From 23e8ce423f9ee94625f286f2bb06dc05613c2ae0 Mon Sep 17 00:00:00 2001 From: Harry Xie Date: Fri, 29 Nov 2024 15:22:26 +0000 Subject: [PATCH 1/6] add cookbook for evaluating external logs --- assets/conversations-a.json | 908 +++++++++ assets/conversations-b.json | 1872 +++++++++++++++++++ assets/images/external_logs_evaluations.png | Bin 0 -> 93715 bytes assets/images/external_logs_logs.png | Bin 0 -> 473341 bytes assets/images/external_logs_review.png | Bin 0 -> 127457 bytes tutorials/evaluating_external_logs.ipynb | 279 +++ 6 files changed, 3059 insertions(+) create mode 100644 assets/conversations-a.json create mode 100644 assets/conversations-b.json create mode 100644 assets/images/external_logs_evaluations.png create mode 100644 assets/images/external_logs_logs.png create mode 100644 assets/images/external_logs_review.png create mode 100644 tutorials/evaluating_external_logs.ipynb diff --git a/assets/conversations-a.json b/assets/conversations-a.json new file mode 100644 index 0000000..7fd3715 --- /dev/null +++ b/assets/conversations-a.json @@ -0,0 +1,908 @@ +[ + [ + { + "role": "user", + "content": "i need help planning a trip to japan" + }, + { + "role": "assistant", + "content": "Sure! What cities are you interested in visiting?" + }, + { + "role": "user", + "content": "tokyo and kyoto" + }, + { + "role": "assistant", + "content": "Great choices! How many days do you plan to stay?" + }, + { + "role": "user", + "content": "about a week" + }, + { + "role": "assistant", + "content": "Perfect! I recommend splitting your time between both cities. Let me know if you need suggested itineraries!" + } + ], + [ + { + "role": "user", + "content": "what's the best time to visit europe?" + }, + { + "role": "assistant", + "content": "The best time is usually during spring and fall for pleasant weather and fewer crowds." + }, + { + "role": "user", + "content": "what about winter?" + }, + { + "role": "assistant", + "content": "Winter can be beautiful too, especially for ski destinations or Christmas markets!" + }, + { + "role": "user", + "content": "ski destinations? where?" + }, + { + "role": "assistant", + "content": "Some popular ski destinations are Aspen in Colorado or Whistler in British Columbia." + } + ], + [ + { + "role": "user", + "content": "can u help me find cheap flights to london?" + }, + { + "role": "assistant", + "content": "Absolutely! What dates are you looking to travel?" + }, + { + "role": "user", + "content": "sometime next month" + }, + { + "role": "assistant", + "content": "Could you provide specific dates? It will help me find the best deals." + }, + { + "role": "user", + "content": "how about the 15th to the 22nd?" + }, + { + "role": "assistant", + "content": "I found a few options for those dates! The prices start at around $500 round trip." + } + ], + [ + { + "role": "user", + "content": "im looking for a hotel in new york" + }, + { + "role": "assistant", + "content": "Sure! What area do you prefer, like Times Square or Central Park?" + }, + { + "role": "user", + "content": "somewhere near the statue of liberty" + }, + { + "role": "assistant", + "content": "The Statue of Liberty is best accessed from New Jersey, so consider hotels in Jersey City for great views! " + } + ], + [ + { + "role": "user", + "content": "can u recommend some things to do in paris?" + }, + { + "role": "assistant", + "content": "Absolutely! You must visit the Eiffel Tower and the Louvre Museum." + }, + { + "role": "user", + "content": "that’s in new york right?" + }, + { + "role": "assistant", + "content": "No, the Eiffel Tower is in Paris, France, while the Statue of Liberty is in New York!" + } + ], + [ + { + "role": "user", + "content": "what’s the weather like in mexico in december" + }, + { + "role": "assistant", + "content": "In December, Mexico generally enjoys mild temperatures, especially in coastal areas." + }, + { + "role": "user", + "content": "is it safe to travel?" + }, + { + "role": "assistant", + "content": "Many areas are safe for tourists, but it's always wise to check local advisories." + } + ], + [ + { + "role": "user", + "content": "need help picking a cruise destination" + }, + { + "role": "assistant", + "content": "Of course! Are you looking for something tropical or more cultural?" + }, + { + "role": "user", + "content": "tropical please" + }, + { + "role": "assistant", + "content": "How about a Caribbean cruise? There are many beautiful islands to visit!" + } + ], + [ + { + "role": "user", + "content": "how do i change my travel dates?" + }, + { + "role": "assistant", + "content": "Usually, you can change your travel dates through the booking platform's website or app." + }, + { + "role": "user", + "content": "what if i booked by phone?" + }, + { + "role": "assistant", + "content": "In that case, please call our customer service, and they'll be happy to assist you!" + } + ], + [ + { + "role": "user", + "content": "do you offer travel insurance?" + }, + { + "role": "assistant", + "content": "Yes, we do offer travel insurance options. Would you like more information?" + }, + { + "role": "user", + "content": "yes plz send me details" + }, + { + "role": "assistant", + "content": "I’ll send you an email with the various plans and coverage options shortly." + } + ], + [ + { + "role": "user", + "content": "i’m going to australia! help with itinerary?" + }, + { + "role": "assistant", + "content": "Fantastic! Are there specific cities in Australia you’re looking to explore?" + }, + { + "role": "user", + "content": "sydney and melbourne" + }, + { + "role": "assistant", + "content": "Great! I recommend spending a few days in each city. Would you like activity suggestions?" + } + ], + [ + { + "role": "user", + "content": "i heard hong kong is great for food" + }, + { + "role": "assistant", + "content": "Absolutely, it's a food lover's paradise! What type of cuisine do you prefer?" + }, + { + "role": "user", + "content": "street food" + }, + { + "role": "assistant", + "content": "You should definitely try dim sum and egg waffles from local street vendors!" + } + ], + [ + { + "role": "user", + "content": "any tips for solo traveling?" + }, + { + "role": "assistant", + "content": "Sure! Stay aware of your surroundings and research safe accommodations in advance." + }, + { + "role": "user", + "content": "what to do at night alone?" + }, + { + "role": "assistant", + "content": "Consider joining guided night tours or exploring popular night markets." + } + ], + [ + { + "role": "user", + "content": "im flying internationally for the first time. any advice?" + }, + { + "role": "assistant", + "content": "Make sure to check your passport's expiration date and understand baggage policies." + }, + { + "role": "user", + "content": "how early should i arrive at the airport?" + }, + { + "role": "assistant", + "content": "For international flights, it's best to arrive at least three hours early." + } + ], + [ + { + "role": "user", + "content": "im planning a trip to italy, help!" + }, + { + "role": "assistant", + "content": "I'd love to help! Which cities are you interested in visiting?" + }, + { + "role": "user", + "content": "rome, florence, and venice" + }, + { + "role": "assistant", + "content": "Awesome! Each city has its unique charm. How long do you plan to stay?" + } + ], + [ + { + "role": "user", + "content": "what should i pack for beach vacation?" + }, + { + "role": "assistant", + "content": "Essentials include swimsuits, sunscreen, sunglasses, and light clothing." + }, + { + "role": "user", + "content": "do i need to pack anything special?" + }, + { + "role": "assistant", + "content": "A beach cover-up and a good book are always nice to have for relaxing!" + } + ], + [ + { + "role": "user", + "content": "can i get a refund for my canceled flight?" + }, + { + "role": "assistant", + "content": "Yes, you can request a refund if you canceled within the allowed time frame." + }, + { + "role": "user", + "content": "how do i request it?" + }, + { + "role": "assistant", + "content": "You can do it online through our website or by contacting customer service directly." + } + ], + [ + { + "role": "user", + "content": "what's the best way to get around london?" + }, + { + "role": "assistant", + "content": "The Tube is an excellent option for getting around quickly. You can also consider buses and walking!" + }, + { + "role": "user", + "content": "do i need an oyster card?" + }, + { + "role": "assistant", + "content": "Yes, an Oyster card will save you money on fares, making it more convenient!" + } + ], + [ + { + "role": "user", + "content": "help! i lost my passport while traveling" + }, + { + "role": "assistant", + "content": "I'm sorry to hear that! Please contact your country’s embassy or consulate immediately." + }, + { + "role": "user", + "content": "what if im in a foreign country?" + }, + { + "role": "assistant", + "content": "They can guide you on how to replace your passport and assist you further." + } + ], + [ + { + "role": "user", + "content": "looking for family-friendly activities in orlando" + }, + { + "role": "assistant", + "content": "There are lots of attractions! Disney World and Universal Studios are top picks." + }, + { + "role": "user", + "content": "what else?" + }, + { + "role": "assistant", + "content": "You might also enjoy Gatorland or the Orlando Science Center with kids!" + } + ], + [ + { + "role": "user", + "content": "need advice for traveling with kids" + }, + { + "role": "assistant", + "content": "Sure! Pack snacks and entertainments like tablets or books for the journey." + }, + { + "role": "user", + "content": "any destinations you recommend?" + }, + { + "role": "assistant", + "content": "Family-friendly destinations include Disneyland and beach resorts!" + } + ], + [ + { + "role": "user", + "content": "can you help me find a rental car?" + }, + { + "role": "assistant", + "content": "Absolutely! What city will you need it for?" + }, + { + "role": "user", + "content": "los angeles" + }, + { + "role": "assistant", + "content": "Great! What dates are you looking to rent the car?" + } + ], + [ + { + "role": "user", + "content": "do you have group travel packages?" + }, + { + "role": "assistant", + "content": "Yes, we offer various group travel packages! How many people are in your group?" + }, + { + "role": "user", + "content": "there are 10 of us" + }, + { + "role": "assistant", + "content": "Excellent! I can help you find deals based on your selected destination." + } + ], + [ + { + "role": "user", + "content": "where