Overview

This example is based on the Open AI function calling docs. We use the same example from the docs, instrumenting the Open AI chat completion calls so that the function calling traces can be viewed in the Arize platform and used in the Arize Prompt Playground.

Installations & Imports

Set Up API Keys and Register OTEL

Register OTEL

Open AI Auto Instrumentation

Define Callable Function

Define Tools

LLM Chats with User to Get Order ID

LLM Calls Tools Using Customer Order ID

LLM Provides Function Call Response

LLM Uses Function Call Response to Reply to User Message

View Traces

View traces to debug chat history and ensure the expected function call was made with the appropriate parameters.