[ML] fix random sampling background query consistency #83676
Merged
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There was a consistency bug where the documents returned by the created scorer could change while looking at the same shard. This can occur if multiple weights are created from the same query.
For scenarios like Significant Terms/Text, we need a consistent view of each shard when using the same probability and seed.
This commit ensures this by creating a new random value supplier seeded by the shard hash & seed.