[PYTHON/LANGGRAPH] 제로샷 에이전트 만들기

■ 제로샷 에이전트를 만드는 방법을 보여준다.

※ OPENAI_API_KEY 환경 변수 값은 .env 파일에 정의한다.
※ TAVILY_API_KEY 환경 변수 값은 .env 파일에 정의한다.

▶ main.py


import os
import requests
import shutil
import sqlite3
import pandas as pd
import numpy  as np
import pytz
import re
import openai
import uuid

from dotenv                                  import load_dotenv
from langchain_core.tools                    import tool
from langchain_core.runnables                import RunnableConfig
from typing                                  import Optional
from datetime                                import date
from datetime                                import datetime
from typing                                  import Union
from langchain_core.prompts                  import ChatPromptTemplate
from langchain_openai                        import ChatOpenAI
from langchain_community.tools.tavily_search import TavilySearchResults
from typing_extensions                       import TypedDict
from typing                                  import Annotated
from langgraph.graph.message                 import AnyMessage
from langgraph.graph.message                 import add_messages
from langchain_core.runnables                import Runnable
from langchain_core.messages                 import ToolMessage
from langgraph.graph                         import StateGraph
from langgraph.prebuilt                      import ToolNode
from langchain_core.runnables                import RunnableLambda
from langgraph.prebuilt                      import tools_condition
from langgraph.graph                         import START
from langgraph.checkpoint.memory             import MemorySaver

load_dotenv()

def downloadFile(sourceURL, targetFilePath, backupFilePath, overwrite):
    if overwrite or not os.path.exists(targetFilePath):
        response = requests.get(sourceURL)
        response.raise_for_status()
        with open(targetFilePath, "wb") as bufferedWriter:
            bufferedWriter.write(response.content)
        if backupFilePath:
            shutil.copy(targetFilePath, backupFilePath)

def loadTextFile(sourceFilePath):
    with open(sourceFilePath, "r", encoding = "utf-8") as textIOWrapper:
        return textIOWrapper.read()

def updateDate(databaseFilePath, backupFilePath):
    shutil.copy(backupFilePath, databaseFilePath)
    connection          = sqlite3.connect(databaseFilePath)
    tableNameList       = pd.read_sql("SELECT name FROM sqlite_master WHERE type='table';", connection).name.tolist()
    dataFrameDictionary = {}
    for tableName in tableNameList:
        dataFrameDictionary[tableName] = pd.read_sql(f"SELECT * from {tableName}", connection)
    maximumActualDepartureTimestamp = pd.to_datetime(dataFrameDictionary["flights"]["actual_departure"].replace("\\N", pd.NaT)).max()
    localCurrentTimestamp           = pd.to_datetime("now").tz_localize(maximumActualDepartureTimestamp.tz)
    timeDelta                       = localCurrentTimestamp - maximumActualDepartureTimestamp
    dataFrameDictionary["bookings"]["book_date"] = pd.to_datetime(dataFrameDictionary["bookings"]["book_date"].replace("\\N", pd.NaT), utc = True) + timeDelta
    dateTimeColumnNameList = [
        "scheduled_departure",
        "scheduled_arrival",
        "actual_departure",
        "actual_arrival"
    ]
    for dateTimeColumName in dateTimeColumnNameList:
        dataFrameDictionary["flights"][dateTimeColumName] = pd.to_datetime(dataFrameDictionary["flights"][dateTimeColumName].replace("\\N", pd.NaT)) + timeDelta
    for tableName, dataFrame in dataFrameDictionary.items():
        dataFrame.to_sql(tableName, connection, if_exists = "replace", index = False)
    del dataFrame
    del dataFrameDictionary
    connection.commit()
    connection.close()

class VectorStoreRetriever:
    def __init__(self, documentList : list, vectorListList : list, openAI):
        self.vectorListList = np.array(vectorListList)
        self.documentList   = documentList
        self.openAI         = openAI

    @classmethod
    def fromDocumentList(cls, documentList, openAI):
        createEmbeddingResponse = openAI.embeddings.create(model = "text-embedding-3-small", input = [document["page_content"] for document in documentList])
        vectorListList = [embedding.embedding for embedding in createEmbeddingResponse.data] # createEmbeddingResponse.data 속성 openai.types.embedding.Embedding 타입 리스트이다.
        return cls(documentList, vectorListList, openAI)

    def query(self, query : str, k : int = 5) -> list[dict]:
        createEmbeddingResponse = self.openAI.embeddings.create(model = "text-embedding-3-small", input = [query])
        # "@"는 파이썬에서 행렬 곱셈일 뿐이다.
        scoreNDArray    = np.array(createEmbeddingResponse.data[0].embedding) @ self.vectorListList.T
        topKIndex       = np.argpartition(scoreNDArray, -k)[-k:]
        topKIndexSorted = topKIndex[np.argsort(-scoreNDArray[topKIndex])]
        return [{**self.documentList[index], "similarity" : scoreNDArray[index]} for index in topKIndexSorted]

@tool
def lookupPolicy(query : str) -> str:
    """Consult the company policies to check whether certain options are permitted.
    Use this before making any flight changes performing other 'write' events."""
    documentList = vectorStoreRetriever.query(query, k = 2)
    return "\n\n".join([document["page_content"] for document in documentList])

@tool
def fetchUserFlightInformationList(runnableConfig : RunnableConfig) -> list[dict]:
    """Fetch all tickets for the user along with corresponding flight information and seat assignments.

    Returns :
        A list of dictionaries where each dictionary contains the ticket details,
        associated flight details, and the seat assignments for each ticket belonging to the user.
    """
    configurableDictionary = runnableConfig.get("configurable", {})
    passengerID            = configurableDictionary.get("passenger_id", None)
    if not passengerID:
        raise ValueError("No passenger ID configured.")
    connection = sqlite3.connect(databaseFilePath)
    cursor     = connection.cursor()
    query      = """
SELECT
    t.ticket_no,
    t.book_ref,
    f.flight_id,
    f.flight_no,
    f.departure_airport,
    f.arrival_airport,
    f.scheduled_departure,
    f.scheduled_arrival,
    bp.seat_no,
    tf.fare_conditions
FROM tickets t JOIN ticket_flights tf  ON  t.ticket_no  = tf.ticket_no
               JOIN flights f          ON  tf.flight_id = f.flight_id
               JOIN boarding_passes bp ON  bp.ticket_no = t.ticket_no
                                       AND bp.flight_id = f.flight_id
WHERE t.passenger_id = ?
"""
    cursor.execute(query, (passengerID,))
    rowTuplList       = cursor.fetchall()
    columnNameList    = [columnTuple[0] for columnTuple in cursor.description]
    rowDictionaryList = [dict(zip(columnNameList, rowTuple)) for rowTuple in rowTuplList]
    cursor.close()
    connection.close()
    return rowDictionaryList

@tool
def searchFlightList(departure_airport : Optional[str] = None, arrival_airport : Optional[str] = None, start_time : Optional[date | datetime] = None, end_time : Optional[date | datetime] = None, limit : int = 20) -> list[dict]:
    """Search for flights based on departure airport, arrival airport, and departure time range."""
    connection    = sqlite3.connect(databaseFilePath)
    cursor        = connection.cursor()
    query         = "SELECT * FROM flights WHERE 1 = 1"
    parameterList = []
    if departure_airport:
        query += " AND departure_airport = ?"
        parameterList.append(departure_airport)
    if arrival_airport:
        query += " AND arrival_airport = ?"
        parameterList.append(arrival_airport)
    if start_time:
        query += " AND scheduled_departure >= ?"
        parameterList.append(start_time)
    if end_time:
        query += " AND scheduled_departure <= ?"
        parameterList.append(end_time)
    query += " LIMIT ?"
    parameterList.append(limit)
    cursor.execute(query, parameterList)
    rowTupleList      = cursor.fetchall()
    columnNameList    = [columnTuple[0] for columnTuple in cursor.description]
    rowDictionaryList = [dict(zip(columnNameList, rowTuple)) for rowTuple in rowTupleList]
    cursor.close()
    connection.close()
    return rowDictionaryList

