mapping.asciidoc 7.7 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. [float]
  13. [[mapping-type]]
  14. == Mapping Type
  15. Each index has one _mapping type_ which determines how the document will be
  16. indexed.
  17. deprecated[6.0.0,See <<removal-of-types>>].
  18. A mapping type has:
  19. <<mapping-fields,Meta-fields>>::
  20. Meta-fields are used to customize how a document's metadata associated is
  21. treated. Examples of meta-fields include the document's
  22. <<mapping-index-field,`_index`>>, <<mapping-type-field,`_type`>>,
  23. <<mapping-id-field,`_id`>>, and <<mapping-source-field,`_source`>> fields.
  24. <<mapping-types,Fields>> or _properties_::
  25. A mapping type contains a list of fields or `properties` pertinent to the
  26. document.
  27. [float]
  28. == Field datatypes
  29. Each field has a data `type` which can be:
  30. * a simple type like <<text,`text`>>, <<keyword,`keyword`>>, <<date,`date`>>, <<number,`long`>>,
  31. <<number,`double`>>, <<boolean,`boolean`>> or <<ip,`ip`>>.
  32. * a type which supports the hierarchical nature of JSON such as
  33. <<object,`object`>> or <<nested,`nested`>>.
  34. * or a specialised type like <<geo-point,`geo_point`>>,
  35. <<geo-shape,`geo_shape`>>, or <<completion-suggester,`completion`>>.
  36. It is often useful to index the same field in different ways for different
  37. purposes. For instance, a `string` field could be <<mapping-index,indexed>> as
  38. a `text` field for full-text search, and as a `keyword` field for
  39. sorting or aggregations. Alternatively, you could index a string field with
  40. the <<analysis-standard-analyzer,`standard` analyzer>>, the
  41. <<english-analyzer,`english`>> analyzer, and the
  42. <<french-analyzer,`french` analyzer>>.
  43. This is the purpose of _multi-fields_. Most datatypes support multi-fields
  44. via the <<multi-fields>> parameter.
  45. [[mapping-limit-settings]]
  46. [float]
  47. === Settings to prevent mappings explosion
  48. Defining too many fields in an index is a condition that can lead to a
  49. mapping explosion, which can cause out of memory errors and difficult
  50. situations to recover from. This problem may be more common than expected.
  51. As an example, consider a situation in which every new document inserted
  52. introduces new fields. This is quite common with dynamic mappings.
  53. Every time a document contains new fields, those will end up in the index's
  54. mappings. This isn't worrying for a small amount of data, but it can become a
  55. problem as the mapping grows.
  56. The following settings allow you to limit the number of field mappings that
  57. can be created manually or dynamically, in order to prevent bad documents from
  58. causing a mapping explosion:
  59. `index.mapping.total_fields.limit`::
  60. The maximum number of fields in an index. Field and object mappings, as well as
  61. field aliases count towards this limit. The default value is `1000`.
  62. `index.mapping.depth.limit`::
  63. The maximum depth for a field, which is measured as the number of inner
  64. objects. For instance, if all fields are defined at the root object level,
  65. then the depth is `1`. If there is one object mapping, then the depth is
  66. `2`, etc. The default is `20`.
  67. `index.mapping.nested_fields.limit`::
  68. The maximum number of distinct `nested` mappings in an index, defaults to `50`.
  69. `index.mapping.nested_objects.limit`::
  70. The maximum number of `nested` JSON objects within a single document across
  71. all nested types, defaults to 10000.
  72. `index.mapping.field_name_length.limit`::
  73. Setting for the maximum length of a field name. The default value is
  74. Long.MAX_VALUE (no limit). This setting isn't really something that addresses
  75. mappings explosion but might still be useful if you want to limit the field length.
  76. It usually shouldn't be necessary to set this setting. The default is okay
  77. unless a user starts to add a huge number of fields with really long names.
  78. [float]
  79. == Dynamic mapping
  80. Fields and mapping types do not need to be defined before being used. Thanks
  81. to _dynamic mapping_, new field names will be added automatically, just by
  82. indexing a document. New fields can be added both to the top-level mapping
  83. type, and to inner <<object,`object`>> and <<nested,`nested`>> fields.
