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More function calling examples
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‎function_calling.py‎

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)
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print("Response:")
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print(response.choices[0].message.tool_calls[0].function.name)
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print(response.choices[0].message.tool_calls[0].function.arguments)

‎function_calling_call.py‎

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import os
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import json
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import azure.identity
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import openai
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from dotenv import load_dotenv
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# Setup the OpenAI client to use either Azure, OpenAI.com, or Ollama API
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load_dotenv(override=True)
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API_HOST = os.getenv("API_HOST")
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if API_HOST == "azure":
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token_provider = azure.identity.get_bearer_token_provider(
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azure.identity.DefaultAzureCredential(), "https://cognitiveservices.azure.com/.default"
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)
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client = openai.AzureOpenAI(
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api_version=os.getenv("AZURE_OPENAI_VERSION"),
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azure_endpoint=os.getenv("AZURE_OPENAI_ENDPOINT"),
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azure_ad_token_provider=token_provider,
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)
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MODEL_NAME = os.getenv("AZURE_OPENAI_DEPLOYMENT")
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elif API_HOST == "ollama":
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client = openai.OpenAI(
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base_url=os.getenv("OLLAMA_ENDPOINT"),
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api_key="nokeyneeded",
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)
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MODEL_NAME = os.getenv("OLLAMA_MODEL")
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elif API_HOST == "github":
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client = openai.OpenAI(base_url="https://models.inference.ai.azure.com", api_key=os.getenv("GITHUB_TOKEN"))
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MODEL_NAME = os.getenv("GITHUB_MODEL")
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else:
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client = openai.OpenAI(api_key=os.getenv("OPENAI_KEY"))
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MODEL_NAME = os.getenv("OPENAI_MODEL")
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def lookup_weather(city_name=None, zip_code=None):
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"""Lookup the weather for a given city name or zip code."""
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print(f"Looking up weather for {city_name or zip_code}...")
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return "It's sunny!"
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tools = [
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{
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"type": "function",
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"function": {
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"name": "lookup_weather",
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"description": "Lookup the weather for a given city name or zip code.",
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"parameters": {
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"type": "object",
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"properties": {
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"city_name": {
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"type": "string",
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"description": "The city name",
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},
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"zip_code": {
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"type": "string",
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"description": "The zip code",
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},
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},
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"strict": True,
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"additionalProperties": False,
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},
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},
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}
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]
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response = client.chat.completions.create(
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model="gpt-4o-mini",
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messages=[
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{"role": "system", "content": "You are a weather chatbot."},
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{"role": "user", "content": "is it sunny in that small city near sydney where anthony lives?"},
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],
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tools=tools,
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tool_choice="auto",
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)
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print("Response:")
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print(response.choices[0].message.tool_calls[0].function.name)
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print(response.choices[0].message.tool_calls[0].function.arguments)
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# Now actually call the function as indicated
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if response.choices[0].message.tool_calls:
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function_name = response.choices[0].message.tool_calls[0].function.name
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arguments = json.loads(response.choices[0].message.tool_calls[0].function.arguments)
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if function_name == "lookup_weather":
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lookup_weather(**arguments)

‎function_calling_multiple.py‎

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import os
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import azure.identity
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import openai
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from dotenv import load_dotenv
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# Setup the OpenAI client to use either Azure, OpenAI.com, or Ollama API
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load_dotenv(override=True)
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API_HOST = os.getenv("API_HOST")
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if API_HOST == "azure":
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token_provider = azure.identity.get_bearer_token_provider(
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azure.identity.DefaultAzureCredential(), "https://cognitiveservices.azure.com/.default"
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)
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client = openai.AzureOpenAI(
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api_version=os.getenv("AZURE_OPENAI_VERSION"),
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azure_endpoint=os.getenv("AZURE_OPENAI_ENDPOINT"),
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azure_ad_token_provider=token_provider,
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)
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MODEL_NAME = os.getenv("AZURE_OPENAI_DEPLOYMENT")
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elif API_HOST == "ollama":
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client = openai.OpenAI(
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base_url=os.getenv("OLLAMA_ENDPOINT"),
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api_key="nokeyneeded",
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)
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MODEL_NAME = os.getenv("OLLAMA_MODEL")
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elif API_HOST == "github":
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client = openai.OpenAI(base_url="https://models.inference.ai.azure.com", api_key=os.getenv("GITHUB_TOKEN"))
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MODEL_NAME = os.getenv("GITHUB_MODEL")
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else:
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client = openai.OpenAI(api_key=os.getenv("OPENAI_KEY"))
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MODEL_NAME = os.getenv("OPENAI_MODEL")
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tools = [
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{
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"type": "function",
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"function": {
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"name": "lookup_weather",
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"description": "Lookup the weather for a given city name or zip code.",
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"parameters": {
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"type": "object",
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"properties": {
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"city_name": {
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"type": "string",
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"description": "The city name",
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},
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"zip_code": {
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"type": "string",
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"description": "The zip code",
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},
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},
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"additionalProperties": False,
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},
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},
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},
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{
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"type": "function",
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"function": {
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"name": "lookup_movies",
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"description": "Lookup movies playing in a given city name or zip code.",
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"parameters": {
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"type": "object",
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"properties": {
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"city_name": {
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"type": "string",
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"description": "The city name",
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},
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"zip_code": {
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"type": "string",
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"description": "The zip code",
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},
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},
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"additionalProperties": False,
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},
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},
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}
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]
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response = client.chat.completions.create(
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model=MODEL_NAME,
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messages=[
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{"role": "system", "content": "You are a tourism chatbot."},
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{"role": "user", "content": "is it rainy enough in sydney to watch movies and which ones are on?"},
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],
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tools=tools,
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tool_choice="auto"
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)
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print("Response:")
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for message in response.choices[0].message.tool_calls:
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print(message.function.name)
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print(message.function.arguments)

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