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Create tools.py
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tools.py
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| 1 |
+
import random
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| 2 |
+
from abc import ABC, abstractmethod
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| 3 |
+
import os
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| 4 |
+
# from langchain.tools import tool
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+
import json
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| 6 |
+
from pydantic import BaseModel, Field
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+
from openai import OpenAI
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+
from typing import Dict, Optional, Union
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| 9 |
+
import random
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import copy
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| 14 |
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def read_json(data_path: str) -> tuple[list, dict]:
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| 15 |
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try:
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| 16 |
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with open(data_path, 'r', encoding="utf-8") as f:
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data = [json.loads(line) for line in f.readlines()]
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except:
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with open(data_path, 'r', encoding="utf-8") as f:
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data = json.loads(f.read())
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return data
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json_data = read_json("data/val_de_nuria.json")
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| 24 |
+
reservations = {}
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| 25 |
+
class ToolBase(BaseModel, ABC):
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@abstractmethod
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def invoke(cls, input: Dict):
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pass
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| 29 |
+
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| 30 |
+
@classmethod
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| 31 |
+
def to_openai_tool(cls):
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| 32 |
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"""
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| 33 |
+
Extracts function metadata from a Pydantic class, including function name, parameters, and descriptions.
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| 34 |
+
Formats it into a structure similar to OpenAI's function metadata.
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| 35 |
+
"""
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| 36 |
+
function_metadata = {
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"type": "function",
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| 38 |
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"function": {
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| 39 |
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"name": cls.__name__, # Function name is same as the class name, in lowercase
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| 40 |
+
"description": cls.__doc__.strip(),
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| 41 |
+
"parameters": {
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| 42 |
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"type": "object",
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| 43 |
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"properties": {},
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| 44 |
+
"required": [],
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| 45 |
+
},
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| 46 |
+
},
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| 47 |
+
}
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| 48 |
+
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| 49 |
+
# Iterate over the fields to add them to the parameters
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| 50 |
+
for field_name, field_info in cls.model_fields.items():
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| 51 |
+
# Field properties
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| 52 |
+
field_type = "string" # Default to string, will adjust if it's a different type
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| 53 |
+
annotation = field_info.annotation.__args__[0] if getattr(field_info.annotation, "__origin__", None) is Union else field_info.annotation
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| 54 |
+
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| 55 |
+
if annotation == int:
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| 56 |
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field_type = "integer"
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| 57 |
+
elif annotation == bool:
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| 58 |
+
field_type = "boolean"
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| 59 |
+
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| 60 |
+
# Add the field's description and type to the properties
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| 61 |
+
function_metadata["function"]["parameters"]["properties"][field_name] = {
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| 62 |
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"type": field_type,
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| 63 |
+
"description": field_info.description,
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| 64 |
+
}
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| 65 |
+
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| 66 |
+
# Determine if the field is required (not Optional or None)
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| 67 |
+
if field_info.is_required():
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| 68 |
+
function_metadata["function"]["parameters"]["required"].append(field_name)
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| 69 |
+
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| 70 |
+
# If there's an enum (like for `unit`), add it to the properties
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| 71 |
+
if hasattr(field_info, 'default') and field_info.default is not None and isinstance(field_info.default, list):
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| 72 |
+
function_metadata["function"]["parameters"]["properties"][field_name]["enum"] = field_info.default
|
| 73 |
+
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| 74 |
+
return function_metadata
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| 75 |
+
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| 76 |
+
tools: Dict[str, ToolBase] = {}
|
| 77 |
+
oitools = []
|
| 78 |
+
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| 79 |
+
def tool_register(cls: BaseModel):
|
| 80 |
+
oaitool = cls.to_openai_tool()
|
| 81 |
+
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| 82 |
+
oitools.append(oaitool)
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| 83 |
+
tools[oaitool["function"]["name"]] = cls
|
| 84 |
+
|
| 85 |
+
@tool_register
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| 86 |
+
class get_hotel_information(ToolBase):
|
| 87 |
+
"""Retrieves basic information about the hotel, such as its name, address, contact details, and overall description."""
