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I was able to use ollama easily. Here's the relevant code:

import instructor
from openai import OpenAI

# ...

client = instructor.from_openai(
    OpenAI(
        base_url="http://localhost:11434/v1",
        api_key="ollama", # not actually used...
    ),
    mode=instructor.Mode.JSON
)

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Answer selected by KennyVaneetvelde
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