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Update main.py
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main.py
CHANGED
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@@ -1,11 +1,16 @@
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import os
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import json
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from flask import Flask, request, jsonify
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from flask_cors import CORS
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from dotenv import load_dotenv
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# Firebase
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# Exa.ai
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from exa_py import Exa
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@@ -13,129 +18,249 @@ from exa_py import Exa
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# Google GenAI (Gemini)
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from google import genai
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# (Optional) Faiss for behavioral embeddings
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import faiss
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# βββ Load environment βββββββββββββββββββββββββββββββββββββββββββββββββββββββββββ
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load_dotenv()
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EXA_API_KEY
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GEMINI_API_KEY
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FIREBASE_JSON
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if not (EXA_API_KEY and GEMINI_API_KEY and FIREBASE_JSON and STORAGE_BUCKET):
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raise RuntimeError("Missing one or more required env vars: EXA_API_KEY, GEMINI_API_KEY, FIREBASE, Firebase_Storage")
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# βββ Initialize Firebase
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cred = credentials.Certificate(json.loads(FIREBASE_JSON))
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initialize_app(cred, {
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fs = firestore.client()
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bucket = storage.bucket()
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# βββ Initialize Exa.ai βββββββββββββββββββββββββββββββββββββββββββββββββββββββββ
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exa = Exa(EXA_API_KEY)
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# βββ Initialize Gemini Client βββββββββββββββββββββββββββββββββββββββββββββββββ
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client = genai.Client(api_key=GEMINI_API_KEY)
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MODEL = "gemini-2.0-flash-001"
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# βββ (Optional) Setup a Faiss index for future behavioral targeting βββββββββββββ
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# dim = 1536 # e.g., if you use a 1536βdim embedding model
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# faiss_index = faiss.IndexFlatL2(dim)
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# βββ Flask App ββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββ
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app = Flask(__name__)
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CORS(app)
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@app.route("/chat", methods=["POST"])
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def chat():
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# 1
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classify_prompt = (
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"Categorize the user's intent
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"
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"Return as a JSON list, e.g.: [\"self-help\"] or [\"product_search\"] or [\"self-help\",\"product_search\"]\n\n"
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f"User message: \"{user_message}\""
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)
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classify_resp = client.models.generate_content(
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model=MODEL,
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contents=classify_prompt
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)
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try:
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intents = json.loads(classify_resp.text)
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except
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# fallback: treat as a catchβall
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intents = ["self-help"]
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# 2
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if "self-help" in intents:
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help_prompt =
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)
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help_resp = client.models.generate_content(
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model=MODEL,
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contents=help_prompt
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)
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response_parts.append(help_resp.text.strip())
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# Also dynamically lookup βwhat to buyβ where applicable
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# e.g. for βI want to bake a cakeβ β search βbake a cake ingredientsβ
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search_query = user_message + " shop links for supplies"
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exa_results = exa.search_and_contents(
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search_query,
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type="auto",
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text=True
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)
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# take top 3 links
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links = [r.url for r in exa_results.results[:3]]
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suggestion_text = (
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"If you need to pick up supplies, here are some helpful links:\n" +
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"\n".join(f"- {url}" for url in links)
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)
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response_parts.append(suggestion_text)
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if "product_search" in intents and "self-help" not in intents:
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type="auto",
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text=True
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)
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links = [r.url for r in exa_results.results[:5]]
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rec_prompt = (
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"You are a
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f"\"{user_message}\"\n
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"
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"\n".join(links) +
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"\n\n"
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"Suggest the most relevant products in a friendly, conversational way. if the user does not provide specifics ie budget, brand etc you provide the suggestions. dont prompt for more information. also always return the links."
