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[MNT] Update similarity search with new base classes #1243

@baraline

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@baraline

Describe the issue

As new base classes were introduced by #996 , we should update the similarity search module to use these classes.
We are still in the context of a single query matching a series or a collection. The case of a collection of queries will come later.

Suggest a potential alternative/fix

Redisgn the API to use BaseSeriesEstimators as a base case and warp around it for collections.

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API designAPI design & software architecturemaintenanceContinuous integration, unit testing & package distributionsimilarity searchSimilarity search package

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