2013-08-28 19:24:34 -04:00
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[[index-modules-merge]]
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== Merge
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A shard in elasticsearch is a Lucene index, and a Lucene index is broken
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down into segments. Segments are internal storage elements in the index
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where the index data is stored, and are immutable up to delete markers.
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Segments are, periodically, merged into larger segments to keep the
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index size at bay and expunge deletes.
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2014-01-19 15:29:08 -05:00
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The more segments one has in the Lucene index means slower searches and
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more memory used. Segment merging is used to reduce the number of segments,
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however merges can be expensive to perform, especially on low IO environments.
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Merges can be throttled using <<store-throttling,store level throttling>>.
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[float]
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2013-09-25 12:17:40 -04:00
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[[policy]]
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=== Policy
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The index merge policy module allows one to control which segments of a
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shard index are to be merged. There are several types of policies with
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the default set to `tiered`.
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[float]
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[[tiered]]
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==== tiered
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Merges segments of approximately equal size, subject to an allowed
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number of segments per tier. This is similar to `log_bytes_size` merge
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policy, except this merge policy is able to merge non-adjacent segment,
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and separates how many segments are merged at once from how many
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segments are allowed per tier. This merge policy also does not
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over-merge (i.e., cascade merges).
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This policy has the following settings:
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`index.merge.policy.expunge_deletes_allowed`::
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When expungeDeletes is called, we only merge away a segment if its delete
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percentage is over this threshold. Default is `10`.
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`index.merge.policy.floor_segment`::
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Segments smaller than this are "rounded up" to this size, i.e. treated as
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equal (floor) size for merge selection. This is to prevent frequent
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flushing of tiny segments, thus preventing a long tail in the index. Default
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is `2mb`.
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`index.merge.policy.max_merge_at_once`::
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Maximum number of segments to be merged at a time during "normal" merging.
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Default is `10`.
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`index.merge.policy.max_merge_at_once_explicit`::
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Maximum number of segments to be merged at a time, during optimize or
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expungeDeletes. Default is `30`.
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`index.merge.policy.max_merged_segment`::
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Maximum sized segment to produce during normal merging (not explicit
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optimize). This setting is approximate: the estimate of the merged segment
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size is made by summing sizes of to-be-merged segments (compensating for
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percent deleted docs). Default is `5gb`.
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`index.merge.policy.segments_per_tier`::
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Sets the allowed number of segments per tier. Smaller values mean more
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merging but fewer segments. Default is `10`. Note, this value needs to be
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>= than the `max_merge_at_once` otherwise you'll force too many merges to
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occur.
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`index.reclaim_deletes_weight`::
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Controls how aggressively merges that reclaim more deletions are favored.
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Higher values favor selecting merges that reclaim deletions. A value of
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`0.0` means deletions don't impact merge selection. Defaults to `2.0`.
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`index.compound_format`::
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Should the index be stored in compound format or not. Defaults to `false`.
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See <<index-compound-format,`index.compound_format`>> in
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<<index-modules-settings>>.
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For normal merging, this policy first computes a "budget" of how many
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segments are allowed to be in the index. If the index is over-budget,
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then the policy sorts segments by decreasing size (proportionally considering percent
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deletes), and then finds the least-cost merge. Merge cost is measured by
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a combination of the "skew" of the merge (size of largest seg divided by
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smallest seg), total merge size and pct deletes reclaimed, so that
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merges with lower skew, smaller size and those reclaiming more deletes,
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are favored.
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If a merge will produce a segment that's larger than
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`max_merged_segment` then the policy will merge fewer segments (down to
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1 at once, if that one has deletions) to keep the segment size under
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budget.
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Note, this can mean that for large shards that holds many gigabytes of
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data, the default of `max_merged_segment` (`5gb`) can cause for many
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segments to be in an index, and causing searches to be slower. Use the
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indices segments API to see the segments that an index has, and
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possibly either increase the `max_merged_segment` or issue an optimize
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call for the index (try and aim to issue it on a low traffic time).
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[float]
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[[log-byte-size]]
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==== log_byte_size
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A merge policy that merges segments into levels of exponentially
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increasing *byte size*, where each level has fewer segments than the
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value of the merge factor. Whenever extra segments (beyond the merge
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factor upper bound) are encountered, all segments within the level are
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merged.
