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   "source": [
    "## Connect to RAG App\n",
    "\n",
    "Assuming you are already running this server:\n",
    "```bash\n",
    "langserve start\n",
    "```"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "id": "d774be2a",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Nike's revenue in 2023 was $51.2 billion. \n",
      "\n",
      "Source: 'data/nke-10k-2023.pdf', Start Index: '146100'\n"
     ]
    }
   ],
   "source": [
    "from langserve.client import RemoteRunnable\n",
    "\n",
    "rag_redis = RemoteRunnable(\"http://localhost:8000/rag-redis\")\n",
    "\n",
    "print(rag_redis.invoke(\"What was Nike's revenue in 2023?\"))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "id": "07ae0005",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "As of May 31, 2023, Nike had approximately 83,700 employees worldwide. This information can be found in the first piece of context provided. (source: data/nke-10k-2023.pdf, start_index: 32532)\n"
     ]
    }
   ],
   "source": [
    "print(rag_redis.invoke(\"How many employees work at Nike?\"))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "4a6b9f00",
   "metadata": {},
   "outputs": [],
   "source": []
  }
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