2019-07-17 08:49:22 -04:00
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[[context-suggester]]
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2019-07-19 14:35:36 -04:00
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==== Context Suggester
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2013-10-08 07:55:25 -04:00
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2015-10-31 01:59:21 -04:00
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The completion suggester considers all documents in the index, but it is often
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desirable to serve suggestions filtered and/or boosted by some criteria.
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For example, you want to suggest song titles filtered by certain artists or
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you want to boost song titles based on their genre.
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To achieve suggestion filtering and/or boosting, you can add context mappings while
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configuring a completion field. You can define multiple context mappings for a
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completion field.
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Every context mapping has a unique name and a type. There are two types: `category`
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and `geo`. Context mappings are configured under the `contexts` parameter in
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the field mapping.
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2018-09-12 02:47:32 -04:00
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NOTE: It is mandatory to provide a context when indexing and querying
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a context enabled completion field.
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2016-08-03 18:40:17 -04:00
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The following defines types, each with two context mappings for a completion
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field:
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2013-10-08 07:55:25 -04:00
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2019-09-09 12:35:50 -04:00
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[source,console]
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2013-10-08 07:55:25 -04:00
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--------------------------------------------------
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2019-01-22 09:13:52 -05:00
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PUT place
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2013-10-08 07:55:25 -04:00
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{
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2020-07-21 15:49:58 -04:00
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"mappings": {
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"properties": {
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"suggest": {
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"type": "completion",
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"contexts": [
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{ <1>
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"name": "place_type",
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"type": "category"
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},
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{ <2>
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"name": "location",
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"type": "geo",
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"precision": 4
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}
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]
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}
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2016-08-03 18:40:17 -04:00
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}
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2020-07-21 15:49:58 -04:00
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}
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2016-08-03 18:40:17 -04:00
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}
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2019-01-22 09:13:52 -05:00
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PUT place_path_category
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2016-08-03 18:40:17 -04:00
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{
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2020-07-21 15:49:58 -04:00
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"mappings": {
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"properties": {
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"suggest": {
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"type": "completion",
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"contexts": [
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{ <3>
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"name": "place_type",
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"type": "category",
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"path": "cat"
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},
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{ <4>
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"name": "location",
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"type": "geo",
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"precision": 4,
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"path": "loc"
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}
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]
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},
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"loc": {
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"type": "geo_point"
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}
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2013-10-08 07:55:25 -04:00
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}
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2020-07-21 15:49:58 -04:00
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}
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2013-10-08 07:55:25 -04:00
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}
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--------------------------------------------------
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2016-08-03 18:40:17 -04:00
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// TESTSETUP
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2019-09-09 12:35:50 -04:00
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2016-08-03 18:40:17 -04:00
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<1> Defines a `category` context named 'place_type' where the categories must be
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sent with the suggestions.
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<2> Defines a `geo` context named 'location' where the categories must be sent
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with the suggestions.
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2016-08-03 20:20:00 -04:00
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<3> Defines a `category` context named 'place_type' where the categories are
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2016-08-03 18:40:17 -04:00
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read from the `cat` field.
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2016-08-03 20:20:00 -04:00
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<4> Defines a `geo` context named 'location' where the categories are read from
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2016-08-03 18:40:17 -04:00
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the `loc` field.
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2013-10-08 07:55:25 -04:00
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2015-10-31 01:59:21 -04:00
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NOTE: Adding context mappings increases the index size for completion field. The completion index
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is entirely heap resident, you can monitor the completion field index size using <<indices-stats>>.
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2013-10-08 07:55:25 -04:00
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[[suggester-context-category]]
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2020-07-23 12:42:33 -04:00
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[discrete]
|
2019-07-19 14:35:36 -04:00
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===== Category Context
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2015-10-31 01:59:21 -04:00
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The `category` context allows you to associate one or more categories with suggestions at index
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time. At query time, suggestions can be filtered and boosted by their associated categories.
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2013-10-08 07:55:25 -04:00
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2016-08-03 18:40:17 -04:00
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The mappings are set up like the `place_type` fields above. If `path` is defined
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then the categories are read from that path in the document, otherwise they must
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be sent in the suggest field like this:
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2015-10-31 01:59:21 -04:00
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2019-09-09 12:35:50 -04:00
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[source,console]
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2015-10-31 01:59:21 -04:00
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--------------------------------------------------
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2017-12-14 11:47:53 -05:00
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PUT place/_doc/1
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2015-10-31 01:59:21 -04:00
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{
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2020-07-21 15:49:58 -04:00
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"suggest": {
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"input": [ "timmy's", "starbucks", "dunkin donuts" ],
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"contexts": {
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"place_type": [ "cafe", "food" ] <1>
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2013-10-08 07:55:25 -04:00
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}
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2020-07-21 15:49:58 -04:00
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}
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2013-10-08 07:55:25 -04:00
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}
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--------------------------------------------------
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2019-09-09 12:35:50 -04:00
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2015-10-31 01:59:21 -04:00
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<1> These suggestions will be associated with 'cafe' and 'food' category.
