Add mult-leaf optimizations for diversify children collector #13121
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This adds multi-leaf optimizations for diversified children collector. This means as children vectors are collected within a block join, we can share information between leaves to speed up vector search.
To make this happen, I refactored the multi-leaf collector slightly. Now, instead of inheriting from
TopKnnCollector
, we inject a inner collector.