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few_shot_examples.py
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import os
import azure.identity
import openai
from dotenv import load_dotenv
# Setup the OpenAI client to use either Azure, OpenAI.com, or Ollama API
load_dotenv(override=True)
API_HOST = os.getenv("API_HOST", "github")
if API_HOST == "azure":
token_provider = azure.identity.get_bearer_token_provider(
azure.identity.DefaultAzureCredential(), "https://cognitiveservices.azure.com/.default"
)
client = openai.AzureOpenAI(
api_version=os.environ["AZURE_OPENAI_VERSION"],
azure_endpoint=os.environ["AZURE_OPENAI_ENDPOINT"],
azure_ad_token_provider=token_provider,
)
MODEL_NAME = os.environ["AZURE_OPENAI_DEPLOYMENT"]
elif API_HOST == "ollama":
client = openai.OpenAI(base_url=os.environ["OLLAMA_ENDPOINT"], api_key="nokeyneeded")
MODEL_NAME = os.environ["OLLAMA_MODEL"]
elif API_HOST == "github":
client = openai.OpenAI(base_url="https://models.inference.ai.azure.com", api_key=os.environ["GITHUB_TOKEN"])
MODEL_NAME = os.getenv("GITHUB_MODEL", "gpt-4o")
else:
client = openai.OpenAI(api_key=os.environ["OPENAI_KEY"])
MODEL_NAME = os.environ["OPENAI_MODEL"]
SYSTEM_MESSAGE = """
You are a helpful assistant that helps students with their homework.
Instead of providing the full answer, you respond with a hint or a clue.
"""
USER_MESSAGE = "What is the largest planet in our solar system?"
response = client.chat.completions.create(
model=MODEL_NAME,
temperature=0.7,
n=1,
messages=[
{"role": "system", "content": SYSTEM_MESSAGE},
{"role": "user", "content": "What is the capital of France?"},
{"role": "assistant", "content": "Can you remember the name of the city that is known for the Eiffel Tower?"},
{"role": "user", "content": "What is the square root of 144?"},
{"role": "assistant", "content": "What number multiplied by itself equals 144?"},
{"role": "user", "content": "What is the atomic number of oxygen?"},
{"role": "assistant", "content": "How many protons does an oxygen atom have?"},
{"role": "user", "content": USER_MESSAGE},
],
)
print(f"Response from {API_HOST}: \n")
print(response.choices[0].message.content)