Commit Graph

5796 Commits

Author SHA1 Message Date
Tim Brooks 1ef2cd7f1a
Add memory tracking to queued write operations (#58957)
Currently we do not track the memory consuming by in-process write
operations.

This commit adds a mechanism to track write operation memory usage.
2020-07-02 14:14:57 -06:00
Tal Levy d516959774
Re-enable support for array-valued geo_shape fields. (#58786) (#58943)
A regression in the mapping code led to geo_shape no longer supporting
array-valued fields. This commit fixes this support and adds an integration
test to make sure this problem does not return!
2020-07-02 11:21:55 -07:00
David Roberts 2c04685b81
[ML] Ensure config index mappings are up-to-date before updating configs (#58938)
We already had code to ensure the config index mappings were
up-to-date before creating a new config.  However, it's also
possible that an update to a config could add the latest
settings that require the latest mappings to index correctly.

This change checks that the latest config index mappings are
in place in the 3 update actions in the same way as the checks
are done in the 3 put actions.

Backport of #58916
2020-07-02 18:55:19 +01:00
Robin Clarke 567720d970 [DOCS] Added caveat about the number of file realms (#58369) 2020-07-02 10:27:36 -07:00
Dan Hermann c988afdc15
Data stream support for migrations deprecations info API 2020-07-02 11:16:22 -05:00
Przemysław Witek 751e84e4c8
Rename regression evaluation metrics to make the names consistent with loss functions (#58887) (#58927) 2020-07-02 17:35:55 +02:00
Tanguy Leroux 6aa669c8bb Fix SearchableSnapshotDirectoryStatsTests (#58912)
Similar to #58847 but in a different tests. The failure never 
reproduced locally but occurs from time to time on CI.
2020-07-02 16:39:26 +02:00
Dan Hermann b78bfa01f6
[7.x] Data stream support for graph explore API 2020-07-02 08:19:03 -05:00
David Kyle d6643bfc7f Revert "Mute FsSearchableSnapshotsIT testClearCache (#58902)"
The test was fixed in #58847

This reverts commit bb96c910a5.
2020-07-02 13:21:05 +01:00
David Kyle bb96c910a5 Mute FsSearchableSnapshotsIT testClearCache (#58902)
For #58901
2020-07-02 12:58:28 +01:00
Costin Leau 965f77fa44 EQL: Introduce sequence internal paging (#58859)
Refactor sequence matching classes in order to decouple querying from
results consumption (and matching).
Rename some classes to better convey their intent.

Introduce internal pagination of sequence algorithm, that is getting the
data in slices and, if needed, moving forward in order to find more
matches until either the dataset is consumer or the number of results
desired is found.

(cherry picked from commit bcf2c1141302f3f98c85e82d2c501aa02c8540e9)
2020-07-02 13:44:21 +03:00
Przemysław Witek 8e074c4495
Rename "error" field to "value" for consistency between metrics (#58726) (#58870) 2020-07-02 09:08:56 +02:00
Yang Wang a5a8b4ae1d
Add cache for application privileges (#55836) (#58798)
Add caching support for application privileges to reduce number of round-trips to security index when building application privilege descriptors.

Privilege retrieving in NativePrivilegeStore is changed to always fetching all privilege documents for a given application. The caching is applied to all places including "get privilege", "has privileges" APIs and CompositeRolesStore (for authentication).
2020-07-02 11:50:03 +10:00
Benjamin Trent c64e283dbf
[7.x] [ML] handles compressed model stream from native process (#58009) (#58836)
* [ML] handles compressed model stream from native process (#58009)

This moves model storage from handling the fully parsed JSON string to handling two separate types of documents.

1. ModelSizeInfo which contains model size information 
2. TrainedModelDefinitionChunk which contains a particular chunk of the compressed model definition string.

`model_size_info` is assumed to be handled first. This will generate the model_id and store the initial trained model config object. Then each chunk is assumed to be in correct order for concatenating the chunks to get a compressed definition.


Native side change: https://github.com/elastic/ml-cpp/pull/1349
2020-07-01 15:14:31 -04:00
Mark Vieira 1fcaec7dfc
Ignore test seed used in test system properties (#58789) 2020-07-01 11:52:22 -07:00
James Rodewig a966513eae
[DOCS] Remove problematic terms (#58832) (#58851) 2020-07-01 13:47:14 -04:00
Nhat Nguyen f63cbad629
Ensure CCR partial reads never overuse buffer (#58620)
When the documents are large, a follower can receive a partial response 
because the requesting range of operations is capped by
max_read_request_size instead of max_read_request_operation_count. In
this case, the follower will continue reading the subsequent ranges
without checking the remaining size of the buffer. The buffer then can
use more memory than max_write_buffer_size and even causes OOM.

Backport of #58620
2020-07-01 13:23:28 -04:00
Tanguy Leroux ec4843f4df Fix AbstractSearchableSnapshotsRestTestCase.testClearCache (#58847)
Since #58728 part of searchable snapshot shard files are written in cache 
in an asynchronous manner in a dedicated thread pool. It means that even 
if a search query is successful and returns, there are still more bytes to 
write in the cached files on disk.