can i find last-minute deals on flights?" + }, + { + "role": "assistant", + "content": "Look on fare aggregator websites or travel deal sites for great last-minute offers!" + }, + { + "role": "user", + "content": "i don’t want to spend too much tho" + }, + { + "role": "assistant", + "content": "Set fare alerts to get notified of price drops on your desired routes!" + } + ], + [ + { + "role": "user", + "content": "how far is it from berlin to prague?" + }, + { + "role": "assistant", + "content": "It's about 350 kilometers, which is roughly a 4-5 hour drive or train ride." + }, + { + "role": "user", + "content": "is it easy to get there?" + }, + { + "role": "assistant", + "content": "Yes, trains run regularly between the two cities, making it convenient to travel." + } + ], + [ + { + "role": "user", + "content": "im interested in a food tour in italy" + }, + { + "role": "assistant", + "content": "That's a great idea! Where in Italy are you planning to take the tour?" + }, + { + "role": "user", + "content": "florence" + }, + { + "role": "assistant", + "content": "Florence has some fantastic food tours focused on local Tuscan cuisine! " + } + ], + [ + { + "role": "user", + "content": "can you tell me about the best beaches in greece?" + }, + { + "role": "assistant", + "content": "Santorini and Mykonos have stunning beaches, along with beautiful scenery!" + }, + { + "role": "user", + "content": "what about lesser-known options?" + }, + { + "role": "assistant", + "content": "Check out Elafonissi Beach on Crete and Navagio Beach on Zakynthos!" + } + ], + [ + { + "role": "user", + "content": "what's the first step in planning a trip?" + }, + { + "role": "assistant", + "content": "Start by choosing a destination and determining your travel budget." + }, + { + "role": "user", + "content": "once i have that, what next?" + }, + { + "role": "assistant", + "content": "Look into flights and accommodations, then create a rough itinerary!" + } + ], + [ + { + "role": "user", + "content": "are there any travel restrictions in france?" + }, + { + "role": "assistant", + "content": "As of now, there are minimal restrictions, but I recommend checking local guidelines before traveling." + }, + { + "role": "user", + "content": "do i need a visa?" + }, + { + "role": "assistant", + "content": "It depends on your nationality, so check the visa requirements specific to your country." + } + ], + [ + { + "role": "user", + "content": "i need ideas for a romantic getaway!" + }, + { + "role": "assistant", + "content": "How about a cozy cabin in the mountains or a beach resort?" + }, + { + "role": "user", + "content": "that sounds nice. any specific locations?" + }, + { + "role": "assistant", + "content": "Consider locations like Aspen, Colorado, or the Maldives for stunning romantic settings!" + } + ], + [ + { + "role": "user", + "content": "can i book a flight and hotel together?" + }, + { + "role": "assistant", + "content": "Yes! We offer package deals that bundle flights and accommodations for savings." + }, + { + "role": "user", + "content": "how do i find those?" + }, + { + "role": "assistant", + "content": "You can search for package deals on our main website under the \"Deals\" section." + } + ], + [ + { + "role": "user", + "content": "tips for traveling on a budget?" + }, + { + "role": "assistant", + "content": "Look for off-peak travel times, use public transportation, and book flights in advance to save!" + }, + { + "role": "user", + "content": "and food?" + }, + { + "role": "assistant", + "content": "Try local street food and markets for delicious, budget-friendly dining options!" + } + ], + [ + { + "role": "user", + "content": "is it safe to travel to mexico right now?" + }, + { + "role": "assistant", + "content": "Safety depends on the region. Popular tourist areas like Cancun are generally safe but check advisories." + }, + { + "role": "user", + "content": "what’s the best area to stay?" + }, + { + "role": "assistant", + "content": "Cancun and Playa del Carmen are good choices with plenty to see and do!" + } + ], + [ + { + "role": "user", + "content": "i want to visit india, any recommendations?" + }, + { + "role": "assistant", + "content": "India has so much to offer! Don't miss the Taj Mahal and cities like Jaipur and Varanasi." + }, + { + "role": "user", + "content": "how long should i stay?" + }, + { + "role": "assistant", + "content": "At least two weeks is recommended to see key attractions comfortably." + } + ], + [ + { + "role": "user", + "content": "can you book me a train ticket to seattle?" + }, + { + "role": "assistant", + "content": "Sure! What date are you looking to travel?" + }, + { + "role": "user", + "content": "next week" + }, + { + "role": "assistant", + "content": "Would you prefer a morning or evening train departure?" + } + ], + [ + { + "role": "user", + "content": "looking for fun activities in san francisco" + }, + { + "role": "assistant", + "content": "You could visit the Golden Gate Bridge and Alcatraz Island. What else interests you?" + }, + { + "role": "user", + "content": "maybe museums?" + }, + { + "role": "assistant", + "content": "The Exploratorium and San Francisco Museum of Modern Art are excellent choices!" + } + ], + [ + { + "role": "user", + "content": "i want to go skiing this winter, but no idea where" + }, + { + "role": "assistant", + "content": "Some fantastic ski destinations include Aspen, Vail, and Lake Tahoe in the U.S.!" + }, + { + "role": "user", + "content": "what about overseas?" + }, + { + "role": "assistant", + "content": "You could check out the Alps in Switzerland or ski resorts in Japan for an amazing experience!" + } + ], + [ + { + "role": "user", + "content": "help! my flight got canceled" + }, + { + "role": "assistant", + "content": "I'm sorry to hear that. Please contact the airline for rebooking options." + }, + { + "role": "user", + "content": "do i get a refund?" + }, + { + "role": "assistant", + "content": "It depends on the airline’s policies, but most offer refunds or travel credits." + } + ], + [ + { + "role": "user", + "content": "what's the most popular tourist attraction in new york?" + }, + { + "role": "assistant", + "content": "Times Square is definitely one of the most visited spots in New York City!" + }, + { + "role": "user", + "content": "what else should i see?" + }, + { + "role": "assistant", + "content": "Don’t miss Central Park and the Statue of Liberty as well!" + } + ], + [ + { + "role": "user", + "content": "do u have family vacation packages?" + }, + { + "role": "assistant", + "content": "Yes, we offer family vacation packages that include activities for all ages!" + }, + { + "role": "user", + "content": "can you send me options?" + }, + { + "role": "assistant", + "content": "I can help you with that! Would you like beach vacations or theme park packages?" + } + ], + [ + { + "role": "user", + "content": "what’s the easiest way to book a hotel?" + }, + { + "role": "assistant", + "content": "You can book hotels directly on our website or through travel booking apps." + }, + { + "role": "user", + "content": "any tips for finding the best deals?" + }, + { + "role": "assistant", + "content": "Always compare prices and check for discounts or loyalty rewards to get the best rates!" + } + ], + [ + { + "role": "user", + "content": "where are the best hiking trails in the us?" + }, + { + "role": "assistant", + "content": "Some prime hiking locations include Yosemite National Park and the Grand Canyon!" + }, + { + "role": "user", + "content": "are they hard?" + }, + { + "role": "assistant", + "content": "Both parks have trails that cater to different fitness levels, so you’ll find options for all!" + } + ], + [ + { + "role": "user", + "content": "im planning a trip to greece, any key advice?" + }, + { + "role": "assistant", + "content": "Make sure to visit both the islands and mainland for a well-rounded experience!" + }, + { + "role": "user", + "content": "which island is best?" + }, + { + "role": "assistant", + "content": "Santorini is famous for its sunsets, but Crete has wonderful beaches too!" + } + ], + [ + { + "role": "user", + "content": "any recommendations for a girls trip?" + }, + { + "role": "assistant", + "content": "A fun girls trip could be a weekend in Miami or a spa getaway in Las Vegas!" + }, + { + "role": "user", + "content": "both sound fun! any other ideas?" + }, + { + "role": "assistant", + "content": "Consider a wine tour in Napa Valley or beach time in Tulum as well!" + } + ], + [ + { + "role": "user", + "content": "where can i find travel deals?" + }, + { + "role": "assistant", + "content": "Websites like ours often have sales and last-minute offers, so keep an eye out!" + }, + { + "role": "user", + "content": "do you send out newsletters?" + }, + { + "role": "assistant", + "content": "Yes, subscribing to our newsletter allows you to receive exclusive deals and updates." + } + ], + [ + { + "role": "user", + "content": "help me find a travel guide for japan." + }, + { + "role": "assistant", + "content": "You can find travel guides at bookstores or online retailers. Need suggestions on specific cities?" + }, + { + "role": "user", + "content": "yes! tokyo and kyoto" + }, + { + "role": "assistant", + "content": "Look for guides focusing on Japanese culture, food, and landmarks in those cities!" + } + ], + [ + { + "role": "user", + "content": "what should i know before traveling to thailand?" + }, + { + "role": "assistant", + "content": "Be aware of local customs and etiquette, and avoid public displays of affection." + }, + { + "role": "user", + "content": "is the food safe to eat?" + }, + { + "role": "assistant", + "content": "Street food is popular but ensure it’s freshly made, and drink bottled water to stay safe!" + } + ], + [ + { + "role": "user", + "content": "any tips for jet lag?" + }, + { + "role": "assistant", + "content": "Try to adjust your sleeping schedule before traveling, and stay hydrated during the flight." + }, + { + "role": "user", + "content": "what about upon arrival?" + }, + { + "role": "assistant", + "content": "Spend time outdoors and get plenty of sunlight to help reset your internal clock!" + } + ], + [ + { + "role": "user", + "content": "i want to visit russia. any travel tips?" + }, + { + "role": "assistant", + "content": "Make sure you have a valid visa before you arrive and learn a few basic Russian phrases." + }, + { + "role": "user", + "content": "is it easy to get around?" + }, + { + "role": "assistant", + "content": "Larger cities like