Custom External Models

Some developers have found it useful to proxy requests to arbitrary external models through OpenPipe. This is useful if you have a custom model that you’ve deployed to Azure, or an external model that you’ve deployed to another cloud provider.

Proxying chat completions to an custom external model requires a few short steps.

• Create an external model provider
• Add a model to the external model provider
• Adjust the model parameter in your chat completion request

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Create an external model provider

Find the External Model Providers section of your project settings, and click the Add Provider button.

Give your custom provider a slug, API key, and add a custom base url if necessary. The slug should be unique, and will be used when we proxy requests to models associated with this provider.

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Add a model to the external model provider

To add a model to the provider you’re creating, click the Add model button.

Give the model a slug that matches the model you’d like to call on your external provider. To call gpt-4o-2024-08-06 on Azure for instance, the slug should be gpt-4o-2024-08-06.

Setting input cost and output cost is optional, but can be helpful for showing relative costs in the evals page.

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Update the model parameter in your chat completion request

Almost done! The last step is to set the model parameter in your requests to match this format: openpipe:<external-model-provider-slug>/<external-model-slug>.

For example, if you’re calling gpt-4o-2024-08-06 on Azure, the model parameter should be openpipe:custom-azure-provider/gpt-4o-2024-08-06.

• Python
• NodeJS

from openpipe import OpenAI

# Find the config values in "Installing the SDK"
client = OpenAI()

completion = client.chat.completions.create(
    model="openpipe:custom-azure-provider/gpt-4o-2024-08-06",
    messages=[{"role": "system", "content": "count to 10"}],
    openpipe={"tags": {"prompt_id": "counting", "any_key": "any_value"}},
)

External models can also be used for filtering and relabeling your data. We currently support custom external models for providers with openai and azure-compatible endpoints. If you’d like support for an external provider with a different API format, send a request to hello@openpipe.ai.