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2016-08-03 18:40:17 -04:00
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If the mapping had a `path` then the following index request would be enough to
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add the categories:
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2015-10-31 01:59:21 -04:00
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2019-09-09 12:35:50 -04:00
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[source,console]
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2015-10-31 01:59:21 -04:00
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--------------------------------------------------
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2017-12-14 11:47:53 -05:00
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PUT place_path_category/_doc/1
|
2015-10-31 01:59:21 -04:00
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{
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2020-07-21 15:49:58 -04:00
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"suggest": ["timmy's", "starbucks", "dunkin donuts"],
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"cat": ["cafe", "food"] <1>
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2013-10-08 07:55:25 -04:00
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}
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--------------------------------------------------
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2019-09-09 12:35:50 -04:00
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2015-10-31 01:59:21 -04:00
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<1> These suggestions will be associated with 'cafe' and 'food' category.
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NOTE: If context mapping references another field and the categories
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are explicitly indexed, the suggestions are indexed with both set
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of categories.
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2013-10-08 07:55:25 -04:00
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2020-07-23 12:42:33 -04:00
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[discrete]
|
2019-07-19 14:35:36 -04:00
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====== Category Query
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2015-10-31 01:59:21 -04:00
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Suggestions can be filtered by one or more categories. The following
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filters suggestions by multiple categories:
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2013-10-08 07:55:25 -04:00
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2019-09-09 12:35:50 -04:00
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[source,console]
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2013-10-08 07:55:25 -04:00
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--------------------------------------------------
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2016-12-14 21:49:53 -05:00
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POST place/_search?pretty
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2013-10-08 07:55:25 -04:00
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{
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2020-07-21 15:49:58 -04:00
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"suggest": {
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"place_suggestion": {
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"prefix": "tim",
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"completion": {
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"field": "suggest",
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"size": 10,
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"contexts": {
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"place_type": [ "cafe", "restaurants" ]
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2013-10-08 07:55:25 -04:00
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}
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2020-07-21 15:49:58 -04:00
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}
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2013-10-08 07:55:25 -04:00
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}
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2020-07-21 15:49:58 -04:00
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}
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2013-10-08 07:55:25 -04:00
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}
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--------------------------------------------------
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2016-08-03 18:40:17 -04:00
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// TEST[continued]
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2013-10-08 07:55:25 -04:00
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|
2018-09-12 02:47:32 -04:00
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NOTE: If multiple categories or category contexts are set on the query
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they are merged as a disjunction. This means that suggestions match
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if they contain at least one of the provided context values.
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2015-10-31 01:59:21 -04:00
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Suggestions with certain categories can be boosted higher than others.
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The following filters suggestions by categories and additionally boosts
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suggestions associated with some categories:
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2013-10-08 07:55:25 -04:00
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2019-09-09 12:35:50 -04:00
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[source,console]
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2013-10-08 07:55:25 -04:00
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--------------------------------------------------
|
2016-12-14 21:49:53 -05:00
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POST place/_search?pretty
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2013-10-08 07:55:25 -04:00
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{
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2020-07-21 15:49:58 -04:00
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"suggest": {
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"place_suggestion": {
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"prefix": "tim",
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"completion": {
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"field": "suggest",
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"size": 10,
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"contexts": {
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"place_type": [ <1>
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{ "context": "cafe" },
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{ "context": "restaurants", "boost": 2 }
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]
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2013-10-08 07:55:25 -04:00
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}
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2020-07-21 15:49:58 -04:00
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}
|
2013-10-08 07:55:25 -04:00
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}
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2020-07-21 15:49:58 -04:00
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}
|
2013-10-08 07:55:25 -04:00
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}
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--------------------------------------------------
|
2016-08-03 18:40:17 -04:00
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// TEST[continued]
|
2019-09-09 12:35:50 -04:00
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|
2015-10-31 01:59:21 -04:00
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<1> The context query filter suggestions associated with
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categories 'cafe' and 'restaurants' and boosts the
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suggestions associated with 'restaurants' by a
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factor of `2`
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In addition to accepting category values, a context query can be composed of
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multiple category context clauses. The following parameters are supported for a
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`category` context clause:
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[horizontal]
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`context`::
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The value of the category to filter/boost on.
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This is mandatory.
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`boost`::
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The factor by which the score of the suggestion
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should be boosted, the score is computed by
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multiplying the boost with the suggestion weight,
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defaults to `1`
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`prefix`::
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Whether the category value should be treated as a
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prefix or not. For example, if set to `true`,
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you can filter category of 'type1', 'type2' and
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so on, by specifying a category prefix of 'type'.