Moscow have extensive public transportation systems, making it convenient!" + } + ], + [ + { + "role": "user", + "content": "looking for adventure travel ideas" + }, + { + "role": "assistant", + "content": "You could try zip-lining in Costa Rica, hiking in Patagonia, or going on a safari in Africa!" + }, + { + "role": "user", + "content": "any suggestions for specific places?" + }, + { + "role": "assistant", + "content": "Banff National Park in Canada and Queenstown in New Zealand are fantastic for adventure!" + } + ] +] \ No newline at end of file diff --git a/assets/conversations-b.json b/assets/conversations-b.json new file mode 100644 index 0000000..ba196ba --- /dev/null +++ b/assets/conversations-b.json @@ -0,0 +1,1872 @@ +[ + [ + { + "role": "user", + "content": "I need to book a flight to Paris." + }, + { + "role": "assistant", + "content": "I can help with that. What dates are you planning to travel?" + }, + { + "role": "user", + "content": "I want to leave on December 10th." + }, + { + "role": "assistant", + "content": "Great! And when would you like to return?" + }, + { + "role": "user", + "content": "December 20th." + }, + { + "role": "assistant", + "content": "Okay, let me find the best options for you. Can I have your email address to send the details?" + }, + { + "role": "user", + "content": "actually i changed my mind. i'll do it later. bye." + }, + { + "role": "assistant", + "content": "No worries! Feel free to reach out whenever you're ready. Goodbye." + } + ], + [ + { + "role": "user", + "content": "hey can u help me with hotel bookings?" + }, + { + "role": "assistant", + "content": "Absolutely! Which city are you looking to book a hotel in?" + }, + { + "role": "user", + "content": "vegas baby" + }, + { + "role": "assistant", + "content": "Perfect! Do you have specific dates in mind for your trip?" + }, + { + "role": "user", + "content": "end of november" + }, + { + "role": "assistant", + "content": "I'll find some great options for you. Can you provide your email to send the list?" + }, + { + "role": "user", + "content": "nah i'll just call back thx bye" + }, + { + "role": "assistant", + "content": "Sure thing! Have a great day. Goodbye!" + } + ], + [ + { + "role": "user", + "content": "can i get a refund on my ticket?" + }, + { + "role": "assistant", + "content": "I can assist with that. May I have your booking reference number?" + }, + { + "role": "user", + "content": "oh i lost it" + }, + { + "role": "assistant", + "content": "No problem, we can look it up using your email. Could you please share that with me?" + }, + { + "role": "user", + "content": "forget it, too much hassle" + }, + { + "role": "assistant", + "content": "I understand. Let me know if there's anything else I can do for you." + } + ], + [ + { + "role": "user", + "content": "Do you have vegetarian meal options during flights?" + }, + { + "role": "assistant", + "content": "Yes, most airlines offer vegetarian meals. You can select meal preferences during booking or by updating your details on the airline's website." + }, + { + "role": "user", + "content": "thanks im booking tomorrow" + }, + { + "role": "assistant", + "content": "You're welcome! Let me know if you need any other assistance." + } + ], + [ + { + "role": "user", + "content": "What should I do if I lost my boarding pass?" + }, + { + "role": "assistant", + "content": "You can usually reprint your boarding pass at a self-service kiosk at the airport or ask for assistance at the airline's counter." + }, + { + "role": "user", + "content": "good to know, thx" + }, + { + "role": "assistant", + "content": "You're welcome! Safe travels!" + } + ], + [ + { + "role": "user", + "content": "How do I know if my flight is delayed?" + }, + { + "role": "assistant", + "content": "You can check your flight status on the airline's website or app using your flight number." + }, + { + "role": "user", + "content": "dont have an app" + }, + { + "role": "assistant", + "content": "No worries, you can also check with customer service at the airport." + } + ], + [ + { + "role": "user", + "content": "Can I change my travel dates?" + }, + { + "role": "assistant", + "content": "Yes, most bookings allow for date changes. Please provide your booking reference so I can check the specifics." + }, + { + "role": "user", + "content": "Im just asking for now" + }, + { + "role": "assistant", + "content": "No problem! Feel free to contact us if you decide to proceed." + } + ], + [ + { + "role": "user", + "content": "hey do u guys offer travel insurance?" + }, + { + "role": "assistant", + "content": "Yes, we do offer travel insurance options. You can add it during the booking process or contact our support to learn more." + }, + { + "role": "user", + "content": "can i add it to an existing booking?" + }, + { + "role": "assistant", + "content": "Absolutely, please provide your booking details and we can guide you through the process." + }, + { + "role": "user", + "content": "thanks, ill think about it" + }, + { + "role": "assistant", + "content": "Of course, feel free to reach out if you have any questions. " + } + ], + [ + { + "role": "user", + "content": "Are there any discounts for students?" + }, + { + "role": "assistant", + "content": "Some airlines do offer student discounts. It's best to check specific offers during the booking process." + }, + { + "role": "user", + "content": "alright ill check it out thanks" + }, + { + "role": "assistant", + "content": "You're welcome! Let me know if you need any assistance." + } + ], + [ + { + "role": "user", + "content": "what currency do I need in japan?" + }, + { + "role": "assistant", + "content": "In Japan, the official currency is the Japanese Yen (JPY)." + }, + { + "role": "user", + "content": "kk thx" + }, + { + "role": "assistant", + "content": "You're welcome! Enjoy your trip!" + } + ], + [ + { + "role": "user", + "content": "I want to book a cruise." + }, + { + "role": "assistant", + "content": "Excellent choice! Do you have a specific destination or travel dates in mind?" + }, + { + "role": "user", + "content": "Caribbean sometime in March" + }, + { + "role": "assistant", + "content": "Great, I can find options for that. Can I have your email to send the details?" + }, + { + "role": "user", + "content": "no thanks i'll browse myself" + }, + { + "role": "assistant", + "content": "No problem! Feel free to contact us if you need any help." + } + ], + [ + { + "role": "user", + "content": "is it safe to travel to brazil right now" + }, + { + "role": "assistant", + "content": "It's always good to check travel advisories from official government sources for the latest information." + }, + { + "role": "user", + "content": "sure thing thx" + }, + { + "role": "assistant", + "content": "You're welcome! Safe travels!" + } + ], + [ + { + "role": "user", + "content": "can you help with finding a rental car?" + }, + { + "role": "assistant", + "content": "Of course! Which city and what dates do you need the rental car for?" + }, + { + "role": "user", + "content": "LA november 10-15" + }, + { + "role": "assistant", + "content": "Perfect! I'll find the best options for you. May I have your email to send the details?" + }, + { + "role": "user", + "content": "ill get back to you on that" + }, + { + "role": "assistant", + "content": "Sure thing! Let us know when you're ready." + } + ], + [ + { + "role": "user", + "content": "How can I find pet-friendly hotels?" + }, + { + "role": "assistant", + "content": "You can use our filters while searching to select pet-friendly accommodations." + }, + { + "role": "user", + "content": "ok cool thx" + }, + { + "role": "assistant", + "content": "You're welcome! Let me know if you need more information." + } + ], + [ + { + "role": "user", + "content": "can you get me a list of recommended places to visit in rome" + }, + { + "role": "assistant", + "content": "Certainly! I can email a curated list of recommended places. Can I have your email address?" + }, + { + "role": "user", + "content": "sure it's mike123@gmail.com" + }, + { + "role": "assistant", + "content": "Thank you! I'll send you the list shortly. Let us know if you need further assistance." + } + ], + [ + { + "role": "user", + "content": "how do i get from jfk to downtown nYC" + }, + { + "role": "assistant", + "content": "You have several options including taxis, shuttle buses, or the AirTrain which connects to the city’s subway system." + }, + { + "role": "user", + "content": "whats the cheapest?" + }, + { + "role": "assistant", + "content": "The AirTrain and subway route is generally the most economical." + } + ], + [ + { + "role": "user", + "content": "do u guys have any travel bundles?" + }, + { + "role": "assistant", + "content": "Yes, we offer various travel bundles that combine flights and hotels. It's a great way to save!" + }, + { + "role": "user", + "content": "nice ill check it out" + }, + { + "role": "assistant", + "content": "Fantastic! Let us know if you need any help." + } + ], + [ + { + "role": "user", + "content": "Can I transfer my flight credit to someone else?" + }, + { + "role": "assistant", + "content": "It depends on the airline's policy; generally, flight credits are non-transferable." + }, + { + "role": "user", + "content": "thats a bummer" + }, + { + "role": "assistant", + "content": "I understand. You might want to check directly with the airline for any special considerations." + } + ], + [ + { + "role": "user", + "content": "hey is there wi-fi on flights?" + }, + { + "role": "assistant", + "content": "Many airlines offer in-flight Wi-Fi, but availability can vary depending on the airline and the route." + }, + { + "role": "user", + "content": "cool thanks" + }, + { + "role": "assistant", + "content": "You're welcome! Enjoy your trip." + } + ], + [ + { + "role": "user", + "content": "Do you have a rewards program?" + }, + { + "role": "assistant", + "content": "Yes! Our rewards program offers points you can redeem on future bookings." + }, + { + "role": "user", + "content": "awesome how do i sign up?" + }, + { + "role": "assistant", + "content": "You can sign up via our website or give us a call, and we'll guide you through the process." + } + ], + [ + { + "role": "user", + "content": "i forgot my password. help!" + }, + { + "role": "assistant", + "content": "No worries! You can use the \"Forgot Password\" link on our website to reset it." + }, + { + "role": "user", + "content": "ok ill try it thx" + }, + { + "role": "assistant", + "content": "You're welcome! Let me know if you