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This policy has the following settings:
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[cols="<,<",options="header",]
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|=======================================================================
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|Setting |Description
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|index.merge.policy.merge_factor |Determines how often segment indices
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are merged by index operation. With smaller values, less RAM is used
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while indexing, and searches on unoptimized indices are faster, but
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indexing speed is slower. With larger values, more RAM is used during
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indexing, and while searches on unoptimized indices are slower, indexing
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is faster. Thus larger values (greater than 10) are best for batch index
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creation, and smaller values (lower than 10) for indices that are
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interactively maintained. Defaults to `10`.
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|index.merge.policy.min_merge_size |A size setting type which sets the
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minimum size for the lowest level segments. Any segments below this size
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are considered to be on the same level (even if they vary drastically in
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size) and will be merged whenever there are mergeFactor of them. This
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effectively truncates the "long tail" of small segments that would
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otherwise be created into a single level. If you set this too large, it
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could greatly increase the merging cost during indexing (if you flush
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many small segments). Defaults to `1.6mb`
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|index.merge.policy.max_merge_size |A size setting type which sets the
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largest segment (measured by total byte size of the segment's files)
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that may be merged with other segments. Defaults to unbounded.
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|index.merge.policy.max_merge_docs |Determines the largest segment
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(measured by document count) that may be merged with other segments.
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Defaults to unbounded.
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|=======================================================================
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[float]
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[[log-doc]]
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==== log_doc
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A merge policy that tries to merge segments into levels of exponentially
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increasing *document count*, where each level has fewer segments than
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the value of the merge factor. Whenever extra segments (beyond the merge
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factor upper bound) are encountered, all segments within the level are
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merged.
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[cols="<,<",options="header",]
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|=======================================================================
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|Setting |Description
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|index.merge.policy.merge_factor |Determines how often segment indices
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are merged by index operation. With smaller values, less RAM is used
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while indexing, and searches on unoptimized indices are faster, but
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indexing speed is slower. With larger values, more RAM is used during
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indexing, and while searches on unoptimized indices are slower, indexing
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is faster. Thus larger values (greater than 10) are best for batch index
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creation, and smaller values (lower than 10) for indices that are
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interactively maintained. Defaults to `10`.
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|index.merge.policy.min_merge_docs |Sets the minimum size for the lowest
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level segments. Any segments below this size are considered to be on the
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same level (even if they vary drastically in size) and will be merged
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whenever there are mergeFactor of them. This effectively truncates the
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"long tail" of small segments that would otherwise be created into a
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single level. If you set this too large, it could greatly increase the
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merging cost during indexing (if you flush many small segments).
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Defaults to `1000`.
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|index.merge.policy.max_merge_docs |Determines the largest segment
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(measured by document count) that may be merged with other segments.
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Defaults to unbounded.
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|=======================================================================
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[float]
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[[scheduling]]
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=== Scheduling
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The merge scheduler (ConcurrentMergeScheduler) controls the execution of
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merge operations once they are needed (according to the merge policy). Merges
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run in separate threads, and when the maximum number of threads is reached,
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further merges will wait until a merge thread becomes available. The merge
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scheduler supports this setting:
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`index.merge.scheduler.max_thread_count`::
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The maximum number of concurrent merge threads that may run at once. Defaults
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to `1` which works best with spinning-magnets disks. If you are using
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a good solid-state disk (SSD) instead then try setting this to `3`.
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[float]
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==== SerialMergeScheduler
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A merge scheduler that simply does each merge sequentially using the
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calling thread (blocking the operations that triggered the merge or the
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index operation). This merge scheduler has a merge thread pool that
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explicitly schedules merges, and it makes sure that merges are serial
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within a shard, yet concurrent across multiple shards.
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The scheduler supports the following settings:
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`index.merge.scheduler.max_merge_at_once`::
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The maximum number of merges a single merge run performs. This setting prevents
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executing unlimited amount of merges in a loop until another shards has a
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chance to get a merge thread from the pool. If this limit is reached the
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merge thread returns to the pool and continues once the the call to a single
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shards is executed. The default is `5`
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