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neo4j rag

Details

File: third_party/Neo4j/neo4j_rag.ipynb

Type: Jupyter Notebook

Use Cases: RAG

Integrations: Neo4j

Content

Notebook content (JSON format):

{
 "cells": [
  {
   "attachments": {
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     "image/png": 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"
    }
   },
   "cell_type": "markdown",
   "id": "54b840ed-17a3-4f9f-aec3-4d5b46d7307b",
   "metadata": {},
   "source": [
    "# RAG on Neo4j database\n",
    "\n",
    "![image.png](attachment:badf4162-8bd5-4fc9-99e0-d7d0539497fa.png)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "f95bf61b",
   "metadata": {},
   "source": [
    "# Requirements and disclaimers \n",
    "\n",
    "- To run this notebook you will need to Download Neo4j Desktop or have access to a Neo4j DB via cloud\n",
    "- If your Neo4j DB is running on your localhost we recommend running this cookbook on your local rather than via Google Colab "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "d44caf2e",
   "metadata": {},
   "outputs": [],
   "source": [
    "! pip install mistralai neo4j"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 59,
   "id": "fe29c9e1-b2d2-4a1e-998a-31503b094985",
   "metadata": {},
   "outputs": [],
   "source": [
    "import json\n",
    "from neo4j import GraphDatabase\n",
    "from mistralai import Mistral\n",
    "from getpass import getpass"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 60,
   "id": "dc4e4baf-7468-41e0-a7a6-85f6295d12e8",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Type your API Key ········\n",
      "Type your neo4j password ········\n"
     ]
    }
   ],
   "source": [
    "api_key= getpass(\"Type your API Key\")\n",
    "neo4j_password =  getpass(\"Type your neo4j password\")\n",
    "neo4j_user =  getpass(\"Type your neo4j user name\")\n",
    "neo4j_uri =  getpass(\"Type your neo4j url\")\n",
    "client = Mistral(api_key=api_key)"
   ]
  },
  {
   "attachments": {
    "40d84d98-fd88-488d-8ef2-bd5cb9e9701b.png": {
     "image/png": 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"
    }
   },
   "cell_type": "markdown",
   "id": "73fd9993-0624-4a80-ac33-4d50d50de574",
   "metadata": {},
   "source": [
    "## Step 1 : Download Neo4j Desktop and check python client access \n",
    "\n",
    "- Install [neo4j desktop](https://neo4j.com/download/?utm_source=GSearch&utm_medium=PaidSearch&utm_campaign=Evergreen&utm_content=EMEA-Search-SEMBrand-Evergreen-None-SEM-SEM-NonABM&utm_term=download%20neo4j&utm_adgroup=download&gad_source=1&gclid=CjwKCAiArva5BhBiEiwA-oTnXcSKI5nRGi8ScnPkf68lkxJzefqgBd046ypdgCxNGptmZEa9sUKK2hoC1AYQAvD_BwE)\n",
    "\n",
    "- Open the default project `Example Project` containing the `Movie DBMD database`\n",
    "\n",
    "![image.png](attachment:40d84d98-fd88-488d-8ef2-bd5cb9e9701b.png)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 61,
   "id": "dda66649-d5d5-4208-96c3-203a3a1788de",
   "metadata": {},
   "outputs": [],
   "source": [
    "URI = neo4j_uri\n",
    "AUTH = (neo4j_user, neo4j_password)\n",
    "\n",
    "def run_cypher_query(cypher_query):\n",
    "    with GraphDatabase.driver(URI, auth=AUTH) as driver:\n",
    "        records, _, _ = driver.execute_query(cypher_query,database_=\"neo4j\")\n",
    "    return records"
   ]
  },
  {
   "attachments": {
    "cd1542b8-80d8-4bdb-a127-a5c63b21d028.png": {
     "image/png": 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"
    }
   },
   "cell_type": "markdown",
   "id": "f570b78c-4a13-4e20-86db-982202d547db",
   "metadata": {},
   "source": [
    "## Step 2 : Create a text-2-cypher agent for the Movie DBMD database\n",
    "![image.png](attachment:cd1542b8-80d8-4bdb-a127-a5c63b21d028.png)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "id": "f2696637-fba9-4d3b-9617-064757217c18",
   "metadata": {},
   "outputs": [],
   "source": [
    "def generate_cypher_query(question):\n",
    "    prompt = f\"\"\"You are a coding agent interacting with a Neo4j database with the following schema : \n",
    "\n",
    "    - Labels : \"Movie\", \"Person\"\n",
    "    - Relationships : \"ACTED_IN\", \"DIRECTED\", \"FOLLOWS\", \"PRODUCED\", \"REVIEWED\", \"WROTE\"\n",
    "\n",
    "    \"Person\" label has the following properties : \n",
    "    - born\n",
    "    - name \n",
    "\n",
    "    \"Movie\" label has the following properties :\n",
    "    - title\n",
    "    - released\n",
    "\n",
    "    Your will be given as input a query in natural language and your role is to output a cypher query whose output will contain the answer.\n",