run into any issues." + } + ], + [ + { + "role": "user", + "content": "can i book group tickets for a tour" + }, + { + "role": "assistant", + "content": "Yes, we offer group booking options. How many people are in your group?" + }, + { + "role": "user", + "content": "12" + }, + { + "role": "assistant", + "content": "Great! I'll check availability. Can you provide an email to send the group rates?" + }, + { + "role": "user", + "content": "later. thx." + }, + { + "role": "assistant", + "content": "You're welcome! Feel free to reach out when you're ready." + } + ], + [ + { + "role": "user", + "content": "do u have any partner airlines?" + }, + { + "role": "assistant", + "content": "Yes, we partner with a wide range of airlines for various destinations worldwide." + }, + { + "role": "user", + "content": "ok good to know" + }, + { + "role": "assistant", + "content": "Anytime! Let us know if you need help booking a flight." + } + ], + [ + { + "role": "user", + "content": "whats the baggage allowance for my flight" + }, + { + "role": "assistant", + "content": "Baggage allowance varies by airline and booking class. You can check the specifics on your e-ticket or the airline's website." + }, + { + "role": "user", + "content": "cool thnx" + }, + { + "role": "assistant", + "content": "You're welcome! Safe travels!" + } + ], + [ + { + "role": "user", + "content": "Hi, can I change my destination?" + }, + { + "role": "assistant", + "content": "Yes, you can change your destination but it may incur additional fees. Could you provide your booking reference?" + }, + { + "role": "user", + "content": "oh no fees? i'll pass" + }, + { + "role": "assistant", + "content": "Understood. Let us know if there's anything else we can do for you!" + } + ], + [ + { + "role": "user", + "content": "where can i find information on local attractions" + }, + { + "role": "assistant", + "content": "You can find information on popular attractions and tour packages on our website's \"Explore\" section." + }, + { + "role": "user", + "content": "thanks i'll check that " + }, + { + "role": "assistant", + "content": "You're welcome! Let us know if you need any assistance." + } + ], + [ + { + "role": "user", + "content": "Can you help me plan a road trip?" + }, + { + "role": "assistant", + "content": "Absolutely! We can help with routes, accommodations, and attractions. What areas are you considering?" + }, + { + "role": "user", + "content": "california coast" + }, + { + "role": "assistant", + "content": "Excellent choice! I'll get some suggestions ready. Can I have your email to send the details?" + }, + { + "role": "user", + "content": "i'll think about it first, thanks" + }, + { + "role": "assistant", + "content": "Of course! Feel free to reach out when you're ready." + } + ], + [ + { + "role": "user", + "content": "how do i cancel my hotel reservation" + }, + { + "role": "assistant", + "content": "To cancel your reservation, you can use the link provided in your confirmation email or contact our support team." + }, + { + "role": "user", + "content": "thx will do" + }, + { + "role": "assistant", + "content": "You're welcome! Let us know if you need further assistance." + } + ], + [ + { + "role": "user", + "content": "What documents do I need for international travel?" + }, + { + "role": "assistant", + "content": "Generally, you will need a valid passport and a visa, depending on your destination." + }, + { + "role": "user", + "content": "is that it?" + }, + { + "role": "assistant", + "content": "In some cases, additional documents or vaccinations may be required, so it's best to check with your destination’s embassy." + } + ], + [ + { + "role": "user", + "content": "Can I bring my guitar on the plane?" + }, + { + "role": "assistant", + "content": "Most airlines allow musical instruments as part of your carry-on allowance, but it's best to check with your specific airline." + }, + { + "role": "user", + "content": "cool cool thx" + }, + { + "role": "assistant", + "content": "You're welcome! Enjoy your trip!" + } + ], + [ + { + "role": "user", + "content": "hey whats the best time to visit hawaii" + }, + { + "role": "assistant", + "content": "The best times to visit Hawaii are generally during the months of April, May, September, and October." + }, + { + "role": "user", + "content": "nice good to know" + }, + { + "role": "assistant", + "content": "Glad I could help! Let us know if you need assistance planning your trip." + } + ], + [ + { + "role": "user", + "content": "do you have an app?" + }, + { + "role": "assistant", + "content": "Yes, we offer an app for easy booking and travel management. It's available on both iOS and Android." + }, + { + "role": "user", + "content": "cool i'll download it" + }, + { + "role": "assistant", + "content": "Awesome! Let us know if you have any questions about using it." + } + ], + [ + { + "role": "user", + "content": "Can you upgrade my seat to business class?" + }, + { + "role": "assistant", + "content": "Upgrades depend on availability and may include an additional cost. Do you have your booking reference handy?" + }, + { + "role": "user", + "content": "ill look into it later" + }, + { + "role": "assistant", + "content": "No problem! Reach out when you're ready to proceed." + } + ], + [ + { + "role": "user", + "content": "Is there any flight to london this saturday?" + }, + { + "role": "assistant", + "content": "Let me check for you. Can you provide your preferred departure city?" + }, + { + "role": "user", + "content": "new york" + }, + { + "role": "assistant", + "content": "Yes, there are several flights from New York to London this Saturday. You can book online or call us for assistance." + } + ], + [ + { + "role": "user", + "content": "is there a train from paris to amsterdam?" + }, + { + "role": "assistant", + "content": "Yes, the Thalys train travels from Paris to Amsterdam, and it's a popular and convenient option." + }, + { + "role": "user", + "content": "thanks a lot" + }, + { + "role": "assistant", + "content": "You're welcome! Have a great journey!" + } + ], + [ + { + "role": "user", + "content": "what do u recommend for food in italy" + }, + { + "role": "assistant", + "content": "Italy is famous for its pasta, pizza, and gelato. Try local specialties such as risotto in Milan or fresh seafood in coastal towns." + }, + { + "role": "user", + "content": "sounds amazing, thx" + }, + { + "role": "assistant", + "content": "It sure is! Enjoy your culinary adventure!" + } + ], + [ + { + "role": "user", + "content": "How do I check into my flight online?" + }, + { + "role": "assistant", + "content": "You can check in online via the airline's website or app using your booking reference 24-48 hours before the flight." + }, + { + "role": "user", + "content": "alright thanks" + }, + { + "role": "assistant", + "content": "You're welcome! Let me know if you need help with anything else." + } + ], + [ + { + "role": "user", + "content": "I've missed my flight what now" + }, + { + "role": "assistant", + "content": "I'm sorry to hear that. You should head to the airline's customer service desk at the airport for assistance in rebooking." + }, + { + "role": "user", + "content": "ok thanks for the advice" + }, + { + "role": "assistant", + "content": "You're welcome. I hope everything works out smoothly." + } + ], + [ + { + "role": "user", + "content": "Are there any COVID-19 restrictions for flying?" + }, + { + "role": "assistant", + "content": "Restrictions vary by country and airline, so it's best to check official guidelines and your airline's website closer to your travel date." + }, + { + "role": "user", + "content": "got it thx" + }, + { + "role": "assistant", + "content": "You're welcome! Stay safe and have a good trip." + } + ], + [ + { + "role": "user", + "content": "do u accept bitcoin payments?" + }, + { + "role": "assistant", + "content": "At this time, we do not accept Bitcoin. We accept major credit cards and other services like PayPal." + }, + { + "role": "user", + "content": "alright just wondering" + }, + { + "role": "assistant", + "content": "No problem! Let us know if you have any other questions." + } + ], + [ + { + "role": "user", + "content": "How can I avoid jet lag?" + }, + { + "role": "assistant", + "content": "Some tips include staying hydrated, adjusting your sleep schedule a few days before you travel, and getting plenty of sunlight during the day." + }, + { + "role": "user", + "content": "cool thx" + }, + { + "role": "assistant", + "content": "You're welcome! Hope you have a comfortable journey." + } + ], + [ + { + "role": "user", + "content": "are pets allowed on flights?" + }, + { + "role": "assistant", + "content": "Many airlines allow pets, either as carry-on or checked baggage, but policies can vary. Check with your airline for specific rules." + }, + { + "role": "user", + "content": "great i'll do that" + }, + { + "role": "assistant", + "content": "Perfect! Let us know if you need further assistance." + } + ], + [ + { + "role": "user", + "content": "best mode of transport within tokyo?" + }, + { + "role": "assistant", + "content": "Tokyo's subway and train systems are efficient and cover most areas. They are often the best way to get around." + }, + { + "role": "user", + "content": "thanks, will do that" + }, + { + "role": "assistant", + "content": "You're welcome! Enjoy your time in Tokyo!" + } + ], + [ + { + "role": "user", + "content": "Can I get a hotel with free breakfast?" + }, + { + "role": "assistant", + "content": "Yes, many hotels offer free breakfast. You can use our filter options to narrow your search." + }, + { + "role": "user", + "content": "sweet thx" + }, + { + "role": "assistant", + "content": "You're welcome! Let us know if you need any help." + } + ], + [ + { + "role": "user", + "content": "What happens if I need to cancel my flight?" + }, + { + "role": "assistant", + "content": "You can cancel your flight via our website or contact our customer service. Fees may apply depending on the fare rules." + }, + { + "role": "user", + "content": "got it ill look into it" + }, + { + "role": "assistant", + "content": "Alright. Let us know if you need any assistance." + } + ], + [ + { + "role": "user", + "content": "do you have options for eco-friendly travel?" + }, + { + "role": "assistant", + "content": "Yes, we can help you find eco-friendly hotels and transportation options. Would you like more information?" + }, + { + "role": "user", + "content": "nah just curious" + }, + { + "role": "assistant", + "content": "No