  84. The <<dynamic-mapping,dynamic mapping>> rules can be configured to customise
  85. the mapping that is used for new fields.
  86. [float]
  87. == Explicit mappings
  88. You know more about your data than Elasticsearch can guess, so while dynamic
  89. mapping can be useful to get started, at some point you will want to specify
  90. your own explicit mappings.
  91. You can create field mappings when you <<create-mapping,create an index>> and
  92. <<add-field-mapping,add fields to an existing index>>.
  93. [float]
  94. [[create-mapping]]
  95. == Create an index with an explicit mapping
  96. You can use the <<indices-create-index,create index>> API to create a new index
  97. with an explicit mapping.
  98. [source,js]
  99. ----
  100. PUT /my-index
  101. {
  102. "mappings": {
  103. "properties": {
  104. "age": { "type": "integer" }, <1>
  105. "email": { "type": "keyword" }, <2>
  106. "name": { "type": "text" } <3>
  107. }
  108. }
  109. }
  110. ----
  111. // CONSOLE
  112. <1> Creates `age`, an <<number,`integer`>> field
  113. <2> Creates `email`, a <<keyword,`keyword`>> field
  114. <3> Creates `name`, a <<text,`text`>> field
  115. [float]
  116. [[add-field-mapping]]
  117. == Add a field to an existing mapping
  118. You can use the <<indices-put-mapping, put mapping>> API to add one or more new
  119. fields to an existing index.
  120. The following example adds `employee-id`, a `keyword` field with an
  121. <<mapping-index,`index`>> mapping parameter value of `false`. This means values
  122. for the `employee-id` field are stored but not indexed or available for search.
  123. [source,js]
  124. ----
  125. PUT /my-index/_mapping
  126. {
  127. "properties": {
  128. "employee-id": {
  129. "type": "keyword",
  130. "index": false
  131. }
  132. }
  133. }
  134. ----
  135. // CONSOLE
  136. // TEST[continued]
  137. [float]
  138. [[update-mapping]]
  139. === Update the mapping of a field
  140. include::{docdir}/indices/put-mapping.asciidoc[tag=put-field-mapping-exceptions]
  141. [float]
  142. [[view-mapping]]
  143. == View the mapping of an index
  144. You can use the <<indices-get-mapping, get mapping>> API to view the mapping of
  145. an existing index.
  146. [source,js]
  147. ----
  148. GET /my-index/_mapping
  149. ----
  150. // CONSOLE
  151. // TEST[continued]
  152. The API returns the following response:
  153. [source,js]
  154. ----
  155. {
  156. "my-index" : {
  157. "mappings" : {
  158. "properties" : {
  159. "age" : {
  160. "type" : "integer"
  161. },
  162. "email" : {
  163. "type" : "keyword"
  164. },
  165. "employee-id" : {
  166. "type" : "keyword",
  167. "index" : false
  168. },
  169. "name" : {
  170. "type" : "text"
  171. }
  172. }
  173. }
  174. }
  175. }
  176. ----
  177. // TESTRESPONSE
  178. [float]
  179. [[view-field-mapping]]
  180. == View the mapping of specific fields
  181. If you only want to view the mapping of one or more specific fields, you can use
  182. the <<indices-get-field-mapping, get field mapping>> API.
  183. This is useful if you don't need the complete mapping of an index or your index
  184. contains a large number of fields.
  185. The following request retrieves the mapping for the `employee-id` field.
  186. [source,js]
  187. ----
  188. GET /my-index/_mapping/field/employee-id
  189. ----
  190. // CONSOLE
  191. // TEST[continued]
  192. The API returns the following response:
  193. [source,js]
  194. ----
  195. {
  196. "my-index" : {
  197. "mappings" : {
  198. "employee-id" : {
  199. "full_name" : "employee-id",
  200. "mapping" : {
  201. "employee-id" : {
  202. "type" : "keyword",
  203. "index" : false
  204. }
  205. }
  206. }
  207. }
  208. }
  209. }
  210. ----
  211. // TESTRESPONSE
  212. --
  213. include::mapping/removal_of_types.asciidoc[]
  214. include::mapping/types.asciidoc[]
  215. include::mapping/fields.asciidoc[]
  216. include::mapping/params.asciidoc[]
  217. include::mapping/dynamic-mapping.asciidoc[]