Spaces:
Running
on
Zero
Running
on
Zero
multiple changes, new preview mask and alignement
Browse files
app.py
CHANGED
@@ -52,19 +52,16 @@ 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 infer(image, width, height, overlap_width, num_inference_steps, resize_option, custom_resize_percentage, prompt_input=None, alignment="Middle"):
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source = image
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target_size = (width, height)
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overlap = overlap_width
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# Calculate the scaling factor to fit the image within the target size
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scale_factor = min(target_size[0] /
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new_width = int(
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new_height = int(
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# Resize the source image to fit within target size
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source =
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# Apply resize option using percentages
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if resize_option == "Full":
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@@ -90,6 +87,14 @@ def infer(image, width, height, overlap_width, num_inference_steps, resize_optio
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# Resize the image
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source = source.resize((new_width, new_height), Image.LANCZOS)
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# Calculate margins based on alignment
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if alignment == "Middle":
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margin_x = (target_size[0] - new_width) // 2
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@@ -107,6 +112,10 @@ def infer(image, width, height, overlap_width, num_inference_steps, resize_optio
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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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# Create a new background image and paste the resized source image
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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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@@ -115,34 +124,43 @@ def infer(image, width, height, overlap_width, num_inference_steps, resize_optio
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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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if
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alignment = "Middle"
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cnet_image = background.copy()
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@@ -181,15 +199,15 @@ def preload_presets(target_ratio, ui_width, ui_height):
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if target_ratio == "9:16":
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changed_width = 720
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changed_height = 1280
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return changed_width, changed_height, gr.update(
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elif target_ratio == "16:9":
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changed_width = 1280
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changed_height = 720
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return changed_width, changed_height, gr.update(
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elif target_ratio == "1:1":
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changed_width = 1024
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changed_height = 1024
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return changed_width, changed_height, gr.update(
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elif target_ratio == "Custom":
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return ui_width, ui_height, gr.update(open=True)
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@@ -265,28 +283,35 @@ with gr.Blocks(css=css) as demo:
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with gr.Column():
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with gr.Row():
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width_slider = gr.Slider(
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label="Width",
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minimum=720,
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maximum=1536,
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step=8,
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value=720, # Set a default value
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)
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height_slider = gr.Slider(
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label="Height",
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minimum=720,
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maximum=1536,
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step=8,
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value=1280, # Set a default value
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)
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minimum=1,
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maximum=50,
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value=
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step=1
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)
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with gr.Row():
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resize_option = gr.Radio(
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label="Resize input image",
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@@ -294,13 +319,17 @@ with gr.Blocks(css=css) as demo:
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value="Full"
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)
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custom_resize_percentage = gr.Slider(
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label="Custom resize
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minimum=1,
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maximum=100,
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step=1,
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value=50,
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visible=False
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)
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gr.Examples(
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examples=[
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@@ -312,6 +341,8 @@ with gr.Blocks(css=css) as demo:
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inputs=[input_image, width_slider, height_slider, alignment_dropdown],
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)
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with gr.Column():
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result = ImageSlider(
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interactive=False,
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@@ -320,6 +351,7 @@ with gr.Blocks(css=css) as demo:
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use_as_input_button = 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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@@ -367,8 +399,9 @@ with gr.Blocks(css=css) as demo:
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outputs=result,
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).then( # Generate the new image
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fn=infer,
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inputs=[input_image, width_slider, height_slider,
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resize_option, custom_resize_percentage, prompt_input, alignment_dropdown
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outputs=result,
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).then( # Update the history gallery
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fn=lambda x, history: update_history(x[1], history),
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@@ -386,8 +419,9 @@ with gr.Blocks(css=css) as demo:
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outputs=result,
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).then( # Generate the new image
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fn=infer,
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inputs=[input_image, width_slider, height_slider,
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resize_option, custom_resize_percentage, prompt_input, alignment_dropdown
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outputs=result,
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).then( # Update the history gallery
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fn=lambda x, history: update_history(x[1], history),
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@@ -399,4 +433,12 @@ with gr.Blocks(css=css) as demo:
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outputs=use_as_input_button,
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)
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demo.queue(max_size=12).launch(share=False)
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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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# Calculate the scaling factor to fit the image within the target size
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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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# Resize the source image to fit within target size
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source = image.resize((new_width, new_height), Image.LANCZOS)
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# Apply resize option using percentages
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if resize_option == "Full":
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# Resize the image
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source = source.resize((new_width, new_height), Image.LANCZOS)
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# Calculate the overlap in pixels based on the percentage
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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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# Ensure minimum overlap of 1 pixel
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overlap_x = max(overlap_x, 1)
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overlap_y = max(overlap_y, 1)
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# Calculate margins based on alignment
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if alignment == "Middle":
