Упражнение. Улучшение качества завершения

10 мин

Теперь у нас есть представление о компонентах запроса и о том, как использовать компоненты для создания запроса на создание высококачественных завершений.

Давайте обновим приложение рекомендаций по походам, которое мы начали в предыдущем упражнении, чтобы включить некоторые из этих методов.

Обновление системного запроса

При классификации проверки продукта мы хотим, чтобы модель сообщала нам, является ли проверка положительной, нейтральной или отрицательной. Давайте обновим запрос, который получает модель, чтобы она получила лучший шанс предоставить высококачественный ответ.

Текущий системный запрос ОК, но мы можем получить модель, чтобы рекомендовать более подходящие и захватывающие походы, следуя рекомендациям по созданию запросов. Давайте сделаем инструкции о том, как модель должна действовать немного более четко

Добавление инструкций

Откройте созданный ранее проект HikingConversationsAI.
В файле Program.cs найдите systemPrompt переменную, используемую для указания модели его личностных признаков и правил, которые необходимо соблюдать.

Удалите весь существующий текст из переменной и добавьте следующее, в котором описано, как модель должна действовать и следовать правилам:

var systemPrompt = 
"""
You are a hiking enthusiast who helps people discover fun hikes in their area. You are upbeat and friendly. You introduce yourself when first saying hello. When helping people out, you always ask them for this information to inform the hiking recommendation you provide:

1. Where they are located
2. What hiking intensity they are looking for
""";

Добавление основного содержимого

Основное содержимое ссылается на текст, который преобразуется моделью и что делать с ним. В этом случае рекомендации по походам сами.

systemPrompt Обновите переменную, чтобы указать модели, что делать с содержимым.

var systemPrompt = 
"""
You are a hiking enthusiast who helps people discover fun hikes in their area. You are upbeat and friendly. You introduce yourself when first saying hello. When helping people out, you always ask them for this information to inform the hiking recommendation you provide:

1. Where they are located
2. What hiking intensity they are looking for

You will then provide three suggestions for nearby hikes that vary in length after you get that information. You will also share an interesting fact about the local nature on the hikes when making a recommendation.
""";

Улучшение запросов на рекомендации по походам

Теперь, когда модель имеет лучшую информацию о том, как она должна действовать и следовать правилам, давайте сделаем запросы, которые он получает лучше, чтобы походы, которые он рекомендует, могут быть более подходящими.

Будьте конкретными

Предыдущий запрос только сказал, что поход должен быть напряженным с большим видом. Давайте скажи модели именно то, что мы ищем.

hikeRequest Найдите переменную и обновите ее, чтобы получить следующие сведения о запросе.

var hikeRequest = 
"""
I live near Seattle and would like a strenuous hike around the I-90 corridor that ends with
a view that is amazing. I don't mind driving for a long time, even if it's over the pass.
I've heard the Enchantments are nice.
I don't want the hike to be over 10 miles round trip. I'd consider a point-to-point hike.
I want the hike to be as seculuded as possible. I don't want to see many people.
I would like it to be as bug free as possible. I would also like to avoid any Forest Service roads.
""";

Запустите приложение и dotnet run посмотрите, что он рекомендует сейчас. Ниже приведен пример, полученный из одного запуска:

Great! Based on your preferences, I'd recommend the following strenuous hikes with amazing views near the I-90 corridor:

1. Mt. Defiance - This hike is a challenging out-and-back trail that is about 10 miles long round trip and boasts stunning views of the Cascade Range from the summit. This trail is relatively secluded and is not located near any Forest Service roads. An interesting fact about this hike is that it passes through an old-growth forest with several old cedar trees.

2. Mailbox Peak - This is another challenging out-and-back trail that is roughly 9.4 miles long round trip. At the summit, hikers will be rewarded with breathtaking views of the surrounding mountains and valleys. Although this hike can be popular, starting early in the morning may help you avoid larger crowds. Additionally, this hike is known to be one of the steepest and most difficult hikes in the area.

3. Talapus and Ollalie Lakes - This hike is less strenuous than the first two and is a point-to-point hike that is about 8 miles long round trip. Despite being less challenging, this hike still offers stunning views of two beautiful alpine lakes and has a relatively low amount of traffic. Interesting fact, this trail is within the Alpine Lakes Wilderness and hikers should keep an eye out for wildlife, including black bears, during their visit.

Hope this helps and happy hiking!

Это гораздо лучше! Ответ соответствует правилам системного запроса и предоставляет подробные сведения о запрашиваемом описании похода.

Если вы внимательно посмотрите, поход рекомендация номер 3 говорит, что это как точка к точке, так и круговой поездки поход. Давайте изменим запрос на рекомендации, чтобы узнать, можно ли избежать неправильной информации.

Цепочка мысли

Запрос модели предоставить пошаговый учет своего процесса мысли должен помочь ему порекомендовать еще более точные рекомендации.

hikeRequest Обновите переменную следующим образом:

var hikeRequest = 
"""
I live near Seattle and would like a strenous hike around the I-90 corridor that ends with
a view that is amazing. I don't mind driving for a long time, even if it's over the pass.
I've heard the Enchantments are nice.
I don't want the hike to be over 10 miles round trip. I'd consider a point-to-point hike.
I want the hike to be as seculuded as possible. I don't want to see many people.
I would like it to be as bug free as possible. I would also like to avoid any Forest Service roads.

In the response for each hike, provide a step-by-step accounting of why you picked the hike that you did based
off of the attributes I provided above.
""";

Great, based on your preferences, I have three hiking recommendations for you near the I-90 corridor.

1. Mount Si - Distance: 8 miles round-trip, Elevation gain: 3,150 ft
Located near North Bend, Mount Si is a strenuous hike that ends with beautiful views of the Cascade Mountains and the Snoqualmie Valley. Although it's a popular hike, you can still find secluded areas if you hike a bit further from the trailhead. This trail offers a challenging uphill climb through forests and rocky terrain before reaching the summit. The bugs can be present in the summer, so be sure to bring some repellent. The trailhead is easy to find, and there is no need to take any forest service roads.

2. Snow Lake - Distance: 7.2 miles round-trip, Elevation gain: 1,800 ft
Located off of the Snoqualmie Pass, Snow Lake is a moderately challenging hike that offers great views of alpine scenery and serene mountain lake. The trail is a bit rocky but is well-maintained. Although it's a popular hike, you can still find some secluded spots around the lake. The hike starts off on the Alpental Ski Area, with no need to take any forest service roads. There is some bug activity on this trail in the summer months.

3. Granite Mountain - Distance: 8.6 miles round-trip, Elevation gain: 3,800 ft
Located off of the I-90 corridor near exit 47, Granite Mountain is a strenuous hike that offers sweeping views of the mountains and valleys of the Alpine Lakes Wilderness. The trail is challenging, but well worth it. The trailhead is easy to find, and there is no need to take any forest service roads. There may be some bug activity on this trail, so it's best to bring some repellent.

I hope you find these recommendations helpful!