@tool
def updateTicketToNewFlight(ticket_no : str, new_flight_id : int, *, runnableConfig : RunnableConfig) -> str:
    """Update the user's ticket to a new valid flight."""
    configurableDictionary = runnableConfig.get("configurable", {})
    passengerID            = configurableDictionary.get("passenger_id", None)
    if not passengerID:
        raise ValueError("No passenger ID configured.")
    connection = sqlite3.connect(databaseFilePath)
    cursor     = connection.cursor()
    cursor.execute("SELECT departure_airport, arrival_airport, scheduled_departure FROM flights WHERE flight_id = ?", (new_flight_id,))
    newFlightRowTuple = cursor.fetchone()
    if not newFlightRowTuple:
        cursor.close()
        connection.close()
        return "Invalid new flight ID provided."
    columnNameList         = [columnTuple[0] for columnTuple in cursor.description]
    newFlightRowDictionary = dict(zip(columnNameList, newFlightRowTuple))
    timezone               = pytz.timezone("Etc/GMT-3")
    currentDatetime        = datetime.now(tz = timezone)
    departureDatetime      = datetime.strptime(newFlightRowDictionary["scheduled_departure"], "%Y-%m-%d %H:%M:%S.%f%z")
    totalSecondCount       = (departureDatetime - currentDatetime).total_seconds()
    if totalSecondCount < (3 * 3600):
        return f"Not permitted to reschedule to a flight that is less than 3 hours from the current time. Selected flight is at {departureDatetime}."
    cursor.execute("SELECT flight_id FROM ticket_flights WHERE ticket_no = ?", (ticket_no,))
    currentFlightRowTuple = cursor.fetchone()
    if not currentFlightRowTuple:
        cursor.close()
        connection.close()
        return "No existing ticket found for the given ticket number."
    cursor.execute("SELECT * FROM tickets WHERE ticket_no = ? AND passenger_id = ?", (ticket_no, passengerID))
    currentTicketRowTuple = cursor.fetchone()
    if not currentTicketRowTuple:
        cursor.close()
        connection.close()
        return f"Current signed-in passenger with ID {passengerID} not the owner of ticket {ticket_no}"
    # 실제 애플리케이션에서는 "새로운 출발 공항이 현재 티켓과 일치하는가"와 같이 비즈니스 로직을 적용하기 위해 여기에 추가적인 검사를 추가할 가능성이 높다.
    # LLM에 대한 '타입 힌팅' 정책에서 선제적으로 노력하는 것이 가장 좋지만 필연적으로 문제가 발생할 수 있으므로 또한 API가 유효한 동작을 시행하도록 해야 한다.
    cursor.execute("UPDATE ticket_flights SET flight_id = ? WHERE ticket_no = ?", (new_flight_id, ticket_no))
    connection.commit()
    cursor.close()
    connection.close()
    return "Ticket successfully updated to new flight."

@tool
def cancelTicket(ticket_no : str, *, runnableConfig : RunnableConfig) -> str:
    """Cancel the user's ticket and remove it from the database."""
    configuration = runnableConfig.get("configurable", {})
    passengerID   = configuration.get("passenger_id", None)
    if not passengerID:
        raise ValueError("No passenger ID configured.")
    connection = sqlite3.connect(databaseFilePath)
    cursor     = connection.cursor()
    cursor.execute("SELECT flight_id FROM ticket_flights WHERE ticket_no = ?", (ticket_no,))
    existing_ticket = cursor.fetchone()
    if not existing_ticket:
        cursor.close()
        connection.close()
        return "No existing ticket found for the given ticket number."
    cursor.execute("SELECT flight_id FROM tickets WHERE ticket_no = ? AND passenger_id = ?", (ticket_no, passengerID))
    currentTicketRowTuple = cursor.fetchone()
    if not currentTicketRowTuple:
        cursor.close()
        connection.close()
        return f"Current signed-in passenger with ID {passengerID} not the owner of ticket {ticket_no}"
    cursor.execute("DELETE FROM ticket_flights WHERE ticket_no = ?", (ticket_no,))
    connection.commit()
    cursor.close()
    connection.close()
    return "Ticket successfully cancelled."

@tool
def searchCarRentalList(location : Optional[str] = None, name : Optional[str] = None, price_tier : Optional[str] = None, start_date : Optional[Union[datetime, date]] = None, end_date: Optional[Union[datetime, date]] = None) -> list[dict]:
    """
    Search for car rentals based on location, name, price tier, start date, and end date.

    Args :
        location (Optional[str]) : The location of the car rental. Defaults to None.
        name (Optional[str]) : The name of the car rental company. Defaults to None.
        price_tier (Optional[str]) : The price tier of the car rental. Defaults to None.
        start_date (Optional[Union[datetime, date]]) : The start date of the car rental. Defaults to None.
        end_date (Optional[Union[datetime, date]]) : The end date of the car rental. Defaults to None.

    Returns :
        list[dict] : A list of car rental dictionaries matching the search criteria.
    """
    connection    = sqlite3.connect(databaseFilePath)
    cursor        = connection.cursor()
    query         = "SELECT * FROM car_rentals WHERE 1=1"
    parameterList = []
    if location:
        query += " AND location LIKE ?"
        parameterList.append(f"%{location}%")
    if name:
        query += " AND name LIKE ?"
        parameterList.append(f"%{name}%")
    # 튜토리얼에서는 원하는 날짜와 가격 범위에 맞춰 예약을 진행하실 수 있다.
    # (우리의 장난감 데이터 세트에는 데이터가 많지 않기 때문에)
    cursor.execute(query, parameterList)
    rowDictionaryList = cursor.fetchall()
    connection.close()
    return [dict(zip([columnTuple[0] for columnTuple in cursor.description], rowDictionary)) for rowDictionary in rowDictionaryList]

@tool
def bookCarRental(rental_id : int) -> str:
    """
    Book a car rental by its ID.

    Args :
        rental_id (int): The ID of the car rental to book.

    Returns :
        str: A message indicating whether the car rental was successfully booked or not.
    """
    connection = sqlite3.connect(databaseFilePath)
    cursor     = connection.cursor()
    cursor.execute("UPDATE car_rentals SET booked = 1 WHERE id = ?", (rental_id,))
    connection.commit()
    if cursor.rowcount > 0:
        connection.close()
        return f"Car rental {rental_id} successfully booked."
    else:
        connection.close()
        return f"No car rental found with ID {rental_id}."

@tool
def updateCarRental(rental_id : int, start_date : Optional[Union[datetime, date]] = None, end_date : Optional[Union[datetime, date]] = None) -> str:
    """
    Update a car rental's start and end dates by its ID.

    Args :
        rental_id (int) : The ID of the car rental to update.
        start_date (Optional[Union[datetime, date]]) : The new start date of the car rental. Defaults to None.
        end_date (Optional[Union[datetime, date]]) : The new end date of the car rental. Defaults to None.

    Returns :
        str: A message indicating whether the car rental was successfully updated or not.
    """
    connection = sqlite3.connect(databaseFilePath)
    cursor     = connection.cursor()
    if start_date:
        cursor.execute("UPDATE car_rentals SET start_date = ? WHERE id = ?", (start_date, rental_id))
    if end_date:
        cursor.execute("UPDATE car_rentals SET end_date = ? WHERE id = ?", (end_date, rental_id))
    connection.commit()
    if cursor.rowcount > 0:
        connection.close()
        return f"Car rental {rental_id} successfully updated."
    else:
        connection.close()
        return f"No car rental found with ID {rental_id}."

