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Upload 4 files
Browse files- Dockerfile +19 -0
- README.md +27 -3
- app.py +286 -0
- requirements.txt +3 -0
Dockerfile
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FROM python:3.11-slim
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WORKDIR /app
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RUN apt-get update && apt-get install -y \
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build-essential \
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&& rm -rf /var/lib/apt/lists/*
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COPY requirements.txt .
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RUN pip install --no-cache-dir -r requirements.txt
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COPY . .
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EXPOSE 7860
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ENV GRADIO_SERVER_NAME="0.0.0.0"
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ENV GRADIO_SERVER_PORT="7860"
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CMD ["python", "app.py"]
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README.md
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---
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title: Sehat Guard
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-
emoji:
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colorFrom:
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colorTo: blue
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sdk: docker
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pinned: false
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license: mit
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---
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-
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---
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title: Sehat Guard
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emoji: 🛡️
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colorFrom: green
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colorTo: blue
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sdk: docker
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pinned: false
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license: mit
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short_description: AI Medical Assistant for Pakistan
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---
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# 🛡️ Sehat Guard | صحت گارڈ
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**AI Medical Assistant for Pakistan** — powered by NVIDIA Build
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### Features
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- 📋 **Lab report upload** — PDF or photo (CBC, LFT, RFT, thyroid, X-ray, ECG, etc.)
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- 🩺 General Diagnosis from symptoms
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- 👨⚕️ Doctor Mode — clinical decision support
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- 🚨 Emergency Triage — 🔴🟡🟢 urgency rating
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- 💊 Medication info — Pakistan brands + DRAP
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- 🇵🇰 English + Urdu (اردو) support
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### Setup
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Add your OpenAI API key as a **Secret**:
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- **Name:** `OPENAI_API_KEY`
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- **Value:** `sk-...`
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Go to: Space Settings → Variables and Secrets → New Secret
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### Emergency Numbers (Pakistan)
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- **1122** — Rescue / Ambulance
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- **115** — Edhi Foundation
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> ⚠️ For informational guidance only. Always consult a licensed doctor.
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app.py
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import os
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import base64
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import tempfile
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import gradio as gr
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from openai import OpenAI
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import fitz # PyMuPDF
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# ── NVIDIA Build client (key stored in HF Secret) ─────────────────────────────
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client = OpenAI(
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base_url="https://integrate.api.nvidia.com/v1",
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api_key=os.environ.get("NVIDIA_API_KEY"),
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)
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MODEL = "openai/gpt-4o" # GPT-4o via NVIDIA Build
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# ── System prompts ────────────────────────────────────────────────────────────
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SYSTEM_PROMPTS = {
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"🩺 General Diagnosis": """You are Sehat Guard, an expert AI medical assistant for Pakistan.
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Help patients understand symptoms and lab results.
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RULES:
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- Respond in the SAME LANGUAGE as the user (English or Urdu script).
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- When a lab report is shared, analyze ALL values, flag abnormal ones (HIGH/LOW/NORMAL), explain in simple language, give overall interpretation.
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- Structure: 📋 Lab Analysis | ⚠️ Abnormal Values | 💡 What This Means | 🩺 Possible Conditions | ✅ Recommendations | 🏥 When to See a Doctor.
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- Consider Pakistani diseases: dengue, typhoid, TB, malaria, hepatitis B/C.
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- Emergency numbers: 1122 (Rescue) | 115 (Edhi).
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- End with: AI guidance only, not a substitute for professional medical care.""",
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"👨⚕️ Doctor Mode": """You are Sehat Guard DOCTOR MODE — clinical decision support for licensed physicians in Pakistan.
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When lab reports are uploaded:
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- Interpret all values with clinical precision
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- Flag critical values requiring immediate action
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- Differential diagnosis based on the panel
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- Suggest additional investigations
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- Evidence-based treatment (WHO/DRAP guidelines)
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- Drug dosages, interactions, contraindications
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- ICD-10 codes where relevant
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Respond in the same language as the user.""",
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"🚨 Emergency Triage": """You are Sehat Guard TRIAGE MODULE.
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When lab results or symptoms are shared:
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- Flag any CRITICAL values immediately (K+ >6.5, Hb <5, Glucose >600, elevated Troponin)
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- Assign: 🔴 IMMEDIATE / 🟡 URGENT / 🟢 NON-URGENT
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- State exact reason for triage level
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- Immediate action steps
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- Pakistan emergency: 1122 | 115
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Be direct and action-oriented. Respond in user's language.""",
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"💊 Medications": """You are Sehat Guard MEDICATION MODULE.