|
| 88 |
+
|
| 89 |
+
@classmethod
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| 90 |
+
def invoke(cls, input: Dict) -> str:
|
| 91 |
+
return """### **Nou Vall de Núria – Brief Description**
|
| 92 |
+
|
| 93 |
+
Nestled in the stunning **Vall de Núria** in the Pyrenees, **Nou Vall de Núria** offers a perfect blend of comfort and adventure. Guests can enjoy breathtaking mountain views, premium accommodations, and excellent facilities, including an outdoor pool, gym, and sauna.
|
| 94 |
+
|
| 95 |
+
The hotel features **two dining options**, serving traditional Catalan cuisine and refreshing drinks. Accommodations range from **cozy standard rooms to luxurious suites and fully equipped apartments**, catering to couples, families, and groups.
|
| 96 |
+
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| 97 |
+
For an unforgettable stay, guests can choose from **special packages**, including family-friendly stays, romantic getaways, ski adventures, and relaxation retreats. Outdoor enthusiasts can explore **hiking trails, ski slopes, and fishing spots** in the surrounding natural beauty.
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| 98 |
+
|
| 99 |
+
Whether for relaxation or adventure, **Nou Vall de Núria** promises a unique and memorable experience."""
|
| 100 |
+
|
| 101 |
+
@tool_register
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| 102 |
+
class get_hotel_facilities(ToolBase):
|
| 103 |
+
"""Provides a list of available general facilities at the hotel, which could include amenities like a spa, pool, gym, conference rooms, etc."""
|
| 104 |
+
|
| 105 |
+
@classmethod
|
| 106 |
+
def invoke(cls, input: Dict) -> str:
|
| 107 |
+
return json_data["general_facilities"]
|
| 108 |
+
|
| 109 |
+
@tool_register
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| 110 |
+
class get_restaurants_info(ToolBase):
|
| 111 |
+
"""Provides a list of available restaurants with their information."""
|
| 112 |
+
|
| 113 |
+
@classmethod
|
| 114 |
+
def invoke(cls, input: Dict) -> str:
|
| 115 |
+
"""
|
| 116 |
+
Play a playlist by its name, starting with the first or a random song.
|
| 117 |
+
"""
|
| 118 |
+
|
| 119 |
+
return json_data["restaurants"]
|
| 120 |
+
|
| 121 |
+
|
| 122 |
+
# @tool_register
|
| 123 |
+
# class get_restaurant_details(ToolBase):
|
| 124 |
+
# """Retrieves detailed information about a specific restaurant in the hotel, including its menu, ambiance, operating hours, and special features."""
|
| 125 |
+
|
| 126 |
+
# name: str = Field(default=[res["name"] for res in json_data["restaurants"]], description="Name of the resaturant")
|
| 127 |
+
|
| 128 |
+
# @classmethod
|
| 129 |
+
# def invoke(cls, input: Dict) -> str:
|
| 130 |
+
# """
|
| 131 |
+
# Play a playlist by its name, starting with the first or a random song.
|
| 132 |
+
# """
|
| 133 |
+
|
| 134 |
+
# instance = cls(**input)
|
| 135 |
+
# name = instance.name
|
| 136 |
+
|
| 137 |
+
# restaurante = [res for res in json_data["restaurants"] if res["name"] == name]
|
| 138 |
+
# if restaurante:
|
| 139 |
+
# return restaurante
|
| 140 |
+
# else:
|
| 141 |
+
# return f"We don't have any restaurante with the name: {name}"
|
| 142 |
+
|
| 143 |
+
|
| 144 |
+
@tool_register
|
| 145 |
+
class get_room_types(ToolBase):
|
| 146 |
+
"""
|
| 147 |
+
Returns a list of room types available at the hotel (e.g., single, double, suite, deluxe) along with brief descriptions of each type.