@tool
def cancelCarRental(rental_id : int) -> str:
    """
    Cancel a car rental by its ID.

    Args :
        rental_id (int) : The ID of the car rental to cancel.

    Returns :
        str : A message indicating whether the car rental was successfully cancelled or not.
    """
    connection = sqlite3.connect(databaseFilePath)
    cursor     = connection.cursor()
    cursor.execute("UPDATE car_rentals SET booked = 0 WHERE id = ?", (rental_id,))
    connection.commit()
    if cursor.rowcount > 0:
        connection.close()
        return f"Car rental {rental_id} successfully cancelled."
    else:
        connection.close()
        return f"No car rental found with ID {rental_id}."

@tool
def searchHotelList(location : Optional[str] = None, name : Optional[str] = None, price_tier : Optional[str] = None, checkin_date : Optional[Union[datetime, date]] = None, checkout_date: Optional[Union[datetime, date]] = None) -> list[dict]:
    """
    Search for hotels based on location, name, price tier, check-in date, and check-out date.

    Args :
        location (Optional[str]) : The location of the hotel. Defaults to None.
        name (Optional[str]) : The name of the hotel. Defaults to None.
        price_tier (Optional[str]) : The price tier of the hotel. Defaults to None. Examples: Midscale, Upper Midscale, Upscale, Luxury
        checkin_date (Optional[Union[datetime, date]]) : The check-in date of the hotel. Defaults to None.
        checkout_date (Optional[Union[datetime, date]]) : The check-out date of the hotel. Defaults to None.

    Returns :
        list[dict] : A list of hotel dictionaries matching the search criteria.
    """
    connection    = sqlite3.connect(databaseFilePath)
    cursor        = connection.cursor()
    query         = "SELECT * FROM hotels WHERE 1=1"
    parameterList = []
    if location:
        query += " AND location LIKE ?"
        parameterList.append(f"%{location}%")
    if name:
        query += " AND name LIKE ?"
        parameterList.append(f"%{name}%")
    # 이 튜토리얼에서는 원하는 날짜와 가격 범위에서 예약을 일치시킬 수 있도록 한다.
    cursor.execute(query, parameterList)
    rowDictionaryList = cursor.fetchall()
    connection.close()
    return [dict(zip([columnTuple[0] for columnTuple in cursor.description], rowDicrionary)) for rowDicrionary in rowDictionaryList]

@tool
def bookHotel(hotel_id : int) -> str:
    """
    Book a hotel by its ID.

    Args :
        hotel_id (int) : The ID of the hotel to book.

    Returns :
        str : A message indicating whether the hotel was successfully booked or not.
    """
    connection = sqlite3.connect(databaseFilePath)
    cursor     = connection.cursor()
    cursor.execute("UPDATE hotels SET booked = 1 WHERE id = ?", (hotel_id,))
    connection.commit()
    if cursor.rowcount > 0:
        connection.close()
        return f"Hotel {hotel_id} successfully booked."
    else:
        connection.close()
        return f"No hotel found with ID {hotel_id}."

@tool
def updateHotel(hotel_id : int, checkin_date : Optional[Union[datetime, date]] = None, checkout_date : Optional[Union[datetime, date]] = None) -> str:
    """
    Update a hotel's check-in and check-out dates by its ID.

    Args :
        hotel_id (int) : The ID of the hotel to update.
        checkin_date (Optional[Union[datetime, date]]) : The new check-in date of the hotel. Defaults to None.
        checkout_date (Optional[Union[datetime, date]]) : The new check-out date of the hotel. Defaults to None.

    Returns :
        str : A message indicating whether the hotel was successfully updated or not.
    """
    connection = sqlite3.connect(databaseFilePath)
    cursor     = connection.cursor()
    if checkin_date:
        cursor.execute("UPDATE hotels SET checkin_date = ? WHERE id = ?", (checkin_date, hotel_id))
    if checkout_date:
        cursor.execute("UPDATE hotels SET checkout_date = ? WHERE id = ?", (checkout_date, hotel_id))
    connection.commit()
    if cursor.rowcount > 0:
        connection.close()
        return f"Hotel {hotel_id} successfully updated."
    else:
        connection.close()
        return f"No hotel found with ID {hotel_id}."

@tool
def cancelHotel(hotel_id : int) -> str:
    """
    Cancel a hotel by its ID.

    Args :
        hotel_id (int) : The ID of the hotel to cancel.

    Returns :
        str : A message indicating whether the hotel was successfully cancelled or not.
    """
    connection = sqlite3.connect(databaseFilePath)
    cursor     = connection.cursor()
    cursor.execute("UPDATE hotels SET booked = 0 WHERE id = ?", (hotel_id,))
    connection.commit()
    if cursor.rowcount > 0:
        connection.close()
        return f"Hotel {hotel_id} successfully cancelled."
    else:
        connection.close()
        return f"No hotel found with ID {hotel_id}."

@tool
def searchTripRecommendationList(location : Optional[str] = None, name : Optional[str] = None, keywords : Optional[str] = None) -> list[dict]:
    """
    Search for trip recommendations based on location, name, and keywords.

    Args :
        location (Optional[str]) : The location of the trip recommendation. Defaults to None.
        name (Optional[str]) : The name of the trip recommendation. Defaults to None.
        keywords (Optional[str]) : The keywords associated with the trip recommendation. Defaults to None.

    Returns :
        list[dict] : A list of trip recommendation dictionaries matching the search criteria.
    """
    connection    = sqlite3.connect(databaseFilePath)
    cursor        = connection.cursor()
    query         = "SELECT * FROM trip_recommendations WHERE 1=1"
    parameterList = []
    if location:
        query += " AND location LIKE ?"
        parameterList.append(f"%{location}%")
    if name:
        query += " AND name LIKE ?"
        parameterList.append(f"%{name}%")
    if keywords:
        keyword_list       = keywords.split(",")
        keyword_conditions = " OR ".join(["keywords LIKE ?" for _ in keyword_list])
        query += f" AND ({keyword_conditions})"
        parameterList.extend([f"%{keyword.strip()}%" for keyword in keyword_list])
    cursor.execute(query, parameterList)
    rowDictionaryList = cursor.fetchall()
    connection.close()
    return [dict(zip([columnTuple[0] for columnTuple in cursor.description], rowDictionary)) for rowDictionary in rowDictionaryList]

@tool
def bookExcursion(recommendation_id : int) -> str:
    """
    Book a excursion by its recommendation ID.

    Args :
        recommendation_id (int) : The ID of the trip recommendation to book.

    Returns :
        str : A message indicating whether the trip recommendation was successfully booked or not.
    """
    connection = sqlite3.connect(databaseFilePath)
    cursor     = connection.cursor()
    cursor.execute("UPDATE trip_recommendations SET booked = 1 WHERE id = ?", (recommendation_id,))
    connection.commit()
    if cursor.rowcount > 0:
        connection.close()
        return f"Trip recommendation {recommendation_id} successfully booked."
    else:
        connection.close()
        return f"No trip recommendation found with ID {recommendation_id}."

@tool
def updateExcursion(recommendation_id : int, details : str) -> str:
    """
    Update a trip recommendation's details by its ID.

    Args :
        recommendation_id (int) : The ID of the trip recommendation to update.
        details (str) : The new details of the trip recommendation.