    "    Your output with be in a json format. \n",
    "\n",
    "    Examples : \n",
    "\n",
    "    input : When was the movie \"The Matrix\" released ?\n",
    "    output : {{\"result\": \"MATCH (n:Movie) WHERE n.title='The Matrix' RETURN n.released\"}}\n",
    "\n",
    "    input : In which movied Tom Hanks played ?\n",
    "    output : {{\"result\": \"MATCH (p:Person {{name: 'Tom Hanks'}})-[:ACTED_IN]->(m:Movie) RETURN m.title AS movieTitle\"}}\n",
    "\n",
    "    input : What movie Steven Spielber produced ?\n",
    "    output : {{\"result\": \"MATCH (p:Person {{name: 'Steven Spielberg'}})-[:PRODUCED]->(m:Movie) RETURN m.title AS movieTitle\"}}\n",
    "\n",
    "    Here is the user question :\n",
    "    {question}\n",
    "    \"\"\"\n",
    "\n",
    "    chat_response = client.chat.complete(\n",
    "    model= model,\n",
    "    response_format = {\"type\": \"json_object\"},\n",
    "    messages = [\n",
    "        {\n",
    "            \"role\": \"user\",\n",
    "            \"content\": prompt,\n",
    "        },\n",
    "    ]\n",
    "    )\n",
    "    return chat_response.choices[0].message.content"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "cfb88fa4-c05f-4dc1-8338-5cfa7ce6102d",
   "metadata": {},
   "source": [
    "# Step 3 : Create a response agent "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 53,
   "id": "ae9b5d18-c4e1-4399-862b-7355b791b394",
   "metadata": {},
   "outputs": [],
   "source": [
    "def respond_to_query(question, cypher_code, query_output):\n",
    "    prompt = f\"\"\"You are a coding agent interacting with a Neo4j database with the following schema : \n",
    "\n",
    "    - Labels : \"Movie\", \"Person\"\n",
    "    - Relationships : \"ACTED_IN\", \"DIRECTED\", \"FOLLOWS\", \"PRODUCED\", \"REVIEWED\", \"WROTE\"\n",
    "\n",
    "    \"Person\" label has the following properties : \n",
    "    - born\n",
    "    - name \n",
    "\n",
    "    \"Movie\" label has the following properties :\n",
    "    - title\n",
    "    - released\n",
    "\n",
    "    The user asked the following question :\n",
    "    {question}\n",
    "\n",
    "    To answee the question the following cypher query was run on Neo4j : \n",
    "    {cypher_code}\n",
    "\n",
    "    The following output was obtained :\n",
    "    {query_output}\n",
    "\n",
    "    Based on all these elements answer the initial user question. \n",
    "    Be straight to the point and concise in your answers.\n",
    "\n",
    "    Your answer:\n",
    "    \"\"\"\n",
    "\n",
    "    chat_response = client.chat.complete(\n",
    "    model= model,\n",
    "    messages = [\n",
    "        {\n",
    "            \"role\": \"user\",\n",
    "            \"content\": prompt,\n",
    "        },\n",
    "    ]\n",
    "    )\n",
    "    return chat_response.choices[0].message.content"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "4fc0b37b-ff14-4b3b-953e-b4831d4ca622",
   "metadata": {},
   "source": [
    "# Step 4 : Test the end to end workflow "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "id": "c7ec95f0-396a-4960-a4f8-a6f216c3a857",
   "metadata": {},
   "outputs": [],
   "source": [
    "def neo4j_agent(question):\n",
    "    cypher_code = json.loads(generate_cypher_query(question))['result']\n",
    "    query_result = run_cypher_query(cypher_code)\n",
    "    response = respond_to_query(question, cypher_code, query_result)\n",
    "\n",
    "    print(f'Question : \\n {question} \\n')\n",
    "    print(f'Query : \\n {cypher_code} \\n')\n",
    "    print(f'Response : \\n {response} \\n')\n",
    " "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "id": "043d29e0-fff3-4a20-85fa-00fc97ff2e2e",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Question : \n",
      " When was Keanue Reeves born ? \n",
      "\n",
      "Query : \n",
      " MATCH (n:Person) WHERE n.name='Keanu Reeves' RETURN n.born \n",
      "\n",
      "Response : \n",
      " Keanu Reeves was born in 1964. \n",
      "\n"
     ]
    }
   ],
   "source": [
    "neo4j_agent(\"When was Keanue Reeves born ?\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "id": "38dc3e5d-a33b-4967-a7e9-422a1f8bb126",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Question : \n",
      " What actors played in the movie The Matrix ? \n",
      "\n",
      "Query : \n",
      " MATCH (m:Movie {title: 'The Matrix'})<-[:ACTED_IN]-(p:Person) RETURN p.name AS actorName \n",
      "\n",
      "Response : \n",
      " Sure, based on the executed Cypher query and the output, the actors who played in the movie \"The Matrix\" are Keanu Reeves, Carrie-Anne Moss, Laurence Fishburne, Hugo Weaving, and Emil Eifrem. \n",
