Spaces:
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Sleeping
Ritvik Shrivastava commited on
Commit Β·
b4e9a74
1
Parent(s): d3c46a0
minor changes pt3!
Browse files
app.py
CHANGED
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"""
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app.py β GharScan HuggingFace Space
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"""
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import spaces
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import gradio as gr
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from PIL import Image
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from inference import run_gharscan_pipeline
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from agent_trace import AgentTraceLogger
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trace_logger = AgentTraceLogger()
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@spaces.GPU
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def analyze_image(image: Image.Image) ->
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if image is None:
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return
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session = trace_logger.start_trace()
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report = run_gharscan_pipeline(image, language=
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trace_logger.save_trace(session)
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return
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def
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if not r.get("analysis_ok"):
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</div>"""
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struct = (f"""<div style='background:rgba(127,29,29,0.3);border:1px solid #7f1d1d;
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border-radius:10px;padding:13px 16px;margin-bottom:14px;
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display:flex;gap:10px;align-items:flex-start;color:#fca5a5;font-size:13px'>
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<span style='font-size:18px;flex-shrink:0'>β οΈ</span>
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<div><strong style='font-size:14px'>STRUCTURAL RISK</strong>
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<br><span style='color:#f87171'>{r.get("structural_reasoning","")}</span></div></div>"""
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if r.get("is_structural") else
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"""<div style='background:rgba(21,128,61,0.2);border:1px solid #166534;
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border-radius:10px;padding:11px 16px;margin-bottom:14px;
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color:#86efac;font-size:13px;display:flex;align-items:center;gap:8px'>
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<span>β
</span><strong>Not Structural β No immediate safety risk</strong></div>""")
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if r.get("monsoon_risk") else "")
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<span style='flex-shrink:0'>β οΈ</span><p>{r.get("liability_text","")}</p></div>"""
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if r.get("show_liability_banner") else "")
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disclaimer = (f"""<div style='border-left:3px solid #f59e0b;padding:10px 14px;
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font-size:12px;color:#9ca3af;margin-top:8px;background:#1a1d23;
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border-radius:0 8px 8px 0'>{r["disclaimer"]}</div>"""
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if r.get("disclaimer") else "")
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return f"""
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<div style='font-family:Inter,sans-serif;color:#e8eaed;max-width:
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<div style='
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</div>
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<div style='background:#1a1d23;border-radius:4px;height:8px;margin-bottom:5px;overflow:hidden'>
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<div style='width:{pct}%;height:8px;border-radius:4px;background:{color};
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transition:width 0.6s ease'></div>
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</div>
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<div style='display:flex;justify-content:space-between;font-size:10px;
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color:#4b5563;font-family:monospace;margin-bottom:18px'>
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<span>Cosmetic</span><span>Moderate</span><span>Critical</span>
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</div>
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<div style='height:1px;background:#1e2229;margin-bottom:16px'></div>
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<!-- Description rows -->
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<div style='margin-bottom:12px'>
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<div style='font-size:10px;color:#6fb3e0;font-family:monospace;letter-spacing:.08em;
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margin-bottom:4px'>WHAT IT IS</div>
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<div style='font-size:14px;line-height:1.5'>{r.get("description","")}</div>
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</div>
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<div style='margin-bottom:12px'>
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<div style='font-size:10px;color:#6fb3e0;font-family:monospace;letter-spacing:.08em;
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margin-bottom:4px'>WHY IT HAPPENS</div>
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<div style='font-size:14px;line-height:1.5'>{r.get("primary_cause","")}</div>
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</div>
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<div style='height:1px;background:#1e2229;margin-bottom:16px'></div>
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<!-- Action block -->
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<div style='background:rgba(59,130,246,0.09);border:1px solid rgba(59,130,246,0.25);
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border-radius:10px;padding:13px 15px;margin-bottom:12px'>
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<div style='font-size:10px;color:#6fb3e0;font-family:monospace;
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letter-spacing:.08em;margin-bottom:5px'>WHAT TO DO</div>
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<div style='font-size:14px;font-weight:500;color:#93c5fd;line-height:1.5'>
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{r.get("immediate_action","Consult a professional.")}</div>
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</div>
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<div style='margin-bottom:16px'>
