Create app.py
Browse files
app.py
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| 1 |
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import gradio as gr
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import numpy as np
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import matplotlib.pyplot as plt
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from PIL import Image
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import io
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from stringart import StringArtGenerator
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def generate_string_art(image, num_nails, iterations, weight, shape):
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"""Generate string art from uploaded image"""
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if image is None:
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return None
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try:
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# Initialize generator
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generator = StringArtGenerator()
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# Convert PIL image to numpy array and set it directly
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np_img = np.array(image)
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generator.image = image
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generator.data = np.flipud(np_img).transpose()
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# Preprocess
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generator.preprocess()
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generator.set_nails(int(num_nails))
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generator.set_iterations(int(iterations))
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generator.set_weight(int(weight))
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generator.set_shape(shape)
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generator.set_seed(42)
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# Generate pattern
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pattern = generator.generate()
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if len(pattern) == 0:
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return None
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# Create visualization
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lines_x = []
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lines_y = []
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for i in range(len(pattern)-1):
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lines_x.extend([pattern[i][0], pattern[i+1][0], None])
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lines_y.extend([pattern[i][1], pattern[i+1][1], None])
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# Create plot
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fig, (ax1, ax2) = plt.subplots(1, 2, figsize=(16, 8))
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# Original image
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ax1.imshow(generator.image, cmap='gray')
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ax1.set_title('Original Image (Preprocessed)')
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ax1.axis('off')
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# String art
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xmin, ymin = 0., 0.
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xmax = generator.data.shape[0]
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ymax = generator.data.shape[1]
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ax2.set_xlim([xmin, xmax])
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ax2.set_ylim([ymin, ymax])
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ax2.set_aspect('equal')
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ax2.axis('off')
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ax2.set_title(f'String Art ({len(pattern)} connections)')
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ax2.set_facecolor('white')
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# Plot all lines at once for better performance
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ax2.plot(lines_x, lines_y, linewidth=0.15, color='black', alpha=0.8)
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plt.tight_layout()
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# Save to buffer
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buf = io.BytesIO()
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plt.savefig(buf, format='png', bbox_inches='tight', dpi=150, facecolor='white')
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buf.seek(0)
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plt.close()
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# Return image
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result_image = Image.open(buf)
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return result_image
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except Exception as e:
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print(f"Error: {str(e)}")
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return None
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# Create Gradio interface
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with gr.Blocks(
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title="String Art Generator",
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theme=gr.themes.Soft(),
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css="""
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.gradio-container {
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max-width: 1200px !important;
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}
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"""
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) as demo:
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gr.Markdown("""
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# 🎨 String Art Generator
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Transform your images into beautiful string art! Upload an image and watch as an algorithm recreates it using virtual string connections between nails.
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**How it works:** The algorithm places nails around a circle/rectangle, then iteratively finds the darkest paths between nails to recreate your image.
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""")
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with gr.Row():
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with gr.Column(scale=1):
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gr.Markdown("### 📤 Input")
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image_input = gr.Image(
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type="pil",
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label="Upload Your Image",
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sources=["upload"],
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height=300
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)
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gr.Markdown("### ⚙️ Settings")
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with gr.Row():
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num_nails = gr.Slider(
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minimum=50,
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maximum=200,
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value=120,
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step=10,
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label="Number of Nails",
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info="More nails = more detail, but slower processing"
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)
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iterations = gr.Slider(
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minimum=500,
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maximum=3000,
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value=1500,
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step=100,
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label="Iterations",
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info="More iterations = better quality, but slower"
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)
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with gr.Row():
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weight = gr.Slider(
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minimum=5,
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maximum=40,
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value=20,
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step=5,
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label="Line Weight",
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info="Thickness of virtual string"
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)
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shape = gr.Dropdown(
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choices=["circle", "rectangle"],
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value="circle",
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label="Nail Arrangement",
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info="Shape for nail placement"
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)
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generate_btn = gr.Button(
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"🎨 Generate String Art",
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variant="primary",
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size="lg"
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)
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gr.Markdown("""
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| 153 |
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### 💡 Tips:
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| 154 |
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- High contrast images work best
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| 155 |
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- Simple compositions are ideal
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| 156 |
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- Processing may take 1-3 minutes
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| 157 |
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- Start with lower settings for faster results
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| 158 |
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""")
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| 159 |
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with gr.Column(scale=1):
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gr.Markdown("### 🎯 Result")
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| 162 |
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output_image = gr.Image(
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| 163 |
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label="Generated String Art",
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| 164 |
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height=600
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| 165 |
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)
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| 166 |
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| 167 |
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generate_btn.click(
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| 168 |
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fn=generate_string_art,
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| 169 |
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inputs=[image_input, num_nails, iterations, weight, shape],
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| 170 |
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outputs=output_image,
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| 171 |
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show_progress=True
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| 172 |
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)
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| 173 |
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| 174 |
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if __name__ == "__main__":
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| 175 |
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demo.launch()
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