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Added my StudyAI Course booking assistant to community-contributions

pull/221/head
Zoya Hammad 2 months ago
parent
commit
122620c9b9
  1. 251
      week2/community-contributions/day 4 - course booking assistant.ipynb
  2. 2
      week2/community-contributions/day3-gemini.ipynb
  3. 4
      week2/community-contributions/day3-gradio-auth.ipynb
  4. 4
      week2/community-contributions/day3-refine-user-query-by-llama.ipynb
  5. 2
      week2/community-contributions/day3.upsell.ipynb
  6. 373
      week2/community-contributions/day4_with_booking_and_multiple_tools_per_message.ipynb

251
week2/community-contributions/day 4 - course booking assistant.ipynb

@ -0,0 +1,251 @@
{
"cells": [
{
"cell_type": "markdown",
"id": "5d799d2a-6e58-4a83-b17a-dbbc40efdc39",
"metadata": {},
"source": [
"## Project - Course Booking AI Asssistant\n",
"AI Customer Support Bot that \n",
"- Returns Prices\n",
"- Books Tickets\n",
"- Adds Information to Text File"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "b1ad9acd-a702-48a3-8ff5-d536bcac8030",
"metadata": {},
"outputs": [],
"source": [
"# imports\n",
"\n",
"import os\n",
"import json\n",
"from dotenv import load_dotenv\n",
"from openai import OpenAI\n",
"import gradio as gr"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "74adab0c-99b3-46cd-a79f-320a3e74138a",
"metadata": {},
"outputs": [],
"source": [
"# Initialization\n",
"\n",
"load_dotenv(override=True)\n",
"\n",
"openai_api_key = os.getenv('OPENAI_API_KEY')\n",
"if openai_api_key:\n",
" print(f\"OpenAI API Key exists and begins {openai_api_key[:8]}\")\n",
"else:\n",
" print(\"OpenAI API Key not set\")\n",
" \n",
"MODEL = \"gpt-4o-mini\"\n",
"openai = OpenAI()"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "8d3240a4-99c1-4c07-acaa-ecbb69ffd2e4",
"metadata": {},
"outputs": [],
"source": [
"system_message = \"You are a helpful assistant for an Online Course Platform called StudyAI. \"\n",
"system_message += \"Give short, courteous answers, no more than 1 sentence. \"\n",
"system_message += \"Always be accurate. If you don't know the answer, say so.\"\n",
"system_message += \"If you are given a partial name, for example 'discrete' instead of 'discrete structures' \\\n",
"ask the user if they meant to say 'discrete structures', and then display the price. The user may also use \\\n",
"acronyms like 'PF' instead of programming fundamentals or 'OOP' to mean 'Object oriented programming'. \\\n",
"Clarify what the user means and then proceed as directed.\""
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "9a1b8d5f-f893-477b-8396-ff7d697eb0c3",
"metadata": {},
"outputs": [],
"source": [
"course_prices = {\"programming fundamentals\": \"$19\", \"discrete structures\": \"$39\", \"operating systems\": \"$24\", \"object oriented programming\": \"$39\"}\n",
"\n",
"def get_course_price(course):\n",
" print(f\"Tool get_course_price called for {course}\")\n",
" course = course.lower()\n",
" return course_prices.get(course, \"Unknown\")\n",
"\n",
"def enroll_in_course(course):\n",
" print(f'Tool enroll_in_course_ called for {course}')\n",
" course_price = get_course_price(course)\n",
" if course_price != 'Unknown':\n",
" with open('enrolled_courses.txt', 'a') as file: \n",
" file.write(course + \"\\n\")\n",
" return 'Successfully enrolled in course'\n",
" else:\n",
" return 'Enrollment failed, no such course available'"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "330d2b94-a8c5-4967-ace7-15d2cd52d7ae",
"metadata": {},
"outputs": [],
"source": [
"get_course_price('graph theory')\n",
"get_course_price('discrete structures')"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "5bb65830-fab8-45a7-bf43-7e52186915a0",