|
| 148 |
+
"""
|
| 149 |
+
@classmethod
|
| 150 |
+
def invoke(cls, input: Dict) -> str:
|
| 151 |
+
return json_data["room_types"]
|
| 152 |
+
|
| 153 |
+
|
| 154 |
+
@tool_register
|
| 155 |
+
class check_room_availability(ToolBase):
|
| 156 |
+
"""
|
| 157 |
+
Checks if a specified room type is available between the provided check-in and check-out dates for a given number of guests.
|
| 158 |
+
"""
|
| 159 |
+
room_type: str = Field(default=list(json_data["room_types"].keys()), description="The type of room the user is interested in")
|
| 160 |
+
check_in_date: str = Field(description="The starting date of the reservation (e.g., \"2025-04-01\")")
|
| 161 |
+
check_out_date: str = Field(description="The ending date of the reservation (e.g., \"2025-04-05\").")
|
| 162 |
+
guests: int = Field(description="The number of guests that will occupy the room.")
|
| 163 |
+
|
| 164 |
+
@classmethod
|
| 165 |
+
def invoke(cls, input: Dict) -> str:
|
| 166 |
+
|
| 167 |
+
instance = cls(**input)
|
| 168 |
+
room_type = instance.room_type
|
| 169 |
+
check_in_date = instance.check_in_date
|
| 170 |
+
check_in_date = instance.check_in_date
|
| 171 |
+
guests = instance.guests
|
| 172 |
+
rooms = [room for room in json_data["restaurants"] if room_type in room["type"]]
|
| 173 |
+
if len(rooms) == 0:
|
| 174 |
+
return f"There is no room exists with room type {room_type}"
|
| 175 |
+
|
| 176 |
+
rooms2 = [room for room in rooms if guests >= room["number_of_guests"]]
|
| 177 |
+
if len(rooms2) == 0:
|
| 178 |
+
max_guests = json_data["room_types"][room_type]["number_of_guests"]
|
| 179 |
+
return f"The number of guest is superior then the availibilty, maximum is {max_guests}"
|
| 180 |
+
|
| 181 |
+
|
| 182 |
+
@tool_register
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| 183 |
+
class make_reservation(ToolBase):
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| 184 |
+
"""
|
| 185 |
+
Creates a new reservation for the hotel by booking a room of the specified type for the desired dates, and associating the booking with a user.
|
| 186 |
+
"""
|
| 187 |
+
|
| 188 |
+
room_type: str = Field(default=list(json_data["room_types"].keys()), description="The type of room being reserved.")
|
| 189 |
+
check_in_date: str = Field(description="The starting date of the reservation (e.g., \"2025-04-01\")")
|
| 190 |
+
check_out_date: str = Field(description="The ending date of the reservation (e.g., \"2025-04-05\").")
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| 191 |
+
guests: int = Field(description="The number of guests for the reservation.")
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| 192 |
+
user_id: int = Field(description="The identifier for the user making the reservation.")
