split-index.asciidoc 7.7 KB

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  1. [[indices-split-index]]
  2. === Split Index
  3. The split index API allows you to split an existing index into a new index,
  4. where each original primary shard is split into two or more primary shards in
  5. the new index.
  6. The number of times the index can be split (and the number of shards that each
  7. original shard can be split into) is determined by the
  8. `index.number_of_routing_shards` setting. The number of routing shards
  9. specifies the hashing space that is used internally to distribute documents
  10. across shards with consistent hashing. For instance, a 5 shard index with
  11. `number_of_routing_shards` set to `30` (`5 x 2 x 3`) could be split by a
  12. factor of `2` or `3`. In other words, it could be split as follows:
  13. * `5` -> `10` -> `30` (split by 2, then by 3)
  14. * `5` -> `15` -> `30` (split by 3, then by 2)
  15. * `5` -> `30` (split by 6)
  16. While you can set the `index.number_of_routing_shards` setting explicitly at
  17. index creation time, the default value depends upon the number of primary
  18. shards in the original index. The default is designed to allow you to split
  19. by factors of 2 up to a maximum of 1024 shards. However, the original number
  20. of primary shards must taken into account. For instance, an index created
  21. with 5 primary shards could be split into 10, 20, 40, 80, 160, 320, or a
  22. maximum of 640 shards (with a single split action or multiple split actions).
  23. If the original index contains one primary shard (or a multi-shard index has
  24. been <<indices-shrink-index,shrunk>> down to a single primary shard), then the
  25. index may by split into an arbitrary number of shards greater than 1. The
  26. properties of the default number of routing shards will then apply to the
  27. newly split index.
  28. [float]
  29. ==== How does splitting work?
  30. Splitting works as follows:
  31. * First, it creates a new target index with the same definition as the source
  32. index, but with a larger number of primary shards.
  33. * Then it hard-links segments from the source index into the target index. (If
  34. the file system doesn't support hard-linking, then all segments are copied
  35. into the new index, which is a much more time consuming process.)
  36. * Once the low level files are created all documents will be `hashed` again to delete
  37. documents that belong to a different shard.
  38. * Finally, it recovers the target index as though it were a closed index which
  39. had just been re-opened.
  40. [float]
  41. [[incremental-resharding]]
  42. ==== Why doesn't Elasticsearch support incremental resharding?
  43. Going from `N` shards to `N+1` shards, aka. incremental resharding, is indeed a
  44. feature that is supported by many key-value stores. Adding a new shard and
  45. pushing new data to this new shard only is not an option: this would likely be
  46. an indexing bottleneck, and figuring out which shard a document belongs to
  47. given its `_id`, which is necessary for get, delete and update requests, would
  48. become quite complex. This means that we need to rebalance existing data using
  49. a different hashing scheme.
  50. The most common way that key-value stores do this efficiently is by using
  51. consistent hashing. Consistent hashing only requires `1/N`-th of the keys to
  52. be relocated when growing the number of shards from `N` to `N+1`. However
  53. Elasticsearch's unit of storage, shards, are Lucene indices. Because of their
  54. search-oriented data structure, taking a significant portion of a Lucene index,
  55. be it only 5% of documents, deleting them and indexing them on another shard
  56. typically comes with a much higher cost than with a key-value store. This cost
  57. is kept reasonable when growing the number of shards by a multiplicative factor
  58. as described in the above section: this allows Elasticsearch to perform the
  59. split locally, which in-turn allows to perform the split at the index level
  60. rather than reindexing documents that need to move, as well as using hard links
  61. for efficient file copying.
  62. In the case of append-only data, it is possible to get more flexibility by
  63. creating a new index and pushing new data to it, while adding an alias that
  64. covers both the old and the new index for read operations. Assuming that the
  65. old and new indices have respectively +M+ and +N+ shards, this has no overhead
  66. compared to searching an index that would have +M+N+ shards.
  67. [float]
  68. ==== Preparing an index for splitting
  69. Create a new index:
  70. [source,js]
  71. --------------------------------------------------
  72. PUT my_source_index
  73. {
  74. "settings": {
  75. "index.number_of_shards" : 1
  76. }
  77. }
  78. --------------------------------------------------
  79. // CONSOLE
  80. In order to split an index, the index must be marked as read-only,
  81. and have <<cluster-health,health>> `green`.
  82. This can be achieved with the following request:
  83. [source,js]
  84. --------------------------------------------------
  85. PUT /my_source_index/_settings
  86. {
  87. "settings": {
  88. "index.blocks.write": true <1>
  89. }
  90. }
  91. --------------------------------------------------
  92. // CONSOLE
  93. // TEST[continued]
  94. <1> Prevents write operations to this index while still allowing metadata
  95. changes like deleting the index.
  96. [float]
  97. ==== Splitting an index
  98. To split `my_source_index` into a new index called `my_target_index`, issue
  99. the following request:
  100. [source,js]
  101. --------------------------------------------------
  102. POST my_source_index/_split/my_target_index
  103. {
  104. "settings": {
  105. "index.number_of_shards": 2
  106. }
  107. }
  108. --------------------------------------------------
  109. // CONSOLE
  110. // TEST[continued]
  111. The above request returns immediately once the target index has been added to
  112. the cluster state -- it doesn't wait for the split operation to start.
  113. [IMPORTANT]
  114. =====================================
  115. Indices can only be split if they satisfy the following requirements:
  116. * the target index must not exist
  117. * The source index must have fewer primary shards than the target index.
  118. * The number of primary shards in the target index must be a factor of the
  119. number of primary shards in the source index.
  120. * The node handling the split process must have sufficient free disk space to
  121. accommodate a second copy of the existing index.
  122. =====================================
  123. The `_split` API is similar to the <<indices-create-index, `create index` API>>
  124. and accepts `settings` and `aliases` parameters for the target index:
  125. [source,js]
  126. --------------------------------------------------
  127. POST my_source_index/_split/my_target_index
  128. {
  129. "settings": {
  130. "index.number_of_shards": 5 <1>
  131. },
  132. "aliases": {
  133. "my_search_indices": {}
  134. }
  135. }
  136. --------------------------------------------------
  137. // CONSOLE
  138. // TEST[s/^/PUT my_source_index\n{"settings": {"index.blocks.write": true, "index.number_of_shards": "1"}}\n/]
  139. <1> The number of shards in the target index. This must be a factor of the
  140. number of shards in the source index.
  141. NOTE: Mappings may not be specified in the `_split` request.
  142. [float]
  143. ==== Monitoring the split process
  144. The split process can be monitored with the <<cat-recovery,`_cat recovery`
  145. API>>, or the <<cluster-health, `cluster health` API>> can be used to wait
  146. until all primary shards have been allocated by setting the `wait_for_status`
  147. parameter to `yellow`.
  148. The `_split` API returns as soon as the target index has been added to the
  149. cluster state, before any shards have been allocated. At this point, all
  150. shards are in the state `unassigned`. If, for any reason, the target index
  151. can't be allocated, its primary shard will remain `unassigned` until it
  152. can be allocated on that node.
  153. Once the primary shard is allocated, it moves to state `initializing`, and the
  154. split process begins. When the split operation completes, the shard will
  155. become `active`. At that point, Elasticsearch will try to allocate any
  156. replicas and may decide to relocate the primary shard to another node.
  157. [float]
  158. ==== Wait For Active Shards
  159. Because the split operation creates a new index to split the shards to,
  160. the <<create-index-wait-for-active-shards,wait for active shards>> setting
  161. on index creation applies to the split index action as well.