I have often found myself looking into the performance of different 
functionality with Elasticsearch. I feel like this is a huge missing piece 
of the documentation with ES.  The Redis documentation attempts to identify 
performance of functionality using Big O Notation or what they refer to as 
time complexity.

Is there any sort of documentation like this that I'm missing?

It would be great to have performance details in the documentation with 
regards to functionality and design decisions...

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