On CI this can be slow; if we want to check that the cached_bytes_written 
has changed we need to check multiple times to give some time for the 
cached data to be effectively written.
2020-07-01 18:01:00 +02:00
Benjamin Trent c768467155
Muting flakey test (#58855) (#58856) 2020-07-01 11:54:43 -04:00
Lee Hinman d3d03fc1c6
[7.x] Add default composable templates for new indexing strategy (#57629) (#58757)
Backports the following commits to 7.x:

    Add default composable templates for new indexing strategy (#57629)
2020-07-01 09:32:32 -06:00
Ryan Ernst c23613e05a
Split license allowed checks into two types (#58704) (#58797)
The checks on the license state have a singular method, isAllowed, that
returns whether the given feature is allowed by the current license.
However, there are two classes of usages, one which intends to actually
use a feature, and another that intends to return in telemetry whether
the feature is allowed. When feature usage tracking is added, the latter
case should not count as a "usage", so this commit reworks the calls to
isAllowed into 2 methods, checkFeature, which will (eventually) both
check whether a feature is allowed, and keep track of the last usage
time, and isAllowed, which simply determines whether the feature is
allowed.

Note that I considered having a boolean flag on the current method, but
wanted the additional clarity that a different method name provides,
versus a boolean flag which is more easily copied without realizing what
the flag means since it is nameless in call sites.
2020-07-01 07:11:05 -07:00
Alan Woodward 3ba16e0f39
Move MappedFieldType#getSearchAnalyzer and #getSearchQuoteAnalyzer to TextSearchInfo (#58830)
Analyzers are specific to text searching, and so should be in TextSearchInfo rather than on
the generic MappedFieldType.

Backport of #58639
2020-07-01 14:52:14 +01:00
Tanguy Leroux d35e8f45da
Allow read operations to be executed without waiting for full range to be written in cache (#58728) (#58829)
This commit changes CacheFile and CachedBlobContainerIndexInput so that
 the read operations made by these classes are now progressively executed 
and do not wait for full range to be written in cache. It relies on the change 
introduced in #58477 and it is the last change extracted from #58164.

Relates #58164
2020-07-01 15:38:17 +02:00
Przemysław Witek 909649dd15
[7.x] Implement pseudo Huber loss (PseudoHuber) evaluation metric for regression analysis (#58734) (#58825) 2020-07-01 14:52:06 +02:00
Andrei Stefan b904a60275
EQL: Add case handling to stringContains (#58762) (#58813)
Co-authored-by: Ross Wolf <31489089+rw-access@users.noreply.github.com>
(cherry picked from commit 1a58776d3aa563beb364b067a1db46497122306f)
2020-07-01 13:51:45 +03:00
Andrei Stefan 470bcee5bf
EQL: Integrate TOML tests for function folding (#58748) (#58812)
Co-authored-by: Ross Wolf <31489089+rw-access@users.noreply.github.com>
(cherry picked from commit e9b1fa58cf8d510a4b4afb14f66b0d5f9c603ebb)
2020-07-01 13:50:54 +03:00
Przemysław Witek 2638809cba
Mute failing test DataFrameAnalyticsConfigProviderIT.testUpdate_UpdateCannotBeAppliedWhenTaskIsRunning (#58821) 2020-07-01 12:28:23 +02:00
Yannick Welsch 15c85b29fd
Account for recovery throttling when restoring snapshot (#58658) (#58811)
Restoring from a snapshot (which is a particular form of recovery) does not currently take recovery throttling into account
(i.e. the `indices.recovery.max_bytes_per_sec` setting). While restores are subject to their own throttling (repository
setting `max_restore_bytes_per_sec`), this repository setting does not allow for values to be configured differently on a
per-node basis. As restores are very similar in nature to peer recoveries (streaming bytes to the node), it makes sense to
configure throttling in a single place.

The `max_restore_bytes_per_sec` setting is also changed to default to unlimited now, whereas previously it was set to
`40mb`, which is the current default of `indices.recovery.max_bytes_per_sec`). This means that no behavioral change
will be observed by clusters where the recovery and restore settings were not adapted.

Relates https://github.com/elastic/elasticsearch/issues/57023

Co-authored-by: James Rodewig <james.rodewig@elastic.co>
2020-07-01 12:19:29 +02:00
David Turner 3a234d2669
Account for remaining recovery in disk allocator (#58800)
Today the disk-based shard allocator accounts for incoming shards by
subtracting the estimated size of the incoming shard from the free space on the
node. This is an overly conservative estimate if the incoming shard has almost
finished its recovery since in that case it is already consuming most of the
disk space it needs.

This change adds to the shard stats a measure of how much larger each store is
expected to grow, computed from the ongoing recovery, and uses this to account
for the disk usage of incoming shards more accurately.

