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| import os | |
| import random | |
| import sys | |
| from typing import Sequence, Mapping, Any, Union | |
| import torch | |
| import gradio as gr | |
| from PIL import Image | |
| from huggingface_hub import hf_hub_download | |
| import base64 | |
| from io import BytesIO | |
| from openai import OpenAI | |
| def init_gpt_api(): | |
| return OpenAI(api_key=os.getenv("OPENAI_API_KEY")) | |
| def base64_to_pil(base64_str): | |
| image_data = base64.b64decode(base64_str) | |
| return Image.open(BytesIO(image_data)) | |
| def customize_image(prompt, image): | |
| if image is None or prompt.strip() == "": | |
| return None | |
| prompt = f"Convert this image into a {prompt} drawing" | |
| client = init_gpt_api() | |
| # image_base64 = encode_image_from_pil(image) | |
| result = client.images.edit( | |
| model="gpt-image-1", | |
| image=[open(image, 'rb')], | |
| prompt=prompt, | |
| ) | |
| if result.data: | |
| image_base64 = result.data[0].b64_json | |
| return base64_to_pil(image_base64) | |
| else: | |
| return None | |
| # Create Gradio interface | |
| custom_css = """ | |
| /* Global styling */ | |
| .gradio-container { | |
| max-width: 1200px !important; | |
| margin: 0 auto !important; | |
| background: linear-gradient(135deg, #667eea 0%, #764ba2 100%) !important; | |
| min-height: 100vh; | |
| padding: 20px; | |
| } | |
| /* Header styling */ | |
| .main-header { | |
| background: rgba(255, 255, 255, 0.95); | |
| backdrop-filter: blur(10px); | |
| border-radius: 20px; | |
| padding: 40px; | |
| margin-bottom: 30px; | |
| box-shadow: 0 8px 32px rgba(0, 0, 0, 0.1); | |
| border: 1px solid rgba(255, 255, 255, 0.2); | |
| text-align: center; | |
| } | |
| .main-header h1 { | |
| background: linear-gradient(45deg, #667eea, #764ba2); | |
| -webkit-background-clip: text; | |
| -webkit-text-fill-color: transparent; | |
| background-clip: text; | |
| font-size: 3rem !important; | |
| font-weight: 700 !important; | |
| margin-bottom: 15px !important; | |
| text-align: center !important; | |
| } | |
| .main-header h3 { | |
| color: #6b7280 !important; | |
| text-align: center !important; | |
| font-weight: 400 !important; | |
| font-size: 1.3rem !important; | |
| line-height: 1.6 !important; | |
| } | |
| /* Step containers */ | |
| .step-container { | |
| background: rgba(255, 255, 255, 0.9); | |
| backdrop-filter: blur(10px); | |
| border-radius: 16px; | |
| padding: 30px; | |
| margin-bottom: 25px; | |
| box-shadow: 0 4px 20px rgba(0, 0, 0, 0.08); | |
| border: 1px solid rgba(255, 255, 255, 0.3); | |
| transition: transform 0.2s ease, box-shadow 0.2s ease; | |
| } | |
| .step-container:hover { | |
| transform: translateY(-2px); | |
| box-shadow: 0 8px 30px rgba(0, 0, 0, 0.12); | |
| } | |
| /* Step headers */ | |
| .step-header { | |
| display: flex; | |
| align-items: center; | |
| margin-bottom: 25px; | |
| padding-bottom: 20px; | |
| border-bottom: 3px solid #f3f4f6; | |
| } | |
| .step-number { | |
| background: linear-gradient(45deg, #667eea, #764ba2); | |
| color: white; | |
| width: 45px; | |
| height: 45px; | |
| border-radius: 50%; | |
| display: flex; | |
| align-items: center; | |
| justify-content: center; | |
| font-weight: bold; | |
| font-size: 1.3rem; | |
| margin-right: 20px; | |
| box-shadow: 0 4px 15px rgba(102, 126, 234, 0.3); | |
| } | |
| .step-title { | |
| font-size: 1.5rem; | |
| font-weight: 600; | |
| color: #374151; | |
| margin: 0; | |
| } | |
| /* Enhanced button styling */ | |
| .primary-button { | |
| background: linear-gradient(45deg, #667eea, #764ba2) !important; | |
