{
"cells": [
{
"cell_type": "code",
"source": [
"!pip install mem0ai"
],
"metadata": {
"id": "fu3euPKZsbaC"
},
"execution_count": null,
"outputs": []
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"id": "U2VC_0FElQid"
},
"outputs": [],
"source": [
"import os\n",
"from openai import OpenAI\n",
"from mem0 import MemoryClient\n",
"from multion.client import MultiOn\n",
"\n",
"# Configuration\n",
"OPENAI_API_KEY = 'sk-xxx' # Replace with your actual OpenAI API key\n",
"MULTION_API_KEY = 'xx' # Replace with your actual MultiOn API key\n",
"MEM0_API_KEY = 'xx' # Replace with your actual Mem0 API key\n",
"USER_ID = \"test_travel_agent\"\n",
"\n",
"# Set up OpenAI API key\n",
"os.environ['OPENAI_API_KEY'] = OPENAI_API_KEY\n",
"\n",
"# Initialize Mem0 and MultiOn\n",
"memory = MemoryClient(api_key=MEM0_API_KEY)\n",
"multion = MultiOn(api_key=MULTION_API_KEY)"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"id": "sq-OdPHKlQie",
"outputId": "1d605222-0bf5-4ac9-99b9-6059b502c20b"
},
"outputs": [
{
"data": {
"text/plain": [
"{'message': 'Memory added successfully!'}"
]
},
"execution_count": 2,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# Add conversation to Mem0\n",
"conversation = [\n",
" {\n",
" \"role\": \"user\",\n",
" \"content\": \"What are the best travel destinations in the world?\"\n",
" },\n",
" {\n",
" \"role\": \"assistant\",\n",
" \"content\": \"Could you please specify your interests or the type of travel information you are looking for? This will help me find the most relevant information for you.\"\n",
" },\n",
" {\n",
" \"role\": \"user\",\n",
" \"content\": \"Sure, I want to travel to San Francisco.\"\n",
" },\n",
" {\n",
" \"role\": \"assistant\",\n",
" \"content\": \"\"\"\n",
" Based on the information gathered from TripAdvisor, here are some popular attractions, activities, and travel tips for San Francisco:\n",
"\n",
" 1. **Golden Gate Bridge**: A must-see iconic landmark.\n",
" 2. **Alcatraz Island**: Famous former prison offering tours.\n",
" 3. **Fisherman's Wharf**: Popular tourist area with shops, restaurants, and sea lions.\n",
" 4. **Chinatown**: The largest Chinatown outside of Asia.\n",
" 5. **Golden Gate Park**: Large urban park with gardens, museums, and recreational activities.\n",
" 6. **Cable Cars**: Historic streetcars offering a unique way to see the city.\n",
" 7. **Exploratorium**: Interactive science museum.\n",
" 8. **San Francisco Museum of Modern Art (SFMOMA)**: Modern and contemporary art museum.\n",
" 9. **Lombard Street**: Known for its steep, one-block section with eight hairpin turns.\n",
" 10. **Union Square**: Major shopping and cultural hub.\n",
"\n",
" Travel Tips:\n",
" - **Weather**: San Francisco has a mild climate, but it can be foggy and windy. Dress in layers.\n",
" - **Transportation**: Use public transportation like BART, Muni, and cable cars to get around.\n",
" - **Safety**: Be aware of your surroundings, especially in crowded tourist areas.\n",
" - **Dining**: Try local specialties like sourdough bread, seafood, and Mission-style burritos.\n",
" \"\"\"\n",
" },\n",
" {\n",
" \"role\": \"user\",\n",
" \"content\": \"Show me hotels around Golden Gate Bridge.\"\n",
" },\n",
" {\n",
" \"role\": \"assistant\",\n",
" \"content\": \"\"\"\n",
" The search results for hotels around Golden Gate Bridge in San Francisco include:\n",
"\n",
" 1. Hilton Hotels In San Francisco - Hotel Near Fishermans Wharf (hilton.com)\n",
" 2. The 10 Closest Hotels to Golden Gate Bridge (tripadvisor.com)\n",
" 3. Hotels near Golden Gate Bridge (expedia.com)\n",
" 4. Hotels near Golden Gate Bridge (hotels.com)\n",
" 5. Holiday Inn Express & Suites San Francisco Fishermans Wharf, an IHG Hotel $146 (1.8K) 3-star hotel Golden Gate Bridge • 3.5 mi DEAL 19% less than usual\n",
" 6. Holiday Inn San Francisco-Golden Gateway, an IHG Hotel $151 (3.5K) 3-star hotel Golden Gate Bridge • 3.7 mi Casual hotel with dining, a bar & a pool\n",
" 7. Hotel Zephyr San Francisco $159 (3.8K) 4-star hotel Golden Gate Bridge • 3.7 mi Nautical-themed lodging with bay views\n",
" 8. Lodge at the Presidio\n",
" 9. The Inn Above Tide\n",
" 10. Cavallo Point\n",
" 11. Casa Madrona Hotel and Spa\n",
" 12. Cow Hollow Inn and Suites\n",
" 13. Samesun San Francisco\n",
" 14. Inn on Broadway\n",
" 15. Coventry Motor Inn\n",
" 16. HI San Francisco Fisherman's Wharf Hostel\n",
" 17. Loews Regency San Francisco Hotel\n",