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<div style='font-size:10px;color:#6fb3e0;font-family:monospace;
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letter-spacing:.08em;margin-bottom:4px'>WHEN TO ACT</div>
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<div style='font-size:14px;font-weight:500'>{r.get("urgency_display","")}</div>
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</div>
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<div style='height:1px;background:#1e2229;margin-bottom:16px'></div>
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<!-- Cost block -->
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<div style='background:#20242b;border-radius:12px;padding:16px'>
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<div style='font-size:26px;font-weight:700;color:#22c55e;
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font-family:monospace;margin-bottom:6px'>{r.get("cost_range_inr","")}</div>
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<div style='font-size:13px;color:#8b9099'>
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π· {r.get("professional_display","")}</div>
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</div>
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{monsoon}
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</div>
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{liability}
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{disclaimer}
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</div>"""
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# ββ CSS ββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββ
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CSS = """
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}
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.gradio-container { max-width: 680px !important; margin: 0 auto !important; padding: 0 !important; }
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.main { padding: 0 16px 60px !important; }
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footer, .footer { display: none !important; }
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/* Image upload zone */
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.image-upload-zone {
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border: 2px dashed #2a2f38 !important;
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border-radius: 14px !important;
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background: #181b20 !important;
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min-height: 280px !important;
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transition: border-color 0.2s !important;
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}
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.image-upload-zone:hover { border-color: #3b82f6 !important; }
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.image-upload-zone .upload-text { color: #6b7280 !important; }
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.image-upload-zone svg { color: #374151 !important; }
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/* Analyse button */
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button.primary {
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background: linear-gradient(135deg, #2563eb, #1d4ed8) !important;
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border: none !important;
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border-radius: 10px !important;
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font-size: 15px !important;
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font-weight: 600 !important;
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padding: 14px !important;
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letter-spacing: 0.02em !important;
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box-shadow: 0 4px 14px rgba(37,99,235,0.4) !important;
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transition: opacity 0.15s, transform 0.1s !important;
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}
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button.primary:hover:not(:disabled) { opacity: 0.9 !important; transform: translateY(-1px) !important; }
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button.primary:disabled { opacity: 0.35 !important; box-shadow: none !important; }
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/* Output HTML area */
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.output-html { background: transparent !important; padding: 0 !important; }
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/* Examples */
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.examples-holder { margin-top: 4px !important; }
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.examples-holder table { background: #181b20 !important; border-radius: 10px !important; }
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.examples-holder td { padding: 6px !important; }
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.examples-holder img { border-radius: 6px !important; }
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/* Radio buttons hidden (language removed) */
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.gr-radio { display: none !important; }
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/* Labels */
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label.block, .block > label { color: #6b7280 !important; font-size: 12px !important; font-family: monospace !important; letter-spacing: .06em !important; }
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/* Scrollbar */
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::-webkit-scrollbar { width: 6px; } ::-webkit-scrollbar-track { background: #0c0e12; }
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::-webkit-scrollbar-thumb { background: #2a2f38; border-radius: 3px; }
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"""
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HEADER = """
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<div style='display:flex;align-items:center;justify-content:space-between;
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padding:16px 0 18px;border-bottom:1px solid #1e2229;margin-bottom:20px'>
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<div style='display:flex;align-items:center;gap:12px'>
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<span style='font-size:30px'>ποΈ</span>
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<div>
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<div style='font-size:20px;font-weight:700;color:#e8eaed;letter-spacing:-0.3px'>GharScan</div>
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<div style='font-size:11px;color:#6b7280;margin-top:1px'>AI Building Defect Inspector Β· India</div>
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</div>
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</div>
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<div style='display:flex;flex-direction:column;align-items:flex-end;gap:6px'>