| border: none !important; | |
| border-radius: 12px !important; | |
| padding: 15px 35px !important; | |
| font-weight: 600 !important; | |
| font-size: 1.1rem !important; | |
| color: white !important; | |
| box-shadow: 0 4px 15px rgba(102, 126, 234, 0.3) !important; | |
| transition: all 0.3s ease !important; | |
| margin: 15px 5px !important; | |
| min-height: 50px !important; | |
| width: 100% !important; | |
| } | |
| .primary-button:hover { | |
| transform: translateY(-2px) !important; | |
| box-shadow: 0 6px 25px rgba(102, 126, 234, 0.4) !important; | |
| } | |
| .secondary-button { | |
| background: linear-gradient(45deg, #10b981, #059669) !important; | |
| border: none !important; | |
| border-radius: 12px !important; | |
| padding: 15px 35px !important; | |
| font-weight: 600 !important; | |
| font-size: 1.1rem !important; | |
| color: white !important; | |
| box-shadow: 0 4px 15px rgba(16, 185, 129, 0.3) !important; | |
| transition: all 0.3s ease !important; | |
| margin: 15px 5px !important; | |
| min-height: 50px !important; | |
| width: 100% !important; | |
| } | |
| .secondary-button:hover { | |
| transform: translateY(-2px) !important; | |
| box-shadow: 0 6px 25px rgba(16, 185, 129, 0.4) !important; | |
| } | |
| /* Enhanced input styling */ | |
| .gr-textbox input, .gr-dropdown, .gr-slider { | |
| border: 2px solid #e5e7eb !important; | |
| border-radius: 10px !important; | |
| padding: 12px 16px !important; | |
| font-size: 1rem !important; | |
| transition: all 0.3s ease !important; | |
| } | |
| .gr-textbox input:focus, .gr-dropdown:focus { | |
| border-color: #667eea !important; | |
| box-shadow: 0 0 0 3px rgba(102, 126, 234, 0.1) !important; | |
| outline: none !important; | |
| } | |
| /* Upload area enhancement */ | |
| .upload-area { | |
| border: 3px dashed #667eea; | |
| border-radius: 15px; | |
| padding: 10px; | |
| text-align: center; | |
| background: linear-gradient(135deg, rgba(102, 126, 234, 0.05), rgba(118, 75, 162, 0.05)); | |
| transition: all 0.3s ease; | |
| min-height: 150px; | |
| display: flex; | |
| align-items: center; | |
| justify-content: center; | |
| } | |
| .upload-area:hover { | |
| border-color: #764ba2; | |
| background: linear-gradient(135deg, rgba(102, 126, 234, 0.1), rgba(118, 75, 162, 0.1)); | |
| transform: translateY(-2px); | |
| } | |
| /* Image preview styling */ | |
| .image-preview { | |
| border: 2px solid #e2e8f0; | |
| border-radius: 12px; | |
| overflow: hidden; | |
| box-shadow: 0 4px 15px rgba(0, 0, 0, 0.1); | |
| background: #f8fafc; | |
| } | |
| /* Gallery styling */ | |
| .enhanced-gallery { | |
| border: 2px solid #e2e8f0; | |
| border-radius: 12px; | |
| padding: 15px; | |
| background: #f8fafc; | |
| min-height: 300px; | |
| } | |
| /* Control groups */ | |
| .control-group { | |
| background: #f8fafc; | |
| border: 2px solid #e2e8f0; | |
| border-radius: 12px; | |
| padding: 20px; | |
| margin: 15px 0; | |
| } | |
| .control-group h4 { | |
| color: #374151; | |
| font-weight: 600; | |
| margin-bottom: 15px; | |
| text-align: center; | |
| } | |
| /* Info boxes */ | |
| .info-box { | |
| background: linear-gradient(45deg, #dbeafe, #bfdbfe); | |
| border: 2px solid #60a5fa; | |
| border-radius: 10px; | |
| padding: 15px 20px; | |
| margin: 15px 0; | |
| color: #1e40af; | |
| font-weight: 500; | |
| } | |
| .warning-box { | |
| background: linear-gradient(45deg, #fef3c7, #fde68a); | |
| border: 2px solid #f59e0b; | |
| border-radius: 10px; | |
| padding: 15px 20px; | |
| margin: 15px 0; | |
| color: #92400e; | |
| font-weight: 500; | |
| } | |
| .success-box { | |