"metadata": {},
"outputs": [],
"source": [
"price_function = {\n",
" \"name\": \"get_course_price\",\n",
" \"description\": \"Get the price of a course. Call this whenever you need to know the course price, for example when a customer asks 'How much is a ticket for this course?'\",\n",
" \"parameters\": {\n",
" \"type\": \"object\",\n",
" \"properties\": {\n",
" \"course\": {\n",
" \"type\": \"string\",\n",
" \"description\": \"The course that the customer wants to purchase\",\n",
" },\n",
" },\n",
" \"required\": [\"course\"],\n",
" \"additionalProperties\": False\n",
" }\n",
"}\n",
"\n",
"enroll_function = {\n",
" \"name\": \"enroll_in_course\",\n",
" \"description\":\"Get the success status of course enrollment. Call whenever a customer wants to enroll in a course\\\n",
" for example, if they say 'I want to purchase this course' or 'I want to enroll in this course'\",\n",
" \"parameters\":{\n",
" \"type\":\"object\",\n",
" \"properties\":{\n",
" \"course\":{\n",
" \"type\":\"string\",\n",
" \"description\": \"The course that the customer wants to purchase\",\n",
" },\n",
" },\n",
" \"required\": [\"course\"],\n",
" \"additionalProperties\": False\n",
" } \n",
"}"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "08af86b9-3aaa-4b6b-bf7c-ee668ba1cbfe",
"metadata": {},
"outputs": [],
"source": [
"tools = [\n",
" {\"type\":\"function\",\"function\":price_function},\n",
" {\"type\":\"function\",\"function\":enroll_function}\n",
"]"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "482efc34-ff1f-4146-9570-58b4d59c3b2f",
"metadata": {},
"outputs": [],
"source": [
"def chat(message,history):\n",
" messages = [{\"role\":\"system\",\"content\":system_message}] + history + [{\"role\":\"user\",\"content\":message}]\n",
" response = openai.chat.completions.create(model=MODEL,messages=messages,tools=tools)\n",
"\n",
" if response.choices[0].finish_reason == \"tool_calls\":\n",
" message = response.choices[0].message\n",
" messages.append(message)\n",
" for tool_call in message.tool_calls:\n",
" messages.append(handle_tool_call(tool_call))\n",
" response = openai.chat.completions.create(model=MODEL,messages=messages)\n",
"\n",
" return response.choices[0].message.content"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "f725b4fb-d477-4d7d-80b5-5d70e1b25a86",
"metadata": {},
"outputs": [],
"source": [
"# We have to write that function handle_tool_call:\n",
"\n",
"def handle_tool_call(tool_call):\n",
" function = tool_call.function.name\n",
" arguments = json.loads(tool_call.function.arguments)\n",
" match function:\n",
" case 'get_course_price':\n",
" course = arguments.get('course')\n",
" price = get_course_price(course)\n",
" return {\n",
" \"role\": \"tool\",\n",
" \"content\": json.dumps({\"course\": course,\"price\": price}),\n",
" \"tool_call_id\": tool_call.id\n",
" }\n",
" case 'enroll_in_course':\n",
" course = arguments.get('course')\n",
" status = enroll_in_course(course)\n",
" return {\n",
" \"role\": \"tool\",\n",
" \"content\": json.dumps({\"course\": course, \"status\": status}),\n",
" \"tool_call_id\": tool_call.id\n",
" }\n",
" "
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "c446272a-9ce1-4ffd-9bc8-483d782810b4",
"metadata": {},
"outputs": [],
"source": [
"gr.ChatInterface(fn=chat,type=\"messages\").launch(inbrowser=True)"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "1fe714a3-f793-4c3b-b5aa-6c81b82aea1b",
"metadata": {},
"outputs": [],
"source": []
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3 (ipykernel)",
"language": "python",
"name": "python3"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.11.11"
}
},
"nbformat": 4,
"nbformat_minor": 5
}