worries! Let us know if you have any other questions." + } + ], + [ + { + "role": "user", + "content": "how long is the flight from la to tokyo" + }, + { + "role": "assistant", + "content": "The flight from Los Angeles to Tokyo typically takes around 11 to 12 hours." + }, + { + "role": "user", + "content": "thanks for the info" + }, + { + "role": "assistant", + "content": "You're welcome! Let me know if you need any more details." + } + ], + [ + { + "role": "user", + "content": "can i buy a ticket for someone else" + }, + { + "role": "assistant", + "content": "Yes, you can purchase a ticket for someone else. Just ensure you have their full name as it appears on their ID." + }, + { + "role": "user", + "content": "got it thx" + }, + { + "role": "assistant", + "content": "You're welcome! Let us know if you need any further assistance." + } + ], + [ + { + "role": "user", + "content": "are there any airport lounges I can access?" + }, + { + "role": "assistant", + "content": "Many airports offer lounges that you can access with lounge memberships, premium tickets, or for a fee." + }, + { + "role": "user", + "content": "cool thx" + }, + { + "role": "assistant", + "content": "You're welcome! Enjoy your travels." + } + ], + [ + { + "role": "user", + "content": "do you provide travel itinerary suggestions?" + }, + { + "role": "assistant", + "content": "Yes, we can offer itinerary suggestions based on your interests and destinations. Would you like more information?" + }, + { + "role": "user", + "content": "i'll think about it" + }, + { + "role": "assistant", + "content": "That's fine! Feel free to reach out when you're ready." + } + ], + [ + { + "role": "user", + "content": "I lost my luggage what do I do" + }, + { + "role": "assistant", + "content": "Report the lost luggage at your airline's service counter at the airport. Provide them with your contact information and baggage receipt." + }, + { + "role": "user", + "content": "ok i'll do that" + }, + { + "role": "assistant", + "content": "I hope it gets resolved quickly. Safe travels!" + } + ], + [ + { + "role": "user", + "content": "do you have cheap last-minute flights?" + }, + { + "role": "assistant", + "content": "Yes, we often have great deals on last-minute flights. You can check our website for the latest offers." + }, + { + "role": "user", + "content": "alright thx" + }, + { + "role": "assistant", + "content": "You're welcome! Let us know if you need any help." + } + ], + [ + { + "role": "user", + "content": "can I rent a bike in amsterdam?" + }, + { + "role": "assistant", + "content": "Yes, Amsterdam is very bike-friendly, and there are many places where you can rent bikes throughout the city." + }, + { + "role": "user", + "content": "cool cant wait" + }, + { + "role": "assistant", + "content": "Enjoy your bike ride and have a great time in Amsterdam!" + } + ], + [ + { + "role": "user", + "content": "Is my passport enough for travel to EU countries?" + }, + { + "role": "assistant", + "content": "Generally, if you are from a visa-exempt country, a valid passport should suffice, but it's important to check specific entry requirements." + }, + { + "role": "user", + "content": "will do thx" + }, + { + "role": "assistant", + "content": "You're welcome! Safe travels!" + } + ], + [ + { + "role": "user", + "content": "What's the cheapest way to call home from another country?" + }, + { + "role": "assistant", + "content": "Using an internet-based service like Skype, WhatsApp, or a local SIM with data is usually more affordable than traditional calls." + }, + { + "role": "user", + "content": "definitely trying that" + }, + { + "role": "assistant", + "content": "Great choice! Have a wonderful trip." + } + ], + [ + { + "role": "user", + "content": "how do i redeem my travel points" + }, + { + "role": "assistant", + "content": "You can redeem your travel points through your online account or by contacting our support team for assistance." + }, + { + "role": "user", + "content": "k thanks" + }, + { + "role": "assistant", + "content": "You're welcome! Let us know if you need any help." + } + ], + [ + { + "role": "user", + "content": "Is travel insurance necessary?" + }, + { + "role": "assistant", + "content": "While not mandatory, travel insurance is highly recommended as it provides coverage for unexpected events such as cancellations or medical emergencies." + }, + { + "role": "user", + "content": "makes sense" + }, + { + "role": "assistant", + "content": "Glad I could help. Safe travels!" + } + ], + [ + { + "role": "user", + "content": "Can I pay in installments for my booking?" + }, + { + "role": "assistant", + "content": "Some of our partners offer installment payment options. Check the payment page during booking for available options." + }, + { + "role": "user", + "content": "thanks i'll check" + }, + { + "role": "assistant", + "content": "You're welcome! Let us know if you have any questions." + } + ], + [ + { + "role": "user", + "content": "how do I know if I need a visa?" + }, + { + "role": "assistant", + "content": "Visa requirements depend on your nationality and destination. You can check official government websites for specific information." + }, + { + "role": "user", + "content": "sounds good thanks" + }, + { + "role": "assistant", + "content": "Anytime! Let us know if you have more questions." + } + ], + [ + { + "role": "user", + "content": "any travel hacks for traveling with kids?" + }, + { + "role": "assistant", + "content": "Bringing snacks, entertainment, and booking flights during their nap times are great ways to make travel with children easier." + }, + { + "role": "user", + "content": "thanks for the tips" + }, + { + "role": "assistant", + "content": "You're welcome! Have a fun and smooth trip with your kids." + } + ], + [ + { + "role": "user", + "content": "can I take my drone on the plane?" + }, + { + "role": "assistant", + "content": "Most airlines allow drones in carry-on luggage, but regulations can vary, so it’s best to check with your airline." + }, + { + "role": "user", + "content": "gotcha thx" + }, + { + "role": "assistant", + "content": "You're welcome! Safe travels!" + } + ], + [ + { + "role": "user", + "content": "Do ya'll have any city passes?" + }, + { + "role": "assistant", + "content": "Yes, we offer city passes that include attractions and transport discounts for various destinations." + }, + { + "role": "user", + "content": "neat ill check those out" + }, + { + "role": "assistant", + "content": "Perfect! Let us know if you need help choosing one." + } + ], + [ + { + "role": "user", + "content": "what sizes of luggage are allowed on the plane?" + }, + { + "role": "assistant", + "content": "Carry-on sizes generally range up to 22 x 14 x 9 inches, but it varies by airline. Be sure to check the airline's policy." + }, + { + "role": "user", + "content": "got it thx" + }, + { + "role": "assistant", + "content": "You're welcome! Safe travels!" + } + ], + [ + { + "role": "user", + "content": "Can I reserve a window seat?" + }, + { + "role": "assistant", + "content": "Yes, you can select your preferred seat during the booking process or by managing your booking online." + }, + { + "role": "user", + "content": "super, gonna try that" + }, + { + "role": "assistant", + "content": "Great! Let us know if you need any assistance." + } + ], + [ + { + "role": "user", + "content": "What's the best way to get foreign currency?" + }, + { + "role": "assistant", + "content": "You can exchange money at your bank before leaving, or use ATMs at your destination for convenience and better rates." + }, + { + "role": "user", + "content": "makes sense thanks" + }, + { + "role": "assistant", + "content": "You're welcome! Enjoy your trip." + } + ], + [ + { + "role": "user", + "content": "Are airport shuttles free?" + }, + { + "role": "assistant", + "content": "Some hotels offer complimentary airport shuttles, but availability and costs can vary, so it's best to check with your hotel." + }, + { + "role": "user", + "content": "i'll do that thx" + }, + { + "role": "assistant", + "content": "You're welcome! Have a great trip." + } + ], + [ + { + "role": "user", + "content": "how do I claim my points for upgrading seats?" + }, + { + "role": "assistant", + "content": "You can transfer or redeem your points for seat upgrades through your loyalty program account or by contacting the airline directly." + }, + { + "role": "user", + "content": "thank you" + }, + { + "role": "assistant", + "content": "Glad to assist! Have a terrific flight." + } + ], + [ + { + "role": "user", + "content": "do you offer buddy passes?" + }, + { + "role": "assistant", + "content": "No, buddy passes are typically provided by airline employees. However, we offer other travel discounts and deals." + }, + { + "role": "user", + "content": "alright thanks" + }, + { + "role": "assistant", + "content": "You're welcome! Let me know if there's anything else." + } + ], + [ + { + "role": "user", + "content": "how much does your service cost?" + }, + { + "role": "assistant", + "content": "Our basic services are free, but some premium features may incur additional fees. You can find pricing details on our website." + }, + { + "role": "user", + "content": "k thanks" + }, + { + "role": "assistant", + "content": "You're welcome! Let us know if you have more questions." + } + ], + [ + { + "role": "user", + "content": "Can I cancel my booking for free?" + }, + { + "role": "assistant", + "content": "Free cancellation depends on the policies set by our partners, so it's best to check your booking terms for details." + }, + { + "role": "user", + "content": "ok will do" + }, + { + "role": "assistant", + "content": "You're welcome! Feel free to ask if you need any help." + } + ], + [ + { + "role": "user", + "content": "are babysitting services available at hotels?" + }, + { + "role": "assistant", + "content": "Many family-friendly hotels offer babysitting services; however, availability varies by location, so it’s best to confirm with your hotel." + }, + { + "role": "user", + "content": "good to know thx" + }, + { + "role": "assistant", + "content": "You're welcome! Let us know if you need any assistance." + } + ], + [ + { + "role": "user", + "content": "can i buy a hotel stay as a gift?" + }, + { + "role": "assistant", + "content": "Yes, you can purchase a stay as a gift. Just book with the guest's name and make a note or contact the hotel for specific instructions." + }, + { + "role": "user", + "content": "nice thx" + }, + { + "role": "assistant", + "content": "You're