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When lab results or symptoms are shared:
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- Identify conditions and recommend medications available in Pakistan
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- Generic + brand names, dosage, frequency, duration
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- Contraindications based on abnormal values
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- Affordable alternatives for Pakistani patients
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Prescriptions require a licensed doctor.
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Respond in user's language.""",
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}
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DISCLAIMER = (
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"⚠️ **Medical Disclaimer:** Sehat Guard is for informational guidance only. "
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"Always consult a licensed doctor. "
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"**Emergencies:** 1122 (Rescue) | 115 (Edhi)"
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)
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# ── Helpers ───────────────────────────────────────────────────────────────────
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def encode_image_to_base64(image_path: str) -> str:
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with open(image_path, "rb") as f:
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return base64.b64encode(f.read()).decode("utf-8")
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def pdf_to_base64_images(pdf_path: str) -> list:
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doc = fitz.open(pdf_path)
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images = []
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for page in doc:
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pix = page.get_pixmap(dpi=200)
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with tempfile.NamedTemporaryFile(suffix=".png", delete=False) as tmp:
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pix.save(tmp.name)
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images.append(encode_image_to_base64(tmp.name))
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doc.close()
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return images
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def build_messages(system, history, user_text, image_b64_list=None):
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messages = [{"role": "system", "content": system}]
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for human, assistant in history:
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messages.append({"role": "user", "content": human})
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messages.append({"role": "assistant", "content": assistant})
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if image_b64_list:
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content = []
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for b64 in image_b64_list:
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content.append({
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"type": "image_url",
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"image_url": {"url": f"data:image/png;base64,{b64}", "detail": "high"},
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})
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content.append({"type": "text", "text": user_text})
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messages.append({"role": "user", "content": content})
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else:
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messages.append({"role": "user", "content": user_text})
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return messages
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# ── Streaming chat function ───────────────────────────────────────────────────
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def chat(message, history, mode, file_upload, age, gender, weight, conditions, allergies):
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if not message.strip() and file_upload is None:
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yield "", history
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return
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+
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system = SYSTEM_PROMPTS.get(mode, SYSTEM_PROMPTS["🩺 General Diagnosis"])
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# Patient context
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parts = []
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if age: parts.append(f"Age: {int(age)}y")
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if gender: parts.append(f"Gender: {gender}")
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| 113 |
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if weight: parts.append(f"Weight: {int(weight)}kg")
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| 114 |
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if conditions: parts.append(f"Conditions: {conditions}")
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| 115 |
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if allergies: parts.append(f"Allergies: {allergies}")
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patient_ctx = ("\n\n[Patient Info — " + " | ".join(parts) + "]") if parts else ""
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| 117 |
+
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user_text = (message.strip() or "Please analyze this uploaded medical document and provide a detailed interpretation.") + patient_ctx
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| 119 |
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display_msg = message.strip() or "📄 File uploaded — please analyze"
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| 120 |
+
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try:
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image_b64_list = None
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| 123 |
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| 124 |
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if file_upload is not None:
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| 125 |
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ext = os.path.splitext(file_upload)[1].lower()
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| 126 |
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if ext == ".pdf":
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| 127 |
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image_b64_list = pdf_to_base64_images(file_upload)[:6]
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| 128 |
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display_msg = f"📄 PDF uploaded" + (f" — {message.strip()}" if message.strip() else "")
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| 129 |
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elif ext in [".jpg", ".jpeg", ".png", ".webp", ".bmp"]:
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image_b64_list = [encode_image_to_base64(file_upload)]
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| 131 |
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display_msg = f"🖼️ Image uploaded" + (f" — {message.strip()}" if message.strip() else "")
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| 132 |
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else:
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| 133 |
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history.append((display_msg, "❌ Unsupported file type. Please upload PDF, JPG, or PNG."))
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yield "", history
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| 135 |
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return
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| 136 |
+
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messages = build_messages(system, history, user_text, image_b64_list)
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| 138 |
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| 139 |
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# ── Streaming response ──
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| 140 |
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stream = client.chat.completions.create(
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| 141 |
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model=MODEL,
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| 142 |
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messages=messages,
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| 143 |
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max_tokens=1500,
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| 144 |
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temperature=0.3,
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stream=True,
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)
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partial_reply = ""
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| 149 |
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history = history + [(display_msg, "")]
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| 150 |
+
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| 151 |
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for chunk in stream:
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| 152 |
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if not getattr(chunk, "choices", None):
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continue
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delta = chunk.choices[0].delta
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| 155 |
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token = getattr(delta, "content", None)
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| 156 |
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if token:
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partial_reply += token
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history[-1] = (display_msg, partial_reply)
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| 159 |
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yield "", history
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| 160 |
+
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| 161 |
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except Exception as e:
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| 162 |
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err = f"❌ Error: {str(e)}\n\nCheck your `NVIDIA_API_KEY` secret in Hugging Face Space Settings."