2
week2/community-contributions/day3-gemini.ipynb

@ -288,7 +288,7 @@
], ],
"metadata": { "metadata": {
"kernelspec": { "kernelspec": {
"display_name": "llms", "display_name": "Python 3 (ipykernel)",
"language": "python", "language": "python",
"name": "python3" "name": "python3"
}, },

4
week2/community-contributions/day3-gradio-auth.ipynb

@ -160,7 +160,7 @@
], ],
"metadata": { "metadata": {
"kernelspec": { "kernelspec": {
"display_name": "llms", "display_name": "Python 3 (ipykernel)",
"language": "python", "language": "python",
"name": "python3" "name": "python3"
}, },
@ -178,5 +178,5 @@
} }
}, },
"nbformat": 4, "nbformat": 4,
"nbformat_minor": 2 "nbformat_minor": 4
} }

4
week2/community-contributions/day3-refine-user-query-by-llama.ipynb

@ -342,7 +342,7 @@
], ],
"metadata": { "metadata": {
"kernelspec": { "kernelspec": {
"display_name": "llm_env", "display_name": "Python 3 (ipykernel)",
"language": "python", "language": "python",
"name": "python3" "name": "python3"
}, },
@ -356,7 +356,7 @@
"name": "python", "name": "python",
"nbconvert_exporter": "python", "nbconvert_exporter": "python",
"pygments_lexer": "ipython3", "pygments_lexer": "ipython3",
"version": "3.11.9" "version": "3.11.11"
} }
}, },
"nbformat": 4, "nbformat": 4,

2
week2/community-contributions/day3.upsell.ipynb

@ -347,7 +347,7 @@
"name": "python", "name": "python",
"nbconvert_exporter": "python", "nbconvert_exporter": "python",
"pygments_lexer": "ipython3", "pygments_lexer": "ipython3",
"version": "3.11.10" "version": "3.11.11"
} }
}, },
"nbformat": 4, "nbformat": 4,

373
week2/community-contributions/day4_with_booking_and_multiple_tools_per_message.ipynb

