{
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  {
   "cell_type": "markdown",
   "id": "4927a727-b4c8-453c-8c83-bd87b4fcac14",
   "metadata": {},
   "source": [
    "# Adding moderation\n",
    "\n",
    "This shows how to add in moderation (or other safeguards) around your LLM application."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "id": "4f5f6449-940a-4f5c-97c0-39b71c3e2a68",
   "metadata": {},
   "outputs": [],
   "source": [
    "from langchain.chains import OpenAIModerationChain\n",
    "from langchain.llms import OpenAI\n",
    "from langchain.prompts import ChatPromptTemplate"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "fcb8312b-7e7a-424f-a3ec-76738c9a9d21",
   "metadata": {},
   "outputs": [],
   "source": [
    "moderate = OpenAIModerationChain()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "id": "b24b9148-f6b0-4091-8ea8-d3fb281bd950",
   "metadata": {},
   "outputs": [],
   "source": [
    "model = OpenAI()\n",
    "prompt = ChatPromptTemplate.from_messages([\n",
    "    (\"system\", \"repeat after me: {input}\")\n",
    "])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "id": "1c8ed87c-9ca6-4559-bf60-d40e94a0af08",
   "metadata": {},
   "outputs": [],
   "source": [
    "chain = prompt | model"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "id": "5256b9bd-381a-42b0-bfa8-7e6d18f853cb",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'\\n\\nYou are stupid.'"
      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "chain.invoke({\"input\": \"you are stupid\"})"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "id": "fe6e3b33-dc9a-49d5-b194-ba750c58a628",
   "metadata": {},
   "outputs": [],
   "source": [
    "moderated_chain = chain | moderate"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "id": "d8ba0cbd-c739-4d23-be9f-6ae092bd5ffb",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'input': '\\n\\nYou are stupid',\n",
       " 'output': \"Text was found that violates OpenAI's content policy.\"}"
      ]
     },
     "execution_count": 25,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "moderated_chain.invoke({\"input\": \"you are stupid\"})"
   ]
  }
 ],
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