Update app.py
Browse files
app.py
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@@ -1,29 +1,29 @@
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import gradio as gr
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import torch
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from diffusers import
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# Load
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model_id = "stabilityai/stable-diffusion-xl-base-1.0"
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pipe =
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model_id,
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torch_dtype=torch.float16,
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)
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pipe = pipe.to("cuda" if torch.cuda.is_available() else "cpu")
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# Function to generate outfit image + suggestion
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def generate_outfit(weather, activity, style):
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try:
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# Build prompt
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prompt = (
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f"A realistic full-body outfit for {weather} weather, "
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f"{activity} activity, {style} style, front view, 30-degree angle,
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)
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# Generate image
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result = pipe(prompt, guidance_scale=7.5)
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image = result.images[0] #
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#
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suggestion_text = (
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f"π‘ Suggested outfit for {weather} weather, {activity} activity, {style} style:\n"
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"- Top: light breathable shirt or jacket depending on weather\n"
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@@ -32,39 +32,18 @@ def generate_outfit(weather, activity, style):
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"- Accessories: hat, sunglasses, or scarf depending on weather"
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)
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return image, suggestion_text
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except Exception as e:
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# If something fails, return a placeholder and error text
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return None, f"β Error generating outfit: {str(e)}"
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# Gradio UI
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custom_css = """
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body {
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}
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.
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max-width: 900px !important;
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margin: auto;
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}
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h1, h2, h3 {
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text-align: center;
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color: #fff;
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}
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.gr-button {
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background-color: #00bfa6 !important;
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color: white !important;
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font-weight: bold;
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border-radius: 12px !important;
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transition: all 0.3s ease-in-out;
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}
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.gr-button:hover {
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background-color: #007f70 !important;
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}
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.gr-image {
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border-radius: 12px;
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box-shadow: 0 0 20px rgba(0,255,255,0.1);
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}
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"""
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with gr.Blocks(css=custom_css) as app:
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@@ -73,15 +52,29 @@ with gr.Blocks(css=custom_css) as app:
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with gr.Row():
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with gr.Column(scale=1):
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weather = gr.Dropdown(
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generate_btn = gr.Button("Generate Outfit π", variant="primary")
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with gr.Column(scale=1):
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outfit_image = gr.Image(label="πΌ Generated Outfit")
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outfit_text = gr.Textbox(label="π‘ Outfit Suggestion", lines=8)
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generate_btn.click(
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app.launch(share=True)
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import gradio as gr
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import torch
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from diffusers import StableDiffusionXLPipeline
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# Load SDXL model
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model_id = "stabilityai/stable-diffusion-xl-base-1.0"
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pipe = StableDiffusionXLPipeline.from_pretrained(
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model_id,
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torch_dtype=torch.float16,
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safety_checker=None # Disable safety checker for hackathon demo
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)
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pipe = pipe.to("cuda" if torch.cuda.is_available() else "cpu")
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# Function to generate outfit image + suggestion
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def generate_outfit(weather, activity, style):
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try:
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# Build prompt
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prompt = (
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f"A realistic full-body outfit for {weather} weather, "
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f"{activity} activity, {style} style, front view, 30-degree angle, highly detailed, full body"
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)
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# SDXL generates output as a list of PIL images
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result = pipe(prompt, guidance_scale=7.5)
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image = result.images[0] # take the first image
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# Outfit suggestion
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suggestion_text = (
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f"π‘ Suggested outfit for {weather} weather, {activity} activity, {style} style:\n"
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"- Top: light breathable shirt or jacket depending on weather\n"
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"- Accessories: hat, sunglasses, or scarf depending on weather"
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)
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return image, suggestion_text
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except Exception as e:
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return None, f"β Error generating outfit: {str(e)}"
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# Gradio UI
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custom_css = """
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body {background: linear-gradient(135deg, #232526, #414345); color: white; font-family: 'Poppins', sans-serif;}
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.gradio-container {max-width: 900px !important; margin: auto;}
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h1,h2,h3 {text-align:center; color:#fff;}
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.gr-button {background-color:#00bfa6 !important; color:white !important; font-weight:bold; border-radius:12px !important;}
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.gr-button:hover {background-color:#007f70 !important;}
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.gr-image {border-radius:12px; box-shadow:0 0 20px rgba(0,255,255,0.1);}
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"""
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with gr.Blocks(css=custom_css) as app:
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with gr.Row():
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with gr.Column(scale=1):
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weather = gr.Dropdown(
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["Hot", "Cold", "Rainy", "Snowy", "Mild", "Humid"],
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label="π€ Weather", value="Hot"
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)
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activity = gr.Dropdown(
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["Casual", "Work", "Party", "Sporty"],
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label="π Activity", value="Casual"
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)
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style = gr.Dropdown(
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["Casual", "Sporty", "Formal"],
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label="π¨ Style", value="Casual"
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)
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generate_btn = gr.Button("Generate Outfit π", variant="primary")
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with gr.Column(scale=1):
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outfit_image = gr.Image(label="πΌ Generated Outfit")
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outfit_text = gr.Textbox(label="π‘ Outfit Suggestion", lines=8)
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generate_btn.click(
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generate_outfit,
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inputs=[weather, activity, style],
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outputs=[outfit_image, outfit_text]
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)
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app.launch(share=True)
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