@ -63,14 +63,14 @@
}, },
{ {
"cell_type": "code", "cell_type": "code",
"execution_count": 18, "execution_count": 1,
"id": "0a521d84-d07c-49ab-a0df-d6451499ed97", "id": "0a521d84-d07c-49ab-a0df-d6451499ed97",
"metadata": {}, "metadata": {},
"outputs": [], "outputs": [],
"source": [ "source": [
"system_message = \"You are a helpful assistant for an Airline called FlightAI. \"\n", "system_message = \"You are a helpful assistant for an Airline called FlightAI. \"\n",
"system_message += \"Give short, courteous answers, no more than 1 sentence. \"\n", "system_message += \"Give short, courteous answers, no more than 1 sentence. \"\n",
"system_message += \"Always be accurate. If you don't know the answer, say so.\"" "system_message += \"Always be accurate. If you don't know the answer, say so.\"\n"
] ]
}, },
{ {
@ -335,372 +335,21 @@
}, },
{ {
"cell_type": "code", "cell_type": "code",
"execution_count": 26, "execution_count": 3,
"id": "f4be8a71-b19e-4c2f-80df-f59ff2661f14", "id": "f4be8a71-b19e-4c2f-80df-f59ff2661f14",
"metadata": { "metadata": {
"scrolled": true "scrolled": true
}, },
"outputs": [ "outputs": [
{ {
"name": "stdout", "ename": "NameError",
"output_type": "stream", "evalue": "name 'gr' is not defined",
"text": [ "output_type": "error",
"* Running on local URL: http://127.0.0.1:7873\n", "traceback": [
"\n", "\u001b[1;31m------------------------------------------------------------------\u001b[0m",
"To create a public link, set `share=True` in `launch()`.\n" "\u001b[1;31mNameError\u001b[0m Traceback (most recent call last)",
] "Cell \u001b[1;32mIn[3], line 1\u001b[0m\n\u001b[1;32m----> 1\u001b[0m \u001b[43mgr\u001b[49m\u001b[38;5;241m.\u001b[39mChatInterface(fn\u001b[38;5;241m=\u001b[39mchat, \u001b[38;5;28mtype\u001b[39m\u001b[38;5;241m=\u001b[39m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mmessages\u001b[39m\u001b[38;5;124m\"\u001b[39m)\u001b[38;5;241m.\u001b[39mlaunch()\n",
}, "\u001b[1;31mNameError\u001b[0m: name 'gr' is not defined"
{
"data": {
"text/html": [
"<div><iframe src=\"http://127.0.0.1:7873/\" width=\"100%\" height=\"500\" allow=\"autoplay; camera; microphone; clipboard-read; clipboard-write;\" frameborder=\"0\" allowfullscreen></iframe></div>"
],
"text/plain": [
"<IPython.core.display.HTML object>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"text/plain": []
},
"execution_count": 26,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"application/json": [
{
"content": "You are a helpful assistant for an Airline called FlightAI. Give short, courteous answers, no more than 1 sentence. Always be accurate. If you don't know the answer, say so.",
"role": "system"
},
{
"content": "tickets to london and paris for $50 each please",
"role": "user"
}
],
"text/plain": [
"<IPython.core.display.JSON object>"
]
},
"metadata": {
"application/json": {
"expanded": false,
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}
},
"output_type": "display_data"
},
{
"data": {
"text/plain": [
"ChatCompletion(id='chatcmpl-AtMTR6PDyoghY9BxBI88y03wrkyWT', choices=[Choice(finish_reason='tool_calls', index=0, logprobs=None, message=ChatCompletionMessage(content=None, refusal=None, role='assistant', audio=None, function_call=None, tool_calls=[ChatCompletionMessageToolCall(id='call_62youPDgpaS0eXN4gru6NT7n', function=Function(arguments='{\"destination_city\": \"London\"}', name='get_ticket_price'), type='function'), ChatCompletionMessageToolCall(id='call_kvQK4Cdyk4b82rqtzkfJyoRh', function=Function(arguments='{\"destination_city\": \"Paris\"}', name='get_ticket_price'), type='function')]))], created=1737757793, model='gpt-4o-mini-2024-07-18', object='chat.completion', service_tier='default', system_fingerprint='fp_72ed7ab54c', usage=CompletionUsage(completion_tokens=49, prompt_tokens=313, total_tokens=362, completion_tokens_details=CompletionTokensDetails(accepted_prediction_tokens=0, audio_tokens=0, reasoning_tokens=0, rejected_prediction_tokens=0), prompt_tokens_details=PromptTokensDetails(audio_tokens=0, cached_tokens=0)))"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"Tool get_ticket_price called for London\n",
"Tool get_ticket_price called for Paris\n"
]
},
{
"data": {
"application/json": [
{
"content": "You are a helpful assistant for an Airline called FlightAI. Give short, courteous answers, no more than 1 sentence. Always be accurate. If you don't know the answer, say so.",
"role": "system"
},
{
"content": "tickets to london and paris for $50 each please",
"metadata": {
"duration": null,
"id": null,
"parent_id": null,
"status": null,
"title": null
},
"options": null,
"role": "user"
},
{
"content": "I'm sorry, but tickets to London are $799 and to Paris are $899, which is much higher than $50.",
"metadata": {
"duration": null,
"id": null,
"parent_id": null,
"status": null,
"title": null
},
"options": null,
"role": "assistant"
},
{
"content": "Can't you book them any way pretty please?",
"role": "user"
}
],
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"<IPython.core.display.JSON object>"
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},
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"application/json": {
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"ChatCompletion(id='chatcmpl-AtMTijl9VhY8svKRySpZ3rdyHBLmq', choices=[Choice(finish_reason='stop', index=0, logprobs=None, message=ChatCompletionMessage(content=\"I'm afraid I cannot book the tickets at the price you've requested; the current prices are fixed.\", refusal=None, role='assistant', audio=None, function_call=None, tool_calls=None))], created=1737757810, model='gpt-4o-mini-2024-07-18', object='chat.completion', service_tier='default', system_fingerprint='fp_72ed7ab54c', usage=CompletionUsage(completion_tokens=21, prompt_tokens=355, total_tokens=376, completion_tokens_details=CompletionTokensDetails(accepted_prediction_tokens=0, audio_tokens=0, reasoning_tokens=0, rejected_prediction_tokens=0), prompt_tokens_details=PromptTokensDetails(audio_tokens=0, cached_tokens=0)))"
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{
"data": {
"application/json": [
{