welcome! Let us know if you need any further assistance." + } + ], + [ + { + "role": "user", + "content": "what's the best way to learn about local culture?" + }, + { + "role": "assistant", + "content": "Participating in tours, visiting museums, and attending cultural events are great ways to immerse yourself in the local culture." + }, + { + "role": "user", + "content": "awesome thx for the tips" + }, + { + "role": "assistant", + "content": "You're welcome! Enjoy your cultural adventures." + } + ], + [ + { + "role": "user", + "content": "do you offer adventure travel packages?" + }, + { + "role": "assistant", + "content": "Yes, we partner with various providers to offer adventure travel packages, including hiking, rafting, and more." + }, + { + "role": "user", + "content": "cool im interested" + }, + { + "role": "assistant", + "content": "Fantastic! Let us know where you'd like to go, and we'll find the perfect adventure for you." + } + ], + [ + { + "role": "user", + "content": "Is my flight info updated automatically if there's a change?" + }, + { + "role": "assistant", + "content": "Yes, you should receive automatic updates via email or notifications if there are changes to your flight." + }, + { + "role": "user", + "content": "great thx" + }, + { + "role": "assistant", + "content": "You're welcome! Let us know if you have any more questions." + } + ], + [ + { + "role": "user", + "content": "how do i get a wheelchair at the airport?" + }, + { + "role": "assistant", + "content": "You can request a wheelchair through our customer service or directly with your airline prior to your travel date." + }, + { + "role": "user", + "content": "ok thx for the info" + }, + { + "role": "assistant", + "content": "You're welcome! Have a smooth and comfortable journey." + } + ], + [ + { + "role": "user", + "content": "what's the best way to pack light?" + }, + { + "role": "assistant", + "content": "Opt for versatile clothing, roll your clothes, and use packing cubes to save space." + }, + { + "role": "user", + "content": "got it, thanks" + }, + { + "role": "assistant", + "content": "You're welcome! Happy travels!" + } + ], + [ + { + "role": "user", + "content": "can I use my phone during the flight?" + }, + { + "role": "assistant", + "content": "You can use your phone in airplane mode during the flight, and some airlines offer in-flight Wi-Fi for browsing." + }, + { + "role": "user", + "content": "awesome thank you" + }, + { + "role": "assistant", + "content": "Anytime! Have a pleasant flight." + } + ], + [ + { + "role": "user", + "content": "do you offer airport transfer services?" + }, + { + "role": "assistant", + "content": "Yes, we can help arrange airport transfer services for many destinations. Just let us know your travel details." + }, + { + "role": "user", + "content": "cool im interested" + }, + { + "role": "assistant", + "content": "Great! Provide your itinerary, and we can get it set up for you." + } + ], + [ + { + "role": "user", + "content": "how do I get tickets for local events?" + }, + { + "role": "assistant", + "content": "You can purchase tickets through our platform or check for availability directly on the event organizer's website." + }, + { + "role": "user", + "content": "alright i'll do that" + }, + { + "role": "assistant", + "content": "Excellent! Let us know if you need any help." + } + ], + [ + { + "role": "user", + "content": "what's the fastest way to get from the airport to downtown?" + }, + { + "role": "assistant", + "content": "Depending on the city, express trains or airport shuttles are typically the fastest options for getting to downtown areas." + }, + { + "role": "user", + "content": "thx for the info" + }, + { + "role": "assistant", + "content": "You're welcome! Have a pleasant trip." + } + ], + [ + { + "role": "user", + "content": "do you guys have any deals on travel gear?" + }, + { + "role": "assistant", + "content": "Yes, we partner with retailers to offer discounts on travel gear. Check our website for current promotions." + }, + { + "role": "user", + "content": "nice i'll look into it" + }, + { + "role": "assistant", + "content": "Perfect! Let us know if you need any help finding the right gear." + } + ], + [ + { + "role": "user", + "content": "Can I request special meals on flights?" + }, + { + "role": "assistant", + "content": "Yes, most airlines allow you to request special meals, such as vegetarian or gluten-free, during the booking process or by managing your reservation." + }, + { + "role": "user", + "content": "cool thanks" + }, + { + "role": "assistant", + "content": "You're welcome! Enjoy your flight." + } + ], + [ + { + "role": "user", + "content": "how do I handle travel emergencies?" + }, + { + "role": "assistant", + "content": "It's wise to have travel insurance, contact your nearest embassy for help, and keep emergency numbers handy." + }, + { + "role": "user", + "content": "makes sense, thx" + }, + { + "role": "assistant", + "content": "You're welcome! Safe travels!" + } + ], + [ + { + "role": "user", + "content": "can I earn points on every type of booking?" + }, + { + "role": "assistant", + "content": "Most bookings qualify for points, but some exclusions apply. Check our rewards program for details on earning points." + }, + { + "role": "user", + "content": "cool, will do" + }, + { + "role": "assistant", + "content": "Great! Let us know if you have any more questions." + } + ], + [ + { + "role": "user", + "content": "is it cheaper to book now or last minute?" + }, + { + "role": "assistant", + "content": "Generally, booking in advance offers better prices, while last-minute deals can be unpredictable." + }, + { + "role": "user", + "content": "alright i'll book now" + }, + { + "role": "assistant", + "content": "Good choice! Let us know if you need assistance with the booking." + } + ], + [ + { + "role": "user", + "content": "do you have customer service 24/7?" + }, + { + "role": "assistant", + "content": "Yes, our customer service is available 24/7 to assist with any inquiries you might have." + }, + { + "role": "user", + "content": "that's great, thanks" + }, + { + "role": "assistant", + "content": "You're welcome! Reach out anytime you need help." + } + ], + [ + { + "role": "user", + "content": "how do i upgrade to premium economy?" + }, + { + "role": "assistant", + "content": "Upgrades can be done via our platform or airline directly, depending on availability and fare terms." + }, + { + "role": "user", + "content": "k thanks" + }, + { + "role": "assistant", + "content": "You're welcome! Enjoy your flight." + } + ], + [ + { + "role": "user", + "content": "do you offer honeymoon packages?" + }, + { + "role": "assistant", + "content": "Yes, we have a variety of honeymoon packages tailored to different destinations and preferences." + }, + { + "role": "user", + "content": "great i'll look at them" + }, + { + "role": "assistant", + "content": "Sounds fantastic! Let us know if you need any help planning your dream honeymoon." + } + ], + [ + { + "role": "user", + "content": "is Uber or Lyft available internationally?" + }, + { + "role": "assistant", + "content": "Both services are available in various countries, but coverage varies. Check their apps for specifics in your destination." + }, + { + "role": "user", + "content": "thx i'll use them" + }, + { + "role": "assistant", + "content": "You're welcome! Safe travels!" + } + ], + [ + { + "role": "user", + "content": "how early should I arrive at the airport?" + }, + { + "role": "assistant", + "content": "For international flights, 3 hours is recommended, while for domestic flights, 1.5 to 2 hours should suffice." + }, + { + "role": "user", + "content": "understood, thanks!" + }, + { + "role": "assistant", + "content": "You're welcome! Have a smooth and pleasant journey." + } + ], + [ + { + "role": "user", + "content": "are electric car rentals available?" + }, + { + "role": "assistant", + "content": "Yes, many rental companies offer electric vehicles, though availability can depend on the location." + }, + { + "role": "user", + "content": "neat thx" + }, + { + "role": "assistant", + "content": "You're welcome! Let us know if you need any assistance with booking." + } + ], + [ + { + "role": "user", + "content": "Can I bring my child seat on the plane?" + }, + { + "role": "assistant", + "content": "Yes, most airlines permit child seats on boarded flights but it's best to check their specific policies for size and type." + }, + { + "role": "user", + "content": "cool ty" + }, + { + "role": "assistant", + "content": "You're welcome! Have a safe and pleasant journey." + } + ], + [ + { + "role": "user", + "content": "do you provide visa services?" + }, + { + "role": "assistant", + "content": "We offer general information on visa requirements, but you must apply directly through your destination's consulate or embassy." + }, + { + "role": "user", + "content": "gotcha thanks" + }, + { + "role": "assistant", + "content": "You're welcome! Let us know if you have any other questions." + } + ], + [ + { + "role": "user", + "content": "what's the safest way to travel with my passport?" + }, + { + "role": "assistant", + "content": "Keep it in a secure, waterproof holder and use hotel safes when not needed. Carry a photocopy as backup." + }, + { + "role": "user", + "content": "sounds good" + }, + { + "role": "assistant", + "content": "Glad to assist! Have a safe journey." + } + ], + [ + { + "role": "user", + "content": "do you offer culinary tours?" + }, + { + "role": "assistant", + "content": "Yes, we partner with local experts to offer culinary tours in many destinations." + }, + { + "role": "user", + "content": "im interested" + }, + { + "role": "assistant", + "content": "Awesome! Let us know where you'd like to go, and we can provide some options." + } + ], + [ + { + "role": "user", + "content": "Can you help me find a travel guide?" + }, + { + "role": "assistant", + "content": "Absolutely! We can recommend both physical guidebooks and local guided tours. What destination are you interested in?" + }, + { + "role": "user", + "content": "tokyo" + }, + { + "role": "assistant", + "content": "Tokyo is a wonderful choice! I'll email you some recommendations. Can I have your email address?" + }, + { + "role": "user", + "content": "email is jake@travel.com" + }, + { + "role": "assistant", + "content": "Perfect! I'll send you the options shortly. Let us know if you need further assistance." + } + ], + [ + { + "role": "user", + "content": "what are the best apps for travel?" + }, + { + "role": "assistant", + "content": "Some top travel apps include Google Maps, TripIt, and Skyscanner for planning and booking." + }, + { + "role": "user", + "content": "thx i'll check them" + }, + { + "role": "assistant", + "content": "You're welcome! Enjoy planning your trip." + } + ], + [ + { + "role": "user", + "content": "do you guys offer cruises?" + }, + { + "role": "assistant", + "content": "Yes, we offer various cruise packages to destinations worldwide. You can customize them based on your preferences." + }, + { + "role": "user", + "content": "great i'll check them out" + }, + { + "role": "assistant", + "content": "Sounds good! Let us know if you need any help choosing the right cruise." + } + ] +] \ No newline at end of file diff --git a/assets/images/external_logs_evaluations.png b/assets/images/external_logs_evaluations.png new file mode 100644 index 0000000000000000000000000000000000000000..f71dfdb3f9630ffb4c699344fe37ebf4f3dea842 GIT binary patch literal 93715 zcmdqJ^;cA1^Z+_Ti!h{8Lx+Hbg2>R#fPjPuf`l}P$bfVXE!