Backport of #58029 to 7.x

* Picky picky

* Missing type
2020-07-01 10:12:44 +01:00
David Kyle 27d52d4d23
Remove the Model interface (#58754) (#58803)
The Model interface was implemented by just one class and did not 
contribute to making the code more undertandable
2020-07-01 09:57:02 +01:00
Dario Gieselaar 417f7062c5
[7.x] Add read privileges for annotations for apm_user (#58530) (#58781)
Co-authored-by: Elastic Machine <elasticmachine@users.noreply.github.com>
2020-07-01 09:04:57 +02:00
Yang Wang 3d49e62960
Support handling LogoutResponse from SAML idP (#56316) (#58792)
SAML idP sends back a LogoutResponse at the end of the logout workflow. It can be sent via either HTTP-Redirect binding or HTTP-POST binding. Currently, the HTTP-Redirect request is simply ignored by Kibana and never reaches ES. It does not cause any obvious issue and the workflow is completed normally from user's perspective.

The HTTP-POST request results in a 404 error because POST request is not accepted by Kibana's logout end-point. This causes a non-trivial issue because it renders an error page in user's browser. In addition, some resources do not seem to be fully cleaned up due to the error, e.g. the username will be pre-filled when trying to login again after the 404 error.

This PR solves both of the above issues from ES side with a new /_security/saml/complete_logout end-point. Changes are still needed on Kibana side to relay the messages.
2020-07-01 16:47:27 +10:00
Tim Vernum 9e49af03b7
Reenable test after backport (#58717)
This commit re-enables CCR rolling upgrade tests following the
backport of #58217 to 7.8 branch (7.8.1)
2020-07-01 11:50:30 +10:00
Lee Hinman 74a78b3a7b
Mute AzureSearchableSnapshotsIT (#58775)
Relates to #58260
2020-06-30 13:30:51 -06:00
Dan Hermann 22806c943d
Data stream support for ILM remove policy API (#58595) (#58770) 2020-06-30 14:03:19 -05:00
Benjamin Trent a2331bc9d4
[Transform] fix bug in supporting boolean values in pivot (#58741) (#58760)
Since the underlying composite aggs support boolean mapped values for terms, transforms should also support them

closes #58697
2020-06-30 13:47:58 -04:00
Martijn van Groningen adcef93a6c
Introduce new put mapping action for dynamic mapping updates. (#58746)
Backport of #58419

Mapping updates that originate from indexing a document with unmapped fields will use this new action
instead of the current put mapping action. This way on the security side, authorization logic
can easily determine whether a mapping update is automatically generated or a mapping update originates
from the put mapping api.

The new auto put mapping action is only used if all nodes are on the version that supports it.
2020-06-30 18:02:31 +02:00
Julie Tibshirani ab65a57d70
Merge mappings for composable index templates (#58709)
This PR implements recursive mapping merging for composable index templates.

When creating an index, we perform the following:
* Add each component template mapping in order, merging each one in after the
last.
* Merge in the index template mappings (if present).
* Merge in the mappings on the index request itself (if present).

Some principles:
* All 'structural' changes are disallowed (but everything else is fine). An
object mapper can never be changed between `type: object` and `type: nested`. A
field mapper can never be changed to an object mapper, and vice versa.
* Generally, each section is merged recursively. This includes `object`
mappings, as well as root options like `dynamic_templates` and `meta`. Once we
reach 'leaf components' like field definitions, they always overwrite an
existing one instead of being merged.

Relates to #53101.
2020-06-30 08:01:37 -07:00
David Roberts d9e0e0bf95
[ML] Pass through the stop-on-warn setting for categorization jobs (#58738)
When per_partition_categorization.stop_on_warn is set for an analysis
config it is now passed through to the autodetect C++ process.

Also adds some end-to-end tests that exercise the functionality
added in elastic/ml-cpp#1356

Backport of #58632
2020-06-30 15:17:04 +01:00
Rene Groeschke d952b101e6
Replace compile configuration usage with api (7.x backport) (#58721)
* Replace compile configuration usage with api (#58451)

- Use java-library instead of plugin to allow api configuration usage
- Remove explicit references to runtime configurations in dependency declarations
- Make test runtime classpath input for testing convention
  - required as java library will by default not have build jar file
  - jar file is now explicit input of the task and gradle will ensure its properly build

* Fix compile usages in 7.x branch
2020-06-30 15:57:41 +02:00
Przemysław Witek 9ea9b7bd3b
[7.x] Implement MSLE (MeanSquaredLogarithmicError) evaluation metric for regression analysis (#58684) (#58731) 2020-06-30 14:09:11 +02:00
Benjamin Trent def5550df3
[ML] fix ml inference stats tests (#58690) (#58729) 2020-06-30 07:53:33 -04:00
Przemyslaw Gomulka 3923a10165
Exclude SystemV timezones from randomZone method (#58549) (#58655)
RandomZone test method returns a ZoneId from the set of ids supported by
java. The only difference between joda and java supported timezones are
SystemV* timezones.
These should be excluded from randomZone method as they would break
testing. They also do not bring much confidence when used in testing as
I suspect they are rarely used.
That exclude should be removed for simplification once joda support is removed.
2020-06-30 12:45:53 +02:00
Andrei Stefan 7b80ea7218
Fix release tests (#58713) (#58725)
(cherry picked from commit 7816c100612168bf46595c4813fe374bca2e7259)
2020-06-30 13:42:32 +03:00
Tanguy Leroux 4e03633a66
Differentiate base paths for searchable snapshots QA tests (#58664) (#58714)
This commit adds the BuildParams.testSeed to the repository base paths used 
in searchable snapshots QA tests. For S3 and GCS the test seed is added for 
coherency sake with other integration tests while it's required for Azure as 
Azure 3rd party tests are executed on CI simultaneously for regular and 
SAS token accounts.