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Defaults to `false`
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2013-10-08 07:55:25 -04:00
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2018-09-12 02:47:32 -04:00
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NOTE: If a suggestion entry matches multiple contexts the final score is computed as the
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maximum score produced by any matching contexts.
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|
2013-10-08 07:55:25 -04:00
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[[suggester-context-geo]]
|
2020-07-23 12:42:33 -04:00
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[discrete]
|
2019-07-19 14:35:36 -04:00
|
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===== Geo location Context
|
2015-10-31 01:59:21 -04:00
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A `geo` context allows you to associate one or more geo points or geohashes with suggestions
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at index time. At query time, suggestions can be filtered and boosted if they are within
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a certain distance of a specified geo location.
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|
2015-11-08 03:51:14 -05:00
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Internally, geo points are encoded as geohashes with the specified precision.
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2013-10-08 07:55:25 -04:00
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2020-07-23 12:42:33 -04:00
|
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[discrete]
|
2019-07-19 14:35:36 -04:00
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====== Geo Mapping
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2015-10-31 01:59:21 -04:00
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In addition to the `path` setting, `geo` context mapping accepts the following settings:
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2013-10-08 07:55:25 -04:00
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[horizontal]
|
2015-10-31 01:59:21 -04:00
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`precision`::
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This defines the precision of the geohash to be indexed and can be specified
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as a distance value (`5m`, `10km` etc.), or as a raw geohash precision (`1`..`12`).
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Defaults to a raw geohash precision value of `6`.
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NOTE: The index time `precision` setting sets the maximum geohash precision that
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can be used at query time.
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|
|
2020-07-23 12:42:33 -04:00
|
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[discrete]
|
2019-07-19 14:35:36 -04:00
|
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====== Indexing geo contexts
|
2013-10-08 07:55:25 -04:00
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|
2015-10-31 01:59:21 -04:00
|
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`geo` contexts can be explicitly set with suggestions or be indexed from a geo point field in the
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document via the `path` parameter, similar to `category` contexts. Associating multiple geo location context
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with a suggestion, will index the suggestion for every geo location. The following indexes a suggestion
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with two geo location contexts:
|
2013-10-08 07:55:25 -04:00
|
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|
2019-09-09 12:35:50 -04:00
|
|
|
[source,console]
|
2013-10-08 07:55:25 -04:00
|
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--------------------------------------------------
|
2017-12-14 11:47:53 -05:00
|
|
|
PUT place/_doc/1
|
2013-10-08 07:55:25 -04:00
|
|
|
{
|
2020-07-21 15:49:58 -04:00
|
|
|
"suggest": {
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|
"input": "timmy's",
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|
|
"contexts": {
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|
|
|
"location": [
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|
|
{
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|
|
|
"lat": 43.6624803,
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|
|
"lon": -79.3863353
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|
},
|
|
|
|
{
|
|
|
|
"lat": 43.6624718,
|
|
|
|
"lon": -79.3873227
|
2016-08-03 18:40:17 -04:00
|
|
|
}
|
2020-07-21 15:49:58 -04:00
|
|
|
]
|
2013-10-08 07:55:25 -04:00
|
|
|
}
|
2020-07-21 15:49:58 -04:00
|
|
|
}
|
2013-10-08 07:55:25 -04:00
|
|
|
}
|
|
|
|
--------------------------------------------------
|
|
|
|
|
2020-07-23 12:42:33 -04:00
|
|
|
[discrete]
|
2019-07-19 14:35:36 -04:00
|
|
|
====== Geo location Query
|
2013-10-08 07:55:25 -04:00
|
|
|
|
2015-10-31 01:59:21 -04:00
|
|
|
Suggestions can be filtered and boosted with respect to how close they are to one or
|
|
|
|
more geo points. The following filters suggestions that fall within the area represented by
|
|
|
|
the encoded geohash of a geo point:
|
2013-10-08 07:55:25 -04:00
|
|
|
|
2019-09-09 12:35:50 -04:00
|
|
|
[source,console]
|
2013-10-08 07:55:25 -04:00
|
|
|
--------------------------------------------------
|
2016-12-14 21:49:53 -05:00
|
|
|
POST place/_search
|
2013-10-08 07:55:25 -04:00
|
|
|
{
|
2020-07-21 15:49:58 -04:00
|
|
|
"suggest": {
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|
|
"place_suggestion": {
|
|
|
|
"prefix": "tim",
|
|
|
|
"completion": {
|
|
|
|
"field": "suggest",
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|
"size": 10,
|
|
|
|
"contexts": {
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|
"location": {
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|
"lat": 43.662,
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|
|
|
"lon": -79.380
|
|
|
|
}
|
2013-10-08 07:55:25 -04:00
|
|
|
}
|
2020-07-21 15:49:58 -04:00
|
|
|
}
|
2013-10-08 07:55:25 -04:00
|
|
|
}
|
2020-07-21 15:49:58 -04:00
|
|
|
}
|
2013-10-08 07:55:25 -04:00
|
|
|
}
|
|
|
|
--------------------------------------------------
|
2016-08-03 18:40:17 -04:00
|
|
|
// TEST[continued]
|
2013-10-08 07:55:25 -04:00
|
|
|
|
2015-10-31 01:59:21 -04:00
|
|
|
NOTE: When a location with a lower precision at query time is specified, all suggestions
|
|
|
|
that fall within the area will be considered.