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| 163 |
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history.append((display_msg, err))
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yield "", history
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| 165 |
+
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| 166 |
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# ── Gradio UI ─────────────────────────────────────────────────────────────────
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| 167 |
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CSS = """
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| 168 |
+
body { background: #f0f7f3; }
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| 169 |
+
.gradio-container { max-width: 1150px !important; margin: 0 auto; }
|
| 170 |
+
#header {
|
| 171 |
+
background: linear-gradient(135deg, #0f4230 0%, #1a6b4a 60%, #27a96b 100%);
|
| 172 |
+
padding: 24px 32px; border-radius: 16px; margin-bottom: 16px; text-align: center;
|
| 173 |
+
}
|
| 174 |
+
#header h1 { color: #fff; font-size: 2rem; margin: 0; }
|
| 175 |
+
#header p { color: #a8dfc2; font-size: 0.9rem; margin: 6px 0 0; }
|
| 176 |
+
#disclaimer {
|
| 177 |
+
background: #fff8e1; border: 1.5px solid #f9c84a;
|
| 178 |
+
border-radius: 10px; padding: 10px 16px;
|
| 179 |
+
font-size: 0.82rem; color: #5a4000; margin-bottom: 14px;
|
| 180 |
+
}
|
| 181 |
+
.message.user > div {
|
| 182 |
+
background: #1a6b4a !important; color: #fff !important;
|
| 183 |
+
border-radius: 18px 18px 4px 18px !important;
|
| 184 |
+
}
|
| 185 |
+
.message.bot > div {
|
| 186 |
+
background: #e8f5ee !important; color: #1c2c24 !important;
|
| 187 |
+
border-radius: 18px 18px 18px 4px !important;
|
| 188 |
+
border: 1px solid #d0e4d8 !important;
|
| 189 |
+
}
|
| 190 |
+
"""
|
| 191 |
+
|
| 192 |
+
WELCOME = (
|
| 193 |
+
"👋 Hello! I'm **Sehat Guard** 🛡️ — your AI medical assistant for Pakistan.\n\n"
|
| 194 |
+
"**I can help with:**\n"
|
| 195 |
+
"• 📋 **Lab report analysis** — upload PDF or photo\n"
|
| 196 |
+
"• 🩺 Symptom assessment & diagnosis\n"
|
| 197 |
+
"• 🚨 Emergency triage (🔴🟡🟢)\n"
|
| 198 |
+
"• 💊 Medication information\n"
|
| 199 |
+
"• 👨⚕️ Clinical support for doctors\n\n"
|
| 200 |
+
"Type in **English** or **Urdu** (اردو). Upload a lab report on the left."
|
| 201 |
+
)
|
| 202 |
+
|
| 203 |
+
with gr.Blocks(css=CSS, title="Sehat Guard — AI Medical Assistant") as demo:
|
| 204 |
+
|
| 205 |
+
gr.HTML("""
|
| 206 |
+
<div id="header">
|
| 207 |
+
<h1>🛡️ Sehat Guard | <span style="font-family:serif;font-size:1.5rem">صحت گارڈ</span></h1>
|
| 208 |
+
<p>AI Medical Assistant · Pakistan · Lab Reports · English & Urdu · Powered by NVIDIA Build</p>
|
| 209 |
+
</div>
|
| 210 |
+
""")
|
| 211 |
+
gr.HTML(f'<div id="disclaimer">{DISCLAIMER}</div>')
|
| 212 |
+
|
| 213 |
+
with gr.Row():
|
| 214 |
+
|
| 215 |
+
# ── Sidebar ───────────────────────────────────────────────────────────
|
| 216 |
+
with gr.Column(scale=1, min_width=270):
|
| 217 |
+
|
| 218 |
+
mode = gr.Radio(
|
| 219 |
+
choices=list(SYSTEM_PROMPTS.keys()),
|
| 220 |
+
value="🩺 General Diagnosis",