      "\n"
     ]
    }
   ],
   "source": [
    "neo4j_agent(\"What actors played in the movie The Matrix ?\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 55,
   "id": "783e118c-6152-48ce-b31f-a9d99d041c89",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Question : \n",
      " Tell me the name of a person that is both an actor and a producer on another movie \n",
      "\n",
      "Query : \n",
      " MATCH (p:Person)-[:ACTED_IN]->(m:Movie)<-[:PRODUCED]-(p) WHERE p.name <> m.title RETURN DISTINCT p.name \n",
      "\n",
      "Response : \n",
      " There are no people in the database that are both an actor and a producer on another movie. \n",
      "\n"
     ]
    }
   ],
   "source": [
    "neo4j_agent(\"Tell me the name of a person that is both an actor and a producer on another movie\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 56,
   "id": "a7e01896-766d-430d-a60b-6beb16250917",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Question : \n",
      " List Tom Hanks movies and sort them by release date \n",
      "\n",
      "Query : \n",
      " MATCH (p:Person {name: 'Tom Hanks'})-[:ACTED_IN]->(m:Movie) RETURN m.title AS movieTitle, m.released AS releaseDate ORDER BY m.released ASC \n",
      "\n",
      "Response : \n",
      " Tom Hanks has acted in several movies over the years. Here are Tom Hanks' movies sorted by their release date:\n",
      "\n",
      "1. \"Joe Versus the Volcano\" (1990)\n",
      "2. \"A League of Their Own\" (1992)\n",
      "3. \"Sleepless in Seattle\" (1993)\n",
      "4. \"Apollo 13\" (1995)\n",
      "5. \"That Thing You Do\" (1996)\n",
      "6. \"You've Got Mail\" (1998)\n",
      "7. \"The Green Mile\" (1999)\n",
      "8. \"Cast Away\" (2000)\n",
      "9. \"The Polar Express\" (2004)\n",
      "10. \"The Da Vinci Code\" (2006)\n",
      "11. \"Charlie Wilson's War\" (2007)\n",
      "12. \"Cloud Atlas\" (2012) \n",
      "\n"
     ]
    }
   ],
   "source": [
    "neo4j_agent(\"List Tom Hanks movies and sort them by release date\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 58,
   "id": "3dd5350c-860e-4bac-8c0c-7a7ceaf8d3a1",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Question : \n",
      " We are in 2024, how old is Tom Hanks ? \n",
      "\n",
      "Query : \n",
      " MATCH (p:Person {name: 'Tom Hanks'}) RETURN 2024 - p.born AS age \n",
      "\n",
      "Response : \n",
      " According to the provided information, Tom Hanks is 68 years old in 2024. \n",
      "\n"
     ]
    }
   ],
   "source": [
    "neo4j_agent(\"We are in 2024, how old is Tom Hanks ?\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 49,
   "id": "ea9a40a0-d03e-4114-bc9c-b68d8c5272df",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Question : \n",
      " Give me names of two actors that played together in two differnet films. Give me the names of the associated movies \n",
      "\n",
      "Query : \n",
      " MATCH (p1:Person)-[:ACTED_IN]->(m1:Movie)<-[:ACTED_IN]-(p2:Person)-[:ACTED_IN]->(m2:Movie) WHERE m1 <> m2 RETURN p1.name AS actor1, p2.name AS actor2, collect(DISTINCT m1.title) AS movies1, collect(DISTINCT m2.title) AS movies2 LIMIT 2 \n",
      "\n",
      "Response : \n",
      " Sure, based on the output of the Cypher query, we can see that both 'Carrie-Anne Moss' and 'Laurence Fishburne' have acted together with 'Keanu Reeves' in multiple movies, specifically 'The Matrix Reloaded' and 'The Matrix Revolutions'. However, they have also acted together in 'The Matrix' which is also included in the list of movies for 'Keanu Reeves'.\n",
      "\n",
      "To answer the user's question, we should focus on the unique pairs of actors who have acted together in two different films. In this case, 'Carrie-Anne Moss' and 'Keanu Reeves' are the only pair that meets this criteria, with 'The Matrix Reloaded' and 'The Matrix Revolutions' being the movies they acted together in.\n",
      "\n",
      "Additionally, the list of movies for 'Keanu Reeves' includes other titles besides 'The Matrix' and 'The Matrix Reloaded', which shows his involvement in other projects as well.\n",
      "\n",
      "So, the answer to the user's question is: 'Carrie-Anne Moss' and 'Keanu Reeves' are the two actors who have played together in two different films, and those films are 'The Matrix Reloaded' and 'The Matrix Revolutions'. \n",
      "\n"
     ]
    }
   ],
   "source": [
    "neo4j_agent(\"Give me names of two actors that played together in two differnet films. Give me the names of the associated movies\")"
   ]
  }
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