|
|
|
|
|
2018-09-12 02:47:32 -04:00
|
|
|
NOTE: If multiple categories or category contexts are set on the query
|
|
|
|
they are merged as a disjunction. This means that suggestions match
|
|
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if they contain at least one of the provided context values.
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2015-10-31 01:59:21 -04:00
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Suggestions that are within an area represented by a geohash can also be boosted higher
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than others, as shown by the following:
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2013-10-08 07:55:25 -04:00
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2019-09-09 12:35:50 -04:00
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[source,console]
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2013-10-08 07:55:25 -04:00
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--------------------------------------------------
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2016-12-14 21:49:53 -05:00
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POST place/_search?pretty
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2013-10-08 07:55:25 -04:00
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{
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2020-07-21 15:49:58 -04:00
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"suggest": {
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"place_suggestion": {
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"prefix": "tim",
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"completion": {
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"field": "suggest",
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"size": 10,
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"contexts": {
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"location": [ <1>
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{
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"lat": 43.6624803,
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"lon": -79.3863353,
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"precision": 2
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},
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{
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"context": {
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"lat": 43.6624803,
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"lon": -79.3863353
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|
},
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"boost": 2
|
2013-10-08 07:55:25 -04:00
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}
|
2020-07-21 15:49:58 -04:00
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]
|
2013-10-08 07:55:25 -04:00
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}
|
2020-07-21 15:49:58 -04:00
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|
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}
|
2013-10-08 07:55:25 -04:00
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|
|
}
|
2020-07-21 15:49:58 -04:00
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}
|
2013-10-08 07:55:25 -04:00
|
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|
}
|
|
|
|
--------------------------------------------------
|
2016-08-03 18:40:17 -04:00
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|
// TEST[continued]
|
2019-09-09 12:35:50 -04:00
|
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|
|
2015-10-31 01:59:21 -04:00
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|
<1> The context query filters for suggestions that fall under
|
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|
|
the geo location represented by a geohash of '(43.662, -79.380)'
|
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|
|
with a precision of '2' and boosts suggestions
|
|
|
|
that fall under the geohash representation of '(43.6624803, -79.3863353)'
|
|
|
|
with a default precision of '6' by a factor of `2`
|
2013-10-08 07:55:25 -04:00
|
|
|
|
2018-09-12 02:47:32 -04:00
|
|
|
NOTE: If a suggestion entry matches multiple contexts the final score is computed as the
|
|
|
|
maximum score produced by any matching contexts.
|
|
|
|
|
2015-10-31 01:59:21 -04:00
|
|
|
In addition to accepting context values, a context query can be composed of
|
|
|
|
multiple context clauses. The following parameters are supported for a
|
|
|
|
`category` context clause:
|
2013-10-08 07:55:25 -04:00
|
|
|
|
2015-10-31 01:59:21 -04:00
|
|
|
[horizontal]
|
|
|
|
`context`::
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|
|
|
A geo point object or a geo hash string to filter or
|
|
|
|
boost the suggestion by. This is mandatory.
|
|
|
|
|
|
|
|
`boost`::
|
|
|
|
The factor by which the score of the suggestion
|
|
|
|
should be boosted, the score is computed by
|
|
|
|
multiplying the boost with the suggestion weight,
|
|
|
|
defaults to `1`
|
|
|
|
|
|
|
|
`precision`::
|
|
|
|
The precision of the geohash to encode the query geo point.
|
|
|
|
This can be specified as a distance value (`5m`, `10km` etc.),
|
|
|
|
or as a raw geohash precision (`1`..`12`).
|
|
|
|
Defaults to index time precision level.
|
|
|
|
|
|
|
|
`neighbours`::
|
|
|
|
Accepts an array of precision values at which
|
|
|
|
neighbouring geohashes should be taken into account.
|
|
|
|
precision value can be a distance value (`5m`, `10km` etc.)
|
|
|
|
or a raw geohash precision (`1`..`12`). Defaults to
|
|
|
|
generating neighbours for index time precision level.
|