Collapse and Expand Results
The Collapsing query parser and the Expand component combine to form an approach to grouping documents for field collapsing in search results.
The Collapsing query parser groups documents (collapsing the result set) according to your parameters, while the Expand component provides access to documents in the collapsed group for use in results display or other processing by a client application. Collapse & Expand can together do what the older Result Grouping (group=true
) does for most use-cases but not all. Collapse and Expand are not supported when Result Grouping is enabled. Generally, you should prefer Collapse & Expand.
In order to use these features with SolrCloud, the documents must be located on the same shard. To ensure document co-location, you can define the |
Collapsing Query Parser
The CollapsingQParser
is really a post filter that provides more performant field collapsing than Solr’s standard approach when the number of distinct groups in the result set is high. This parser collapses the result set to a single document per group before it forwards the result set to the rest of the search components. So all downstream components (faceting, highlighting, etc.) will work with the collapsed result set.
The CollapsingQParserPlugin fully supports the QueryElevationComponent.
Collapsing Query Parser Options
The CollapsingQParser accepts the following local parameters:
field
- The field that is being collapsed on. The field must be a single valued String, Int or Float-type of field.
min
ormax
Selects the group head document for each group based on which document has the min or max value of the specified numeric field or function query.
At most only one of the
min
,max
, orsort
(see below) parameters may be specified.If none are specified, the group head document of each group will be selected based on the highest scoring document in that group. The default is none.
sort
Selects the group head document for each group based on which document comes first according to the specified sort string.
At most only one of the
min
,max
, (see above) orsort
parameters may be specified.If none are specified, the group head document of each group will be selected based on the highest scoring document in that group. The default is none.
nullPolicy
- There are three available null policies:
ignore
: removes documents with a null value in the collapse field. This is the default.expand
: treats each document with a null value in the collapse field as a separate group.collapse
: collapses all documents with a null value into a single group using either highest score, or minimum/maximum.The default is
ignore
.
hint
There are two hint options available:
top_fc
This stands for top level FieldCache.
The
hint=top_fc
hint is only available when collapsing on String fields.top_fc
usually provides the best query time speed but takes the longest to warm on startup or following a commit.top_fc
will also result in having the collapsed field cached in memory twice if it’s used for faceting or sorting. For very high cardinality (high distinct count) fields,top_fc
may not fare so well.hint=block
This indicates that the field being collapsed on is suitable for the optimzed Block Collapse logic described below.
The default is none.
size
Sets the initial size of the collapse data structures when collapsing on a numeric field only.
The data structures used for collapsing grow dynamically when collapsing on numeric fields. Setting the size above the number of results expected in the result set will eliminate the resizing cost.
The default is 100,000.
collectElevatedDocsWhenCollapsing
- In combination with the Collapse Query Parser all elevated docs are visible at the beginning of the result set.
If this parameter is
false
, only the representative is visible if the elevated docs has the same collapse key (default istrue
).
Sample Usage Syntax
Collapse on group_field
selecting the document in each group with the highest scoring document:
fq={!collapse field=group_field}
Collapse on group_field
selecting the document in each group with the minimum value of numeric_field
:
fq={!collapse field=group_field min=numeric_field}
Collapse on group_field
selecting the document in each group with the maximum value of numeric_field
:
fq={!collapse field=group_field max=numeric_field}
Collapse on group_field
selecting the document in each group with the maximum value of a function. Note that the cscore() function can be used with the min/max options to use the score of the current document being collapsed.
fq={!collapse field=group_field max=sum(cscore(),numeric_field)}
Collapse on group_field
with a null policy so that all docs that do not have a value in the group_field
will be treated as a single group. For each group, the selected document will be based first on a numeric_field
, but ties will be broken by score:
fq={!collapse field=group_field nullPolicy=collapse sort='numeric_field asc, score desc'}
Collapse on group_field
with a hint to use the top level field cache:
fq={!collapse field=group_field hint=top_fc}
Collapse with custom cost
which defaults to 100
fq={!collapse cost=1000 field=group_field}
Block Collapsing
When collapsing on the _root_
field, using nullPolicy=expand
or nullPolicy=ignore
, the Collapsing Query Parser can take advantage of the fact that all docs with identical field values are adjacent to each other in the index in a single "block" of nested documents. This allows the collapsing logic to be much faster and more memory efficient.
The default collapsing logic must keep track of all group head documents — for all groups encountered so far — until it has evaluated all documents, because each document it considers may become the new group head of any group.
When collapsing on the _root_
field however, the logic knows that as it scans over the index, it will never encounter any new documents in a group that it has previously processed.
This more efficient logic can also be used with other collapseField
values, via the hint=block
local param. This can be useful when you have deeply nested documents and you’d like to collapse on a field that does not contain identical values for all documents with a common _root_
but is a unique and identical value for sets of contiguous documents under a common _root_
. For example: searching for "grand child" documents and collapsing on a field that is unique per "child document"
Specifing The implementation does not offer any safeguards against misuse on an unsupported field, since doing so would require the same group level tracking as the non-Block collapsing implementation — defeating the purpose of this optimization. |
Expand Component
The ExpandComponent can be used to expand the groups that were collapsed by the CollapsingQParserPlugin.
Example usage with the CollapsingQParserPlugin:
q=foo&fq={!collapse field=ISBN}
In the query above, the CollapsingQParserPlugin will collapse the search results on the ISBN field. The main search results will contain the highest ranking document from each book.
The ExpandComponent can now be used to expand the results so you can see the documents grouped by ISBN. For example:
q=foo&fq={!collapse field=ISBN}&expand=true
When used with CollapsingQParserPlugin and there are multiple collapse groups, the field is chosen from the group with least cost. If there are multiple collapse groups with same cost then the first specified one is chosen. |
When enabled, the ExpandComponent adds a new section to the search output labeled expanded
.
Inside the expanded
section there is a map with each group head pointing to the expanded documents that are within the group. As applications iterate the main collapsed result set, they can access the expanded map to retrieve the expanded groups.
The ExpandComponent has the following parameters:
expand
- When
true
, the ExpandComponent is enabled. expand.field
- Field on which expand documents need to be populated. When
expand=true
, either this parameter needs to be specified or should be used with CollapsingQParserPlugin. When both are specified, this parameter is given higher priority. expand.sort
- Orders the documents within the expanded groups. The default is
score desc
. expand.rows
The number of rows to display in each group. The default is 5 rows.
When
expand.rows=0
, only the number of documents found for each expanded value is returned. Hence, scores won’t be computed even if requested andmaxScore
is set to 0.expand.q
- Overrides the main query (
q
), determines which documents to include in the main group. The default is to use the main query. expand.fq
- Overrides main filter queries (
fq
), determines which documents to include in the main group. The default is to use the main filter queries. expand.nullGroup
- Indicates if an expanded group can be returned containing documents with no value in the expanded field.
This option only enables support for returning a "null" expanded group.
As with all expanded groups, it will only exist if the main group includes corresponding documents for it to expand (via
collapse
using eithernullPolicy=collapse
ornullPolicy=expand
; or viaexpand.q
) and documents are found that belong in this expanded group. The default value isfalse
.