Closes #58260
2020-06-30 10:18:33 +02:00
Tim Vernum dcc5a06dec
Display enterprise license as platinum in /_xpack (#58217)
The GET /_license endpoint displays "enterprise" licenses as
"platinum" by default so that old clients (including beats, kibana and
logstash) know to interpret this new license type as if it were a
platinum license.

However, this compatibility layer was not applied to the GET /_xpack/
endpoint which also displays a license type & mode.

This commit causes the _xpack API to mimic the _license API and treat
enterprise as platinum by default, with a new accept_enterprise
parameter that will cause the API to return the correct "enterprise"
value.

This BWC layer exists only for the 7.x branch.
This is a breaking change because, since 7.6, the _xpack API has
returned "enterprise" for enterprise licenses, but this has been found
to break old versions of beats and logstash so needs to be corrected.
2020-06-30 16:42:28 +10:00
Costin Leau 3a546f1f51 EQL: Introduce support for sequence maxspan (#58635)
EQL sequences can specify now a maximum time allowed for their span
(computed between the first and the last matching event).

(cherry picked from commit 747c3592244192a2e25a092f62aec91a899afc83)
2020-06-29 21:31:00 +03:00
Igor Motov 773f3574a9
Removes debug logging from RestEqlCancellationIT (#58676)
The test didn't fail since the fix in #58493. So, it's time to remove debug
logging and close the issue.

Closes #58270
2020-06-29 13:15:01 -04:00
Andrei Stefan 3cb8f54f28
EQL: case sensitivity aware integration testing (#58624) (#58672)
* EQL: case sensitivity aware integration testing (#58624)

* Add DataLoader
* Rewrite case sensitivity settings:
NULL -> run both case sensitive and insensitive tests
TRUE -> run case sensitive test only
FALSE -> run case insensitive test only
* Rename test_queries_supported
* Add more toml tests from the Python client

Co-authored-by: Ross Wolf <31489089+rw-access@users.noreply.github.com>
(cherry picked from commit 34d383421599f060a5c083b40df35f135de49e39)
2020-06-29 18:40:07 +03:00
Tanguy Leroux 73adcf4d44
SparseFileTracker.Gap should keep a reference to the corresponding Range (#58587) (#58665)
SparseFileTracker.Gap can keep a reference to the corresponding range it is about to fill,
it does not need to resolve the range each time onSuccess/onProgress/onFailure are 
called.

Relates #58477
2020-06-29 15:24:19 +02:00
Przemysław Witek 3f7c45472e
[7.x] Introduce DataFrameAnalyticsConfig update API (#58302) (#58648) 2020-06-29 10:56:11 +02:00
Yang Wang 61fa7f4d22
Change privilege of enrich stats API to monitor (#52027) (#52196)
The remote_monitoring_user user needs to access the enrich stats API.
But the request is denied because the API is categorized under admin.
The correct privilege should be monitor.
2020-06-29 10:25:33 +10:00
Dimitris Athanasiou 1817b896c9
[7.x][ML] Add status and increased estimate to memory usage (#58588) (#58606)
Adds parsing of `status` and `memory_reestimate_bytes`
to data frame analytics `memory_usage`. When the training surpasses
the model memory limit, the status will be set to `hard_limit` and
`memory_reestimate_bytes` can be used to update the job's
limit in order to restart the job.

Backport of #58588
2020-06-28 16:27:26 +03:00
Costin Leau 3c81b91474 EQL: Add Head/Tail pipe support (#58536)
Introduce pipe support, in particular head and tail
(which can also be chained).

(cherry picked from commit 4521ca3367147d4d6531cf0ab975d8d705f400ea)
(cherry picked from commit d6731d659d012c96b19879d13cfc9e1eaf4745a4)
2020-06-27 09:49:14 +03:00
Benjamin Trent 7a202b149e
Muting analytics tests (#58617) (#58618) 2020-06-26 16:50:59 -04:00
Tanguy Leroux 775fb5d4cf
Allows SparseFileTracker to progressively execute listeners during Gap processing (#58477) (#58584)
Today SparseFileTracker allows to wait for a range to become available
before executing a given listener. In the case of searchable snapshot,
we'd like to be able to wait for a large range to be filled (ie, downloaded
and written to disk) while being able to execute the listener as soon as
a smaller range is available.

This pull request is an extract from #58164 which introduces a
ProgressListenableActionFuture that is used internally by
 SparseFileTracker. The progressive listenable future allows to register
listeners attached to SparseFileTracker.Gap so that they are executed
once the Gap is completed (with success or failure) or as soon as the
Gap progress reaches a given progress value. This progress value is
defined when the tracker.waitForRange() method is called; this method
has been modified to accept a range and another listener's range to
operate on.

