipe
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pipe = None
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torch.cuda.empty_cache()
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return gr.update(value="Cache cleared!")
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css = """
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.nulgradio-container {
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width: 86vw !important;
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use_as_input_button_outpaint = gr.Button("Use as Input Image", visible=False)
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history_gallery = gr.Gallery(label="History", columns=6, object_fit="contain", interactive=False)
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preview_image = gr.Image(label="Preview")
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with gr.TabItem("Misc"):
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with gr.Column():
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clear_cache_button = gr.Button("Clear CUDA Cache")
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clear_cache_message = gr.Markdown("")
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clear_cache_button.click(
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fn=clear_cache,
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inputs=None,
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outputs=clear_cache_message,
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)
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load_default_button = gr.Button("Load Default Pipeline")
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load_default_message = gr.Markdown("")
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load_default_button.click(
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fn=load_default_pipeline,
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inputs=None,
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outputs=load_default_message,
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)
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target_ratio.change(
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fn=preload_presets,
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inputs=[target_ratio, width_slider, height_slider],
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