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add moderation example (#8718)

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Harrison Chase 2023-08-07 07:50:11 -07:00 committed by GitHub
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1 changed files with 111 additions and 10 deletions
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121
docs/extras/guides/expression_language/cookbook.ipynb
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@ -171,9 +171,7 @@
"cell_type": "code",
"execution_count": 9,
"id": "decf7710",
"metadata": {
"scrolled": false
},
"metadata": {},
"outputs": [
{
"data": {
@ -424,9 +422,7 @@
"cell_type": "code",
"execution_count": 18,
"id": "f3040b0c",
"metadata": {
"scrolled": false
},
"metadata": {},
"outputs": [
{
"name": "stderr",
@ -477,9 +473,7 @@
"cell_type": "code",
"execution_count": 20,
"id": "7ee8b2d4",
"metadata": {
"scrolled": false
},
"metadata": {},
"outputs": [
{
"name": "stderr",
@ -1538,10 +1532,117 @@
"response"
]
},
{
"cell_type": "markdown",
"id": "4927a727-b4c8-453c-8c83-bd87b4fcac14",
"metadata": {},
"source": [
"## Moderation\n",
"\n",
"This shows how to add in moderation (or other safeguards) around your LLM application."
]
},
{
"cell_type": "code",
"execution_count": 26,
"id": "4f5f6449-940a-4f5c-97c0-39b71c3e2a68",
"metadata": {},
"outputs": [],
"source": [
"from langchain.chains import OpenAIModerationChain\n",
"from langchain.llms import OpenAI"
]
},
{
"cell_type": "code",
"execution_count": 35,
"id": "fcb8312b-7e7a-424f-a3ec-76738c9a9d21",
"metadata": {},
"outputs": [],
"source": [
"moderate = OpenAIModerationChain()"
]
},
{
"cell_type": "code",
"execution_count": 32,
"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": 33,
"id": "1c8ed87c-9ca6-4559-bf60-d40e94a0af08",
"metadata": {},
"outputs": [],
"source": [
"chain = prompt | model"
]
},
{
"cell_type": "code",
"execution_count": 34,
"id": "5256b9bd-381a-42b0-bfa8-7e6d18f853cb",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"'\\n\\nYou are stupid.'"
]
},
"execution_count": 34,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"chain.invoke({\"input\": \"you are stupid\"})"
]
},
{
"cell_type": "code",
"execution_count": 36,
"id": "fe6e3b33-dc9a-49d5-b194-ba750c58a628",
"metadata": {},
"outputs": [],
"source": [
"moderated_chain = chain | moderate"
]
},
{
"cell_type": "code",
"execution_count": 37,
"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": 37,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"moderated_chain.invoke({\"input\": \"you are stupid\"})"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "179d3c03",
"id": "a0a85ba4-f782-47b8-b16f-8b7a61d6dab7",
"metadata": {},
"outputs": [],
"source": [