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langchain/cookbook/Semi_Structured_RAG.ipynb

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{
"cells": [
{
"cell_type": "code",
"execution_count": 11,
"id": "80e7ce94-33a4-480b-af65-2e7f78eab032",
"metadata": {},
"outputs": [],
"source": [
"import pandas as pd\n",
"from lxml import html\n",
"from pydantic import BaseModel\n",
"from typing import Any, Optional\n",
"from unstructured.partition.pdf import partition_pdf"
]
},
{
"cell_type": "markdown",
"id": "b6d466cc-aa8b-4baf-a80a-fef01921ca8d",
"metadata": {},
"source": [
"# Use Case\n",
"\n",
"Many documents contain a mixture of content types, including text, images, and tables. \n",
"\n",
"* `Semi-structured data`: RAG on text and tables has remained a challenge\n",
"* `Image`: images often contain valuable information that are excluded from RAG due to model limitations\n",
"\n",
"Here, we show how Unstructured can be used to partition all semi-structured data from documents. \n",
"\n",
"And, we show RAG on semi-structured data.\n",
"\n",
"In a follow-up notebook, we show how this can be extended to images."
]
},
{
"attachments": {
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"
}
},
"cell_type": "markdown",
"id": "c2dd1ac7-f553-4d7c-919d-5b088cac6981",
"metadata": {},
"source": [
"![img_optional_flow.png](attachment:54b0f9ee-a563-49e4-836e-804b1a1f7b80.png)"
]
},
{
"cell_type": "markdown",
"id": "dc871e89-649b-41af-902d-a7bc94808d16",
"metadata": {},
"source": [
"## Data Loading\n",
"\n",
"### Partition PDF tables and text w/ Unstructured\n",
" \n",
"* `LLaMA2` Paper: https://arxiv.org/pdf/2307.09288.pdf\n",
"* Use `chunking_strategy=\"by_title\"`, which rolls up subsequent non-Table elements under a Title into a `CompositeElement`\n",
"* Unstructured uses a [table recognition module](https://unstructured-io.github.io/unstructured/introduction.html#tables)."
]
},
{
"cell_type": "code",
"execution_count": 12,
"id": "57790bd1-7a11-48d5-90de-4813e4776578",
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"Some weights of the model checkpoint at microsoft/table-transformer-structure-recognition were not used when initializing TableTransformerForObjectDetection: ['model.backbone.conv_encoder.model.layer3.0.downsample.1.num_batches_tracked', 'model.backbone.conv_encoder.model.layer4.0.downsample.1.num_batches_tracked', 'model.backbone.conv_encoder.model.layer2.0.downsample.1.num_batches_tracked']\n",
"- This IS expected if you are initializing TableTransformerForObjectDetection from the checkpoint of a model trained on another task or with another architecture (e.g. initializing a BertForSequenceClassification model from a BertForPreTraining model).\n",
"- This IS NOT expected if you are initializing TableTransformerForObjectDetection from the checkpoint of a model that you expect to be exactly identical (initializing a BertForSequenceClassification model from a BertForSequenceClassification model).\n"
]
}
],
"source": [
"# Get elements\n",
"raw_pdf_elements = partition_pdf(filename=\"/Users/rlm/Desktop/Papers/2307.09288.pdf\",\n",
" # Using pdf format to find embedded image blocks\n",
" extract_images_in_pdf=False,\n",
" # Use layout model (YOLO-X) to get bounding boxes (for tables) and find titles\n",
" # Titles are any sub-section of the document \n",
" infer_table_structure=True, \n",
" # Post processing to aggregate text once we have the title \n",
" chunking_strategy=\"by_title\",\n",
" # Chunking params to aggregate text blocks\n",
" # Attempt to create a new chunk 3800 chars\n",
" # Attempt to keep chunks > 2000 chars \n",
" # Hard max on chunks\n",
" max_characters=4000, \n",
" new_after_n_chars=3800, \n",
" combine_text_under_n_chars=2000,\n",
" image_output_dir_path=path)"
]
},
{
"cell_type": "code",
"execution_count": 13,
"id": "628abfc6-4057-434b-b880-d88e3ba44657",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"{\"<class 'unstructured.documents.elements.CompositeElement'>\": 184,\n",
" \"<class 'unstructured.documents.elements.Table'>\": 47,\n",
" \"<class 'unstructured.documents.elements.TableChunk'>\": 2}"
]
},
"execution_count": 13,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# Create a dictionary to store counts of each type\n",
"category_counts = {}\n",
"\n",
"for element in raw_pdf_elements:\n",
" category = str(type(element))\n",
" if category in category_counts:\n",
" category_counts[category] += 1\n",
" else:\n",
" category_counts[category] = 1\n",
"\n",
"# Unique_categories will have unique elements\n",
"unique_categories = set(category_counts.keys())\n",
"category_counts"
]
},
{
"cell_type": "code",
"execution_count": 14,
"id": "5462f29e-fd59-4e0e-9493-ea3b560e523e",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"49\n",
"184\n"
]
}
],
"source": [
"class Element(BaseModel):\n",
" type: str\n",
" text: Any\n",
"\n",
"# Categorize by type\n",
"categorized_elements = []\n",
"for element in raw_pdf_elements:\n",
" if \"unstructured.documents.elements.Table\" in str(type(element)):\n",
" categorized_elements.append(Element(type=\"table\", text=str(element)))\n",
" elif \"unstructured.documents.elements.CompositeElement\" in str(type(element)):\n",
" categorized_elements.append(Element(type=\"text\", text=str(element)))\n",
"\n",
"# Tables\n",
"table_elements = [e for e in categorized_elements if e.type == \"table\"]\n",
"print(len(table_elements))\n",
"\n",
"# Text\n",
"text_elements = [e for e in categorized_elements if e.type == \"text\"]\n",
"print(len(text_elements))"
]
},
{
"cell_type": "markdown",
"id": "731b3dfc-7ddf-4a11-9a30-9a79b7c66e16",
"metadata": {},
"source": [
"## Multi-vector retriever\n",
"\n",
"Use [multi-vector-retriever](https://python.langchain.com/docs/modules/data_connection/retrievers/multi_vector#summary).\n",
"\n",
"### Summaries"
]
},
{
"cell_type": "code",
"execution_count": 16,
"id": "8e275736-3408-4d7a-990e-4362c88e81f8",
"metadata": {},
"outputs": [],
"source": [
"from langchain.chat_models import ChatOpenAI\n",
"from langchain.prompts import ChatPromptTemplate\n",
"from langchain.schema.output_parser import StrOutputParser"
]
},
{
"cell_type": "code",
"execution_count": 17,
"id": "1b12536a-1303-41ad-9948-4eb5a5f32614",
"metadata": {},
"outputs": [],
"source": [
"# Prompt \n",
"prompt_text=\"\"\"You are an assistant tasked with summarizing tables and text. \\ \n",
"Give a concise summary of the table or text. Table or text chunk: {element} \"\"\"\n",
"prompt = ChatPromptTemplate.from_template(prompt_text) \n",
"\n",
"# Summary chain \n",
"model = ChatOpenAI(temperature=0,model=\"gpt-4\")\n",
"summarize_chain = {\"element\": lambda x:x} | prompt | model | StrOutputParser()"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "8d8b567c-b442-4bf0-b639-04bd89effc62",
"metadata": {},
"outputs": [],
"source": [
"# Apply to tables\n",
"tables = [i.text for i in table_elements]\n",
"table_summaries = summarize_chain.batch(tables, {\"max_concurrency\": 5})"
]
},
{
"cell_type": "code",
"execution_count": 26,
"id": "3e9c176c-3d46-4034-b169-0d7305d42d27",
"metadata": {},
"outputs": [],
"source": [
"# Apply to texts\n",
"texts = [i.text for i in text_elements]\n",
"text_summaries = summarize_chain.batch(texts, {\"max_concurrency\": 5})"
]
},
{
"cell_type": "markdown",
"id": "60524010-754f-4924-ad75-78cb54ca7257",
"metadata": {},
"source": [
"### Add to vectorstore\n",
"\n",
"Use [Multi Vector Retriever](https://python.langchain.com/docs/modules/data_connection/retrievers/multi_vector#summary) with summaries."