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)
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rec_resp
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contents=rec_prompt
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)
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response_parts.append(rec_resp.text.strip())
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# 4
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if not
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if __name__ == "__main__":
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# Host on all interfaces, port 7860
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app.run(host="0.0.0.0", port=7860, debug=True)
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import os
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import json
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import csv
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from io import StringIO
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from functools import wraps
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from datetime import datetime
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from flask import Flask, request, jsonify
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from flask_cors import CORS
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from dotenv import load_dotenv
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# Firebase Admin SDK
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import firebase_admin
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from firebase_admin import credentials, auth, firestore, storage, db as firebase_db, initialize_app
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# Exa.ai
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from exa_py import Exa
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# Google GenAI (Gemini)
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from google import genai
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# βββ Load environment βββββββββββββββββββββββββββββββββββββββββββββββββββββββββββ
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load_dotenv()
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EXA_API_KEY = os.getenv("EXA_API_KEY")
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GEMINI_API_KEY = os.getenv("GEMINI_API_KEY")
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FIREBASE_JSON = os.getenv("FIREBASE")
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FIREBASE_DB_URL = os.getenv("FIREBASE_DB_URL")
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STORAGE_BUCKET = os.getenv("Firebase_Storage")
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if not (EXA_API_KEY and GEMINI_API_KEY and FIREBASE_JSON and FIREBASE_DB_URL and STORAGE_BUCKET):
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raise RuntimeError("Missing one or more required env vars: EXA_API_KEY, GEMINI_API_KEY, FIREBASE, FIREBASE_DB_URL, Firebase_Storage")
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# βββ Initialize Firebase (Auth, Firestore, Realtime DB, Storage) βββββββββββββ
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cred = credentials.Certificate(json.loads(FIREBASE_JSON))
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initialize_app(cred, {
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"storageBucket": STORAGE_BUCKET,
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"databaseURL": FIREBASE_DB_URL
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})
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fs = firestore.client()
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bucket = storage.bucket()
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# βββ Ensure dummy admin exists βββββββββββββββββββββββββββββββββββββββββββββββββ
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try:
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admin_user = auth.get_user_by_email("rairorr@gmail.com")
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except firebase_admin._auth_utils.UserNotFoundError:
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admin_user = auth.create_user(
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email="rairorr@gmail.com",
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email_verified=True,
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password="123456",
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display_name="Admin"
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)
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auth.set_custom_user_claims(admin_user.uid, {"admin": True})
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# βββ Initialize Exa.ai βββββββββββββββββββββββββββββββββββββββββββββββββββββββββ
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exa = Exa(EXA_API_KEY)
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# βββ Initialize Gemini Client βββββββββββββββββββββββββββββββββββββββββββββββββ
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client = genai.Client(api_key=GEMINI_API_KEY)
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MODEL = "gemini-2.0-flash-001"
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# βββ Flask App ββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββ
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app = Flask(__name__)
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CORS(app)
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# βββ Helpers ββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββ
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def verify_id_token(f):