|
| 221 |
+
label="Consultation Mode",
|
| 222 |
+
)
|
| 223 |
+
|
| 224 |
+
gr.Markdown("---\n### 📁 Upload Lab Report / X-Ray / Prescription")
|
| 225 |
+
file_upload = gr.File(
|
| 226 |
+
label="Upload PDF or Image",
|
| 227 |
+
file_types=[".pdf", ".jpg", ".jpeg", ".png", ".webp"],
|
| 228 |
+
file_count="single",
|
| 229 |
+
)
|
| 230 |
+
gr.Markdown("_Supports: CBC, LFT, RFT, HbA1c, X-ray, ECG, ultrasound, prescriptions_")
|
| 231 |
+
|
| 232 |
+
gr.Markdown("---\n### 👤 Patient Info *(optional)*")
|
| 233 |
+
age = gr.Number(label="Age (years)", precision=0, minimum=0, maximum=120)
|
| 234 |
+
gender = gr.Dropdown(["", "Male", "Female", "Other"], label="Gender", value="")
|
| 235 |
+
weight = gr.Number(label="Weight (kg)", precision=0, minimum=0)
|
| 236 |
+
conditions = gr.Textbox(label="Known Conditions", placeholder="e.g. Diabetes, Hypertension")
|
| 237 |
+
allergies = gr.Textbox(label="Allergies", placeholder="e.g. Penicillin")
|
| 238 |
+
|
| 239 |
+
gr.Markdown("""
|
| 240 |
+
---
|
| 241 |
+
🇵🇰 **Emergency Numbers**
|
| 242 |
+
- **1122** — Rescue / Ambulance
|
| 243 |
+
- **115** — Edhi Foundation
|
| 244 |
+
- **115** — Chippa Welfare
|
| 245 |
+
""")
|
| 246 |
+
|
| 247 |
+
# ── Chat ──────────────────────────────────────────────────────────────
|
| 248 |
+
with gr.Column(scale=3):
|
| 249 |
+
|
| 250 |
+
chatbot = gr.Chatbot(
|
| 251 |
+
value=[[None, WELCOME]],
|
| 252 |
+
label="Sehat Guard Chat",
|
| 253 |
+
height=520,
|
| 254 |
+
)
|
| 255 |
+
|
| 256 |
+
with gr.Row():
|
| 257 |
+
user_input = gr.Textbox(
|
| 258 |
+
placeholder="Describe symptoms or ask a question... / علامات بتائیں یا سوال پوچھیں...",
|
| 259 |
+
label="Your Message",
|
| 260 |
+
scale=5,
|
| 261 |
+
lines=2,
|
| 262 |
+
)
|
| 263 |
+
send_btn = gr.Button("Send ➤", scale=1, variant="primary")
|
| 264 |
+
|
| 265 |
+
gr.Examples(
|
| 266 |
+
examples=[
|
| 267 |
+
["I have fever 38.5°C, body aches and headache for 2 days. Could it be dengue?"],
|
| 268 |
+
["مجھے 2 دن سے بخار ہے اور جسم میں درد ہے، کیا یہ ڈینگی ہو سکتا ہے؟"],
|
| 269 |
+
["Please analyze my uploaded CBC report and explain what's abnormal."],
|
| 270 |
+
["My HbA1c is 9.2%, fasting glucose 210 mg/dL. What does this mean?"],
|
| 271 |
+
["میرا بلڈ پریشر 160/100 ہے، کیا کرنا چاہیے؟"],
|
| 272 |
+
["CBC: Hb 7.2, WBC 14,000, Platelets 45,000. What could this indicate?"],
|
| 273 |
+
["Triage: 70yo male, sudden severe headache, vomiting, neck stiffness."],
|
| 274 |
+
["TSH 12.5 mIU/L, T4 low. What medication is needed in Pakistan?"],
|
| 275 |
+
],
|
| 276 |
+
inputs=user_input,
|
| 277 |
+
label="💡 Example Questions",
|
| 278 |
+
)
|
| 279 |
+
|
| 280 |
+
inputs = [user_input, chatbot, mode, file_upload, age, gender, weight, conditions, allergies]
|
| 281 |
+
outputs = [user_input, chatbot]
|
| 282 |
+
|
| 283 |
+
send_btn.click(fn=chat, inputs=inputs, outputs=outputs)
|
| 284 |
+
user_input.submit(fn=chat, inputs=inputs, outputs=outputs)
|
| 285 |
+
|
| 286 |
+
demo.launch()
|
requirements.txt
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
gradio==4.44.0
|
| 2 |
+
openai>=1.40.0
|
| 3 |
+
PyMuPDF>=1.24.0
|