This is where OpenAI's function calling capability comes in. It allows GPT-3.5 and GPT-4 models to take user-defined functions as input and generate structure output. With this, you don't need to write RegEx or perform prompt engineering. In this tutorial, I'll explain step-by-step how...
function=Function(arguments='{\n "location": "Toronto, Canada",\n "format": "celsius",\n "num_days": 1\n}', name='get_n_day_weather_forecast'), type='function')])
We won’t go into the details of how function calling works here, but you can read our OpenAI Function Calling tutorial. What’s important to know is that with Structured Outputs, using function calling with OpenAI models becomes so much easier. In the past, the functions you would pass to...
We recently posted a step-by-step video demo ofOpenAI function callingwith Rasa on ouryoutube channel. It's an extension of the previousvideoandblogwe did about answering questions on structured data with ChatGPT and Rasa. If you haven’t checked out our previous tutorial on answering questions...
All you need to know is that this method takes thetool_beltclass property and uses thedocstring_parserlibrary we installed at the beginning of this tutorial to parse the docstrings of each function and extract the correctOpenAI JSON format. That is why correctly formatting the docstrin...
In a function calling, the model is able to identify only one function from the user query at a time. Due to that, it is not able to recognize multiple functions required from the user input in a single query, which is a limitation of using function calling without the parallel feature....
Unfortunately, functions defined in your chat completion calls don't always perform as expected. Fine-tuning your model with tool calling examples can improve model output by enabling you to:Get similarly formatted responses even when the full function definition isn't present. (Allowing you to ...
OpenAI Assistants are almost AI agents: they can run tasks that involve function calling, code interpretation, and file search. Using a thread to collaborate with the user or other assistants, they'll keep moving forward until they meet the objective. Find inspiration in the OpenAI library OpenAI...
Next steps Explore the fine-tuning capabilities in the Azure OpenAI fine-tuning tutorial. Review fine-tuning model regional availability Learn more about Azure OpenAI quotasFeedback Was this page helpful? Yes No Provide product feedback | Get help at Microsoft Q&A Additional...
ChatCompletionMessage(content="Sure, I'll get the current weather for Toronto, Canada in Celsius.", role='assistant', function_call=None, tool_calls=None) Parallel Function Calling Newer models such as gpt-4o or gpt-3.5-turbo can call multiple functions in one turn. messages = [] messages...