{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "ce0f17b9",
   "metadata": {},
   "source": [
    "# Weaviate Hybrid Search\n",
    "\n",
    ">[Weaviate](https://weaviate.io/developers/weaviate) is an open-source vector database.\n",
    "\n",
    ">[Hybrid search](https://weaviate.io/blog/hybrid-search-explained) is a technique that combines multiple search algorithms to improve the accuracy and relevance of search results. It uses the best features of both keyword-based search algorithms with vector search techniques.\n",
    "\n",
    ">The `Hybrid search in Weaviate` uses sparse and dense vectors to represent the meaning and context of search queries and documents.\n",
    "\n",
    "This notebook shows how to use `Weaviate hybrid search` as a LangChain retriever."
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "id": "c307b082",
   "metadata": {},
   "source": [
    "Set up the retriever:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "bba863a2-977c-4add-b5f4-bfc33a80eae5",
   "metadata": {
    "tags": []
   },
   "outputs": [],
   "source": [
    "#!pip install weaviate-client"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "c10dd962",
   "metadata": {},
   "outputs": [],
   "source": [
    "import os\n",
    "\n",
    "import weaviate\n",
    "\n",
    "WEAVIATE_URL = os.getenv(\"WEAVIATE_URL\")\n",
    "auth_client_secret = (weaviate.AuthApiKey(api_key=os.getenv(\"WEAVIATE_API_KEY\")),)\n",
    "client = weaviate.Client(\n",
    "    url=WEAVIATE_URL,\n",
    "    additional_headers={\n",
    "        \"X-Openai-Api-Key\": os.getenv(\"OPENAI_API_KEY\"),\n",
    "    },\n",
    ")\n",
    "\n",
    "# client.schema.delete_all()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "f47a2bfe",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": []
    }
   ],
   "source": [
    "from langchain.retrievers.weaviate_hybrid_search import WeaviateHybridSearchRetriever\n",
    "from langchain.schema import Document"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "f2eff08e",
   "metadata": {},
   "outputs": [],
   "source": [
    "retriever = WeaviateHybridSearchRetriever(\n",
    "    client=client,\n",
    "    index_name=\"LangChain\",\n",
    "    text_key=\"text\",\n",
    "    attributes=[],\n",
    "    create_schema_if_missing=True,\n",
    ")"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "id": "b68debff",
   "metadata": {},
   "source": [
    "Add some data:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "cd8a7b17",
   "metadata": {},
   "outputs": [],
   "source": [
    "docs = [\n",
    "    Document(\n",
    "        metadata={\n",
    "            \"title\": \"Embracing The Future: AI Unveiled\",\n",
    "            \"author\": \"Dr. Rebecca Simmons\",\n",
    "        },\n",
    "        page_content=\"A comprehensive analysis of the evolution of artificial intelligence, from its inception to its future prospects. Dr. Simmons covers ethical considerations, potentials, and threats posed by AI.\",\n",
    "    ),\n",
    "    Document(\n",
    "        metadata={\n",
    "            \"title\": \"Symbiosis: Harmonizing Humans and AI\",\n",
    "            \"author\": \"Prof. Jonathan K. Sterling\",\n",
    "        },\n",
    "        page_content=\"Prof. Sterling explores the potential for harmonious coexistence between humans and artificial intelligence. The book discusses how AI can be integrated into society in a beneficial and non-disruptive manner.\",\n",
    "    ),\n",
    "    Document(\n",
    "        metadata={\"title\": \"AI: The Ethical Quandary\", \"author\": \"Dr. Rebecca Simmons\"},\n",
    "        page_content=\"In her second book, Dr. Simmons delves deeper into the ethical considerations surrounding AI development and deployment. It is an eye-opening examination of the dilemmas faced by developers, policymakers, and society at large.\",\n",
    "    ),\n",
    "    Document(\n",
    "        metadata={\n",
    "            \"title\": \"Conscious Constructs: The Search for AI Sentience\",\n",
    "            \"author\": \"Dr. Samuel Cortez\",\n",
    "        },\n",
    "        page_content=\"Dr. Cortez takes readers on a journey exploring the controversial topic of AI consciousness. The book provides compelling arguments for and against the possibility of true AI sentience.\",\n",
    "    ),\n",
    "    Document(\n",
    "        metadata={\n",
    "            \"title\": \"Invisible Routines: Hidden AI in Everyday Life\",\n",
    "            \"author\": \"Prof. Jonathan K. Sterling\",\n",
    "        },\n",
    "        page_content=\"In his follow-up to 'Symbiosis', Prof. Sterling takes a look at the subtle, unnoticed presence and influence of AI in our everyday lives. It reveals how AI has become woven into our routines, often without our explicit realization.\",\n",
    "    ),\n",
    "]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "3c5970db",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['3a27b0a5-8dbb-4fee-9eba-8b6bc2c252be',\n",
       " 'eeb9fd9b-a3ac-4d60-a55b-a63a25d3b907',\n",
       " '7ebbdae7-1061-445f-a046-1989f2343d8f',\n",
       " 'c2ab315b-3cab-467f-b23a-b26ed186318d',\n",
       " 'b83765f2-e5d2-471f-8c02-c3350ade4c4f']"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "retriever.add_documents(docs)"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "id": "6e030694",
   "metadata": {},
   "source": [
    "Do a hybrid search:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "bf7dbb98",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[Document(page_content='In her second book, Dr. Simmons delves deeper into the ethical considerations surrounding AI development and deployment. It is an eye-opening examination of the dilemmas faced by developers, policymakers, and society at large.', metadata={}),\n",
       " Document(page_content='A comprehensive analysis of the evolution of artificial intelligence, from its inception to its future prospects. Dr. Simmons covers ethical considerations, potentials, and threats posed by AI.', metadata={}),\n",
       " Document(page_content=\"In his follow-up to 'Symbiosis', Prof. Sterling takes a look at the subtle, unnoticed presence and influence of AI in our everyday lives. It reveals how AI has become woven into our routines, often without our explicit realization.\", metadata={}),\n",
       " Document(page_content='Prof. Sterling explores the potential for harmonious coexistence between humans and artificial intelligence. The book discusses how AI can be integrated into society in a beneficial and non-disruptive manner.', metadata={})]"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "retriever.get_relevant_documents(\"the ethical implications of AI\")"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "id": "d0c5bb4d",
   "metadata": {},
   "source": [
    "Do a hybrid search with where filter:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "b2bc87c1",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[Document(page_content='Prof. Sterling explores the potential for harmonious coexistence between humans and artificial intelligence. The book discusses how AI can be integrated into society in a beneficial and non-disruptive manner.', metadata={}),\n",
       " Document(page_content=\"In his follow-up to 'Symbiosis', Prof. Sterling takes a look at the subtle, unnoticed presence and influence of AI in our everyday lives. It reveals how AI has become woven into our routines, often without our explicit realization.\", metadata={})]"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "retriever.get_relevant_documents(\n",
    "    \"AI integration in society\",\n",
    "    where_filter={\n",
    "        \"path\": [\"author\"],\n",
    "        \"operator\": \"Equal\",\n",
    "        \"valueString\": \"Prof. Jonathan K. Sterling\",\n",
    "    },\n",
    ")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "5ae2899e",
   "metadata": {},
   "source": [
    "Do a hybrid search with scores:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "4fffd0af",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[Document(page_content='Prof. Sterling explores the potential for harmonious coexistence between humans and artificial intelligence. The book discusses how AI can be integrated into society in a beneficial and non-disruptive manner.', metadata={'_additional': {'explainScore': '(bm25)\\n(hybrid) Document eeb9fd9b-a3ac-4d60-a55b-a63a25d3b907 contributed 0.00819672131147541 to the score\\n(hybrid) Document eeb9fd9b-a3ac-4d60-a55b-a63a25d3b907 contributed 0.00819672131147541 to the score', 'score': '0.016393442'}}),\n",
       " Document(page_content=\"In his follow-up to 'Symbiosis', Prof. Sterling takes a look at the subtle, unnoticed presence and influence of AI in our everyday lives. It reveals how AI has become woven into our routines, often without our explicit realization.\", metadata={'_additional': {'explainScore': '(bm25)\\n(hybrid) Document b83765f2-e5d2-471f-8c02-c3350ade4c4f contributed 0.0078125 to the score\\n(hybrid) Document b83765f2-e5d2-471f-8c02-c3350ade4c4f contributed 0.008064516129032258 to the score', 'score': '0.015877016'}}),\n",
       " Document(page_content='In her second book, Dr. Simmons delves deeper into the ethical considerations surrounding AI development and deployment. It is an eye-opening examination of the dilemmas faced by developers, policymakers, and society at large.', metadata={'_additional': {'explainScore': '(bm25)\\n(hybrid) Document 7ebbdae7-1061-445f-a046-1989f2343d8f contributed 0.008064516129032258 to the score\\n(hybrid) Document 7ebbdae7-1061-445f-a046-1989f2343d8f contributed 0.0078125 to the score', 'score': '0.015877016'}}),\n",
       " Document(page_content='A comprehensive analysis of the evolution of artificial intelligence, from its inception to its future prospects. Dr. Simmons covers ethical considerations, potentials, and threats posed by AI.', metadata={'_additional': {'explainScore': '(vector) [-0.0071824766 -0.0006682752 0.001723625 -0.01897258 -0.0045127636 0.0024410256 -0.020503938 0.013768672 0.009520169 -0.037972264]...  \\n(hybrid) Document 3a27b0a5-8dbb-4fee-9eba-8b6bc2c252be contributed 0.007936507936507936 to the score', 'score': '0.007936508'}})]"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "retriever.get_relevant_documents(\n",
    "    \"AI integration in society\",\n",
    "    score=True,\n",
    ")"
   ]
  }
 ],
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