    Returns :
        str : A message indicating whether the trip recommendation was successfully updated or not.
    """
    connection = sqlite3.connect(databaseFilePath)
    cursor = connection.cursor()
    cursor.execute("UPDATE trip_recommendations SET details = ? WHERE id = ?", (details, recommendation_id))
    connection.commit()
    if cursor.rowcount > 0:
        connection.close()
        return f"Trip recommendation {recommendation_id} successfully updated."
    else:
        connection.close()
        return f"No trip recommendation found with ID {recommendation_id}."

@tool
def cancelExcursion(recommendation_id : int) -> str:
    """
    Cancel a trip recommendation by its ID.

    Args :
        recommendation_id (int) : The ID of the trip recommendation to cancel.

    Returns:
        str : A message indicating whether the trip recommendation was successfully cancelled or not.
    """
    connection = sqlite3.connect(databaseFilePath)
    cursor     = connection.cursor()
    cursor.execute("UPDATE trip_recommendations SET booked = 0 WHERE id = ?", (recommendation_id,))
    connection.commit()
    if cursor.rowcount > 0:
        connection.close()
        return f"Trip recommendation {recommendation_id} successfully cancelled."
    else:
        connection.close()
        return f"No trip recommendation found with ID {recommendation_id}."

overwrite = False

databaseURL      = "https://storage.googleapis.com/benchmarks-artifacts/travel-db/travel2.sqlite"
databaseFilePath = "travel2.sqlite"
backupFilePath   = "travel2.backup.sqlite"

downloadFile(databaseURL, databaseFilePath, backupFilePath, overwrite)
updateDate(databaseFilePath, backupFilePath)

faqFileURL  = "https://storage.googleapis.com/benchmarks-artifacts/travel-db/swiss_faq.md"
faqFilePath = "swiss_faq.md"

downloadFile(faqFileURL, faqFilePath, None, overwrite)

faqText = loadTextFile(faqFilePath)

documentList = [{"page_content" : text} for text in re.split(r"(?=\n##)", faqText)]

openAI = openai.Client()

vectorStoreRetriever = VectorStoreRetriever.fromDocumentList(documentList, openAI)

chatPromptTemplate = ChatPromptTemplate.from_messages(
    [
        (
            "system",
            "You are a helpful customer support assistant for Swiss Airlines. "
            " Use the provided tools to search for flights, company policies, and other information to assist the user's queries. "
            " When searching, be persistent. Expand your query bounds if the first search returns no results. "
            " If a search comes up empty, expand your search before giving up."
            "\n\nCurrent user :\n<User>\n{user_info}\n</User>"
            "\nCurrent time : {time}.",
        ),
        ("placeholder", "{messages}"),
    ]
).partial(time = datetime.now)

chatOpenAI = ChatOpenAI(model = "gpt-4o-mini", temperature = 1)

toolList = [
    TavilySearchResults(max_results = 1),
    fetchUserFlightInformationList,
    searchFlightList,
    lookupPolicy,
    updateTicketToNewFlight,
    cancelTicket,
    searchCarRentalList,
    bookCarRental,
    updateCarRental,
    cancelCarRental,
    searchHotelList,
    bookHotel,
    updateHotel,
    cancelHotel,
    searchTripRecommendationList,
    bookExcursion,
    updateExcursion,
    cancelExcursion,
]

runnableSequence = chatPromptTemplate | chatOpenAI.bind_tools(toolList)

class State(TypedDict):
    messages : Annotated[list[AnyMessage], add_messages]

class Assistant:
    def __init__(self, runnable : Runnable):
        self.runnable = runnable

    def __call__(self, state : State, config : RunnableConfig):
        while True:
            configurableDictionary = config.get("configurable", {})
            passengerID            = configurableDictionary.get("passenger_id", None)
            state                  = {**state, "user_info" : passengerID}
            responseAIMessage      = self.runnable.invoke(state)
            # LLM이 빈 응답을 반환하는 경우 실제 응답을 위해 다시 메시지를 표시한다.
            if not responseAIMessage.tool_calls and (not responseAIMessage.content or isinstance(responseAIMessage.content, list) and not responseAIMessage.content[0].get("text")):
                messages = state["messages"] + [("user", "Respond with a real output.")]
                state = {**state, "messages" : messages}
            else:
                break
        return {"messages" : responseAIMessage}

def handleToolError(state) -> dict:
    error        = state.get("error")
    toolCallList = state["messages"][-1].tool_calls
    return {"messages" : [ToolMessage(content = f"Error : {repr(error)}\n please fix your mistakes.", tool_call_id = toolCall["id"]) for toolCall in toolCallList]}

stateGraph = StateGraph(State)

stateGraph.add_node("assistant_node", Assistant(runnableSequence))
stateGraph.add_node("tools"         , ToolNode(toolList).with_fallbacks([RunnableLambda(handleToolError)], exception_key = "error"))

stateGraph.add_edge(START, "assistant_node")
stateGraph.add_conditional_edges("assistant_node", tools_condition)
stateGraph.add_edge("tools", "assistant_node")

memorySaver = MemorySaver()

compiledStateGraph = stateGraph.compile(checkpointer = memorySaver)

tutorialQuestionList = [
    "Hi there, what time is my flight?",
    "Am i allowed to update my flight to something sooner? I want to leave later today.",
    "Update my flight to sometime next week then",
    "The next available option is great",
    "what about lodging and transportation?",
    "Yeah i think i'd like an affordable hotel for my week-long stay (7 days). And I'll want to rent a car.",
    "OK could you place a reservation for your recommended hotel? It sounds nice.",
    "yes go ahead and book anything that's moderate expense and has availability.",
    "Now for a car, what are my options?",
    "Awesome let's just get the cheapest option. Go ahead and book for 7 days",
    "Cool so now what recommendations do you have on excursions?",
    "Are they available while I'm there?",
    "interesting - i like the museums, what options are there? ",
    "OK great pick one and book it for my second day there.",
]

configurableDictionary = {
    "configurable" : {
        "thread_id"    : str(uuid.uuid4()),
        "passenger_id" : "3442 587242"
    }
}

printedSet = set()

def printEvent(addableUpdatesDict : dict, printedSet : set, maximumLength = 1500):
    currentStateList = addableUpdatesDict.get("dialog_state")
    if currentStateList:
        print("Currently in : ", currentStateList[-1])
    message = addableUpdatesDict.get("messages")
    if message:
        if isinstance(message, list):
            message = message[-1]
        if message.id not in printedSet:
            messageHTML = message.pretty_repr(html = True)
            if len(messageHTML) > maximumLength:
                messageHTML = messageHTML[:maximumLength] + " ... (truncated)"
            print(messageHTML)
            printedSet.add(message.id)

for tutorialQuestion in tutorialQuestionList:
    generator = compiledStateGraph.stream({"messages" : ("user", tutorialQuestion)}, configurableDictionary, stream_mode = "values")
    for addableUpdatesDict in generator:
        printEvent(addableUpdatesDict, printedSet)