Co-authored-by: Elastic Machine <elasticmachine@users.noreply.github.com>
2020-06-26 18:26:20 +02:00
James Baiera 89243857ce
Update precommit to filter out project dependencies (#58189) (#58572)
If a project is pulling in an external org.elasticsearch dependency, the dependency
report generation would require a license file for the dependency to be present. 
This would break precommit because a license was present that it did not feel was
warranted. This un-reverts the update to the dependenciesInfo task, as well as the 
JNA license addition.
2020-06-25 16:33:25 -04:00
Lee Hinman f732003370
[7.x] Fix negative limiting with fewer PARTIAL snapshots than minimum required (#58563) (#58569)
In SLM retention, when a minimum number of snapshots is required for retention, we prefer to remove
the oldest snapshots first. To perform this, we limit one of the streams, in a rare case this can
cause:

```
[mynode] error during snapshot retention task
java.lang.IllegalArgumentException: -5
	at java.util.stream.ReferencePipeline.limit(ReferencePipeline.java:469) ~[?:?]
	at org.elasticsearch.xpack.core.slm.SnapshotRetentionConfiguration.lambda$getSnapshotDeletionPredicate$6(SnapshotRetentionConfiguration.java:195) ~[?:?]
	at org.elasticsearch.xpack.slm.SnapshotRetentionTask.snapshotEligibleForDeletion(SnapshotRetentionTask.java:245) ~[?:?]
	at org.elasticsearch.xpack.slm.SnapshotRetentionTask$1.lambda$onResponse$0(SnapshotRetentionTask.java:163) ~[?:?]
	at java.util.stream.ReferencePipeline$2$1.accept(ReferencePipeline.java:176) ~[?:?]
	at java.util.ArrayList$ArrayListSpliterator.forEachRemaining(ArrayList.java:1624) ~[?:?]
	at java.util.stream.AbstractPipeline.copyInto(AbstractPipeline.java:484) ~[?:?]
	at java.util.stream.AbstractPipeline.wrapAndCopyInto(AbstractPipeline.java:474) ~[?:?]
	at java.util.stream.ReduceOps$ReduceOp.evaluateSequential(ReduceOps.java:913) ~[?:?]
```

When certain criteria are met. This commit fixes the negative limiting with `Math.max(0, ...)` and
adds a unit test for the behavior.

Resolves #58515
2020-06-25 14:16:34 -06:00
Henning Andersen 38be2812b1
Enhance extensible plugin (#58542)
Rather than let ExtensiblePlugins know extending plugins' classloaders,
we now pass along an explicit ExtensionLoader that loads the extensions
asked for. Extensions constructed that way can optionally receive their
own Plugin instance in the constructor.
2020-06-25 20:37:56 +02:00
Jason Tedor 52ad5842a9
Introduce node.roles setting (#58512)
Today we have individual settings for configuring node roles such as
node.data and node.master. Additionally, roles are pluggable and we have
used this to introduce roles such as node.ml and node.voting_only. As
the number of roles is growing, managing these becomes harder for the
user. For example, to create a master-only node, today a user has to
configure:
 - node.data: false
 - node.ingest: false
 - node.remote_cluster_client: false
 - node.ml: false

at a minimum if they are relying on defaults, but also add:
 - node.master: true
 - node.transform: false
 - node.voting_only: false

If they want to be explicit. This is also challenging in cases where a
user wants to have configure a coordinating-only node which requires
disabling all roles, a list which we are adding to, requiring the user
to keep checking whether a node has acquired any of these roles.

This commit addresses this by adding a list setting node.roles for which
a user has explicit control over the list of roles that a node has. If
the setting is configured, the node has exactly the roles in the list,
and not any additional roles. This means to configure a master-only
node, the setting is merely 'node.roles: [master]', and to configure a
coordinating-only node, the setting is merely: 'node.roles: []'.

With this change we deprecate the existing 'node.*' settings such as
'node.data'.
2020-06-25 14:14:51 -04:00
Igor Motov 20af856abd
[7.x] EQL: Adds an ability to execute an asynchronous EQL search (#58192)
Adds async support to EQL searches

Closes #49638

Co-authored-by: James Rodewig james.rodewig@elastic.co
2020-06-25 14:11:57 -04:00
Benjamin Trent c7ba79bc19
[7.x] [ML] make waiting for renormalization optional for internally flushing job (#58537) (#58553)
* [ML] make waiting for renormalization optional for internally flushing job (#58537)

When flushing, datafeeds only need the guaruntee that the latest bucket has been handled.

But, in addition to this, the typical call to flush waits for renormalization to complete. For large jobs, this can take a fair bit of time (even longer than a bucket length). This causes unnecessary delays in handling data.

This commit adds a new internal only flag that allows datafeeds (and forecasting) to skip waiting on renormalization.

closes #58395
2020-06-25 12:26:52 -04:00
Nik Everett 03e6d1b535
Add Variable Width Histogram Aggregation (backport of #42035) (#58440)
Implements a new histogram aggregation called `variable_width_histogram` which
dynamically determines bucket intervals based on document groupings. These
groups are determined by running a one-pass clustering algorithm on each shard
and then reducing each shard's clusters using an agglomerative
clustering algorithm.

This PR addresses #9572.

The shard-level clustering is done in one pass to minimize memory overhead. The
algorithm was lightly inspired by
[this paper](https://ieeexplore.ieee.org/abstract/document/1198387). It fetches
a small number of documents to sample the data and determine initial clusters.
Subsequent documents are then placed into one of these clusters, or a new one
if they are an outlier. This algorithm is described in more details in the
aggregation's docs.

