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openai_functioncalling.py
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58 lines (52 loc) · 1.88 KB
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import os
import openai
from azure.identity import DefaultAzureCredential, get_bearer_token_provider
from dotenv import load_dotenv
# Setup the OpenAI client to use either Azure OpenAI or GitHub Models
load_dotenv(override=True)
API_HOST = os.getenv("API_HOST", "github")
if 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")
elif API_HOST == "azure":
token_provider = get_bearer_token_provider(DefaultAzureCredential(), "https://cognitiveservices.azure.com/.default")
client = openai.OpenAI(
base_url=os.environ["AZURE_OPENAI_ENDPOINT"] + "/openai/v1",
api_key=token_provider,
)
MODEL_NAME = os.environ["AZURE_OPENAI_CHAT_DEPLOYMENT"]
tools = [
{
"type": "function",
"function": {
"name": "lookup_weather",
"description": "Lookup the weather for a given city name or zip code.",
"parameters": {
"type": "object",
"properties": {
"city_name": {
"type": "string",
"description": "The city name",
},
"zip_code": {
"type": "string",
"description": "The zip code",
},
},
"additionalProperties": False,
},
},
}
]
response = client.chat.completions.create(
model=MODEL_NAME,
messages=[
{"role": "system", "content": "You're a weather chatbot"},
{"role": "user", "content": "whats the weather in NYC?"},
],
tools=tools,
)
print(f"Response from {MODEL_NAME} on {API_HOST}: \n")
for message in response.choices[0].message.tool_calls:
print(message.function.name)
print(message.function.arguments)