" 18. Fairmont Heritage Place Ghirardelli Square\n",
" 19. Hotel Drisco Pacific Heights\n",
" 20. Travelodge by Wyndham Presidio San Francisco\n",
" \"\"\"\n",
" }\n",
"]\n",
"\n",
"memory.add(conversation, user_id=USER_ID)\n"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"id": "hO8z9aNTlQif"
},
"outputs": [],
"source": [
"def get_travel_info(question, use_memory=True):\n",
" \"\"\"\n",
" Get travel information based on user's question and optionally their preferences from memory.\n",
"\n",
" \"\"\"\n",
" if use_memory:\n",
" previous_memories = memory.search(question, user_id=USER_ID)\n",
" relevant_memories_text = \"\"\n",
" if previous_memories:\n",
" print(\"Using previous memories to enhance the search...\")\n",
" relevant_memories_text = '\\n'.join(mem[\"memory\"] for mem in previous_memories)\n",
"\n",
" command = \"Find travel information based on my interests:\"\n",
" prompt = f\"{command}\\n Question: {question} \\n My preferences: {relevant_memories_text}\"\n",
" else:\n",
" command = \"Find travel information based on my interests:\"\n",
" prompt = f\"{command}\\n Question: {question}\"\n",
"\n",
"\n",
" print(\"Searching for travel information...\")\n",
" browse_result = multion.browse(cmd=prompt)\n",
" return browse_result.message"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "Wp2xpzMrlQig"
},
"source": [
"## Example 1"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"id": "bPRPwqsplQig"
},
"outputs": [],
"source": [
"question = \"Show me flight details for it.\"\n",
"answer_without_memory = get_travel_info(question, use_memory=False)\n",
"answer_with_memory = get_travel_info(question, use_memory=True)"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "a76ifa2HlQig"
},
"source": [
"| Without Memory | With Memory |\n",
"|--------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|--------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|\n",
"| I have performed a Google search for \"flight details\" and reviewed the search results. Here are some relevant links and information: | Memorizing the following information: Flight details for San Francisco: |\n",
"| 1. **FlightStats Global Flight Tracker** - Track the real-time flight status of your flight. See if your flight has been delayed or cancelled and track the live status.
[Flight Tracker - FlightStats](https://www.flightstats.com/flight-tracker/search) | 1. Prices from $232. Depart Thursday, August 22. Return Thursday, August 29.
2. Prices from $216. Depart Friday, August 23. Return Friday, August 30.
3. Prices from $236. Depart Saturday, August 24. Return Saturday, August 31.
4. Prices from $215. Depart Sunday, August 25. Return Sunday, September 1. |\n",
"| 2. **FlightAware - Flight Tracker** - Track live flights worldwide, see flight cancellations, and browse by airport.
[FlightAware - Flight Tracker](https://www.flightaware.com) | 5. Prices from $218. Depart Monday, August 26. Return Monday, September 2.
6. Prices from $211. Depart Tuesday, August 27. Return Tuesday, September 3.
7. Prices from $198. Depart Wednesday, August 28. Return Wednesday, September 4.
8. Prices from $218. Depart Thursday, August 29. Return Thursday, September 5. |\n",
"| 3. **Google Flights** - Show flights based on your search.
[Google Flights](https://www.google.com/flights) | 9. Prices from $194. Depart Friday, August 30. Return Friday, September 6.
10. Prices from $218. Depart Saturday, August 31. Return Saturday, September 7.
11. Prices from $212. Depart Sunday, September 1. Return Sunday, September 8.
12. Prices from $247. Depart Monday, September 2. Return Monday, September 9. |\n",
"| | 13. Prices from $212. Depart Tuesday, September 3. Return Tuesday, September 10.
14. Prices from $203. Depart Wednesday, September 4. Return Wednesday, September 11.
15. Prices from $242. Depart Thursday, September 5. Return Thursday, September 12.
16. Prices from $191. Depart Friday, September 6. Return Friday, September 13. |\n",
"| | 17. Prices from $215. Depart Saturday, September 7. Return Saturday, September 14.
18. Prices from $229. Depart Sunday, September 8. Return Sunday, September 15.
19. Prices from $183. Depart Monday, September 9. Return Monday, September 16.
65. Prices from $194. Depart Friday, October 25. Return Friday, November 1. |\n",
"| | 66. Prices from $205. Depart Saturday, October 26. Return Saturday, November 2.