]
},
{
"cell_type": "code",
"execution_count": 27,
"id": "346c3a02-8fea-4f75-a69e-fc9542b99dbc",
"metadata": {},
"outputs": [],
"source": [
"import uuid\n",
"from langchain.vectorstores import Chroma\n",
"from langchain.storage import InMemoryStore\n",
"from langchain.schema.document import Document\n",
"from langchain.embeddings import OpenAIEmbeddings\n",
"from langchain.retrievers.multi_vector import MultiVectorRetriever\n",
"\n",
"# The vectorstore to use to index the child chunks\n",
"vectorstore = Chroma(\n",
" collection_name=\"summaries\",\n",
" embedding_function=OpenAIEmbeddings()\n",
")\n",
"\n",
"# The storage layer for the parent documents\n",
"store = InMemoryStore()\n",
"id_key = \"doc_id\"\n",
"\n",
"# The retriever (empty to start)\n",
"retriever = MultiVectorRetriever(\n",
" vectorstore=vectorstore, \n",
" docstore=store, \n",
" id_key=id_key,\n",
")\n",
"\n",
"# Add texts\n",
"doc_ids = [str(uuid.uuid4()) for _ in texts]\n",
"summary_texts = [Document(page_content=s,metadata={id_key: doc_ids[i]}) for i, s in enumerate(text_summaries)]\n",
"retriever.vectorstore.add_documents(summary_texts)\n",
"retriever.docstore.mset(list(zip(doc_ids, texts)))\n",
"\n",
"# Add tables\n",
"table_ids = [str(uuid.uuid4()) for _ in tables]\n",
"summary_tables = [Document(page_content=s,metadata={id_key: table_ids[i]}) for i, s in enumerate(table_summaries)]\n",
"retriever.vectorstore.add_documents(summary_tables)\n",
"retriever.docstore.mset(list(zip(table_ids, tables)))"
]
},
{
"cell_type": "markdown",
"id": "1d8bbbd9-009b-4b34-a206-5874a60adbda",
"metadata": {},
"source": [
"## RAG\n",
"\n",
"Run [RAG pipeline](https://python.langchain.com/docs/expression_language/cookbook/retrieval)."
]
},
{
"cell_type": "code",
"execution_count": 28,
"id": "f2489de4-51e3-48b4-bbcd-ed9171deadf3",
"metadata": {},
"outputs": [],
"source": [
"from operator import itemgetter\n",
"from langchain.schema.runnable import RunnablePassthrough\n",
"\n",
"# Prompt template\n",
"template = \"\"\"Answer the question based only on the following context, which can include text and tables:\n",
"{context}\n",
"Question: {question}\n",
"\"\"\"\n",
"prompt = ChatPromptTemplate.from_template(template)\n",
"\n",
"# LLM\n",
"model = ChatOpenAI(temperature=0,model=\"gpt-4\")\n",
"\n",
"# RAG pipeline\n",
"chain = (\n",
" {\"context\": retriever, \"question\": RunnablePassthrough()} \n",
" | prompt \n",
" | model \n",
" | StrOutputParser()\n",
")"
]
},
{
"cell_type": "code",
"execution_count": 29,
"id": "90e3d100-10e8-4ee6-ae46-2480b1524ec8",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"'The number of training tokens for LLaMA2 is 2.0T.'"
]
},
"execution_count": 29,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"chain.invoke(\"What is the number of training tokens for LLaMA2?\")"
]
},
{
"cell_type": "markdown",
"id": "37f46054-e239-4ba8-af81-22d0d6a9bc32",
"metadata": {},
"source": [
"We can check the [trace](https://smith.langchain.com/public/4739ae7c-1a13-406d-bc4e-3462670ebc01/r) to see what chunks were retrieved:\n",
"\n",
"This includes Table 1 of the paper, showing the Tokens used for training.\n",
"\n",
"```\n",
"Training Data Params Context GQA Tokens LR Length 7B 2k 1.0T 3.0x 10-4 See Touvron et al. 13B 2k 1.0T 3.0 x 10-4 LiaMa 1 (2023) 33B 2k 14T 1.5 x 10-4 65B 2k 1.4T 1.5 x 10-4 7B 4k 2.0T 3.0x 10-4 Liama 2 A new mix of publicly 13B 4k 2.0T 3.0 x 10-4 available online data 34B 4k v 2.0T 1.5 x 10-4 70B 4k v 2.0T 1.5 x 10-4\n",
"```"
]
}
],
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