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import os

import requests

import shutil

import sqlite3

import pandas as pd

import numpy as np

import pytz

import re

import openai

import uuid

from dotenv import load_dotenv

from langchain_core.tools import tool

from langchain_core.runnables import RunnableConfig

from typing import Optional

from datetime import date

from datetime import datetime

from typing import Union

from langchain_core.prompts import ChatPromptTemplate

from langchain_openai import ChatOpenAI

from langchain_community.tools.tavily_search import TavilySearchResults

from typing_extensions import TypedDict

from typing import Annotated

from langgraph.graph.message import AnyMessage

from langgraph.graph.message import add_messages

from langchain_core.runnables import Runnable

from langchain_core.messages import ToolMessage

from langgraph.graph import StateGraph

from langgraph.prebuilt import ToolNode

from langchain_core.runnables import RunnableLambda

from langgraph.prebuilt import tools_condition

from langgraph.graph import START

from langgraph.checkpoint.memory import MemorySaver

load_dotenv()

def downloadFile(sourceURL, targetFilePath, backupFilePath, overwrite):

if overwrite or not os.path.exists(targetFilePath):

response = requests.get(sourceURL)

response.raise_for_status()

with open(targetFilePath, "wb") as bufferedWriter:

bufferedWriter.write(response.content)

if backupFilePath:

shutil.copy(targetFilePath, backupFilePath)

def loadTextFile(sourceFilePath):

with open(sourceFilePath, "r", encoding = "utf-8") as textIOWrapper:

return textIOWrapper.read()

def updateDate(databaseFilePath, backupFilePath):

shutil.copy(backupFilePath, databaseFilePath)

connection = sqlite3.connect(databaseFilePath)

tableNameList = pd.read_sql("SELECT name FROM sqlite_master WHERE type='table';", connection).name.tolist()

dataFrameDictionary = {}

for tableName in tableNameList:

dataFrameDictionary[tableName] = pd.read_sql(f"SELECT * from {tableName}", connection)

maximumActualDepartureTimestamp = pd.to_datetime(dataFrameDictionary["flights"]["actual_departure"].replace("\\N", pd.NaT)).max()

localCurrentTimestamp = pd.to_datetime("now").tz_localize(maximumActualDepartureTimestamp.tz)

timeDelta = localCurrentTimestamp - maximumActualDepartureTimestamp

dataFrameDictionary["bookings"]["book_date"] = pd.to_datetime(dataFrameDictionary["bookings"]["book_date"].replace("\\N", pd.NaT), utc = True) + timeDelta

dateTimeColumnNameList = [

"scheduled_departure",

"scheduled_arrival",

"actual_departure",

"actual_arrival"

]

for dateTimeColumName in dateTimeColumnNameList:

dataFrameDictionary["flights"][dateTimeColumName] = pd.to_datetime(dataFrameDictionary["flights"][dateTimeColumName].replace("\\N", pd.NaT)) + timeDelta

for tableName, dataFrame in dataFrameDictionary.items():

dataFrame.to_sql(tableName, connection, if_exists = "replace", index = False)

del dataFrame

del dataFrameDictionary

connection.commit()

connection.close()

class VectorStoreRetriever:

def __init__(self, documentList : list, vectorListList : list, openAI):

self.vectorListList = np.array(vectorListList)

self.documentList = documentList

self.openAI = openAI

@classmethod

def fromDocumentList(cls, documentList, openAI):

createEmbeddingResponse = openAI.embeddings.create(model = "text-embedding-3-small", input = [document["page_content"] for document in documentList])

vectorListList = [embedding.embedding for embedding in createEmbeddingResponse.data] # createEmbeddingResponse.data 속성 openai.types.embedding.Embedding 타입 리스트이다.

return cls(documentList, vectorListList, openAI)

def query(self, query : str, k : int = 5) -> list[dict]:

createEmbeddingResponse = self.openAI.embeddings.create(model = "text-embedding-3-small", input = [query])

# "@"는 파이썬에서 행렬 곱셈일 뿐이다.

scoreNDArray = np.array(createEmbeddingResponse.data[0].embedding) @ self.vectorListList.T

topKIndex = np.argpartition(scoreNDArray, -k)[-k:]

topKIndexSorted = topKIndex[np.argsort(-scoreNDArray[topKIndex])]

return [{**self.documentList[index], "similarity" : scoreNDArray[index]} for index in topKIndexSorted]

@tool

def lookupPolicy(query : str) -> str:

"""Consult the company policies to check whether certain options are permitted.

Use this before making any flight changes performing other 'write' events."""

documentList = vectorStoreRetriever.query(query, k = 2)

return "\n\n".join([document["page_content"] for document in documentList])

@tool

def fetchUserFlightInformationList(runnableConfig : RunnableConfig) -> list[dict]:

"""Fetch all tickets for the user along with corresponding flight information and seat assignments.

Returns :

A list of dictionaries where each dictionary contains the ticket details,

associated flight details, and the seat assignments for each ticket belonging to the user.

"""

configurableDictionary = runnableConfig.get("configurable", {})

passengerID = configurableDictionary.get("passenger_id", None)

if not passengerID:

raise ValueError("No passenger ID configured.")

connection = sqlite3.connect(databaseFilePath)

cursor = connection.cursor()

query = """

SELECT

t.ticket_no,

t.book_ref,

f.flight_id,

f.flight_no,

f.departure_airport,

f.arrival_airport,

f.scheduled_departure,

f.scheduled_arrival,

bp.seat_no,

tf.fare_conditions

FROM tickets t JOIN ticket_flights tf ON t.ticket_no = tf.ticket_no

JOIN flights f ON tf.flight_id = f.flight_id

JOIN boarding_passes bp ON bp.ticket_no = t.ticket_no

AND bp.flight_id = f.flight_id

WHERE t.passenger_id = ?

"""

cursor.execute(query, (passengerID,))

rowTuplList = cursor.fetchall()

columnNameList = [columnTuple[0] for columnTuple in cursor.description]

rowDictionaryList = [dict(zip(columnNameList, rowTuple)) for rowTuple in rowTuplList]

cursor.close()

connection.close()

return rowDictionaryList

@tool

def searchFlightList(departure_airport : Optional[str] = None, arrival_airport : Optional[str] = None, start_time : Optional[date | datetime] = None, end_time : Optional[date | datetime] = None, limit : int = 20) -> list[dict]:

"""Search for flights based on departure airport, arrival airport, and departure time range."""

connection = sqlite3.connect(databaseFilePath)

cursor = connection.cursor()

query = "SELECT * FROM flights WHERE 1 = 1"

parameterList = []

if departure_airport:

query += " AND departure_airport = ?"

parameterList.append(departure_airport)

if arrival_airport:

query += " AND arrival_airport = ?"

parameterList.append(arrival_airport)

if start_time:

query += " AND scheduled_departure >= ?"

parameterList.append(start_time)

if end_time:

query += " AND scheduled_departure <= ?"

parameterList.append(end_time)

query += " LIMIT ?"

parameterList.append(limit)

cursor.execute(query, parameterList)

rowTupleList = cursor.fetchall()

columnNameList = [columnTuple[0] for columnTuple in cursor.description]

rowDictionaryList = [dict(zip(columnNameList, rowTuple)) for rowTuple in rowTupleList]

cursor.close()

connection.close()

return rowDictionaryList

@tool

def updateTicketToNewFlight(ticket_no : str, new_flight_id : int, *, runnableConfig : RunnableConfig) -> str:

"""Update the user's ticket to a new valid flight."""

configurableDictionary = runnableConfig.get("configurable", {})

passengerID = configurableDictionary.get("passenger_id", None)

if not passengerID:

raise ValueError("No passenger ID configured.")

connection = sqlite3.connect(databaseFilePath)

cursor = connection.cursor()

cursor.execute("SELECT departure_airport, arrival_airport, scheduled_departure FROM flights WHERE flight_id = ?", (new_flight_id,))

newFlightRowTuple = cursor.fetchone()

if not newFlightRowTuple:

cursor.close()

connection.close()

return "Invalid new flight ID provided."

columnNameList = [columnTuple[0] for columnTuple in cursor.description]

newFlightRowDictionary = dict(zip(columnNameList, newFlightRowTuple))

timezone = pytz.timezone("Etc/GMT-3")

currentDatetime = datetime.now(tz = timezone)

departureDatetime = datetime.strptime(newFlightRowDictionary["scheduled_departure"], "%Y-%m-%d %H:%M:%S.%f%z")

totalSecondCount = (departureDatetime - currentDatetime).total_seconds()

if totalSecondCount < (3 * 3600):

return f"Not permitted to reschedule to a flight that is less than 3 hours from the current time. Selected flight is at {departureDatetime}."

