使用NEST Field Boosting进行弹性搜索

Question

I am using Elastic Search in C# using the NEST strongly typed client. I have an index containing Entries:

[ElasticType(Name = "Entry", IdProperty = "Id")]
public class Entry
{
    public string Id { get; set; }
    public string Title { get; set; }
    public string Description { get; set; }
    public string Award { get; set; }
    public int Year { get; set; }
}

Where Year is the year of the entry, eg 2012, and Award is the type of Award the Entry won, which can be null.

I then want to search these Entries using boosting for different properties. In the following code, I want results to be ranked higher that match on the Title, than those that match on the Description.

private IQueryResponse<Entry> GetMatchedEntries(string searchText)
{
    return _elasticClient.Search<Entry>(
                body =>
                body.Query(q => 
                           q.QueryString(qs => 
                                         qs.OnFieldsWithBoost(d => 
                                                              d.Add(entry => entry.Title, 5.0)
                                                              .Add(entry => entry.Description, 2.0))
                           .Query(searchText))));
}

I have now been asked to Boost the results by those which have won Awards, and also Boost newer Entries (ie by the Year).

How do I do this? Is it something that needs to be done as part of the indexing service, or as part of the search?

Answer 1

You can achieve this through a combination of a boosting query and custom_score query

instead of boosting year we alter the score based on the year because:

(_score + 2013) > (_score + 1999)

Newer results will float to the top.

By using a boosting query we can effectively demote results that are missing the award field.

see: http://www.elasticsearch.org/guide/reference/query-dsl/boosting-query.html http://www.elasticsearch.org/guide/reference/query-dsl/custom-score-query.html

_client.Search<Entry>(s=>s
    .Query(q =>q
        .Boosting(bq=>bq
            .Positive(pq=>pq
                .CustomScore(cbf=>cbf
                    .Query(cbfq=>cbfq
                        .QueryString(qs => qs
                            .OnFieldsWithBoost(d =>
                                d.Add(entry => entry.Title, 5.0)
                                .Add(entry => entry.Description, 2.0)
                            )
                            .Query(searchText)
                        )
                    )
                    .Script("_score + doc['year'].value")
                )
            )
            .Negative(nq=>nq
                .Filtered(nfq=>nfq
                    .Query(qq=>qq.MatchAll())
                    .Filter(f=>f.Missing(p=>p.Award))
                )
            )
            .NegativeBoost(0.2)
        )
    )
);