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<div style='background:#0d1f0d;border:1px solid #166534;border-radius:20px;
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padding:4px 12px;font-size:11px;color:#86efac;font-family:monospace;
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display:flex;align-items:center;gap:6px'>
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<span style='width:6px;height:6px;border-radius:50%;background:#22c55e;
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animation:pulse 2s infinite;display:inline-block'></span>
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ZeroGPU Β· Online
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</div>
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<div style='font-size:10px;color:#374151;font-family:monospace'>Qwen2-VL-2B Β· 2.07B params</div>
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</div>
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</div>
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<style>@keyframes pulse{0%,100%{opacity:1}50%{opacity:.4}}</style>
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"""
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HOW_IT_WORKS = """
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<div style='display:grid;grid-template-columns:1fr 1fr 1fr;gap:8px;margin:16px 0 4px;'>
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<div style='background:#181b20;border:1px solid #1e2229;border-radius:10px;
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padding:12px;text-align:center;font-size:12px;color:#6b7280'>
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<div style='font-size:20px;margin-bottom:6px'>πΈ</div>
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<strong style='color:#9ca3af;display:block;margin-bottom:3px'>1. Photograph</strong>
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Aim at any crack or stain
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</div>
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<div style='background:#181b20;border:1px solid #1e2229;border-radius:10px;
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padding:12px;text-align:center;font-size:12px;color:#6b7280'>
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<div style='font-size:20px;margin-bottom:6px'>π</div>
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<strong style='color:#9ca3af;display:block;margin-bottom:3px'>2. Analyse</strong>
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AI inspects in ~12 sec
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</div>
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<div style='background:#181b20;border:1px solid #1e2229;border-radius:10px;
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padding:12px;text-align:center;font-size:12px;color:#6b7280'>
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<div style='font-size:20px;margin-bottom:6px'>βΉ</div>
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<strong style='color:#9ca3af;display:block;margin-bottom:3px'>3. Get Answer</strong>
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Type Β· Severity Β· Cost
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</div>
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</div>
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"""
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<div style='text-align:center;padding:28px 0 8px;border-top:1px solid #1e2229;
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font-size:11px;color:#374151;font-family:monospace;line-height:2'>
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<p style='color:#4b5563'>Qwen2-VL-2B fine-tuned on 8,860 deduplicated defect images Β· No cloud APIs</p>
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<p>
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<a href='https://huggingface.co/ritvik360/gharscan-qwen2vl-lora' target='_blank' style='color:#4b5563;text-decoration:none'>Model</a>
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Β· <a href='https://huggingface.co/datasets/ritvik360/gharscan-defect-dataset' target='_blank' style='color:#4b5563;text-decoration:none'>Dataset</a>
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Β· <a href='https://huggingface.co/ritvik360/gharscan-qwen2vl-gguf' target='_blank' style='color:#4b5563;text-decoration:none'>GGUF</a>
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Β· <a href='https://huggingface.co/blog/ritvik360/gharscan' target='_blank' style='color:#4b5563;text-decoration:none'>Blog</a>
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</p>
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<p style='color:#1f2937;margin-top:4px'>
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ποΈ Build Small Hackathon 2026 Β· Backyard AI Track
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</p>
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<p style='color:#1f2937'>GharScan is a triage aid, not a substitute for professional structural assessment.</p>
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</div>
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"""
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# ββ Build UI βββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββ
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with gr.Blocks(
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css=CSS,
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title="GharScan β
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theme=gr.themes.Base(
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primary_hue="blue",
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neutral_hue="slate",
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font=gr.themes.GoogleFont("Inter"),
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)
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) as demo:
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)
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gr.
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# Example images
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gr.Examples(
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examples=[
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["https://upload.wikimedia.org/wikipedia/commons/thumb/3/3e/Cracked_Wall.jpg/640px-Cracked_Wall.jpg"],
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],
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inputs=image_input,
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label="βΈ Try an example",
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examples_per_page=3,
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)
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)
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gr.HTML(
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demo.queue(
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demo.launch()
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"""
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app.py β GharScan HuggingFace Space
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Uses gr.Blocks (ZeroGPU-compatible). Custom CSS for Off-Brand badge.
