Azure AI 및 GPT-4: 실제 적용 및 모범 사례

import requests
import json

# Azure API 자격 증명
api_key = "YOUR_AZURE_API_KEY"
endpoint = "https://YOUR_RESOURCE_NAME.openai.azure.com/openai/deployments/YOUR_DEPLOYMENT_NAME/completions?api-version=2024-01-01-preview"

# 시뮬레이션된 데이터베이스
database = {
    "order_123": {"status": "Shipped", "delivery_date": "2024-12-10"},
    "order_456": {"status": "Processing", "delivery_date": "2024-12-15"}
}

# 데이터베이스 조회 기능
def query_database(order_id):
    return database.get(order_id, {"status": "Unknown", "delivery_date": "Unknown"})

# Azure GPT-4와 상호 작용하는 함수
def get_response_from_gpt(prompt):
    headers = {
        "Content-Type": "application/json",
        "api-key": api_key
    }
    payload = {
        "prompt": prompt,
        "max_tokens": 100
    }
    response = requests.post(endpoint, headers=headers, json=payload)
    if response.status_code == 200:
        return response.json()["choices"][0]["text"].strip()
    else:
        return f"Error {response.status_code}: {response.text}"

# 주요 챗봇 로직
def chatbot(query):
    if "order status" in query.lower():
        order_id = query.split()[-1]  # Extract order ID from query
        order_info = query_database(order_id)
        prompt = (
            f"The order with ID {order_id} has status '{order_info['status']}' "
            f"and is expected to be delivered by {order_info['delivery_date']}. "
            "Respond in a friendly tone."
        )
        return get_response_from_gpt(prompt)
    else:
        return get_response_from_gpt("Answer the user's query: " + query)

# 예시 사용법
user_query = "What is the order status for order_123?"
print("Chatbot Response:", chatbot(user_query))

payload = {
    "prompt": "Write a Python function to calculate Fibonacci numbers using recursion.",
    "max_tokens": 100
}

response = requests.post(endpoint, headers=headers, json=payload)
if response.status_code == 200:
    print("Generated Code:", response.json()["choices"][0]["text"].strip())