"content": "You are a helpful assistant for an Airline called FlightAI. Give short, courteous answers, no more than 1 sentence. Always be accurate. If you don't know the answer, say so.",
"role": "system"
},
{
"content": "tickets to london and paris for $50 each please",
"metadata": {
"duration": null,
"id": null,
"parent_id": null,
"status": null,
"title": null
},
"options": null,
"role": "user"
},
{
"content": "I'm sorry, but tickets to London are $799 and to Paris are $899, which is much higher than $50.",
"metadata": {
"duration": null,
"id": null,
"parent_id": null,
"status": null,
"title": null
},
"options": null,
"role": "assistant"
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{
"content": "Can't you book them any way pretty please?",
"metadata": {
"duration": null,
"id": null,
"parent_id": null,
"status": null,
"title": null
},
"options": null,
"role": "user"
},
{
"content": "I'm afraid I cannot book the tickets at the price you've requested; the current prices are fixed.",
"metadata": {
"duration": null,
"id": null,
"parent_id": null,
"status": null,
"title": null
},
"options": null,
"role": "assistant"
},
{
"content": "how about you book london for $749?",
"role": "user"
}
],
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"<IPython.core.display.JSON object>"
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"metadata": {
"application/json": {
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},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"Tool book_ticket for London for 749\n",
"Tool get_ticket_price called for London\n"
]
},
{
"data": {
"application/json": [
{
"content": "You are a helpful assistant for an Airline called FlightAI. Give short, courteous answers, no more than 1 sentence. Always be accurate. If you don't know the answer, say so.",
"role": "system"
},
{
"content": "tickets to london and paris for $50 each please",
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"id": null,
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{
"content": "I'm sorry, but tickets to London are $799 and to Paris are $899, which is much higher than $50.",
"metadata": {
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"id": null,
"parent_id": null,
"status": null,
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"role": "assistant"
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{
"content": "Can't you book them any way pretty please?",
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},
"options": null,
"role": "user"
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{
"content": "I'm afraid I cannot book the tickets at the price you've requested; the current prices are fixed.",
"metadata": {
"duration": null,
"id": null,
"parent_id": null,
"status": null,
"title": null
},
"options": null,
"role": "assistant"
},
{
"content": "how about you book london for $749?",
"metadata": {
"duration": null,
"id": null,
"parent_id": null,
"status": null,
"title": null
},
"options": null,
"role": "user"
},
{
"content": "Your ticket to London has been successfully booked for $749!",
"metadata": {
"duration": null,
"id": null,
"parent_id": null,
"status": null,
"title": null
},
"options": null,
"role": "assistant"
},
{
"content": "cool, what was the discount?",
"role": "user"
}
],
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},
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"application/json": {
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"data": {
"text/plain": [
"ChatCompletion(id='chatcmpl-AtMUBOoWmKT4m7Ru3mkPRx7mQPgmd', choices=[Choice(finish_reason='stop', index=0, logprobs=None, message=ChatCompletionMessage(content='The original price for the ticket to London was $799, so you received a discount of $50.', refusal=None, role='assistant', audio=None, function_call=None, tool_calls=None))], created=1737757839, model='gpt-4o-mini-2024-07-18', object='chat.completion', service_tier='default', system_fingerprint='fp_72ed7ab54c', usage=CompletionUsage(completion_tokens=23, prompt_tokens=418, total_tokens=441, completion_tokens_details=CompletionTokensDetails(accepted_prediction_tokens=0, audio_tokens=0, reasoning_tokens=0, rejected_prediction_tokens=0), prompt_tokens_details=PromptTokensDetails(audio_tokens=0, cached_tokens=0)))"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"application/json": [
{
"content": "You are a helpful assistant for an Airline called FlightAI. Give short, courteous answers, no more than 1 sentence. Always be accurate. If you don't know the answer, say so.",
"role": "system"
},
{
"content": "tickets to london and paris for $50 each please",
"role": "user"
}
],
"text/plain": [
"<IPython.core.display.JSON object>"
]
},
"metadata": {
"application/json": {
"expanded": false,
"root": "root"
}
},
"output_type": "display_data"
},
{
"data": {
"text/plain": [
"ChatCompletion(id='chatcmpl-AtMUh5f9LEaGjH0FLpPdKf6jgyQsT', choices=[Choice(finish_reason='tool_calls', index=0, logprobs=None, message=ChatCompletionMessage(content=None, refusal=None, role='assistant', audio=None, function_call=None, tool_calls=[ChatCompletionMessageToolCall(id='call_6Ihkd1XGA10QxxlCn9uIJvqO', function=Function(arguments='{\"destination_city\": \"London\"}', name='get_ticket_price'), type='function'), ChatCompletionMessageToolCall(id='call_a9qmfQQlwU5L8pu2mvBgMMXl', function=Function(arguments='{\"destination_city\": \"Paris\"}', name='get_ticket_price'), type='function')]))], created=1737757871, model='gpt-4o-mini-2024-07-18', object='chat.completion', service_tier='default', system_fingerprint='fp_72ed7ab54c', usage=CompletionUsage(completion_tokens=49, prompt_tokens=313, total_tokens=362, completion_tokens_details=CompletionTokensDetails(accepted_prediction_tokens=0, audio_tokens=0, reasoning_tokens=0, rejected_prediction_tokens=0), prompt_tokens_details=PromptTokensDetails(audio_tokens=0, cached_tokens=0)))"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"Tool get_ticket_price called for London\n",
"Tool get_ticket_price called for Paris\n"
] ]
} }
], ],

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