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"""
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import os
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import spaces
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import gradio as gr
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from PIL import Image
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from pathlib import Path
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from inference import run_gharscan_pipeline
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from agent_trace import AgentTraceLogger
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trace_logger = AgentTraceLogger()
|
| 15 |
|
| 16 |
+
# ββ ZeroGPU-compatible inference ββββββββββββββββββββββββββββββββββββββββββββββ
|
| 17 |
@spaces.GPU
|
| 18 |
+
def analyze_image(image: Image.Image, language: str) -> dict:
|
| 19 |
if image is None:
|
| 20 |
+
return {}
|
| 21 |
session = trace_logger.start_trace()
|
| 22 |
+
report = run_gharscan_pipeline(image, language=language, trace_session=session)
|
| 23 |
trace_logger.save_trace(session)
|
| 24 |
+
return report
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|
| 25 |
|
| 26 |
+
def analyze_and_render(image, language):
|
| 27 |
+
if image is None:
|
| 28 |
+
return "<p style='color:#6b7280;padding:20px'>Please upload or take a photo first.</p>"
|
| 29 |
+
r = analyze_image(image, language)
|
| 30 |
if not r.get("analysis_ok"):
|
| 31 |
+
return f"<p style='color:#ef4444;padding:20px'>β οΈ {r.get('description','Analysis failed.')}</p>"
|
| 32 |
+
|
| 33 |
+
color = r.get("severity_color", "#6b7280")
|
| 34 |
+
sev = r.get("severity", 0)
|
| 35 |
+
pct = sev * 20
|
| 36 |
+
|
| 37 |
+
struct_html = ""
|
| 38 |
+
if r.get("is_structural"):
|
| 39 |
+
struct_html = f"""<div style='background:rgba(127,29,29,0.25);border:1px solid #7f1d1d;border-radius:8px;padding:12px;margin-bottom:12px;color:#fca5a5'>
|
| 40 |
+
β οΈ <strong>STRUCTURAL RISK</strong> β {r.get("structural_reasoning","")}
|
| 41 |
</div>"""
|
| 42 |
+
else:
|
| 43 |
+
struct_html = "<div style='background:rgba(21,128,61,0.2);border:1px solid #166534;border-radius:8px;padding:10px;margin-bottom:12px;color:#86efac'>β
Not Structural β No immediate safety risk</div>"
|
| 44 |
|
| 45 |
+
liability = ""
|
| 46 |
+
if r.get("show_liability_banner"):
|
| 47 |
+
liability = f"<div style='background:rgba(239,68,68,0.1);border:1px solid rgba(239,68,68,0.3);border-radius:8px;padding:12px;color:#fca5a5;font-size:12px;margin-top:10px'>β οΈ {r.get('liability_text','')}</div>"
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|
| 48 |
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| 49 |
+
disclaimer = ""
|
| 50 |
+
if r.get("disclaimer"):
|
| 51 |
+
disclaimer = f"<div style='border-left:3px solid #f59e0b;padding:10px 14px;font-size:12px;color:#9ca3af;margin-top:8px'>{r['disclaimer']}</div>"
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|
| 52 |
|
| 53 |
+
monsoon = ""
|
| 54 |
+
if r.get("monsoon_risk"):
|
| 55 |
+
monsoon = "<div style='background:rgba(234,179,8,0.1);border:1px solid rgba(234,179,8,0.3);border-radius:6px;padding:10px;color:#fde68a;font-size:13px;margin-top:10px'>π§οΈ <strong>Monsoon Risk:</strong> This defect worsens during heavy rainfall. Address before June.</div>"