`z09nv6;j3SMsO2g3I z-S7HAzu)g4@YZ^3z55Gy?z#7zeRl7C_9j^EDVz|W8Xp7#5h^OkYJfnuB|#vZCOiz_ z32sq%JP2$vt|%*|=>p!EVthlU4n@t17?u$WxH!5U-kNT--r0+xwl|3RG-9TJ;FjTf zCBh#wxM&Gi_+aL8B}M#mh{k5S!jso9;q7{}bG?PPYvR<@B^EIEpX(zW19Ec*0)cV= z-XW2g|DQY)eZqkLw=gl{-`)RP&$tpPRQS1jcDuSPVNeK;-^KBJqFw8YhgWwD-3SA>Wg6T=h$r~A&4d9+vYMRa z`2kbH)jOISU`?B$_38=pqWx94;dKvqt~)S=K*+;0cYkuR5SsGamp5-=L7zXLihb+Q z4KwCEPb3DVHqSyM4#58nVnm#JRLtLgCfuyan)f+04TN%Xr`eTdnls<%jK29CBO))^ zNz^5~RUP`UK74}=6fuLqgP+|Dg5mljV?J;$BVK1LkWHiFJ@osO3g(+J9il_|GD2Js 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want to evaluate them on Humanloop.\n", + "\n", + "The script demonstrates how to:\n", + "- Upload Logs to Humanloop\n", + "- Create an Evaluation on Humanloop\n", + "- Add Logs to a Run\n", + "- Alternatively, upload Logs directly to a Run\n", + "\n", + "\n", + "In this example, we will upload a JSON file containing chat messages between users\n", + "and customer support agents.\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Setup" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "import json\n", + "import os\n", + "from pathlib import Path\n", + "\n", + "with open(Path(os.getcwd()).parent / \"assets\" / \"conversations-a.json\") as f:\n", + " data = json.load(f)\n", + "\n", + "import pprint\n", + "pprint.pprint(data[:2], width=120)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "from dotenv import load_dotenv\n", + "\n", + "# load .env file that contains API keys\n", + "load_dotenv()" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [], + "source": [ + "import os\n", + "from humanloop import Humanloop\n", + "from openai import OpenAI\n", + "\n", + "openai = OpenAI(api_key=os.getenv(\"OPENAI_KEY\"))\n", + "humanloop = Humanloop(api_key=os.getenv(\"HUMANLOOP_KEY\"), base_url=os.getenv(\"HUMANLOOP_BASE_URL\"))" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Upload Logs to Humanloop\n", + "\n", + "One way to start using your Logs is to upload them to Humanloop. Here, we'll upload the Logs to a **Flow** on Humanloop.\n" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "from tqdm import tqdm\n", + "\n", + "log_ids = []\n", + "for messages in tqdm(data):\n", + " log = humanloop.flows.log(\n", + " path=\"External logs demo/Travel planner\",\n", + " flow={\"attributes\": {\"agent-version\": \"1.0.0\"}}, # Optionally add attributes to identify this version of the support agent.\n", + " messages=messages,\n", + " )\n", + " log_ids.append(log.id)\n", + "\n", + "version_id = log.version_id" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Create an Evaluation on Humanloop\n", + "\n", + "Next, we'll create an Evaluation on Humanloop. This will allow us to evaluate the Logs we uploaded.\n", + "An Evaluation will have a set of Runs, each of which will have a set of Logs, allowing us to compare the performance across different Runs." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "# Create Evaluation\n", + "evaluation = humanloop.evaluations.create(\n", + " name=\"Past records\",\n", + " # NB: you can use `path`or `id` for references on Humanloop\n", + " file={\"path\": \"External logs demo/Travel planner\"},\n", + " evaluators=[\n", + " {\"path\": \"Example Evaluators/Human/rating\"},\n", + " ],\n", + ")\n", + "print(f\"Created Evaluation: {evaluation.id}\")" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "# Create a Run for this set of Logs\n", + "run = humanloop.evaluations.create_run(\n", + " id=evaluation.id,\n", + " version={'version_id': version_id}, # Associate this Run to the Flow version created above.\n", + ")\n", + "print(f\"Created Run: {run.id}\")" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "# Assign Logs to the Run\n", + "humanloop.evaluations.add_logs_to_run(\n", + " id=evaluation.id,\n", + " run_id=run.id,\n", + " log_ids=log_ids,\n", + ")" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "You have now created an Evaluation on Humanloop and added Logs to it. You can now view the Evaluation on the Humanloop UI.\n", + "\n", + "![Evaluation on Humanloop](../assets/images/external_logs_evaluations.png)\n", + "\n", + "And you can view the Logs in the **Logs** tab.\n", + "\n", + "![Log in Review tab](../assets/images/external_logs_logs.png)\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Upload Logs to a Run\n", + "\n", + "As an alternative pattern, you can upload Logs directly to a Run. This is appropriate if you have an existing Evaluation on Humanloop that you want to create a new Run for.\n", + "\n", + "In short, to do this, you'll need to pass `run_id` into your `log(...)` calls.\n", + "\n", + "In this example, we will use the Evaluation we created earlier and add a new set of Logs to it." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "# Load the new data\n", + "with open(Path(os.getcwd()).parent / \"assets\" / \"conversations-b.json\") as f:\n", + " new_data = json.load(f)\n", + "\n", + "import pprint\n", + "pprint.pprint(new_data[:2], width=120)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "# Use the previously-created Evaluation\n", + "evaluation_id = evaluation.id\n", + "evaluation_id" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "# Create new Run in the same Evaluation\n", + "new_run = humanloop.evaluations.create_run(\n", + " id=evaluation.id,\n", + ")\n", + "print(f\"Created new Run: {new_run.id}\")" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "# Add the new data to the Run\n", + "for messages in tqdm(new_data):\n", + " log = humanloop.flows.log(\n", + " path=\"External logs demo/Travel planner\",\n", + " flow={\"attributes\": {\"agent-version\": \"2.0.0\"}},\n", + " messages=messages,\n", + " # Pass `run_id` to associate the Log with the Run.\n", + " run_id=new_run.id,\n", + " )" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "We have now added a second Run to the Evaluation and populated it with Logs. You can now view the Run on the Humanloop UI." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Next steps\n", + "\n", + "The above examples demonstrates how you can quickly populate an Evaluation Run with your logs. This allows you to utilise the Evaluation and Evaluator functionalities to perform workflows such as using [Code Evaluators](https://humanloop.com/docs/v5/guides/evals/code-based-evaluator) to calculate metrics, or using [Human Evaluators](https://humanloop.com/docs/v5/guides/evals/human-evaluators) to set up your Logs to be reviewed by your subject-matter experts.\n", + "\n", + "Refer to our [documentation](https://humanloop.com/docs/v5/guides/evals) for more information on how to set up custom Evaluators and extend the Evaluation for your use-case.\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": "3.11.4" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} From 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zcQ@rFUhj@SF>_t~^l1;A-CV~>lK5z3Z!5dm!e_Gay;|6R2ee2}PbXMl`?~;Q&>oF5 z&!8Q2^y93X0YlruZ}1=PK>m{TI89K%YOn78HID7<%f%99#NEG5N04D1TaISVLkyu=aVY*+VK9ygN-cw2w8L;gN? z=kd#1@@L6F4lKG~k16hz=ww6~B)?=aXFOnjMr`KUub>=vG=h}iB??m{pi4htsrB#{ zKKhC`akDUJ*BIO1M&P*NQ*WEupsPUlFPPG!j-XEe2i6%6RPlvDo!?~lk4gV={_1Hm zpH$HKO$@u&jTxcyt=nvO03LUB`!KDPNl!nRYn(YI5skI zA{L_lICV1LpSs{bw@#FwRPf)0nE!fsCEg0Y7TmO6K$zMO2MjhSerlT-}2g*CxYJ;K6kIyS+c)1wu+u9&(FVA`*0ov|x36`eZNz MoeSE}H0>k)4@P0zF#rGn diff --git a/tutorials/evaluating_external_logs.ipynb b/tutorials/evaluating_external_logs.ipynb index ac6409d..f124be3 100644 --- a/tutorials/evaluating_external_logs.ipynb +++ b/tutorials/evaluating_external_logs.ipynb @@ -6,15 +6,15 @@ "source": [ "# Evaluating external Logs on Humanloop\n", "\n", - "This script demonstrates how to run an Evaluation on Humanloop using external Logs.\n", + "This notebook demonstrates how to run an Evaluation on Humanloop using external Logs.\n", "This is useful if you have existing Logs in an external system and you want to evaluate them on Humanloop.\n", "\n", - "The script demonstrates how to:\n", - "- Upload Logs to Humanloop\n", - "- Create an Evaluation on Humanloop\n", - "- Add Logs to a Run\n", - "- Alternatively, upload Logs directly to a Run\n", + "The guide covers two methods:\n", + "- Upload logs to create a Flow file, then add them to an Evaluation\n", + "- Upload logs directly to an existing Evaluation.\n", "\n", + "The first method involves first uploading the logs to Humanloop, creating an Evaluation Run, and then adding the logs to the Run.\n", + "The second method, uploading the logs directly to a Run, is simpler but requires you to have an existing Evaluation.\n", "\n", "In this example, we will upload a JSON file containing chat messages between users\n", "and customer support agents.\n" @@ -24,7 +24,10 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "## Setup" + "## Setup\n", + "\n", + "First, we import the data we will evaluate. These are the `conversations-a.json` and `conversations-b.json` files.\n", + "Then, we configure our Humanloop SDK client." ] }, { @@ -64,9 +67,7 @@ "source": [ "import os\n", "from humanloop import Humanloop\n", - "from openai import OpenAI\n", "\n", - "openai = OpenAI(api_key=os.getenv(\"OPENAI_KEY\"))\n", "humanloop = Humanloop(api_key=os.getenv(\"HUMANLOOP_KEY\"), base_url=os.getenv(\"HUMANLOOP_BASE_URL\"))" ] }, @@ -76,7 +77,20 @@ "source": [ "## Upload Logs to Humanloop\n", "\n", - "One way to start using your Logs is to upload them to Humanloop. Here, we'll upload the Logs to a **Flow** on Humanloop.\n" + "\n", + "Use the `log(...)` method to upload the logs to Humanloop. This will create a new **Flow** file on Humanloop.\n", + "\n", + "We additionally pass in some `attributes`, which will be used for versioning, enabling\n", + "us to associate this set of logs with a specific version of the support agent.\n", + "\n", + "