At reduce time, a
[hierarchical agglomerative clustering](https://en.wikipedia.org/wiki/Hierarchical_clustering)
algorithm inspired by [this paper](https://arxiv.org/abs/1802.00304)
continually merges the closest buckets from all shards (based on their
centroids) until the target number of buckets is reached.

The final values produced by this aggregation are approximate. Each bucket's
min value is used as its key in the histogram. Furthermore, buckets are merged
based on their centroids and not their bounds. So it is possible that adjacent
buckets will overlap after reduction. Because each bucket's key is its min,
this overlap is not shown in the final histogram. However, when such overlap
occurs, we set the key of the bucket with the larger centroid to the midpoint
between its minimum and the smaller bucket’s maximum:
`min[large] = (min[large] + max[small]) / 2`. This heuristic is expected to
increases the accuracy of the clustering.

Nodes are unable to share centroids during the shard-level clustering phase. In
the future, resolving https://github.com/elastic/elasticsearch/issues/50863
would let us solve this issue.

It doesn’t make sense for this aggregation to support the `min_doc_count`
parameter, since clusters are determined dynamically. The `order` parameter is
not supported here to keep this large PR from becoming too complex.

Co-authored-by: James Dorfman <jamesdorfman@users.noreply.github.com>
2020-06-25 11:40:47 -04:00
Nik Everett 71adade73a
Return clear error message if aggregation type is invalid (#58255) (#58365)
The main changes are:

1. Catch the `NamedObjectNotFoundException` when parsing aggregation
   type, and then throw a `ParsingException` with clear error message with hint.
2. Add a unit test method: AggregatorFactoriesTests#testInvalidType().

Closes #58146.

Co-authored-by: bellengao <gbl_long@163.com>
2020-06-25 11:08:25 -04:00
Dimitris Athanasiou c3dfafe0b4
[7.x][ML] Avoid assertion error on empty string feature values for inference (#58541) (#58550)
It is possible for the source document to have an empty string value
for a field that is mapped as numeric. We should treat those as missing
values and avoid throwing an assertion error.

Backport of #58541
2020-06-25 18:07:29 +03:00
Dimitris Athanasiou 5af7071db0
[7.x][ML] Change inference default field name to <dep_var>_prediction… (#58546)
This changes the default value for the results field of inference
applied on models that are trained via a data frame analytics job.
Previously, the results field default was `predicted_value`. This
commit makes it the same as in the training job itself. The new
default field is `<dependent_variable>_prediction`. Apart from
making inference consistent with the training job the model came
from, it is helpful to preserve the dependent variable name
by default as it provides some context to the user that may
avoid confusion as to which model results came from.

Backport of #58538
2020-06-25 18:03:43 +03:00
Benjamin Trent add8ff1ad3
[ML] assume data streams are enabled in data stream tests (#58502) (#58508) 2020-06-24 14:14:48 -04:00
Chris Roberson d5899d1765
[Monitoring] APM mapping update (#46244) (#58498)
* Add acm mapping to APM for beats

* Add root mapping for APM

* Add sourcemap mapping to APM

* Fix missing properties

* Fix a second missing properties

* Add request property to acm

* Remove root and sourcemap per review

Co-authored-by: Mike Place <mike.place@elastic.co>
Co-authored-by: Elastic Machine <elasticmachine@users.noreply.github.com>
2020-06-24 13:26:30 -04:00
Armin Braun 9e4c5d1dde
Cleaner Handling of Snapshot Related null Custom Values in CS (#58382) (#58501)
Add the ability to get a custom value while specifying a default and use it throughout the
codebase to get rid of the `null` edge case and shorten the code a little.
2020-06-24 17:24:44 +02:00
Martijn van Groningen f4fad9c65a
Re-enable data streams yaml tests in bwc mode (#58500)
Backport of #58403 to 7.x branch.
2020-06-24 16:59:51 +02:00
Hendrik Muhs c1bbfeddc9 Improve rolling upgrade test setup assertions (#58313)
wrap test setup and add proper assert messages

relates #58282
2020-06-24 16:54:48 +02:00
Andrei Stefan 69f73d948b
EQL: code cleanup and further tests (#58458) (#58497)
Add FunctionPipe tests to all functions. Cleanup functions code.

(cherry picked from commit 0f83d5799841fe99d8aeaf46e50dd11aa6bf8a57)
2020-06-24 17:38:56 +03:00
Przemysław Witek 551b8bcd73
[7.x] Use static methods (rather than constants) to obtain .ml-meta and .ml-config index names (#58484) (#58490) 2020-06-24 15:52:45 +02:00
Benjamin Trent fa88e71532
[ML] unify usages of _all and wildcard <*> (#58460) (#58494) 2020-06-24 09:47:57 -04:00
Luca Cavanna dbbf2772d8 Mute newly added ml data streams tests (#58492)
Relates to #58491
2020-06-24 15:11:40 +02:00
markharwood d5ac3bb87f
Field capabilities - make `keyword` a family of field types (#58315) (#58483)
Introduces a new method on `MappedFieldType` to return a family type name which defaults to the field type.
Changes `wildcard` and `constant_keyword` field types to return `keyword` for field capabilities.

