assistant

[topaz basalt]

Hi can u tell me how to use the openai models in my app

[frozen shuttle]

Hi @topaz basalt. I'm kapa.ai, your friendly support bot. I will try to answer your question by searching through the knowledge base. :wave:

---

Sure, you can use OpenAI models in your application by integrating with the OpenAI API. Here's a general process on how you can do this:

1. Create an Assistant: An Assistant is an entity that can be configured to respond to a user's messages using several parameters like model, instructions, and tools. You can create an assistant using the OpenAI API. Here's an example of how to create an assistant using Python:

from openai import OpenAI
client = OpenAI()

assistant = client.beta.assistants.create(
  name="Math Tutor",
  instructions="You are a personal math tutor. Write and run code to answer math questions.",
  tools=[{"type": "code_interpreter"}],
  model="gpt-4o",
)

(Source: OpenAI Quickstart Guide (https://platform.openai.com/docs/assistants/quickstart/step-3-add-a-message-to-the-thread))

2. Create a Thread: When a user starts a conversation, you create a Thread. Threads simplify AI application development by storing message history and truncating it when the conversation gets too long for the model’s context length. You create a Thread once, and simply append Messages to it as your users reply.

3. Add Messages to the Thread: As the user asks questions, you add Messages to the Thread.

4. Run the Assistant on the Thread: To generate a response by calling the model and the tools, you run the Assistant on the Thread.

Please note that calls to the Assistants API require that you pass a beta HTTP header. This is handled automatically if you’re using OpenAI’s official Python or Node.js SDKs.

OpenAI-Beta: assistants=v2

(Source: OpenAI Quickstart Guide (https://platform.openai.com/docs/assistants/quickstart/step-4-create-a-run))

You can explore the capabilities of the Assistants API using the Assistants playground (https://platform.openai.com/playground?mode=assistant) or by building a step-by-step integration outlined in the Assistants API quickstart (https://platform.openai.com/docs/assistants/quickstart).

Remember to replace <your OpenAI API key if not set as env var> with your actual OpenAI API key. You can find more details in the OpenAI Cookbook (https://cookbook.openai.com/examples/assistants_api_overview_python#assistants).

Please note that the OpenAI models are optimized for use in English, but many of them are robust enough to generate good results for a variety of languages. If you want to use OpenAI models with text in different languages, you can start with one of the pre-made prompts provided by OpenAI. (Source: OpenAI Help Article (https://help.openai.com/en/articles/6742369-how-do-i-use-the-openai-api-with-text-in-different-languages))

Note: you can ask me a follow up question by @ mentioning me again :speech_balloon: