mapping.asciidoc 8.5 KB

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  1. [[mapping]]
  2. = Mapping
  3. [partintro]
  4. --
  5. Mapping is the process of defining how a document, and the fields it contains,
  6. are stored and indexed. For instance, use mappings to define:
  7. * which string fields should be treated as full text fields.
  8. * which fields contain numbers, dates, or geolocations.
  9. * the <<mapping-date-format,format>> of date values.
  10. * custom rules to control the mapping for
  11. <<dynamic-mapping,dynamically added fields>>.
  12. A mapping definition has:
  13. <<mapping-fields,Meta-fields>>::
  14. Meta-fields are used to customize how a document's associated metadata is
  15. treated. Examples of meta-fields include the document's
  16. <<mapping-index-field,`_index`>>, <<mapping-id-field,`_id`>>, and
  17. <<mapping-source-field,`_source`>> fields.
  18. <<mapping-types,Fields>> or _properties_::
  19. A mapping contains a list of fields or `properties` pertinent to the
  20. document.
  21. NOTE: Before 7.0.0, the 'mappings' definition used to include a type name.
  22. For more details, please see <<removal-of-types>>.
  23. [float]
  24. [[field-datatypes]]
  25. == Field datatypes
  26. Each field has a data `type` which can be:
  27. * a simple type like <<text,`text`>>, <<keyword,`keyword`>>, <<date,`date`>>, <<number,`long`>>,
  28. <<number,`double`>>, <<boolean,`boolean`>> or <<ip,`ip`>>.
  29. * a type which supports the hierarchical nature of JSON such as
  30. <<object,`object`>> or <<nested,`nested`>>.
  31. * or a specialised type like <<geo-point,`geo_point`>>,
  32. <<geo-shape,`geo_shape`>>, or <<completion-suggester,`completion`>>.
  33. It is often useful to index the same field in different ways for different
  34. purposes. For instance, a `string` field could be <<mapping-index,indexed>> as
  35. a `text` field for full-text search, and as a `keyword` field for
  36. sorting or aggregations. Alternatively, you could index a string field with
  37. the <<analysis-standard-analyzer,`standard` analyzer>>, the
  38. <<english-analyzer,`english`>> analyzer, and the
  39. <<french-analyzer,`french` analyzer>>.
  40. This is the purpose of _multi-fields_. Most datatypes support multi-fields
  41. via the <<multi-fields>> parameter.
  42. [[mapping-limit-settings]]
  43. [float]
  44. === Settings to prevent mappings explosion
  45. Defining too many fields in an index can lead to a
  46. mapping explosion, which can cause out of memory errors and difficult
  47. situations to recover from.
  48. Consider a situation where every new document inserted
  49. introduces new fields, such as with <<dynamic-mapping,dynamic mapping>>.
  50. Each new field is added to the index mapping, which can become a
  51. problem as the mapping grows.
  52. Use the following settings to limit the number of field mappings (created manually or dynamically) and prevent documents from causing a mapping explosion:
  53. `index.mapping.total_fields.limit`::
  54. The maximum number of fields in an index. Field and object mappings, as well as
  55. field aliases count towards this limit. The default value is `1000`.
  56. +
  57. [IMPORTANT]
  58. ====
  59. The limit is in place to prevent mappings and searches from becoming too
  60. large. Higher values can lead to performance degradations and memory issues,
  61. especially in clusters with a high load or few resources.
  62. If you increase this setting, we recommend you also increase the
  63. <<search-settings,`indices.query.bool.max_clause_count`>> setting, which
  64. limits the maximum number of <<query-dsl-bool-query,boolean clauses>> in a query.
  65. ====
  66. +
  67. [TIP]
  68. ====
  69. If your field mappings contain a large, arbitrary set of keys, consider using the <<flattened,flattened>> datatype.
  70. ====
  71. `index.mapping.depth.limit`::
  72. The maximum depth for a field, which is measured as the number of inner
  73. objects. For instance, if all fields are defined at the root object level,
  74. then the depth is `1`. If there is one object mapping, then the depth is
  75. `2`, etc. Default is `20`.
  76. // tag::nested-fields-limit[]
  77. `index.mapping.nested_fields.limit`::
  78. The maximum number of distinct `nested` mappings in an index. The `nested` type should only be used in special cases, when arrays of objects need to be queried independently of each other. To safeguard against poorly designed mappings, this setting
  79. limits the number of unique `nested` types per index. Default is `50`.
  80. // end::nested-fields-limit[]
  81. // tag::nested-objects-limit[]
  82. `index.mapping.nested_objects.limit`::
  83. The maximum number of nested JSON objects that a single document can contain across all
  84. `nested` types. This limit helps to prevent out of memory errors when a document contains too many nested
  85. objects. Default is `10000`.
  86. // end::nested-objects-limit[]
  87. `index.mapping.field_name_length.limit`::
  88. Setting for the maximum length of a field name. This setting isn't really something that addresses
  89. mappings explosion but might still be useful if you want to limit the field length.
  90. It usually shouldn't be necessary to set this setting. The default is okay
  91. unless a user starts to add a huge number of fields with really long names. Default is
  92. `Long.MAX_VALUE` (no limit).
  93. [float]
  94. == Dynamic mapping
  95. Fields and mapping types do not need to be defined before being used. Thanks
  96. to _dynamic mapping_, new field names will be added automatically, just by
  97. indexing a document. New fields can be added both to the top-level mapping
  98. type, and to inner <<object,`object`>> and <<nested,`nested`>> fields.
  99. The <<dynamic-mapping,dynamic mapping>> rules can be configured to customise
  100. the mapping that is used for new fields.
  101. [float]
  102. == Explicit mappings
  103. You know more about your data than Elasticsearch can guess, so while dynamic
  104. mapping can be useful to get started, at some point you will want to specify
  105. your own explicit mappings.
  106. You can create field mappings when you <<create-mapping,create an index>> and
  107. <<add-field-mapping,add fields to an existing index>>.
  108. [float]
  109. [[create-mapping]]
  110. == Create an index with an explicit mapping
  111. You can use the <<indices-create-index,create index>> API to create a new index
  112. with an explicit mapping.
  113. [source,console]
  114. ----
  115. PUT /my-index
  116. {
  117. "mappings": {
  118. "properties": {
  119. "age": { "type": "integer" }, <1>
  120. "email": { "type": "keyword" }, <2>
  121. "name": { "type": "text" } <3>
  122. }
  123. }
  124. }
  125. ----
  126. <1> Creates `age`, an <<number,`integer`>> field
  127. <2> Creates `email`, a <<keyword,`keyword`>> field
  128. <3> Creates `name`, a <<text,`text`>> field
  129. [float]
  130. [[add-field-mapping]]
  131. == Add a field to an existing mapping
  132. You can use the <<indices-put-mapping, put mapping>> API to add one or more new
  133. fields to an existing index.
  134. The following example adds `employee-id`, a `keyword` field with an
  135. <<mapping-index,`index`>> mapping parameter value of `false`. This means values
  136. for the `employee-id` field are stored but not indexed or available for search.
  137. [source,console]
  138. ----
  139. PUT /my-index/_mapping
  140. {
  141. "properties": {
  142. "employee-id": {
  143. "type": "keyword",
  144. "index": false
  145. }
  146. }
  147. }
  148. ----
  149. // TEST[continued]
  150. [float]
  151. [[update-mapping]]
  152. === Update the mapping of a field
  153. include::{es-repo-dir}/indices/put-mapping.asciidoc[tag=change-field-mapping]
  154. include::{es-repo-dir}/indices/put-mapping.asciidoc[tag=rename-field]
  155. [float]
  156. [[view-mapping]]
  157. == View the mapping of an index
  158. You can use the <<indices-get-mapping, get mapping>> API to view the mapping of
  159. an existing index.
  160. [source,console]
  161. ----
  162. GET /my-index/_mapping
  163. ----
  164. // TEST[continued]
  165. The API returns the following response:
  166. [source,console-result]
  167. ----
  168. {
  169. "my-index" : {
  170. "mappings" : {
  171. "properties" : {
  172. "age" : {
  173. "type" : "integer"
  174. },
  175. "email" : {
  176. "type" : "keyword"
  177. },
  178. "employee-id" : {
  179. "type" : "keyword",
  180. "index" : false
  181. },
  182. "name" : {
  183. "type" : "text"
  184. }
  185. }
  186. }
  187. }
  188. }
  189. ----
  190. [float]
  191. [[view-field-mapping]]
  192. == View the mapping of specific fields
  193. If you only want to view the mapping of one or more specific fields, you can use
  194. the <<indices-get-field-mapping, get field mapping>> API.
  195. This is useful if you don't need the complete mapping of an index or your index
  196. contains a large number of fields.
  197. The following request retrieves the mapping for the `employee-id` field.
  198. [source,console]
  199. ----
  200. GET /my-index/_mapping/field/employee-id
  201. ----
  202. // TEST[continued]
  203. The API returns the following response:
  204. [source,console-result]
  205. ----
  206. {
  207. "my-index" : {
  208. "mappings" : {
  209. "employee-id" : {
  210. "full_name" : "employee-id",
  211. "mapping" : {
  212. "employee-id" : {
  213. "type" : "keyword",
  214. "index" : false
  215. }
  216. }
  217. }
  218. }
  219. }
  220. }
  221. ----
  222. --
  223. include::mapping/removal_of_types.asciidoc[]
  224. include::mapping/types.asciidoc[]
  225. include::mapping/fields.asciidoc[]
  226. include::mapping/params.asciidoc[]
  227. include::mapping/dynamic-mapping.asciidoc[]