cursor.execute("SELECT flight_id FROM ticket_flights WHERE ticket_no = ?", (ticket_no,))

currentFlightRowTuple = cursor.fetchone()

if not currentFlightRowTuple:

cursor.close()

connection.close()

return "No existing ticket found for the given ticket number."

cursor.execute("SELECT * FROM tickets WHERE ticket_no = ? AND passenger_id = ?", (ticket_no, passengerID))

currentTicketRowTuple = cursor.fetchone()

if not currentTicketRowTuple:

cursor.close()

connection.close()

return f"Current signed-in passenger with ID {passengerID} not the owner of ticket {ticket_no}"

# 실제 애플리케이션에서는 "새로운 출발 공항이 현재 티켓과 일치하는가"와 같이 비즈니스 로직을 적용하기 위해 여기에 추가적인 검사를 추가할 가능성이 높다.

# LLM에 대한 '타입 힌팅' 정책에서 선제적으로 노력하는 것이 가장 좋지만 필연적으로 문제가 발생할 수 있으므로 또한 API가 유효한 동작을 시행하도록 해야 한다.

cursor.execute("UPDATE ticket_flights SET flight_id = ? WHERE ticket_no = ?", (new_flight_id, ticket_no))

connection.commit()

cursor.close()

connection.close()

return "Ticket successfully updated to new flight."

@tool

def cancelTicket(ticket_no : str, *, runnableConfig : RunnableConfig) -> str:

"""Cancel the user's ticket and remove it from the database."""

configuration = runnableConfig.get("configurable", {})

passengerID = configuration.get("passenger_id", None)

if not passengerID:

raise ValueError("No passenger ID configured.")

connection = sqlite3.connect(databaseFilePath)

cursor = connection.cursor()

cursor.execute("SELECT flight_id FROM ticket_flights WHERE ticket_no = ?", (ticket_no,))

existing_ticket = cursor.fetchone()

if not existing_ticket:

cursor.close()

connection.close()

return "No existing ticket found for the given ticket number."

cursor.execute("SELECT flight_id FROM tickets WHERE ticket_no = ? AND passenger_id = ?", (ticket_no, passengerID))

currentTicketRowTuple = cursor.fetchone()

if not currentTicketRowTuple:

cursor.close()

connection.close()

return f"Current signed-in passenger with ID {passengerID} not the owner of ticket {ticket_no}"

cursor.execute("DELETE FROM ticket_flights WHERE ticket_no = ?", (ticket_no,))

connection.commit()

cursor.close()

connection.close()

return "Ticket successfully cancelled."

@tool

def searchCarRentalList(location : Optional[str] = None, name : Optional[str] = None, price_tier : Optional[str] = None, start_date : Optional[Union[datetime, date]] = None, end_date: Optional[Union[datetime, date]] = None) -> list[dict]:

"""

Search for car rentals based on location, name, price tier, start date, and end date.

Args :

location (Optional[str]) : The location of the car rental. Defaults to None.

name (Optional[str]) : The name of the car rental company. Defaults to None.

price_tier (Optional[str]) : The price tier of the car rental. Defaults to None.

start_date (Optional[Union[datetime, date]]) : The start date of the car rental. Defaults to None.

end_date (Optional[Union[datetime, date]]) : The end date of the car rental. Defaults to None.

Returns :

list[dict] : A list of car rental dictionaries matching the search criteria.

"""

connection = sqlite3.connect(databaseFilePath)

cursor = connection.cursor()

query = "SELECT * FROM car_rentals WHERE 1=1"

parameterList = []

if location:

query += " AND location LIKE ?"

parameterList.append(f"%{location}%")

if name:

query += " AND name LIKE ?"

parameterList.append(f"%{name}%")

# 튜토리얼에서는 원하는 날짜와 가격 범위에 맞춰 예약을 진행하실 수 있다.

# (우리의 장난감 데이터 세트에는 데이터가 많지 않기 때문에)

cursor.execute(query, parameterList)

rowDictionaryList = cursor.fetchall()

connection.close()

return [dict(zip([columnTuple[0] for columnTuple in cursor.description], rowDictionary)) for rowDictionary in rowDictionaryList]

@tool

def bookCarRental(rental_id : int) -> str:

"""

Book a car rental by its ID.

Args :

rental_id (int): The ID of the car rental to book.

Returns :

str: A message indicating whether the car rental was successfully booked or not.

"""

connection = sqlite3.connect(databaseFilePath)

cursor = connection.cursor()

cursor.execute("UPDATE car_rentals SET booked = 1 WHERE id = ?", (rental_id,))

connection.commit()

if cursor.rowcount > 0:

connection.close()

return f"Car rental {rental_id} successfully booked."

else:

connection.close()

return f"No car rental found with ID {rental_id}."

@tool

def updateCarRental(rental_id : int, start_date : Optional[Union[datetime, date]] = None, end_date : Optional[Union[datetime, date]] = None) -> str:

"""

Update a car rental's start and end dates by its ID.

Args :

rental_id (int) : The ID of the car rental to update.

start_date (Optional[Union[datetime, date]]) : The new start date of the car rental. Defaults to None.

end_date (Optional[Union[datetime, date]]) : The new end date of the car rental. Defaults to None.

Returns :

str: A message indicating whether the car rental was successfully updated or not.

"""

connection = sqlite3.connect(databaseFilePath)

cursor = connection.cursor()

if start_date:

cursor.execute("UPDATE car_rentals SET start_date = ? WHERE id = ?", (start_date, rental_id))

if end_date:

cursor.execute("UPDATE car_rentals SET end_date = ? WHERE id = ?", (end_date, rental_id))

connection.commit()

if cursor.rowcount > 0:

connection.close()

return f"Car rental {rental_id} successfully updated."

else:

connection.close()

return f"No car rental found with ID {rental_id}."

@tool

def cancelCarRental(rental_id : int) -> str:

"""

Cancel a car rental by its ID.

Args :

rental_id (int) : The ID of the car rental to cancel.

Returns :

str : A message indicating whether the car rental was successfully cancelled or not.

"""

connection = sqlite3.connect(databaseFilePath)

cursor = connection.cursor()

cursor.execute("UPDATE car_rentals SET booked = 0 WHERE id = ?", (rental_id,))

connection.commit()

if cursor.rowcount > 0:

connection.close()

return f"Car rental {rental_id} successfully cancelled."

else:

connection.close()

return f"No car rental found with ID {rental_id}."

@tool

def searchHotelList(location : Optional[str] = None, name : Optional[str] = None, price_tier : Optional[str] = None, checkin_date : Optional[Union[datetime, date]] = None, checkout_date: Optional[Union[datetime, date]] = None) -> list[dict]:

"""

Search for hotels based on location, name, price tier, check-in date, and check-out date.

Args :

location (Optional[str]) : The location of the hotel. Defaults to None.

name (Optional[str]) : The name of the hotel. Defaults to None.

price_tier (Optional[str]) : The price tier of the hotel. Defaults to None. Examples: Midscale, Upper Midscale, Upscale, Luxury

checkin_date (Optional[Union[datetime, date]]) : The check-in date of the hotel. Defaults to None.

checkout_date (Optional[Union[datetime, date]]) : The check-out date of the hotel. Defaults to None.

Returns :

list[dict] : A list of hotel dictionaries matching the search criteria.