67. Prices from $241. Depart Sunday, October 27. Return Sunday, November 3. |\n"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "0cXpiAwMlQig"
},
"source": [
"## Example 2"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"id": "LpprKfpslQih"
},
"outputs": [],
"source": [
"question = \"What places to visit there?\"\n",
"answer_without_memory = get_travel_info(question, use_memory=False)\n",
"answer_with_memory = get_travel_info(question, use_memory=True)"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "kpfjeY1_lQih"
},
"source": [
"| Without Memory | With Memory |\n",
"|---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|--------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|\n",
"| Based on the information gathered, here are some top travel destinations to consider visiting: | Based on the information gathered, here are some top places to visit in San Francisco: |\n",
"| 1. **Paris**: Known for its iconic attractions like the Eiffel Tower and the Louvre, Paris offers quaint cafes, trendy shopping districts, and beautiful Haussmann architecture. It's a city where you can always discover something new with each visit. | 1. **Golden Gate Bridge** - An iconic symbol of San Francisco, perfect for walking, biking, or simply enjoying the view.
2. **Alcatraz Island** - The historic former prison offers tours and insights into its storied past.
3. **Fisherman's Wharf** - A bustling waterfront area known for its seafood, shopping, and attractions like Pier 39.
4. **Golden Gate Park** - A large urban park with gardens, museums, and recreational activities.
5. **Chinatown San Francisco** - One of the oldest and most famous Chinatowns in North America, offering unique shops and delicious food.
6. **Coit Tower** - Offers panoramic views of the city and murals depicting San Francisco's history.
7. **Lands End** - A beautiful coastal trail with stunning views of the Pacific Ocean and the Golden Gate Bridge.
8. **Palace of Fine Arts** - A picturesque structure and park, perfect for a leisurely stroll or photo opportunities.
9. **Crissy Field & The Presidio Tunnel Tops** - Great for outdoor activities and scenic views of the bay. |\n",
"| 2. **Bora Bora**: This small island in French Polynesia is famous for its stunning turquoise waters, luxurious overwater bungalows, and vibrant coral reefs. It's a popular destination for honeymooners and those seeking a tropical paradise. | |\n",
"| 3. **Glacier National Park**: Located in Montana, USA, this park is known for its breathtaking landscapes, including rugged mountains, pristine lakes, and diverse wildlife. It's a haven for outdoor enthusiasts and hikers. | |\n",
"| 4. **Rome**: The capital of Italy, Rome is rich in history and culture, featuring landmarks such as the Colosseum, the Vatican, and the Pantheon. It's a city where ancient history meets modern life. | |\n",
"| 5. **Swiss Alps**: Renowned for their stunning natural beauty, the Swiss Alps offer opportunities for skiing, hiking, and enjoying picturesque mountain villages. | |\n",
"| 6. **Maui**: One of Hawaii's most popular islands, Maui is known for its beautiful beaches, lush rainforests, and the scenic Hana Highway. It's a great destination for both relaxation and adventure. | |\n",
"| 7. **London, England**: A vibrant city with a mix of historical landmarks like the Tower of London and modern attractions such as the London Eye. London offers diverse cultural experiences, world-class museums, and a bustling nightlife. | |\n",
"| 8. **Maldives**: This tropical paradise in the Indian Ocean is famous for its crystal-clear waters, luxurious resorts, and abundant marine life. It's an ideal destination for snorkeling, diving, and relaxation. | |\n",
"| 9. **Turks & Caicos**: Known for its pristine beaches and turquoise waters, this Caribbean destination is perfect for water sports, beach lounging, and exploring coral reefs. | |\n",
"| 10. **Tokyo**: Japan's bustling capital offers a unique blend of traditional and modern attractions, from ancient temples to futuristic skyscrapers. Tokyo is also known for its vibrant food scene and shopping districts. | |\n"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "XdpkcMrclQih"
},
"source": [
"## Example 3"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"id": "Nntl2FxulQih"
},
"outputs": [],
"source": [
"question = \"What the weather there?\"\n",
"answer_without_memory = get_travel_info(question, use_memory=False)\n",
"answer_with_memory = get_travel_info(question, use_memory=True)"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "yt2pj1irlQih"
},
"source": [
"| Without Memory | With Memory |\n",
"|---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|--------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|\n",
"| The current weather in Paris is light rain with a temperature of 67°F. The precipitation is at 50%, humidity is 95%, and the wind speed is 5 mph. | The current weather in San Francisco is as follows:
- **Temperature**: 59°F
- **Condition**: Clear with periodic clouds
- **Precipitation**: 3%
- **Humidity**: 87%
- **Wind**: 12 mph |\n"
]
}
],
"metadata": {
"kernelspec": {
"display_name": ".venv",
"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": "3.12.3"
},
"colab": {
"provenance": []
}
},
"nbformat": 4,
"nbformat_minor": 0
}