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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) |