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@wraps(f)
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def wrapper(*args, **kwargs):
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auth_header = request.headers.get("Authorization", "")
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if not auth_header.startswith("Bearer "):
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return jsonify({"error": "Missing or invalid Authorization header"}), 401
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id_token = auth_header.split(" ")[1]
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try:
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decoded = auth.verify_id_token(id_token)
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request.user = decoded
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except Exception:
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return jsonify({"error": "Invalid or expired token"}), 401
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return f(*args, **kwargs)
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return wrapper
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def require_admin(f):
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@wraps(f)
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def wrapper(*args, **kwargs):
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if not getattr(request, "user", None) or not request.user.get("admin", False):
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return jsonify({"error": "Admin privileges required"}), 403
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return f(*args, **kwargs)
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return wrapper
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def increment_query_count(ip):
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doc = fs.collection("ip_queries").document(ip)
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snap = doc.get()
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if snap.exists:
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count = snap.get("count") + 1
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doc.update({"count": count})
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else:
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count = 1
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doc.set({"count": 1})
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return count
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def store_chat(ip, message, response):
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""" Store each chat message/response pair in Realtime Database """
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ref = firebase_db.reference("chats")
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ref.push({
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"ip": ip,
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"message": message,
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"response": response,
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"timestamp": datetime.utcnow().isoformat()
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})
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# βββ Routes βββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββ
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@app.route("/chat", methods=["POST"])
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def chat():
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user_ip = request.remote_addr or "0.0.0.0"
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count = increment_query_count(user_ip)
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need_login = count > 5
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# optional user auth
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token = request.headers.get("Authorization", "")
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user_info = None
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if token.startswith("Bearer "):
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try:
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user_info = auth.verify_id_token(token.split(" ")[1])
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except:
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user_info = None
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if need_login and not user_info:
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return jsonify({
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"error": "Please log in to continue after 5 free queries",
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"login_required": True
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}), 403
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data = request.get_json()
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user_message = data.get("message", "").strip()
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# 1) Classify intent
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classify_prompt = (
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"Categorize the user's intent as JSON list of one or both:\n"
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"['self-help','product_search']\n\n"
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f"User: \"{user_message}\""
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)
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classify_resp = client.models.generate_content(model=MODEL, contents=classify_prompt)
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try:
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intents = json.loads(classify_resp.text)
