fintuning model router

[Teera21]

how can i fintunig this model in semantic-router to improve my performance and accuracy in decusion rout.

[andreped]

Hello, @Teera21! :]

What do you mean finetune? Finetune the embedding model? Or do you just want to enhance accuracy in the routing? I would try using HybridRouteLayer and tuning the alpha, as well as defining more clear routes by refining the utterances. There is also some gain to tune the aggregation method and top_k. At least in my experiments.

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EDIT: Note that there is a PR on fine-tuning an embedding model here: https://github.com/aurelio-labs/semantic-router/pull/258

So there will likely be a notebook you could follow very soon if you want to fine-tune your own model.