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margin_x = (target_size[0] - new_width) // 2
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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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# Adjust margins to eliminate gaps
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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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# Create a new background image and paste the resized source image
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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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# Calculate overlap areas
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left_overlap = margin_x + overlap_x if overlap_left else margin_x
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right_overlap = margin_x + new_width - overlap_x if overlap_right else margin_x + new_width
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top_overlap = margin_y + overlap_y if overlap_top else margin_y
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bottom_overlap = margin_y + new_height - overlap_y if overlap_bottom else margin_y + new_height
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# Draw the mask
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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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# Create a preview image showing the mask
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preview = background.copy().convert('RGBA')
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# Create a semi-transparent red overlay
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red_overlay = Image.new('RGBA', background.size, (255, 0, 0, 64)) # Reduced alpha to 64 (25% opacity)
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# Convert black pixels in the mask to semi-transparent red
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red_mask = Image.new('RGBA', background.size, (0, 0, 0, 0))
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red_mask.paste(red_overlay, (0, 0), mask)
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# Overlay the red mask on the background
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preview = Image.alpha_composite(preview, red_mask)
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return preview
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@spaces.GPU(duration=24)
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def infer(image, width, height, overlap_percentage, num_inference_steps, resize_option, custom_resize_percentage, prompt_input, 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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if not can_expand(background.width, background.height, width, height, alignment):
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alignment = "Middle"
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cnet_image = background.copy()
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if target_ratio == "9:16":
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changed_width = 720
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changed_height = 1280
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return changed_width, changed_height, gr.update()
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elif target_ratio == "16:9":
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changed_width = 1280
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changed_height = 720
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return changed_width, changed_height, gr.update()
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elif target_ratio == "1:1":
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changed_width = 1024
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changed_height = 1024
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return changed_width, changed_height, gr.update()
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elif target_ratio == "Custom":
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return ui_width, ui_height, gr.update(open=True)
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with gr.Column():
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with gr.Row():
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width_slider = gr.Slider(
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label="Target Width",
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minimum=720,
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maximum=1536,
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step=8,
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value=720, # Set a default value
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)
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height_slider = gr.Slider(
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label="Target Height",
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minimum=720,
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maximum=1536,
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step=8,
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value=1280, # Set a default value
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)
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num_inference_steps = gr.Slider(label="Steps", minimum=4, maximum=12, step=1, value=8)
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with gr.Group():
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overlap_percentage = gr.Slider(
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label="Mask overlap (%)",
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minimum=1,
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maximum=50,
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value=10,
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step=1
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)
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with gr.Row():
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overlap_top = gr.Checkbox(label="Overlap Top", value=True)
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overlap_right = gr.Checkbox(label="Overlap Right", value=True)
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with gr.Row():
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overlap_left = gr.Checkbox(label="Overlap Left", value=True)
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overlap_bottom = gr.Checkbox(label="Overlap Bottom", value=True)
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with gr.Row():
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resize_option = gr.Radio(
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label="Resize input image",
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value="Full"
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)
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custom_resize_percentage = gr.Slider(
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label="Custom resize (%)",
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minimum=1,
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maximum=100,
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step=1,
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value=50,
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visible=False
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)
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with gr.Column():
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preview_button = gr.Button("Preview alignment and mask")
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gr.Examples(
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examples=[
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inputs=[input_image, width_slider, height_slider, alignment_dropdown],
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)
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with gr.Column():
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result = ImageSlider(
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interactive=False,
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use_as_input_button = 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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outputs=result,
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).then( # Generate the new image
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fn=infer,
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inputs=[input_image, width_slider, height_slider, overlap_percentage, num_inference_steps,
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resize_option, custom_resize_percentage, prompt_input, alignment_dropdown,
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overlap_left, overlap_right, overlap_top, overlap_bottom],
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outputs=result,
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).then( # Update the history gallery
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fn=lambda x, history: update_history(x[1], history),
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outputs=result,
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).then( # Generate the new image
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fn=infer,
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inputs=[input_image, width_slider, height_slider, overlap_percentage, num_inference_steps,
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resize_option, custom_resize_percentage, prompt_input, alignment_dropdown,
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overlap_left, overlap_right, overlap_top, overlap_bottom],
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outputs=result,
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).then( # Update the history gallery
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fn=lambda x, history: update_history(x[1], history),
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outputs=use_as_input_button,
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)
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preview_button.click(
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fn=preview_image_and_mask,
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inputs=[input_image, width_slider, height_slider, overlap_percentage, resize_option, custom_resize_percentage, alignment_dropdown,
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overlap_left, overlap_right, overlap_top, overlap_bottom],
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outputs=preview_image,
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queue=False
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)
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demo.queue(max_size=12).launch(share=False)
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