Relates to #53175
2020-06-24 12:32:14 +01:00
Alan Woodward d251a482e9 Move MappedFieldType.similarity() to TextSearchInfo (#58439)
Similarities only apply to a few text-based field types, but are currently set directly on
the base MappedFieldType class. This commit moves similarity information into
TextSearchInfo, and removes any mentions of it from MappedFieldType or FieldMapper.

It was previously possible to include a similarity parameter on a number of field types
that would then ignore this information. To make it obvious that this has no effect, setting
this parameter on non-text field types now issues a deprecation warning.
2020-06-24 10:00:32 +01:00
Jim Ferenczi fcd8a432d9 Submit _async search task should cancel children on cancellation (#58332)
This change allows the submit async search task to cancel children
and removes the manual indirection that cancels the search task when the submit
task is cancelled. This is now handled by the task cancellation, which can cancel
grand-children since #54757.
2020-06-24 09:10:26 +02:00
Larry Gregory 2ca09cddaf [DOCS] Rename kibana user to kibana_system (#58423) 2020-06-23 14:25:09 -07:00
Przemysław Witek 4e4ca6ac25
Extract ClientHelper.filterSecurityHeaders method and use it in ML code (#58447) (#58459) 2020-06-23 22:18:39 +02:00
Benjamin Trent a9b868b7a9
[7.x] [ML] allow data streams to be expanded for analytics and transforms (#58280) (#58455)
This commits allows data streams to be a valid source for analytics and transforms.

Data streams are fairly transparent and our `_search` and `_reindex` actions work without error.

For `_transforms` the check-pointing works as desired as well. Data streams are effectively treated as an `alias` and the backing index values are stored within checkpointing information.
2020-06-23 14:40:35 -04:00
Benjamin Trent 0cc84d3caf
[ML] wait for yellow state for stats index in tests (#58436) (#58456)
GET inference stats now reads from the .ml-stats index.

Our tests should wait for yellow state before attempting to query the index for stat information.
2020-06-23 13:32:24 -04:00
Dimitris Athanasiou f67fee387b
[7.x][ML] Make regression training set predictable in size (#58331) (#58453)
Unlike `classification`, which is using a cross validation splitter
that produces training sets whose size is predictable and equal to
`training_percent * class_cardinality`, for regression we have been
using a random splitter that takes an independent decision for each
document. This means we cannot predict the exact size of the training
set. This poses a problem as we move towards performing test inference
on the java side as we need to be able to provide an accurate upper
bound of the training set size to the c++ process.

This commit replaces the random splitter we use for regression with
the same streaming-reservoir approach we do for `classification`.

Backport of #58331
2020-06-23 19:49:03 +03:00
Marios Trivyzas e7c40d973e
SQL: Relax parsing of date/time escaped literals (#58336) (#58450)
Improve the usability of the MS-SQL server/ODBC escaped
date/time/timestamp literals, by allowing timezone/offset ids
in the parsed string, e.g.:
```
{ts '2000-01-01T11:11:11Z'}
```

Closes: #58262
(cherry picked from commit 0af1f2fef805324e802d97d2fd9b4660abb403f0)
2020-06-23 18:05:54 +02:00
David Roberts 0d6bfd0ac3
[7.x][ML] Fix wire serialization for flush acknowledgements (#58443)
There was a discrepancy in the implementation of flush
acknowledgements: most of the class was designed on the
basis that the "last finalized bucket time" could be null
but the wire serialization assumed that it was never
null.  This works because, the C++ sends zero "last
finalized bucket time" when it is not known or not
relevant.  But then the Java code will print that to
XContent as it is assuming null represents not known or
not relevant.

This change corrects the discrepancies.  Internally within
the class null represents not known or not relevant, but
this is translated from/to 0 for communications from the
C++ and old nodes that have the bug.

Additionally I switched from Date to Instant for this
class and made the member variables final to modernise it
a bit.

Backport of #58413
2020-06-23 16:42:06 +01:00
Mark Tozzi 52806a8f89
Small VS config cleanup (#58294) (#58442) 2020-06-23 10:53:06 -04:00
Benjamin Trent 61142a3005
[ML] only log if forecasts are set to failed (#58421) (#58437)
This adjusts the logging level for setting forecasts to failed to WARN. And it will only log if 1 or more forecasts were adjusted to failed.
2020-06-23 10:24:03 -04:00
Alan Woodward 8ebd341710
Add text search information to MappedFieldType (#58230) (#58432)
Now that MappedFieldType no longer extends lucene's FieldType, we need to have a
way of getting the index information about a field necessary for building text queries,
building term vectors, highlighting, etc. This commit introduces a new TextSearchInfo
abstraction that holds this information, and a getTextSearchInfo() method to
MappedFieldType to make it available. Field types that do not support text search can
just return null here.