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| 193 |
+
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| 194 |
+
@classmethod
|
| 195 |
+
def invoke(cls, input: Dict) -> str:
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| 196 |
+
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| 197 |
+
instance = cls(**input)
|
| 198 |
+
room_type = instance.room_type
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| 199 |
+
check_in_date = instance.check_in_date
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| 200 |
+
check_in_date = instance.check_in_date
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| 201 |
+
guests = instance.guests
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| 202 |
+
user_id = instance.user_id
|
| 203 |
+
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| 204 |
+
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| 205 |
+
rooms = [room for room in json_data["restaurants"] if room_type in room["type"]]
|
| 206 |
+
if len(rooms) == 0:
|
| 207 |
+
return f"There is no room exists with room type {room_type}"
|
| 208 |
+
|
| 209 |
+
rooms2 = [room for room in rooms if guests >= room["number_of_guests"]]
|
| 210 |
+
if len(rooms2) == 0:
|
| 211 |
+
max_guests = json_data["room_types"][room_type]["number_of_guests"]
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| 212 |
+
return f"The number of guest is superior then the availibilty, maximum is {max_guests}"
|
| 213 |
+
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| 214 |
+
room = rooms2[random.randint(0, len(rooms2))]
|
| 215 |
+
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| 216 |
+
rand = int(random.randint(0,10000000))
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| 217 |
+
while rand in reservations:
|
| 218 |
+
rand = int(random.randint(0,10000000))
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| 219 |
+
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| 220 |
+
tmp_data = {
|
| 221 |
+
"status": "Reserved",
|
| 222 |
+
"room_number": room["room_number"],
|
| 223 |
+
"room_type": room_type,
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| 224 |
+
"check_in_date": check_in_date,
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| 225 |
+
"check_in_date": check_in_date,
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| 226 |
+
"guests": guests,
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| 227 |
+
"reservation_id": rand,
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| 228 |
+
"user_id": user_id,
|
| 229 |
+
}
|
| 230 |
+
|
| 231 |
+
reservations[rand] = tmp_data
|
| 232 |
+
|
| 233 |
+
return json.dumps(tmp_data)
|
| 234 |
+
|
| 235 |
+
@tool_register
|
| 236 |
+
class cancel_reservation(ToolBase):
|
| 237 |
+
"""Playing a specific playlist by its name."""
|
| 238 |
+
|
| 239 |
+
user_id: int = Field(description="The identifier for the user requesting the cancellation.")
|
| 240 |
+
reservation_id: int = Field(description="The unique identifier of the reservation to be canceled.")
|
| 241 |
+
|
| 242 |
+
@classmethod
|
| 243 |
+
def invoke(cls, input: Dict) -> str:
|
| 244 |
+
"""
|
| 245 |
+
Play a playlist by its name, starting with the first or a random song.
|
| 246 |
+
"""
|
| 247 |
+
|
| 248 |
+
instance = cls(**input)
|
| 249 |
+
reservation_id = instance.reservation_id
|
| 250 |
+
user_id = instance.user_id
|
| 251 |
+
|
| 252 |
+
if reservation_id not in reservations:
|
| 253 |
+
return f"The is no reservations with the id: {reservation_id}"
|
| 254 |
+
|
| 255 |
+
if reservations["reservation_id"]["user_id"] != user_id:
|
| 256 |
+
return "The user id is wrong, please provide same user id that was used make to reservation."
|
| 257 |
+
|
| 258 |
+
reservations.pop(reservation_id)
|
| 259 |
+
return f"The reservation {reservation_id} is cancled correctly"
|
| 260 |
+
|
| 261 |
+
@tool_register
|
| 262 |
+
class modify_reservation(ToolBase):
|
| 263 |
+
"""
|
| 264 |
+
Allows a user to modify an existing reservation by updating the check-in/check-out dates or changing the room type, subject to availability.
|
| 265 |
+
"""
|
| 266 |
+
|
| 267 |
+
|
| 268 |
+
new_room_type: str = Field(default=list(json_data["room_types"].keys()) + [None], description=f"The type of new room to be modified, if {None} same room will be modified.")
|
| 269 |
+
new_check_in_date: str = Field(default=None, description="New check out date in format DD/MM/YYYY")
|
| 270 |
+
new_check_out_date: str = Field(default=None, description="New check out date in format DD/MM/YYYY")
|
| 271 |
+
guests: int = Field(default=None, description="New number of guests for the reservation.")
|
| 272 |
+
user_id: int = Field(description="The identifier for the user requesting the modification.")
|
| 273 |
+
reservation_id: int = Field(description="The unique identifier of the reservation to be modified.")