"""

connection = sqlite3.connect(databaseFilePath)

cursor = connection.cursor()

query = "SELECT * FROM hotels WHERE 1=1"

parameterList = []

if location:

query += " AND location LIKE ?"

parameterList.append(f"%{location}%")

if name:

query += " AND name LIKE ?"

parameterList.append(f"%{name}%")

# 이 튜토리얼에서는 원하는 날짜와 가격 범위에서 예약을 일치시킬 수 있도록 한다.

cursor.execute(query, parameterList)

rowDictionaryList = cursor.fetchall()

connection.close()

return [dict(zip([columnTuple[0] for columnTuple in cursor.description], rowDicrionary)) for rowDicrionary in rowDictionaryList]

@tool

def bookHotel(hotel_id : int) -> str:

"""

Book a hotel by its ID.

Args :

hotel_id (int) : The ID of the hotel to book.

Returns :

str : A message indicating whether the hotel was successfully booked or not.

"""

connection = sqlite3.connect(databaseFilePath)

cursor = connection.cursor()

cursor.execute("UPDATE hotels SET booked = 1 WHERE id = ?", (hotel_id,))

connection.commit()

if cursor.rowcount > 0:

connection.close()

return f"Hotel {hotel_id} successfully booked."

else:

connection.close()

return f"No hotel found with ID {hotel_id}."

@tool

def updateHotel(hotel_id : int, checkin_date : Optional[Union[datetime, date]] = None, checkout_date : Optional[Union[datetime, date]] = None) -> str:

"""

Update a hotel's check-in and check-out dates by its ID.

Args :

hotel_id (int) : The ID of the hotel to update.

checkin_date (Optional[Union[datetime, date]]) : The new check-in date of the hotel. Defaults to None.

checkout_date (Optional[Union[datetime, date]]) : The new check-out date of the hotel. Defaults to None.

Returns :

str : A message indicating whether the hotel was successfully updated or not.

"""

connection = sqlite3.connect(databaseFilePath)

cursor = connection.cursor()

if checkin_date:

cursor.execute("UPDATE hotels SET checkin_date = ? WHERE id = ?", (checkin_date, hotel_id))

if checkout_date:

cursor.execute("UPDATE hotels SET checkout_date = ? WHERE id = ?", (checkout_date, hotel_id))

connection.commit()

if cursor.rowcount > 0:

connection.close()

return f"Hotel {hotel_id} successfully updated."

else:

connection.close()

return f"No hotel found with ID {hotel_id}."

@tool

def cancelHotel(hotel_id : int) -> str:

"""

Cancel a hotel by its ID.

Args :

hotel_id (int) : The ID of the hotel to cancel.

Returns :

str : A message indicating whether the hotel was successfully cancelled or not.

"""

connection = sqlite3.connect(databaseFilePath)

cursor = connection.cursor()

cursor.execute("UPDATE hotels SET booked = 0 WHERE id = ?", (hotel_id,))

connection.commit()

if cursor.rowcount > 0:

connection.close()

return f"Hotel {hotel_id} successfully cancelled."

else:

connection.close()

return f"No hotel found with ID {hotel_id}."

@tool

def searchTripRecommendationList(location : Optional[str] = None, name : Optional[str] = None, keywords : Optional[str] = None) -> list[dict]:

"""

Search for trip recommendations based on location, name, and keywords.

Args :

location (Optional[str]) : The location of the trip recommendation. Defaults to None.

name (Optional[str]) : The name of the trip recommendation. Defaults to None.

keywords (Optional[str]) : The keywords associated with the trip recommendation. Defaults to None.

Returns :

list[dict] : A list of trip recommendation dictionaries matching the search criteria.

"""

connection = sqlite3.connect(databaseFilePath)

cursor = connection.cursor()

query = "SELECT * FROM trip_recommendations WHERE 1=1"

parameterList = []

if location:

query += " AND location LIKE ?"

parameterList.append(f"%{location}%")

if name:

query += " AND name LIKE ?"

parameterList.append(f"%{name}%")

if keywords:

keyword_list = keywords.split(",")

keyword_conditions = " OR ".join(["keywords LIKE ?" for _ in keyword_list])

query += f" AND ({keyword_conditions})"

parameterList.extend([f"%{keyword.strip()}%" for keyword in keyword_list])

cursor.execute(query, parameterList)

rowDictionaryList = cursor.fetchall()

connection.close()

return [dict(zip([columnTuple[0] for columnTuple in cursor.description], rowDictionary)) for rowDictionary in rowDictionaryList]

@tool

def bookExcursion(recommendation_id : int) -> str:

"""

Book a excursion by its recommendation ID.

Args :

recommendation_id (int) : The ID of the trip recommendation to book.

Returns :

str : A message indicating whether the trip recommendation was successfully booked or not.

"""

connection = sqlite3.connect(databaseFilePath)

cursor = connection.cursor()

cursor.execute("UPDATE trip_recommendations SET booked = 1 WHERE id = ?", (recommendation_id,))

connection.commit()

if cursor.rowcount > 0:

connection.close()

return f"Trip recommendation {recommendation_id} successfully booked."

else:

connection.close()

return f"No trip recommendation found with ID {recommendation_id}."

@tool

def updateExcursion(recommendation_id : int, details : str) -> str:

"""

Update a trip recommendation's details by its ID.

Args :

recommendation_id (int) : The ID of the trip recommendation to update.

details (str) : The new details of the trip recommendation.

Returns :

str : A message indicating whether the trip recommendation was successfully updated or not.

"""

connection = sqlite3.connect(databaseFilePath)

cursor = connection.cursor()

cursor.execute("UPDATE trip_recommendations SET details = ? WHERE id = ?", (details, recommendation_id))

connection.commit()

if cursor.rowcount > 0:

connection.close()

return f"Trip recommendation {recommendation_id} successfully updated."

else:

connection.close()

return f"No trip recommendation found with ID {recommendation_id}."

@tool

def cancelExcursion(recommendation_id : int) -> str:

"""

Cancel a trip recommendation by its ID.

Args :

recommendation_id (int) : The ID of the trip recommendation to cancel.

Returns:

str : A message indicating whether the trip recommendation was successfully cancelled or not.

"""

connection = sqlite3.connect(databaseFilePath)

cursor = connection.cursor()

cursor.execute("UPDATE trip_recommendations SET booked = 0 WHERE id = ?", (recommendation_id,))

connection.commit()

if cursor.rowcount > 0:

connection.close()

return f"Trip recommendation {recommendation_id} successfully cancelled."

else:

connection.close()

return f"No trip recommendation found with ID {recommendation_id}."

overwrite = False

databaseURL = "https://storage.googleapis.com/benchmarks-artifacts/travel-db/travel2.sqlite"

databaseFilePath = "travel2.sqlite"

backupFilePath = "travel2.backup.sqlite"

downloadFile(databaseURL, databaseFilePath, backupFilePath, overwrite)

updateDate(databaseFilePath, backupFilePath)

faqFileURL = "https://storage.googleapis.com/benchmarks-artifacts/travel-db/swiss_faq.md"

faqFilePath = "swiss_faq.md"

downloadFile(faqFileURL, faqFilePath, None, overwrite)

faqText = loadTextFile(faqFilePath)

documentList = [{"page_content" : text} for text in re.split(r"(?=\n##)", faqText)]

openAI = openai.Client()

vectorStoreRetriever = VectorStoreRetriever.fromDocumentList(documentList, openAI)

chatPromptTemplate = ChatPromptTemplate.from_messages(

[

(

"system",

"You are a helpful customer support assistant for Swiss Airlines. "

" Use the provided tools to search for flights, company policies, and other information to assist the user's queries. "

" When searching, be persistent. Expand your query bounds if the first search returns no results. "

" If a search comes up empty, expand your search before giving up."

