File size: 6,121 Bytes
12654ba
cd1fd96
747720a
cd1fd96
12654ba
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
78b9b84
12654ba
 
cd1fd96
12654ba
b913c22
cd1fd96
0720180
cd1fd96
efdd6c6
 
cd1fd96
efdd6c6
12654ba
 
3951ea6
12654ba
 
 
f79a832
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
747720a
12654ba
 
 
747720a
12654ba
 
 
 
 
 
 
 
 
a77a669
 
 
12654ba
 
 
 
 
 
 
 
 
 
 
 
 
 
747720a
 
12654ba
 
 
 
 
 
 
 
 
 
 
 
747720a
12654ba
 
f79a832
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
2cd826a
f79a832
 
 
 
 
 
cd1fd96
f79a832
cd1fd96
f79a832
fc84509
f79a832
 
fc84509
12654ba
a77a669
 
 
 
 
 
 
 
1
2
3
4
5
6
7
8
9
10
11
12
13
14
15
16
17
18
19
20
21
22
23
24
25
26
27
28
29
30
31
32
33
34
35
36
37
38
39
40
41
42
43
44
45
46
47
48
49
50
51
52
53
54
55
56
57
58
59
60
61
62
63
64
65
66
67
68
69
70
71
72
73
74
75
76
77
78
79
80
81
82
83
84
85
86
87
88
89
90
91
92
93
94
95
96
97
98
99
100
101
102
103
104
105
106
107
108
109
110
111
112
113
114
115
116
117
118
119
120
121
122
123
124
125
126
127
128
129
130
131
132
133
134
135
136
137
138
139
140
141
142
143
144
145
146
147
148
149
150
151
152
153
154
155
156
157
# ===========================================
# title: daysoff-assistant-API-v2 | API error handling | no custom starters
# file: app.py
# NOTE: chainlit==0.7.500
# ===========================================

import json
import asyncio
import os
import re
import requests
from dotenv import load_dotenv
import chainlit as cl
from langchain import hub
from langchain_openai import OpenAI
from langchain.chains import LLMChain
from langchain_core.prompts import PromptTemplate
from langchain.memory.buffer import ConversationBufferMemory

load_dotenv()
OPENAI_API_KEY = os.getenv("OPENAI_API_KEY")
auth_token = os.environ.get("DAYSOFF_API_TOKEN")

API_URL = "https://aivisions.no/data/daysoff/api/v1/booking/"

daysoff_assistant_template = """
You are a customer support assistant for Daysoff ('Daysoff Kundeservice AI Support') who helps users retrieve booking information based on their bookingnummer. 
You should concisely use the term โ€™bookingnummerโ€™. Maintain a friendly and professional tone, **reflecting the warmth of a female customer support 
representative archetype.** By default, you answer in **Norwegian**.
============================
Chat History: {chat_history}
Question: {question}
============================
Answer:
"""
daysoff_assistant_prompt = PromptTemplate(
    input_variables=["chat_history", "question"],
    template=daysoff_assistant_template,
)

class APIConnectionError(Exception):
    """Raised when API connection fails"""
    pass

class APIResponseError(Exception):
    """Raised when API returns invalid response"""
    pass

class BookingNotFoundError(Exception):
    """Raised when booking ID is not found"""
    pass

async def async_post_request(url, headers, data):
    try:
        response = await asyncio.to_thread(requests.post, url, headers=headers, json=data)
        response.raise_for_status()
        return response
    except requests.ConnectionError:
        raise APIConnectionError("Failed to connect to booking service")
    except requests.Timeout:
        raise APIConnectionError("Request timed out")
    except requests.RequestException as e:
        raise APIResponseError(f"API request failed: {str(e)}")

@cl.on_chat_start
def setup_multiple_chains():
    llm = OpenAI(
        model="gpt-3.5-turbo-instruct",
        temperature=0.7,
        openai_api_key=OPENAI_API_KEY,
        max_tokens=2048,
        top_p=0.9,
        frequency_penalty=0.1,
        presence_penalty=0.1,
    )

    conversation_memory = ConversationBufferMemory(
        memory_key="chat_history",
        max_len=30,
        return_messages=True
    )

    llm_chain = LLMChain(
        llm=llm,
        prompt=daysoff_assistant_prompt,
        memory=conversation_memory,
    )

    cl.user_session.set("llm_chain", llm_chain)

