Do you really require multi-shards? Single core/shard will do for even
millions of documents and the search will be faster than searching on
multi-shards.

Consider multi-shard when you cannot scale-up on a single shard/machine(e.g,
CPU,RAM etc. becomes major block). 

Also read through the SOLR distributed search wiki to check on all tuning up
required at application server(Tomcat) end, like maxHTTP request settings.
For a single request in a multi-shard setup internal HTTP requests are made
through all queried shards, so, make sure you set this parameter higher.

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