2017-06-01 10:47:44 -04:00
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[[eager-global-ordinals]]
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=== `eager_global_ordinals`
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Global ordinals is a data-structure on top of doc values, that maintains an
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incremental numbering for each unique term in a lexicographic order. Each
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term has a unique number and the number of term 'A' is lower than the
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number of term 'B'. Global ordinals are only supported with
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<<keyword,`keyword`>> and <<text,`text`>> fields. In `keyword` fields, they
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are available by default but `text` fields can only use them when `fielddata`,
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with all of its associated baggage, is enabled.
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Doc values (and fielddata) also have ordinals, which is a unique numbering for
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all terms in a particular segment and field. Global ordinals just build on top
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of this, by providing a mapping between the segment ordinals and the global
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ordinals, the latter being unique across the entire shard. Given that global
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ordinals for a specific field are tied to _all the segments of a shard_, they
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need to be entirely rebuilt whenever a once new segment becomes visible.
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Global ordinals are used for features that use segment ordinals, such as
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the <<search-aggregations-bucket-terms-aggregation,`terms` aggregation>>,
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to improve the execution time. A terms aggregation relies purely on global
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ordinals to perform the aggregation at the shard level, then converts global
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ordinals to the real term only for the final reduce phase, which combines
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results from different shards.
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The loading time of global ordinals depends on the number of terms in a field,
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but in general it is low, since it source field data has already been loaded.
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The memory overhead of global ordinals is a small because it is very
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efficiently compressed.
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By default, global ordinals are loaded at search-time, which is the right
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trade-off if you are optimizing for indexing speed. However, if you are more
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2019-07-23 02:32:44 -04:00
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interested in search speed, it could be beneficial to set
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2017-06-01 10:47:44 -04:00
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`eager_global_ordinals: true` on fields that you plan to use in terms
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aggregations:
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[source,js]
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------------
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2019-01-14 16:08:01 -05:00
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PUT my_index/_mapping
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2017-06-01 10:47:44 -04:00
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{
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"properties": {
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"tags": {
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"type": "keyword",
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"eager_global_ordinals": true
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}
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}
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}
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------------
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// CONSOLE
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// TEST[s/^/PUT my_index\n/]
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2019-07-23 02:32:44 -04:00
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This will shift the cost of building the global ordinals from search-time to
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refresh-time. Elasticsearch will make sure that global ordinals are built
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before exposing to searches any changes to the content of the index.
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Elasticsearch will also eagerly build global ordinals when starting a new copy
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of a shard, such as when increasing the number of replicas or when relocating a
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shard onto a new node.
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If a shard has been <<indices-forcemerge,force-merged>> down to a single
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segment then its global ordinals are identical to the ordinals for its unique
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segment, which means there is no extra cost for using global ordinals on such a
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shard. Note that for performance reasons you should only force-merge an index
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to which you will never write again.
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On a <<frozen-indices,frozen index>>, global ordinals are discarded after each
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search and rebuilt again on the next search if needed or if
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`eager_global_ordinals` is set. This means `eager_global_ordinals` should not
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be used on frozen indices. Instead, force-merge an index to a single segment
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before freezing it so that global ordinals need not be built separately on each
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search.
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2017-06-01 10:47:44 -04:00
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If you ever decide that you do not need to run `terms` aggregations on this
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field anymore, then you can disable eager loading of global ordinals at any
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time:
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[source,js]
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------------
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2019-01-14 16:08:01 -05:00
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PUT my_index/_mapping
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2017-06-01 10:47:44 -04:00
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{
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"properties": {
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"tags": {
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"type": "keyword",
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"eager_global_ordinals": false
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}
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}
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}
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------------
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// CONSOLE
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// TEST[continued]
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