@cl.on_message
async def handle_message(message: cl.Message):
    user_message = message.content
    llm_chain = cl.user_session.get("llm_chain")

    booking_pattern = r'\b[A-Z]{6}\d{6}\b'
    match = re.search(booking_pattern, user_message)

    if match:
        bestillingskode = match.group()
        headers = {
            "Authorization": auth_token,
            "Content-Type": "application/json"
        }
        payload = {"booking_id": bestillingskode}

        try:
            response = await async_post_request(API_URL, headers, payload)
            response.raise_for_status()
            booking_data = response.json()

            if not booking_data:
                raise BookingNotFoundError("No booking data returned")
            
            if "error" in booking_data:
                raise APIResponseError(booking_data["error"])

            # --markdown_table
            table = (
                "| ๐‘ญ๐’Š๐’†๐’๐’…      | ๐—œ๐—ป๐—ณ๐—ผ                |\n"
                "|:-----------|:---------------------|\n"
                f"| ๐™ฑ๐šŽ๐šœ๐š๐š’๐š•๐š•๐š’๐š—๐š๐šœ๐š”๐š˜๐š๐šŽ | {booking_data.get('booking_id', 'N/A')} |\n"
                f"| ๐™๐™ช๐™ก๐™ก ๐™‰๐™–๐™ข๐™š  | {booking_data.get('full_name', 'N/A')} |\n"
                f"| ๐˜ผ๐™ข๐™ค๐™ช๐™ฃ๐™ฉ     | {booking_data.get('amount', 0)} kr |\n"
                f"| ๐˜พ๐™๐™š๐™˜๐™ -๐™ž๐™ฃ   | {booking_data.get('checkin', 'N/A')} |\n"
                f"| ๐˜พ๐™๐™š๐™˜๐™ -๐™ค๐™ช๐™ฉ  | {booking_data.get('checkout', 'N/A')} |\n"
                f"| ๐˜ผ๐™™๐™™๐™ง๐™š๐™จ๐™จ    | {booking_data.get('address', 'N/A')} |\n"
                f"| ๐™๐™จ๐™š๐™ง ๐™„๐˜ฟ    | {booking_data.get('user_id', 0)} |\n"
                f"| ๐™„๐™ฃ๐™›๐™ค ๐™๐™š๐™ญ๐™ฉ  | {booking_data.get('infotext', 'N/A')} |\n"
                f"| ๐™„๐™ฃ๐™˜๐™ก๐™ช๐™™๐™š๐™™   | {booking_data.get('included', 'N/A')} |"
            )

            combined_message = f"### Informasjon om booking:\n\n{table}"
            await cl.Message(content=combined_message).send()

        except (APIConnectionError, APIResponseError, BookingNotFoundError) as e:
            error_messages = {
                APIConnectionError: "Kunne ikke koble til bookingsystemet. Prรธv igjen senere.",
                APIResponseError: "Det oppstod en feil ved henting av bookingdata.",
                BookingNotFoundError: "Ingen booking funnet med dette bookingnummeret."
            }
            await cl.Message(content=f"โŒ {error_messages[type(e)]}\n\nPrรธv igjen, kanskje du feilstavet eller glemte ett siffer eller en bokstav?\n\nHvis du ser denne feilmedlingen gjentatte ganger, vennligst ta kontakt [email protected]").send()
            return None
        except requests.exceptions.RequestException as e:
            await cl.Message(content="En uventet feil oppstod. Vennligst kontakt [email protected]").send()
            return None

    else:
        try:
            response = await llm_chain.ainvoke({
                "question": user_message,
                "chat_history": ""
            }, callbacks=[cl.AsyncLangchainCallbackHandler()])
            await cl.Message(content=response["text"]).send()
        except Exception as e:
            await cl.Message(content=f"Error: {str(e)}").send()