Spaces:
Runtime error
Runtime error
File size: 2,697 Bytes
ed4d993 |
1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47 48 49 50 51 52 53 54 55 56 57 58 59 60 61 62 63 64 65 66 67 68 69 70 71 72 73 74 75 76 77 78 79 80 81 82 83 84 85 86 87 88 89 90 91 92 93 94 95 96 97 98 99 100 101 102 103 104 105 106 |
{
"cells": [
{
"cell_type": "markdown",
"id": "f69d4a4c-137d-47e9-bea1-786afce9c1c0",
"metadata": {},
"source": [
"# Analyze a single long document\n",
"\n",
"The AnalyzeDocumentChain takes in a single document, splits it up, and then runs it through a CombineDocumentsChain."
]
},
{
"cell_type": "code",
"execution_count": 3,
"id": "2a0707ce-6d2d-471b-bc33-64da32a7b3f0",
"metadata": {},
"outputs": [],
"source": [
"with open(\"../docs/docs/modules/state_of_the_union.txt\") as f:\n",
" state_of_the_union = f.read()"
]
},
{
"cell_type": "code",
"execution_count": 7,
"id": "ca14d161-2d5b-4a6c-a296-77d8ce4b28cd",
"metadata": {},
"outputs": [],
"source": [
"from langchain.chains import AnalyzeDocumentChain\n",
"from langchain_openai import ChatOpenAI\n",
"\n",
"llm = ChatOpenAI(model=\"gpt-3.5-turbo\", temperature=0)"
]
},
{
"cell_type": "code",
"execution_count": 8,
"id": "9f97406c-85a9-45fb-99ce-9138c0ba3731",
"metadata": {},
"outputs": [],
"source": [
"from langchain.chains.question_answering import load_qa_chain\n",
"\n",
"qa_chain = load_qa_chain(llm, chain_type=\"map_reduce\")"
]
},
{
"cell_type": "code",
"execution_count": 9,
"id": "0871a753-f5bb-4b4f-a394-f87f2691f659",
"metadata": {},
"outputs": [],
"source": [
"qa_document_chain = AnalyzeDocumentChain(combine_docs_chain=qa_chain)"
]
},
{
"cell_type": "code",
"execution_count": 10,
"id": "e6f86428-3c2c-46a0-a57c-e22826fdbf91",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"'The President said, \"Tonight, I’d like to honor someone who has dedicated his life to serve this country: Justice Stephen Breyer—an Army veteran, Constitutional scholar, and retiring Justice of the United States Supreme Court. Justice Breyer, thank you for your service.\"'"
]
},
"execution_count": 10,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"qa_document_chain.run(\n",
" input_document=state_of_the_union,\n",
" question=\"what did the president say about justice breyer?\",\n",
")"
]
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3 (ipykernel)",
"language": "python",
"name": "python3"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.9.1"
}
},
"nbformat": 4,
"nbformat_minor": 5
}
|