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except:
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intents = ["self-help"]
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parts = []
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# 2) Self-help
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if "self-help" in intents:
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help_prompt = f"You are a helpful assistant. Give step-by-step guidance for: \"{user_message}\""
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help_resp = client.models.generate_content(model=MODEL, contents=help_prompt)
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parts.append(help_resp.text.strip())
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|
| 154 |
|
| 155 |
+
# dynamic product links
|
| 156 |
+
search_q = user_message + " ingredients"
|
| 157 |
+
exa_res = exa.search_and_contents(search_q, type="auto", text=True)
|
| 158 |
+
links = [r.url for r in exa_res.results[:3]]
|
| 159 |
+
if links:
|
| 160 |
+
parts.append("Here are some useful links to get supplies:\n" + "\n".join(f"- {u}" for u in links))
|
| 161 |
+
|
| 162 |
+
# 3) Product search only
|
| 163 |
if "product_search" in intents and "self-help" not in intents:
|
| 164 |
+
exa_res = exa.search_and_contents(user_message, type="auto", text=True)
|
| 165 |
+
links = [r.url for r in exa_res.results[:5]]
|
|
|
|
|
|
|
|
|
|
|
|
|
| 166 |
rec_prompt = (
|
| 167 |
+
"You are a shopping assistant. Suggest products for:\n"
|
| 168 |
+
f"\"{user_message}\"\n"
|
| 169 |
+
"Always include links:\n" + "\n".join(links)
|
|
|
|
|
|
|
|
|
|
| 170 |
)
|
| 171 |
+
rec_resp = client.models.generate_content(model=MODEL, contents=rec_prompt)
|
| 172 |
+
parts.append(rec_resp.text.strip())
|
|
|
|
|
|
|
|
|
|
| 173 |
|
| 174 |
+
# 4) Fallback
|
| 175 |
+
if not parts:
|
| 176 |
+
default = client.models.generate_content(model=MODEL, contents=f"Help the user with: \"{user_message}\"")
|
| 177 |
+
parts.append(default.text.strip())
|
| 178 |
+
|
| 179 |
+
final_response = "\n\n".join(parts)
|
| 180 |
+
|
| 181 |
+
# Store in Realtime Database
|
| 182 |
+
store_chat(user_ip, user_message, final_response)
|
| 183 |
+
|
| 184 |
+
return jsonify({"response": final_response})
|
| 185 |
+
|
| 186 |
+
@app.route("/auth/signup", methods=["POST"])
|
| 187 |
+
def signup():
|
| 188 |
+
data = request.get_json()
|
| 189 |
+
email = data.get("email")
|
| 190 |
+
pwd = data.get("password")
|
| 191 |
+
try:
|
| 192 |
+
user = auth.create_user(email=email, password=pwd)
|
| 193 |
+
fs.collection("users").document(user.uid).set({
|
| 194 |
+
"preferences": {},
|
| 195 |
+
"email": email
|
| 196 |
+
})
|
| 197 |
+
return jsonify({"message": "User created"}), 201
|
| 198 |
+
except Exception as e:
|
| 199 |
+
return jsonify({"error": str(e)}), 400
|
| 200 |
+
|
| 201 |
+
@app.route("/dashboard", methods=["GET"])
|
| 202 |
+
@verify_id_token
|
| 203 |
+
def user_dashboard():
|
| 204 |
+
uid = request.user["uid"]
|
| 205 |
+
doc = fs.collection("users").document(uid).get()
|
| 206 |
+
if not doc.exists:
|
| 207 |
+
return jsonify({"error": "User not found"}), 404
|
| 208 |
+
data = doc.to_dict()
|
| 209 |
+
return jsonify({
|
| 210 |
+
"email": request.user.get("email"),
|
| 211 |
+
"preferences": data.get("preferences", {})
|
| 212 |
+
})
|
| 213 |
+
|
| 214 |
+
@app.route("/dashboard/preferences", methods=["POST"])
|
| 215 |
+
@verify_id_token
|
| 216 |
+
def update_preferences():
|
| 217 |
+
uid = request.user["uid"]
|
| 218 |
+
prefs = request.get_json().get("preferences", {})
|
| 219 |
+
fs.collection("users").document(uid).update({"preferences": prefs})
|
| 220 |
+
return jsonify({"message": "Preferences updated"})
|
| 221 |
+
|
| 222 |
+
# ββ Admin Routes ββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββ
|
| 223 |
+
|
| 224 |
+
@app.route("/admin/upload_links", methods=["POST"])
|
| 225 |
+
@verify_id_token
|
| 226 |
+
@require_admin
|
| 227 |
+
def upload_links():
|
| 228 |
+
if "file" not in request.files:
|
| 229 |
+
return jsonify({"error": "CSV file required"}), 400
|
| 230 |
+
f = request.files["file"]
|
| 231 |
+
stream = StringIO(f.stream.read().decode("utf-8"))
|
| 232 |
+
reader = csv.DictReader(stream)
|
| 233 |
+
batch = fs.batch()
|
| 234 |
+
for row in reader:
|
| 235 |
+
doc = fs.collection("sponsoredLinks").document()
|
| 236 |
+
batch.set(doc, {"keyword": row.get("keyword"), "url": row.get("url")})
|
| 237 |
+
batch.commit()
|
| 238 |
+
return jsonify({"message": "Links uploaded from CSV"})
|
| 239 |
|
| 240 |
+
@app.route("/admin/add_link", methods=["POST"])
|
| 241 |
+
@verify_id_token
|
| 242 |
+
@require_admin
|
| 243 |
+
def add_link():
|
| 244 |
+
data = request.get_json()
|
| 245 |
+
keyword = data.get("keyword")
|
| 246 |
+
url = data.get("url")
|
| 247 |
+
if not (keyword and url):
|
| 248 |
+
return jsonify({"error": "Both 'keyword' and 'url' are required"}), 400
|
| 249 |
+
fs.collection("sponsoredLinks").add({"keyword": keyword, "url": url})
|
| 250 |
+
return jsonify({"message": "Link added successfully"})
|
| 251 |
|
| 252 |
+
@app.route("/admin/stats", methods=["GET"])
|
| 253 |
+
@verify_id_token
|
| 254 |
+
@require_admin
|
| 255 |
+
def stats():
|
| 256 |
+
users = auth.list_users().users
|
| 257 |
+
total_users = len(users)
|
| 258 |
+
ip_docs = fs.collection("ip_queries").stream()
|
| 259 |
+
total_queries = sum(doc.get("count", 0) for doc in ip_docs)
|
| 260 |
+
return jsonify({
|
| 261 |
+
"total_users": total_users,
|
| 262 |
+
"total_queries": total_queries
|
| 263 |
+
})
|
| 264 |
|
| 265 |
if __name__ == "__main__":
|
|
|
|
| 266 |
app.run(host="0.0.0.0", port=7860, debug=True)
|