| background: linear-gradient(45deg, #d1fae5, #a7f3d0); | |
| border: 2px solid #10b981; | |
| border-radius: 10px; | |
| padding: 15px 20px; | |
| margin: 15px 0; | |
| color: #065f46; | |
| font-weight: 500; | |
| } | |
| /* Section dividers */ | |
| .section-divider { | |
| height: 3px; | |
| background: linear-gradient(45deg, #667eea, #764ba2); | |
| border-radius: 2px; | |
| margin: 30px 0; | |
| opacity: 0.7; | |
| } | |
| /* Examples section */ | |
| .examples-section { | |
| background: rgba(255, 255, 255, 0.9); | |
| backdrop-filter: blur(10px); | |
| border-radius: 16px; | |
| padding: 30px; | |
| margin-top: 30px; | |
| box-shadow: 0 4px 20px rgba(0, 0, 0, 0.08); | |
| } | |
| /* Responsive design */ | |
| @media (max-width: 768px) { | |
| .gradio-container { | |
| padding: 15px; | |
| } | |
| .main-header { | |
| padding: 25px; | |
| } | |
| .main-header h1 { | |
| font-size: 2.5rem !important; | |
| } | |
| .step-container { | |
| padding: 20px; | |
| } | |
| .step-number { | |
| width: 35px; | |
| height: 35px; | |
| font-size: 1.1rem; | |
| } | |
| .step-title { | |
| font-size: 1.3rem; | |
| } | |
| } | |
| /* Hide default gradio styling conflicts */ | |
| .gr-box { | |
| margin-bottom: 0px !important; | |
| border: none !important; | |
| } | |
| .gr-panel { | |
| border: none !important; | |
| background: transparent !important; | |
| } | |
| .gr-form { | |
| background: transparent !important; | |
| } | |
| """ | |
| examples = [ | |
| ["", "mona.png", "receita-tacos.webp", 15, 0.6], | |
| ["a woman looking at a house catching fire on the background", "disaster_girl.png", "abaporu.jpg", 15, 0.15], | |
| ["istanbul aerial, dramatic photography", "natasha.png", "istambul.jpg", 15, 0.5], | |
| ] | |
| output_image = gr.Image(label="Generated Image") | |
| multi_image = gr.Image(label="Generated Image") | |
| # customized_image = gr.Image(label="Customized Image") | |
| medium_images = gr.Gallery(label="Images", columns=[2], rows=[2], elem_id="gallery", format="png") | |
| with gr.Blocks(css=custom_css, title="π¨ Artist Ideation - Advanced Style Transfer") as app: | |
| # Enhanced Header | |
| gr.HTML(""" | |
| <div class="main-header"> | |
| <h1>π¨ Artist Ideation</h1> | |
| <h3>Advanced Image Medium Transfer </h3> | |
| </div> | |
| """) | |
| with gr.Row(elem_classes="step-container"): | |
| with gr.Column(): | |
| gr.HTML(""" | |
| <div class="step-header"> | |
| <h2 class="step-title">Artistic Medium Transformation</h2> | |
| </div> | |
| """) | |
| with gr.Row(): | |
| with gr.Column(scale=1): | |
| structure_image = gr.Image(label="Structure Image", type="filepath") | |
| custom_medium = gr.Textbox( | |
| label="π¨ Artistic Medium", | |
| placeholder="Enter your desired medium (e.g., watercolor, charcoal sketch, digital art)...", | |
| lines=2, | |
| ) | |
| gr.HTML(""" | |
| <div class="success-box"> | |
| π‘ <strong>Pro Tips:</strong> Try "watercolor portrait", "pencil sketch", "oil painting masterpiece", | |
| or "digital art concept" for best results! | |
| </div> | |
| """) | |
| customize_btn = gr.Button( | |
| "ποΈ Transform Medium", | |
| variant="primary", | |
| elem_classes="secondary-button", | |
| size="lg" | |
| ) | |
| with gr.Column(scale=1): | |
| customized_image = gr.Image( | |
| label="π Artistic Transformation", | |
| elem_classes="image-preview", | |
| height=400 | |
| ) | |
| # customized_image.render() | |
| customize_btn.click( | |
| fn=customize_image, | |
| inputs=[custom_medium, structure_image], | |
| outputs=[customized_image] | |
| ) | |
| if __name__ == "__main__": | |
| app.launch(share=True) |