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In the README of the linked library they have a code snippet showing how to have a conversation with the model.

Also, even if it were for fine tuning, that would require an implementation of the model’s forward pass (which is all that’s necessary to run it).

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That is completely different discussion. Otherwise, even Gemini 2.5 Pro would be open-source with this logic since clients are open-source for interacting with the cloud APIs.
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