Thanks Erick,

/"So your choices are either to increase memory (a lot) or not do this. 
It's a valid question whether this is useful information to present to a 
user 
(or are you doing some kind of analytics here?). "/

Yes, You are right my facet queries are for text analytic purpose. Users
will send boolean and spatial queries. current performance for spatial
queries is 100qps with 150 concurrent users and avg response time is 500ms.
In this case to increase the throughput which is the correct way to go from
below two.
1. Increasing replica of each shard
2. Increasing total number shards



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