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Update app.py
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app.py
CHANGED
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@@ -122,24 +122,21 @@ def generate(
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inference_steps: int = 4,
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randomize_seed: bool = False,
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use_resolution_binning: bool = True,
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**
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):
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seed = int(randomize_seed_fn(seed, randomize_seed))
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generator = torch.Generator().manual_seed(seed)
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if not use_negative_prompt:
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negative_prompt = None
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#
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color_selections = {
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color: {
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"selected": kwargs.get(f"{color.lower()}_selected", False),
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"ratio": kwargs.get(f"{color.lower()}_ratio", 0)
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} for color in color_attributes
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}
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prompt, negative_prompt = apply_style(style, prompt, color_selections)
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try:
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images = pipe(
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prompt=prompt,
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@@ -158,6 +155,7 @@ def generate(
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return [], seed
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image_paths = [save_image(img) for img in images]
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return image_paths, seed
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# Example prompts
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@@ -170,42 +168,81 @@ examples = [
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"an astronaut sitting in a diner, eating fries, cinematic, analog film",
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]
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# Initialize dictionaries for dynamic UI components
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color_checkboxes = {}
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color_sliders = {}
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# Set up the Gradio interface
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# Assuming the generate function and other necessary imports and initializations are already defined
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# Initialize dynamic UI components for color influences
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color_checkboxes = {color: gr.Checkbox(label=f"{color} Selected", value=False) for color in color_attributes}
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color_sliders = {color: gr.Slider(label=f"{color} Influence Ratio", minimum=0, maximum=1, step=0.01, value=0) for color in color_attributes}
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with gr.Blocks() as demo:
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gr.Markdown(DESCRIPTION)
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prompt = gr.Text(label="Prompt", placeholder="Enter your prompt")
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run_button = gr.Button("Run")
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result = gr.Gallery(label="Result", columns=NUM_IMAGES_PER_PROMPT)
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with gr.Accordion("Color Influences", open=False):
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with gr.Accordion("Advanced options", open=False):
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with gr.
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gr.Examples(
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examples=examples,
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@@ -215,33 +252,40 @@ with gr.Blocks() as demo:
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cache_examples=CACHE_EXAMPLES,
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)
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use_negative_prompt.change(
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fn=lambda
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inputs=use_negative_prompt,
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outputs=negative_prompt,
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)
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-
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seed,
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width,
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height,
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inference_steps,
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randomize_seed,
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*[color_checkboxes[color] for color in color_attributes],
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*[color_sliders[color] for color in color_attributes]
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]
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# Connect the UI with the generate function using the run_button click
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run_button.click(
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fn=generate,
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inputs=
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)
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if __name__ == "__main__":
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demo.launch()
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inference_steps: int = 4,
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randomize_seed: bool = False,
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use_resolution_binning: bool = True,
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**color_ratios # Collect color ratios dynamically
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):
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seed = int(randomize_seed_fn(seed, randomize_seed))
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generator = torch.Generator().manual_seed(seed)
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if not use_negative_prompt:
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negative_prompt = None # type: ignore
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# Process color selections and their ratios
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color_selections = {color: {"selected": color_ratios.get(f"{color.lower()}_selected", False), "ratio": color_ratios.get(f"{color.lower()}_ratio", 0)} for color in color_attributes}
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# Apply style and modify prompt based on color selections
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prompt, negative_prompt = apply_style(style, prompt, color_selections)
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# Generate images
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try:
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images = pipe(
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prompt=prompt,
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return [], seed
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image_paths = [save_image(img) for img in images]
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print(image_paths)
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return image_paths, seed
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# Example prompts
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"an astronaut sitting in a diner, eating fries, cinematic, analog film",
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]
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# Set up the Gradio interface
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with gr.Blocks() as demo:
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gr.Markdown(DESCRIPTION)
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with gr.Row(equal_height=False):
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with gr.Group():
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with gr.Row():
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prompt = gr.Text(
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label="Prompt",
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show_label=False,
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max_lines=1,
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placeholder="Enter your prompt",
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container=False,
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)
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run_button = gr.Button("Run", scale=0)
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result = gr.Gallery(label="Result", columns=NUM_IMAGES_PER_PROMPT, show_label=False)
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# Color selection and ratio configuration in the UI
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with gr.Accordion("Color Influences", open=False):
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with gr.Group():
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color_checkboxes = {}
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color_sliders = {}
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for color in color_attributes:
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with gr.Row():
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color_checkboxes[color] = gr.Checkbox(label=f"{color} Selected", value=False)
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color_sliders[color] = gr.Slider(label=f"{color} Influence Ratio", minimum=0, maximum=1, step=0.01, value=0.0)
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with gr.Accordion("Advanced options", open=False):
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with gr.Group():
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with gr.Row():
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use_negative_prompt = gr.Checkbox(label="Use negative prompt", value=False, visible=True)
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negative_prompt = gr.Text(
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label="Negative prompt",
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max_lines=1,
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placeholder="Enter a negative prompt",
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visible=True,
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)
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style_selection = gr.Radio(
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choices=STYLE_NAMES,
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value=DEFAULT_STYLE_NAME,
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label="Image Style",
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show_label=True,
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container=True,
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interactive=True,
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)
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seed = gr.Slider(
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label="Seed",
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minimum=0,
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maximum=MAX_SEED,
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step=1,
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value=0,
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)
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randomize_seed = gr.Checkbox(label="Randomize seed", value=True)
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with gr.Row(visible=True):
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width = gr.Slider(
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label="Width",
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minimum=256,
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maximum=MAX_IMAGE_SIZE,
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step=32,
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value=1024,
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)
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height = gr.Slider(
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label="Height",
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minimum=256,
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maximum=MAX_IMAGE_SIZE,
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step=32,
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value=1024,
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)
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with gr.Row():
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inference_steps = gr.Slider(
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label="Steps",
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minimum=4,
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maximum=20,
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step=1,
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value=4,
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)
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gr.Examples(
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examples=examples,
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cache_examples=CACHE_EXAMPLES,
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)
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# Dynamic updates based on user interactions
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use_negative_prompt.change(
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fn=lambda x: gr.update(visible=x),
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inputs=use_negative_prompt,
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outputs=negative_prompt,
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api_name=False,
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)
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gr.on(
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triggers=[
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prompt.submit,
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negative_prompt.submit,
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run_button.click,
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],
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fn=generate,
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inputs=[
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prompt,
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negative_prompt,
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style_selection,
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use_negative_prompt,
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seed,
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width,
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height,
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inference_steps,
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randomize_seed,
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*[color_checkboxes[color] for color in color_attributes],
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*[color_sliders[color] for color in color_attributes]
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],
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outputs=[result, seed],
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api_name="run",
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)
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# Launch the Gradio app
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if __name__ == "__main__":
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demo.queue(max_size=20).launch()
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# Uncomment the next line to launch the server with specific options
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# demo.queue(max_size=20).launch(server_name="0.0.0.0", server_port=11900, debug=True)
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