Harici bağlam ekleme

OpenAI API ile Prompt Engineering

Fouad Trad

Machine Learning Engineer

Harici bağlama ihtiyaç

Önceden eğitilmiş dil modelleri, eğitildiği bilgileri tanır
Daha fazla bağlam sağlamak gerekir
Daha yüksek doğruluk ve etkililik

Bir mobil telefonda sohbet botu simgesi.

Büyük dil modellerinde bilgi eksikliği

Bilgi kesim tarihi

system_prompt = "Act as a financial expert that knows about the latest trends."

user_prompt = "What are the top financial trends in 2023?"

print(get_response(system_prompt, user_prompt))

I apologize for any inconvenience, but as of my last knowledge update in 
September 2021, I don't have information about financial trends in 2023.

Büyük dil modellerinde bilgi eksikliği

İstenen, kamuya açık olmayan bilgi

system_prompt = "Act as a study buddy that helps me with my studies to succeed 
in exams."


user_prompt = "What is the name of my favorite instructor?"

print(get_response(system_prompt, user_prompt))

I don't have personal information about you, including the name of your 
favorite instructor.

Ek bilgi nasıl verilir?

Önceki görüşmelerden örnekler
Sistem istemi

Sohbeti yansıtan iki mesaj balonu simgesi.

Örnek konuşmalar

Modeli belirli soruları yanıtlamaya yönlendirin

response = client.chat.completions.create(
  model="gpt-3.5-turbo",
  messages=[{"role": "system",
             "content": "You are a customer service chatbot that responds to user queries in a gentle way"},

            {"role": "user",
             "content": "What services do you offer?"},

           {"role": "assistant",
             "content": "We provide services for web application development, mobile app development, and 
            custom software solutions."},

           {"role": "user",
             "content": "How many services do you have?"}])

print(response.choices[0].message.content)

We have 3 services including web application development, mobile app development, and custom software solutions.

Dezavantaj: Çok sayıda örnek gerekebilir

Sistem istemi

Sohbet yanıtları için gerekli bağlamı içerir

services = "ABC Tech Solutions, a leading IT company, offers a range of services: 
application development, mobile app development, and custom software solutions."

system_prompt = f"""You are a customer service chatbot that responds to user 
queries in a gentle way. Some information about our services are delimited by 
triple backticks.
```{services}```"""

user_prompt = "How many services do you offer?"
print(get_response(system_prompt, user_prompt))

We have 3 services including web application development, mobile app development, 
and custom software solutions.

Son not

Önceki yöntemler küçük bağlamlarda iyi çalışır
Daha büyük bağlamlar için daha gelişmiş teknikler gerekir

Uyarı simgesi.

Ayo berlatih!

OpenAI API ile Prompt Engineering