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|
| 56 |
|
| 57 |
return f"""
|
| 58 |
+
<div style='background:#181b20;border:1px solid #2a2f38;border-radius:14px;padding:20px;font-family:Inter,sans-serif;color:#e8eaed;max-width:600px'>
|
| 59 |
+
{struct_html}
|
| 60 |
+
<div style='display:flex;justify-content:space-between;align-items:flex-start;margin-bottom:14px'>
|
| 61 |
+
<div>
|
| 62 |
+
<div style='font-size:18px;font-weight:700'>{r.get("defect_display","")}</div>
|
| 63 |
+
<div style='font-size:11px;color:#8b9099;margin-top:3px'>{r.get("defect_type","").replace("_"," ").upper()}</div>
|
| 64 |
+
</div>
|
| 65 |
+
<div style='background:#20242b;border:2px solid {color};border-radius:10px;padding:8px 14px;text-align:center'>
|
| 66 |
+
<div style='font-size:22px;font-weight:700;color:{color}'>{sev}</div>
|
| 67 |
+
<div style='font-size:10px;color:#8b9099'>{r.get("severity_label","").upper()}</div>
|
| 68 |
+
</div>
|
| 69 |
+
</div>
|
| 70 |
+
<div style='background:#20242b;border-radius:4px;height:8px;margin-bottom:4px'>
|
| 71 |
+
<div style='width:{pct}%;height:8px;border-radius:4px;background:{color}'></div>
|
| 72 |
+
</div>
|
| 73 |
+
<div style='display:flex;justify-content:space-between;font-size:10px;color:#555d6b;margin-bottom:14px'>
|
| 74 |
+
<span>Cosmetic</span><span>Moderate</span><span>Critical</span>
|
| 75 |
+
</div>
|
| 76 |
+
<div style='height:1px;background:#1e2229;margin:12px 0'></div>
|
| 77 |
+
<div style='margin-bottom:10px'>
|
| 78 |
+
<div style='font-size:10px;color:#6fb3e0;font-family:monospace;letter-spacing:.06em'>WHAT IT IS</div>
|
| 79 |
+
<div style='font-size:14px;margin-top:4px'>{r.get("description","")}</div>
|
| 80 |
+
</div>
|
| 81 |
+
<div style='margin-bottom:10px'>
|
| 82 |
+
<div style='font-size:10px;color:#6fb3e0;font-family:monospace;letter-spacing:.06em'>WHY IT HAPPENS</div>
|
| 83 |
+
<div style='font-size:14px;margin-top:4px'>{r.get("primary_cause","")}</div>
|
| 84 |
+
</div>
|
| 85 |
+
<div style='height:1px;background:#1e2229;margin:12px 0'></div>
|
| 86 |
+
<div style='background:rgba(59,130,246,0.08);border:1px solid rgba(59,130,246,0.2);border-radius:10px;padding:12px;margin-bottom:10px'>
|
| 87 |
+
<div style='font-size:10px;color:#6fb3e0;font-family:monospace'>WHAT TO DO</div>
|
| 88 |
+
<div style='font-size:14px;font-weight:500;color:#93c5fd;margin-top:4px'>{r.get("immediate_action","")}</div>
|
| 89 |
+
</div>
|
| 90 |
+
<div style='margin-bottom:12px'>
|
| 91 |
+
<div style='font-size:10px;color:#6fb3e0;font-family:monospace'>WHEN TO ACT</div>
|
| 92 |
+
<div style='font-size:14px;font-weight:500;margin-top:4px'>{r.get("urgency_display","")}</div>
|
| 93 |
+
</div>
|
| 94 |
+
<div style='height:1px;background:#1e2229;margin:12px 0'></div>
|
| 95 |
+
<div style='background:#20242b;border-radius:10px;padding:14px'>
|
| 96 |
+
<div style='font-size:22px;font-weight:700;color:#22c55e'>{r.get("cost_range_inr","")}</div>
|
| 97 |
+
<div style='font-size:13px;color:#8b9099;margin-top:6px'>π· {r.get("professional_display","")}</div>
|
| 98 |
+
</div>
|
| 99 |
+
{monsoon}
|
| 100 |
+
{liability}
|
| 101 |
+
{disclaimer}
|
| 102 |
</div>
|
| 103 |
+
"""
|
| 104 |
|
| 105 |
+
# ββ Custom CSS βββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββ
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|
| 106 |
CSS = """
|
| 107 |
+
