You might be helped by "distributed IDF".
see: SOLR-1632

On Wed, Mar 29, 2017 at 1:56 PM, Chris Hostetter
<hossman_luc...@fucit.org> wrote:
>
> The thing to keep in mind, is that w/o a fully deterministic sort,
> the underlying problem statement "doc may appera on multiple pages" can
> exist even in a single node solr index, even if no documents are
> added/deleted between bage requests: because background merges /
> searcher re-opening may happen in between those page requests.
>
> The best practice, if you really care about ensuring no (non-updated) doc
> is ever returned twice in subsequent pages, is to to use a fully
> deterministic sort, with a "tie breaker" clause that is unique to every
> document (ie: uniqueKey field)
>
>
>
> : Date: Wed, 29 Mar 2017 23:14:22 +0300
> : From: Mikhail Khludnev <m...@apache.org>
> : Reply-To: solr-user@lucene.apache.org
> : To: solr-user <solr-user@lucene.apache.org>
> : Subject: Re: Pagination bug? when sorting by a field (not unique field)
> :
> : Great explanation, Alessandro!
> :
> : Let me briefly explain my experience. I have a tiny test with 2 shards and
> : 2 replicas, index about a hundred of docs. And then when I fully paginate
> : search results with score ranking, I've got duplicates across pages. And
> : the reason is deletes, which occur probably due to update/failover. Every
> : paging request lands to the different replica. There are a few workarounds:
> : lands consequent requests to the same replicas; also <optimize> fixes
> : duplicates; but tie-breaking is the best way for sure.
> :
> : On Wed, Mar 29, 2017 at 7:10 PM, alessandro.benedetti <a.benede...@sease.io>
> : wrote:
> :
> : > The reason Mikhail mentioned that, is probably related to :
> : >
> : > *The way how number of document calculated is changed (LUCENE-6711)*
> : > /The number of documents (docCount) is used to calculate term specificity
> : > (idf) and average document length (avdl). Prior to LUCENE-6711,
> : > collectionStats.maxDoc() was used for the statistics. Now,
> : > collectionStats.docCount() is used whenever possible, if not maxDocs() is
> : > used.
> : > Assume that a collection contains 100 documents, and 50 of them have
> : > "keywords" field. In this example, maxDocs is 100 while docCount is 50 for
> : > the "keywords" field. The total number of tokens for "keywords" field is
> : > divided by docCount to obtain avdl. Therefore, docCount which is the total
> : > number of documents that have at least one term for the field, is a more
> : > precise metric for optional fields.
> : > DefaultSimilarity does not leverage avdl, so this change would have
> : > relatively minor change in the result list. Because relative idf values of
> : > terms will remain same. However, when combined with other factors such as
> : > term frequency, relative ranking of documents could change. Some 
> Similarity
> : > implementations (such as the ones instantiated with NormalizationH2 and
> : > BM25) take account into avdl and would have notable change in ranked list.
> : > Especially if you have a collection of documents with varying lengths.
> : > Because NormalizationH2 tends to punish documents longer than avdl./
> : >
> : > This means that if you are load balancing, the page 2 query could go to
> : > another replica, where the doc is scored differently, ending up on a
> : > different position ( and maybe appearing again as a final effect).
> : > This scenario is referred to scored ranking, so it will not affect sorting
> : > (
> : > and I believe in your initial mail you were referring not to sorting)
> : >
> : > Cheers
> : >
> : >
> : > Pablo wrote
> : > > Mikhall,
> : > >
> : > > effectively maxDocs are different and also deletedDocs, but numDocs are
> : > > ok.
> : > >
> : > > I don't really get it, but can that be the problem?
> : >
> : >
> : >
> : >
> : >
> : > -----
> : > ---------------
> : > Alessandro Benedetti
> : > Search Consultant, R&D Software Engineer, Director
> : > Sease Ltd. - www.sease.io
> : > --
> : > View this message in context: http://lucene.472066.n3.
> : > nabble.com/Pagination-bug-when-sorting-by-a-field-not-unique-field-
> : > tp4327408p4327461.html
> : > Sent from the Solr - User mailing list archive at Nabble.com.
> : >
> :
> :
> :
> : --
> : Sincerely yours
> : Mikhail Khludnev
> :
>
> -Hoss
> http://www.lucidworks.com/

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