|
| 274 |
+
|
| 275 |
+
@classmethod
|
| 276 |
+
def invoke(cls, input: Dict) -> str:
|
| 277 |
+
|
| 278 |
+
instance = cls(**input)
|
| 279 |
+
new_room_type = instance.new_room_type
|
| 280 |
+
new_check_in_date = instance.new_check_in_date
|
| 281 |
+
new_check_out_date = instance.new_check_out_date
|
| 282 |
+
guests = instance.guests
|
| 283 |
+
user_id = instance.user_id
|
| 284 |
+
reservation_id = instance.reservation_id
|
| 285 |
+
|
| 286 |
+
if reservation_id not in reservations:
|
| 287 |
+
return f"The is no reservations with the id: {reservation_id}"
|
| 288 |
+
|
| 289 |
+
if reservations["reservation_id"]["user_id"] != user_id:
|
| 290 |
+
return "The user id is wrong, please provide same user id that was used make to reservation."
|
| 291 |
+
|
| 292 |
+
if new_room_type or guests:
|
| 293 |
+
rooms = [room for room in json_data["restaurants"] if new_room_type in room["type"]]
|
| 294 |
+
if len(rooms) == 0:
|
| 295 |
+
return f"There is no room exists with room type {new_room_type}"
|
| 296 |
+
|
| 297 |
+
rooms = [room for room in rooms if guests >= room["number_of_guests"]]
|
| 298 |
+
if len(rooms) == 0:
|
| 299 |
+
max_guests = json_data["room_types"][new_room_type]["number_of_guests"]
|
| 300 |
+
return f"The number of guest is superior then the availibilty, maximum is {max_guests}"
|
| 301 |
+
|
| 302 |
+
room = rooms[random.randint(0, len(rooms))]
|
| 303 |
+
room_number = room["room_number"]
|
| 304 |
+
else:
|
| 305 |
+
room_number = reservations["reservation_id"]["room_number"]
|
| 306 |
+
|
| 307 |
+
|
| 308 |
+
reservations["reservation_id"]["guests"] = guests if guests else reservations["reservation_id"]["guests"]
|
| 309 |
+
reservations["reservation_id"]["check_in_date"] = new_check_in_date if new_check_in_date else reservations["reservation_id"]["check_in_date"]
|
| 310 |
+
reservations["reservation_id"]["check_out_date"] = new_check_out_date if new_check_out_date else reservations["reservation_id"]["check_out_date"]
|
| 311 |
+
reservations["reservation_id"]["room_type"] = new_room_type if new_room_type else reservations["reservation_id"]["room_type"]
|
| 312 |
+
reservations["reservation_id"]["room_number"] = room_number
|
| 313 |
+
|
| 314 |
+
tmp_data = copy.deepcopy(reservations["reservation_id"])
|
| 315 |
+
tmp_data.pop("user_id")
|
| 316 |
+
|
| 317 |
+
return f"The reservation {reservation_id} is modified correctly: {json.dumps(tmp_data)}"
|
| 318 |
+
|
| 319 |
+
@tool_register
|
| 320 |
+
class get_reservation_details(ToolBase):
|
| 321 |
+
"""Playing a specific playlist by its name."""
|
| 322 |
+
|
| 323 |
+
user_id: int = Field(description="Id of user, could be passport or national Identity number")
|
| 324 |
+
reservation_id: int = Field(description="Id of the reservation")
|
| 325 |
+
|
| 326 |
+
@classmethod
|
| 327 |
+
def invoke(cls, input: Dict) -> str:
|
| 328 |
+
|
| 329 |
+
instance = cls(**input)
|
| 330 |
+
user_id = instance.user_id
|
| 331 |
+
reservation_id = instance.reservation_id
|
| 332 |
+
|
| 333 |
+
if reservation_id not in reservations:
|
| 334 |
+
return f"The is no reservations with the id: {reservation_id}"
|
| 335 |
+
|
| 336 |
+
if reservations["reservation_id"]["user_id"] != user_id:
|
| 337 |
+
return "The user id is wrong, please provide same user id that was used make to reservation."
|
| 338 |
+
|
| 339 |
+
tmp_data = copy.deepcopy(reservations["reservation_id"])
|
| 340 |
+
tmp_data.pop("user_id")
|
| 341 |
+
return json.dumps(tmp_data)
|