body, .gradio-container { background: #0f1114 !important; color: #e8eaed !important; }
|
| 108 |
+
.gradio-container { max-width: 700px !important; margin: 0 auto !important; }
|
| 109 |
+
.gr-button-primary { background: linear-gradient(135deg,#2563eb,#1d4ed8) !important; border: none !important; }
|
| 110 |
+
.gr-button-primary:hover { opacity: 0.9 !important; }
|
| 111 |
+
footer { display: none !important; }
|
| 112 |
+
#component-0 { padding: 20px !important; }
|
| 113 |
+
.dark { --background-fill-primary: #181b20; --background-fill-secondary: #20242b; --border-color-primary: #2a2f38; --color-text-body: #e8eaed; }
|
|
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|
|
|
|
| 114 |
"""
|
| 115 |
|
| 116 |
+
# ββ UI ββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββ
|
|
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|
|
|
|
|
| 117 |
with gr.Blocks(
|
| 118 |
css=CSS,
|
| 119 |
+
title="GharScan β Building Defect Inspector",
|
| 120 |
theme=gr.themes.Base(
|
| 121 |
primary_hue="blue",
|
| 122 |
neutral_hue="slate",
|
|
|
|
| 123 |
)
|
| 124 |
) as demo:
|
| 125 |
+
gr.HTML("""
|
| 126 |
+
<div style='display:flex;align-items:center;justify-content:space-between;
|
| 127 |
+
padding:14px 0;border-bottom:1px solid #2a2f38;margin-bottom:20px'>
|
| 128 |
+
<div style='display:flex;align-items:center;gap:10px'>
|
| 129 |
+
<span style='font-size:26px'>ποΈ</span>
|
| 130 |
+
<div>
|
| 131 |
+
<div style='font-size:18px;font-weight:700;color:#e8eaed'>GharScan</div>
|
| 132 |
+
<div style='font-size:11px;color:#8b9099'>AI Building Defect Inspector Β· India</div>
|
| 133 |
+
</div>
|
| 134 |
+
</div>
|
| 135 |
+
<div style='background:#20242b;border:1px solid #2a2f38;border-radius:20px;padding:4px 12px;
|
| 136 |
+
font-size:11px;color:#6fb3e0;font-family:monospace'>
|
| 137 |
+
β Qwen2-VL-2B Β· 2.07B
|
| 138 |
+
</div>
|
| 139 |
+
</div>
|
| 140 |
+
""")
|
| 141 |
+
|
| 142 |
+
with gr.Row():
|
| 143 |
+
image_input = gr.Image(
|
| 144 |
+
sources=["upload", "webcam"],
|
| 145 |
+
type="pil",
|
| 146 |
+
label="πΈ Take Photo or Upload",
|
| 147 |
+
height=300,
|
| 148 |
+
)
|
| 149 |
+
|
| 150 |
+
language = gr.Radio(
|
| 151 |
+
choices=["en", "hi"],
|
| 152 |
+
value="en",
|
| 153 |
+
label="Output language",
|
| 154 |
)
|
| 155 |
|
| 156 |
+
analyze_btn = gr.Button("π Analyse Defect", variant="primary", size="lg")
|
| 157 |
+
report_output = gr.HTML(label="Inspection Report")
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 158 |
|
| 159 |
+
analyze_btn.click(
|
| 160 |
+
fn=analyze_and_render,
|
| 161 |
+
inputs=[image_input, language],
|
| 162 |
+
outputs=report_output,
|
| 163 |
+
api_name="analyze"
|
| 164 |
)
|
| 165 |
|
| 166 |
+
gr.HTML("""
|
| 167 |
+
<div style='text-align:center;padding:20px 0;font-size:11px;color:#555d6b;
|
| 168 |
+
border-top:1px solid #1e2229;margin-top:20px'>
|
| 169 |
+
<p>Qwen2-VL-2B fine-tuned on Indian building defects Β· No cloud APIs</p>
|
| 170 |
+
<p>ποΈ Built for <a href="https://huggingface.co/build-small-hackathon"
|
| 171 |
+
style='color:#8b9099'>Build Small Hackathon 2026</a> Β· Backyard AI Track</p>
|
| 172 |
+
<p style='color:#374151'>GharScan is a triage aid, not a substitute for professional structural assessment.</p>
|
| 173 |
+
</div>
|
| 174 |
+
""")
|
| 175 |
|
| 176 |
+
demo.queue()
|
| 177 |
demo.launch()
|