"\n\nCurrent user :\n<User>\n{user_info}\n</User>"

"\nCurrent time : {time}.",

("placeholder", "{messages}"),

]

).partial(time = datetime.now)

chatOpenAI = ChatOpenAI(model = "gpt-4o-mini", temperature = 1)

toolList = [

TavilySearchResults(max_results = 1),

fetchUserFlightInformationList,

searchFlightList,

lookupPolicy,

updateTicketToNewFlight,

cancelTicket,

searchCarRentalList,

bookCarRental,

updateCarRental,

cancelCarRental,

searchHotelList,

bookHotel,

updateHotel,

cancelHotel,

searchTripRecommendationList,

bookExcursion,

updateExcursion,

cancelExcursion,

]

runnableSequence = chatPromptTemplate | chatOpenAI.bind_tools(toolList)

class State(TypedDict):

messages : Annotated[list[AnyMessage], add_messages]

class Assistant:

def __init__(self, runnable : Runnable):

self.runnable = runnable

def __call__(self, state : State, config : RunnableConfig):

while True:

configurableDictionary = config.get("configurable", {})

passengerID = configurableDictionary.get("passenger_id", None)

state = {**state, "user_info" : passengerID}

responseAIMessage = self.runnable.invoke(state)

# LLM이 빈 응답을 반환하는 경우 실제 응답을 위해 다시 메시지를 표시한다.

if not responseAIMessage.tool_calls and (not responseAIMessage.content or isinstance(responseAIMessage.content, list) and not responseAIMessage.content[0].get("text")):

messages = state["messages"] + [("user", "Respond with a real output.")]

state = {**state, "messages" : messages}

else:

break

return {"messages" : responseAIMessage}

def handleToolError(state) -> dict:

error = state.get("error")

toolCallList = state["messages"][-1].tool_calls

return {"messages" : [ToolMessage(content = f"Error : {repr(error)}\n please fix your mistakes.", tool_call_id = toolCall["id"]) for toolCall in toolCallList]}

stateGraph = StateGraph(State)

stateGraph.add_node("assistant_node", Assistant(runnableSequence))

stateGraph.add_node("tools" , ToolNode(toolList).with_fallbacks([RunnableLambda(handleToolError)], exception_key = "error"))

stateGraph.add_edge(START, "assistant_node")

stateGraph.add_conditional_edges("assistant_node", tools_condition)

stateGraph.add_edge("tools", "assistant_node")

memorySaver = MemorySaver()

compiledStateGraph = stateGraph.compile(checkpointer = memorySaver)

tutorialQuestionList = [

"Hi there, what time is my flight?",

"Am i allowed to update my flight to something sooner? I want to leave later today.",

"Update my flight to sometime next week then",

"The next available option is great",

"what about lodging and transportation?",

"Yeah i think i'd like an affordable hotel for my week-long stay (7 days). And I'll want to rent a car.",

"OK could you place a reservation for your recommended hotel? It sounds nice.",

"yes go ahead and book anything that's moderate expense and has availability.",

"Now for a car, what are my options?",

"Awesome let's just get the cheapest option. Go ahead and book for 7 days",

"Cool so now what recommendations do you have on excursions?",

"Are they available while I'm there?",

"interesting - i like the museums, what options are there? ",

"OK great pick one and book it for my second day there.",

]

configurableDictionary = {

"configurable" : {

"thread_id" : str(uuid.uuid4()),

"passenger_id" : "3442 587242"

}

printedSet = set()

def printEvent(addableUpdatesDict : dict, printedSet : set, maximumLength = 1500):

currentStateList = addableUpdatesDict.get("dialog_state")

if currentStateList:

print("Currently in : ", currentStateList[-1])

message = addableUpdatesDict.get("messages")

if message:

if isinstance(message, list):

message = message[-1]

if message.id not in printedSet:

messageHTML = message.pretty_repr(html = True)

if len(messageHTML) > maximumLength:

messageHTML = messageHTML[:maximumLength] + " ... (truncated)"

print(messageHTML)

printedSet.add(message.id)

for tutorialQuestion in tutorialQuestionList:

generator = compiledStateGraph.stream({"messages" : ("user", tutorialQuestion)}, configurableDictionary, stream_mode = "values")

for addableUpdatesDict in generator:

printEvent(addableUpdatesDict, printedSet)

▶ requirements.txt


aiohappyeyeballs==2.4.4
aiohttp==3.11.11
aiosignal==1.3.2
annotated-types==0.7.0
anyio==4.7.0
attrs==24.3.0
certifi==2024.12.14
charset-normalizer==3.4.1
colorama==0.4.6
dataclasses-json==0.6.7
distro==1.9.0
frozenlist==1.5.0
greenlet==3.1.1
h11==0.14.0
httpcore==1.0.7
httpx==0.28.1
httpx-sse==0.4.0
idna==3.10
jiter==0.8.2
jsonpatch==1.33
jsonpointer==3.0.0
langchain==0.3.13
langchain-community==0.3.13
langchain-core==0.3.28
langchain-openai==0.2.14
langchain-text-splitters==0.3.4
langgraph==0.2.60
langgraph-checkpoint==2.0.9
langgraph-sdk==0.1.48
langsmith==0.2.7
marshmallow==3.23.2
msgpack==1.1.0
multidict==6.1.0
mypy-extensions==1.0.0
numpy==2.2.1
openai==1.58.1
orjson==3.10.13
packaging==24.2
pandas==2.2.3
propcache==0.2.1
pydantic==2.10.4
pydantic-settings==2.7.1
pydantic_core==2.27.2
python-dateutil==2.9.0.post0
python-dotenv==1.0.1
pytz==2024.2
PyYAML==6.0.2
regex==2024.11.6
requests==2.32.3
requests-toolbelt==1.0.0
six==1.17.0
sniffio==1.3.1
SQLAlchemy==2.0.36
tenacity==9.0.0
tiktoken==0.8.0
tqdm==4.67.1
typing-inspect==0.9.0
typing_extensions==4.12.2
tzdata==2024.2
urllib3==2.3.0
yarl==1.18.3

aiohappyeyeballs==2.4.4

aiohttp==3.11.11

aiosignal==1.3.2

annotated-types==0.7.0

anyio==4.7.0

attrs==24.3.0

certifi==2024.12.14

charset-normalizer==3.4.1

colorama==0.4.6

dataclasses-json==0.6.7

distro==1.9.0

frozenlist==1.5.0

greenlet==3.1.1

h11==0.14.0

httpcore==1.0.7

httpx==0.28.1

httpx-sse==0.4.0

idna==3.10

jiter==0.8.2

jsonpatch==1.33

jsonpointer==3.0.0

langchain==0.3.13

langchain-community==0.3.13

langchain-core==0.3.28

langchain-openai==0.2.14

langchain-text-splitters==0.3.4

langgraph==0.2.60

langgraph-checkpoint==2.0.9

langgraph-sdk==0.1.48

langsmith==0.2.7

marshmallow==3.23.2

msgpack==1.1.0

multidict==6.1.0

mypy-extensions==1.0.0

numpy==2.2.1

openai==1.58.1

orjson==3.10.13

packaging==24.2

pandas==2.2.3

propcache==0.2.1

pydantic==2.10.4

pydantic-settings==2.7.1

pydantic_core==2.27.2

python-dateutil==2.9.0.post0

python-dotenv==1.0.1

pytz==2024.2

PyYAML==6.0.2

regex==2024.11.6

requests==2.32.3

requests-toolbelt==1.0.0

six==1.17.0

sniffio==1.3.1

SQLAlchemy==2.0.36

tenacity==9.0.0

tiktoken==0.8.0

tqdm==4.67.1

typing-inspect==0.9.0

typing_extensions==4.12.2

tzdata==2024.2

urllib3==2.3.0

yarl==1.18.3

※ pip install python-dotenv langchain-community langchain-openai langgraph tavily-python pandas 명령을 실행했다.

AI LANGGRAPH LLM OPENAI PYTHON TAVILY TOOL

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