\n", + "Note that a Flow on Humanloop usually captures interactions between other Humanloop Files, such as Prompts and Tools.\n", + "However, we are using it here to represent Logs captured by a black-box system, with the system only identified by a version number.\n", + "\n", + "If you have more context about the system generating the Logs, you should consider using a more appropriate Humanloop File or providing more context under the Flow's `metadata` field.\n", + "In this support agent chat example, using a Prompt would be more appropriate, but would require also specifying additional information\n", + "that might not be available to you, such as `model`. Here, we use a Flow to keep things simple.\n", + "
\n" ] }, { @@ -96,9 +110,20 @@ " )\n", " log_ids.append(log.id)\n", "\n", + "# We'll use the `version_id` later when creating a Run.\n", "version_id = log.version_id" ] }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "This will have created a new Flow file on Humanloop named **Travel planner**.\n", + "You can then view the uploaded Logs and the list of messages within each conversation.\n", + "\n", + "![Flow Logs](../assets/images/external_logs_flow_logs.png)" + ] + }, { "cell_type": "markdown", "metadata": {}, @@ -249,9 +274,12 @@ "source": [ "## Next steps\n", "\n", - "The above examples demonstrates how you can quickly populate an Evaluation Run with your logs. This allows you to utilise the Evaluation and Evaluator functionalities to perform workflows such as using [Code Evaluators](https://humanloop.com/docs/v5/guides/evals/code-based-evaluator) to calculate metrics, or using [Human Evaluators](https://humanloop.com/docs/v5/guides/evals/human-evaluators) to set up your Logs to be reviewed by your subject-matter experts.\n", + "The above examples demonstrates how you can quickly populate an Evaluation Run with your logs. This allows you to utilise the Evaluation and Evaluator features to perform workflows such as using [Code Evaluators](https://humanloop.com/docs/v5/guides/evals/code-based-evaluator) to calculate metrics, or using [Human Evaluators](https://humanloop.com/docs/v5/guides/evals/human-evaluators) to set up your Logs to be reviewed by your subject-matter experts.\n", + "\n", + "Refer to our [documentation](https://humanloop.com/docs/v5/guides/evals) for more information on how to set up custom Evaluators and extend the Evaluation for your use-case.\n", "\n", - "Refer to our [documentation](https://humanloop.com/docs/v5/guides/evals) for more information on how to set up custom Evaluators and extend the Evaluation for your use-case.\n" + "Now that you've set up an Evaluation, explore the other [File](../../explanation/files) types on Humanloop to see how they can better reflect\n", + "your production systems, and how you can use Humanloop to version-control them.\n" ] } ], From 40d9997c2e7e491a45ac51a4e9c31fb128f65949 Mon Sep 17 00:00:00 2001 From: Harry Xie Date: Mon, 2 Dec 2024 12:54:23 +0000 Subject: [PATCH 3/6] add package-mode=false --- pyproject.toml | 1 + 1 file changed, 1 insertion(+) diff --git a/pyproject.toml b/pyproject.toml index 1a26091..f5a4cb7 100644 --- a/pyproject.toml +++ b/pyproject.toml @@ -4,6 +4,7 @@ version = "0.1.0" description = "" authors = ["Peter Hayes "] readme = "README.md" +package-mode = false [tool.poetry.dependencies] python = "^3.11" From f5f129ff9dc0ee4e04251d886139898fbdb76518 Mon Sep 17 00:00:00 2001 From: Harry Xie Date: Tue, 3 Dec 2024 10:00:10 +0000 Subject: [PATCH 4/6] update python sdk --- poetry.lock | 2953 +++++++++++++++++++++++++++--------------------- pyproject.toml | 2 +- 2 files changed, 1690 insertions(+), 1265 deletions(-) diff --git a/poetry.lock b/poetry.lock index 9da0088..8a3c9b9 100644 --- a/poetry.lock +++ b/poetry.lock @@ -1,4 +1,4 @@ -# This file is automatically @generated by Poetry 1.6.1 and should not be changed by hand. +# This file is automatically @generated by Poetry 1.8.3 and should not be changed by hand. 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-174,7 +174,7 @@ "source": [ "# Assign Logs to the Run\n", "humanloop.evaluations.add_logs_to_run(\n", - " id=evaluation.id,\n", + " id=evaluation.id,\n", " run_id=run.id,\n", " log_ids=log_ids,\n", ")" From ef60ed038b6a496723890118f8f7b0b19742a356 Mon Sep 17 00:00:00 2001 From: Harry Xie Date: Wed, 4 Dec 2024 16:58:23 +0000 Subject: [PATCH 6/6] improve external logs cookbook --- assets/images/external_logs_evaluations.png | Bin 88382 -> 92040 bytes assets/images/external_logs_flow_logs.png | Bin 226065 -> 234029 bytes assets/images/external_logs_logs.png | Bin 473341 -> 0 bytes assets/images/external_logs_logs_a.png | Bin 0 -> 421981 bytes assets/images/external_logs_runs_b.png | Bin 0 -> 92178 bytes assets/images/external_logs_stats_a.png | Bin 0 -> 122521 bytes assets/images/external_logs_stats_b.png | Bin 0 -> 124033 bytes tutorials/evaluating_external_logs.ipynb | 103 +++++++++++++++----- 8 files changed, 76 insertions(+), 27 deletions(-) delete mode 100644 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usually captures interactions between other Humanloop Files, such as Prompts and Tools.\n", @@ -118,8 +112,11 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "This will have created a new Flow file on Humanloop named **Travel planner**.\n", - "You can then view the uploaded Logs and the list of messages within each conversation.\n", + "This will have created a new Flow on Humanloop named **Travel planner**.\n", + "\n", + "To confirm this logging has succeeded, navigate to the **Logs** tab of the Flow\n", + "and view the uploaded logs. Each Log should correspond to a conversation and contain\n", + "a list of messages.\n", "\n", "![Flow Logs](../assets/images/external_logs_flow_logs.png)" ] @@ -131,7 +128,10 @@ "## Create an Evaluation on Humanloop\n", "\n", "Next, we'll create an Evaluation on Humanloop. This will allow us to evaluate the Logs we uploaded.\n", - "An Evaluation will have a set of Runs, each of which will have a set of Logs, allowing us to compare the performance across different Runs." + "An Evaluation will have a set of Runs, each of which will have a set of Logs, allowing us to compare the performance across different Runs.\n", + "\n", + "Here, we'll use the example \"Helpfulness\" LLM-as-a-judge Evaluator. This will automatically rate\n", + "the helpfulness of the support agent across our logs." ] }, { @@ -146,7 +146,7 @@ " # NB: you can use `path`or `id` for references on Humanloop\n", " file={\"path\": \"External logs demo/Travel planner\"},\n", " evaluators=[\n", - " {\"path\": \"Example Evaluators/Human/rating\"},\n", + " {\"path\": \"Example Evaluators/AI/Helpfulness\"},\n", " ],\n", ")\n", "print(f\"Created Evaluation: {evaluation.id}\")" @@ -166,13 +166,21 @@ "print(f\"Created Run: {run.id}\")" ] }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Assign Logs to the Run\n", + "\n", + "We'll associate the Logs we uploaded to the Run." + ] + }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ - "# Assign Logs to the Run\n", "humanloop.evaluations.add_logs_to_run(\n", " id=evaluation.id,\n", " run_id=run.id,\n", @@ -184,26 +192,39 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "You have now created an Evaluation on Humanloop and added Logs to it. You can now view the Evaluation on the Humanloop UI.\n", + "### Review the Evaluation\n", + "\n", + "You have now created an Evaluation on Humanloop and added Logs to it. \n", + "\n", + "Go to the Humanloop UI to view the Evaluation.\n", "\n", "![Evaluation on Humanloop](../assets/images/external_logs_evaluations.png)\n", "\n", - "And you can view the Logs in the **Logs** tab.\n", "\n", - "![Log in Review tab](../assets/images/external_logs_logs.png)\n" + "Within the Evaluation, go to **Logs** tab.\n", + "Here, you can view your uploaded logs as well as the Evaluator judgments.\n", + "\n", + "![Logs tab of Evaluation](../assets/images/external_logs_logs_a.png)\n", + "\n", + "The following steps will guide you through adding a different set of logs to a new Run\n", + "for comparison." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ - "## Upload Logs to a Run\n", + "## Upload new Logs\n", "\n", - "As an alternative pattern, you can upload Logs directly to a Run. This is appropriate if you have an existing Evaluation on Humanloop that you want to create a new Run for.\n", + "Now that we have an Evaluation on Humanloop, we can add a separate set of logs to it\n", + "and compare the performance across this set of logs to the previous set.\n", "\n", - "In short, to do this, you'll need to pass `run_id` into your `log(...)` calls.\n", + "While we can achieve this by repeating the above steps, we can add logs to a Run\n", + "in a more direct and simpler way now that we have an existing Evaluation.\n", "\n", - "In this example, we will use the Evaluation we created earlier and add a new set of Logs to it." + "We'll continue with the Evaluation created in the previous section,\n", + "and add a new Run with the data from `conversations-b.json`. These represent a set of logs\n", + "from a prototype version of the support agent." ] }, { @@ -244,6 +265,15 @@ "print(f\"Created new Run: {new_run.id}\")" ] }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Log to the Run\n", + "\n", + "Pass the `run_id` argument in the `log(...)` call to associate the Log with the Run.\n" + ] + }, { "cell_type": "code", "execution_count": null, @@ -268,6 +298,25 @@ "We have now added a second Run to the Evaluation and populated it with Logs. You can now view the Run on the Humanloop UI." ] }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Compare the results\n", + "\n", + "\n", + "View the Evaluation on Humanloop. It will now contain two Runs.\n", + "\n", + "![Evaluation with two Runs on Humanloop](../assets/images/external_logs_runs_b.png)\n", + "\n", + "\n", + "In the **Stats** tab of the Evaluation, you can now compare the performance of the two sets of logs.\n", + "\n", + "In our case, our second set of logs (on the right) can be seen to be less helpful.\n", + "\n", + "![Stats tab showing box plots for the two Runs](../assets/images/external_logs_stats_b.png)\n" + ] + }, { "cell_type": "markdown", "metadata": {},

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