This allows us to remove the MapperService.getLuceneFieldType() shim method.
2020-06-23 14:37:26 +01:00
Alan Woodward 519d1278e2
Make FieldTypeLookup immutable (#58162) (#58411)
FieldTypeLookup maps field names to their MappedFieldTypes. In the past, due to
the presence of multiple mapping types within a single index, this had to be updated
in-place because a mapping update might only affect one type. However, now that
we only have a single type per index, we can completely rebuild the FieldTypeLookup
on each update, removing lots of concurrency worries.
2020-06-23 10:51:32 +01:00
David Roberts f97b37190b [ML] Add a new annotation type for categorization status changes (#58394)
Adds a new value to the "event" enum of ML annotations, namely
"categorization_status_change".

This will allow users to see when categorization was found to
be performing poorly.  Once per-partition categorization is
available, it will allow users to see when categorization is
performing poorly for a specific partition.

It does not make sense to reuse the "model_change" event that
annotations already have, because categorizer state is separate
to model state ("model" state is really anomaly detector state),
and is not reverted by the revert model snapshot API.
Therefore annotations related to categorization need to be
treated differently to annotations related to anomaly detection.
2020-06-23 09:16:27 +01:00
Rene Groeschke bd2dd81bc6
Fix deprecated property usage in archive tasks (#58269) (#58308) 2020-06-23 09:11:46 +02:00
Martijn van Groningen 7dda9934f9
Keep track of timestamp_field mapping as part of a data stream (#58400)
Backporting #58096 to 7.x branch.
Relates to #53100

* use mapping source direcly instead of using mapper service to extract the relevant mapping details
* moved assertion to TimestampField class and added helper method for tests
* Improved logic that inserts timestamp field mapping into an mapping.
If the timestamp field path consisted out of object fields and
if the final mapping did not contain the parent field then an error
occurred, because the prior logic assumed that the object field existed.
2020-06-22 17:46:38 +02:00
Costin Leau 765f1b5775 SQL: Fix bug in resolving aliases against filters (#58399)
When doing aliasing with the same name over non existing fields, the analyzer gets stuck in a loop trying to resolve the alias over and over leading to SO. This PR breaks the cycle by checking the relationship between the alias and the child it tries to replace as an alias should never replace its child.

Fix #57270
Close #57417
Co-authored-by: Hailei <zhh5919@163.com>

(cherry picked from commit 46786ff2e1ed5951006ff4bdd2b6ac6a1ebcf17b)
2020-06-22 16:05:42 +03:00
Przemko Robakowski a44dad9fbb
[7.x] Add support for snapshot and restore to data streams (#57675) (#58371)
* Add support for snapshot and restore to data streams (#57675)

This change adds support for including data streams in snapshots.
Names are provided in indices field (the same way as in other APIs), wildcards are supported.
If rename pattern is specified it renames both data streams and backing indices.
It also adds test to make sure SLM works correctly.

Closes #57127

Relates to #53100

* version fix

* compilation fix

* compilation fix

* remove unused changes

* compilation fix

* test fix
2020-06-19 22:41:51 +02:00
Benjamin Trent bf8641aa15
[7.x] [ML] calculate cache misses for inference and return in stats (#58252) (#58363)
When a local model is constructed, the cache hit miss count is incremented.

When a user calls _stats, we will include the sum cache hit miss count across ALL nodes. This statistic is important to in comparing against the inference_count. If the cache hit miss count is near the inference_count it indicates that the cache is overburdened, or inappropriately configured.
2020-06-19 09:46:51 -04:00
Stuart Tettemer 20abba8433
Scripting: Deprecate general cache settings (#55753) (#58283)
Backport: ef543b0
2020-06-18 11:54:23 -06:00
Jim Ferenczi 1c1a6d4ec8 Handle failures with no explicit cause in async search (#58319)
This commit fixes an AOOBE in the handling of fatal
failures in _async_search. If the underlying cause is not found,
this change uses the root failure.

Closes #58311
2020-06-18 18:57:58 +02:00
Przemysław Witek 9dd3d5aa48
[7.x] Delete auto-generated annotations when model snapshot is reverted (#58240) (#58335) 2020-06-18 17:59:52 +02:00
Jason Tedor be08268562
Allow follower indices to override leader settings (#58103)
Today when creating a follower index via the put follow API, or via an
auto-follow pattern, it is not possible to specify settings overrides
for the follower index. Instead, we copy all of the leader index
settings to the follower. Yet, there are cases where a user would want
some different settings on the follower index such as the number of
replicas, or allocation settings. This commit addresses this by allowing
the user to specify settings overrides when creating follower index via
manual put follower calls, or via auto-follow patterns. Note that not
all settings can be overrode (e.g., index.number_of_shards) so we also
have detection that prevents attempting to override settings that must
be equal between the leader and follow index. Note that we do not even
allow specifying such settings in the overrides, even if they are
specified to be equal between the leader and the follower
index. Instead, the must be implicitly copied from the leader index, not
explicitly set by the user.
2020-06-18 11:56:06 -04:00
Alan Woodward 4b8cf2af6a
Add serialization test for FieldMappers when include_defaults=true (#58235) (#58328)
Fixes a bug in TextFieldMapper serialization when index is false, and adds a
base-class test to ensure that all field mappers are tested against all variations
with defaults both included and excluded.

Fixes #58188
2020-06-18 15:46:04 +01:00