Commit Graph

1564 Commits

Author SHA1 Message Date
Christoph Büscher b1b4282273 Make Multiplexer inherit filter chains analysis mode (#50662)
Currently, if an updateable synonym filter is included in a multiplexer filter,
it is not reloaded via the _reload_search_analyzers because the multiplexer
itself doesn't pass on the analysis mode of the filters it contains, so its not
recognized as "updateable" in itself. Instead we can check and merge the
AnalysisMode settings of all filters in the multiplexer and use the resulting
mode (e.g. search-time only) for the multiplexer itself, thus making any synonym
filters contained in it reloadable.  This, of course, will also make the
analyzers using the multiplexer be usable at search-time only.

Closes #50554
2020-01-08 22:12:01 +01:00
Lee Hinman 8dc6e98819
[7.x] Make InitializePolicyContextStep retryable (#50685) (#50760)
This commits makes the "init" ILM step retryable. It also adds a test
where an index is created with a non-parsable index name and then fails.

Related to #48183
2020-01-08 13:13:57 -07:00
Andrei Dan 3915d4c055
Make the UpdateRolloverLifecycleDateStep retryable (#50702) (#50730)
This makes the "update-rollover-lifecycle-date" step, which is part of the
rollover action, retryable. It also adds an integration test to check the
step is retried and it eventually succeeds.

(cherry picked from commit 5bf068522deb2b6cd2563bcf80f34fdbf459c9f2)
Signed-off-by: Andrei Dan <andrei.dan@elastic.co>
2020-01-08 11:45:26 +01:00
Benjamin Trent 060e0a6277
[ML][Inference] Add support for models shipped as resources (#50680) (#50700)
This adds support for models that are shipped as resources in the ML plugin. The first of which is the `lang_ident` model.
2020-01-07 09:21:59 -05:00
Hendrik Muhs 98ca9500e8
implement a workaround for remote cluster validation (#50460)
In 7.x an internal API used for validating remote cluster does not throw, see #50420 for the 
details. This change implements a workaround for remote cluster validation, only for 7.x branches.

fixes #50420
2020-01-07 13:51:51 +01:00
David Roberts 35453e2b0e [ML] Improve uniqueness of result document IDs (#50644)
Switch from a 32 bit Java hash to a 128 bit Murmur hash for
creating document IDs from by/over/partition field values.
The 32 bit Java hash was not sufficiently unique, and could
produce identical numbers for relatively common combinations
of by/partition field values such as L018/128 and L017/228.

Fixes #50613
2020-01-07 10:24:45 +00:00
Benjamin Trent 5ab9e75e28
[7.x] [ML][Inference] lang_ident model (#50292) (#50675)
* [ML][Inference] lang_ident model (#50292)

This PR contains a java port of Google's CLD3 compact NN model https://github.com/google/cld3

The ported model is formatted to fit within our inference model formatting and stored as a resource in the `:xpack:ml:` plugin and is under basic license.

The model is broken up into two major parts:
- Preprocessing through the custom embedding (based on CLD3's embedding layer)
- Pushing the embedded text through the two layers of fully connected shallow NN. 

Main differences between this port and CLD3:
- We take advantage of Java's internal Unicode handling where possible (i.e. codepoints, characters, decoders, etc.)
- We do not trim down input text by removing duplicated tokens
- We do not encode doubles/floats as longs/integers.
2020-01-06 16:24:03 -05:00
Benjamin Trent f52af7977d
[ML][Inference] minor cleanup for inference (#50444) (#50676) 2020-01-06 14:05:04 -05:00
Nik Everett 1b28af489f
Fix bare warnings on RollupJobTests (#50633) (#50677)
Silences some ugly warnings.
2020-01-06 14:03:30 -05:00
Albert Zaharovits 9ae3cd2a78
Add 'monitor_snapshot' cluster privilege (#50489) (#50647)
This adds a new cluster privilege `monitor_snapshot` which is a restricted
version of `create_snapshot`, granting the same privileges to view
snapshot and repository info and status but not granting the actual
privilege to create a snapshot.

Co-authored-by: j-bean <anton.shuvaev91@gmail.com>
2020-01-06 13:15:55 +02:00
Andrei Dan 3c971f2911
ILM retryable async action steps (#50522) (#50591)
This adds support for retrying AsyncActionSteps by triggering the async
step after ILM was moved back on the failed step (the async step we'll
be attempting to run after the cluster state reflects ILM being moved
back on the failed step).

This also marks the RolloverStep as retryable and adds an integration
test where the RolloverStep is failing to execute as the rolled over
index already exists to test that the async action RolloverStep is
retried until the rolled over index is deleted.

(cherry picked from commit 8bee5f4cb58a1242cc2ef4bc0317dae6c8be49d3)
Signed-off-by: Andrei Dan <andrei.dan@elastic.co>
2020-01-03 16:19:58 +02:00
Dimitris Athanasiou ca0828ba07
[7.x][ML] Implement force deleting a data frame analytics job (#50553) (#50589)
Adds a `force` parameter to the delete data frame analytics
request. When `force` is `true`, the action force-stops the
jobs and then proceeds to the deletion. This can be used in
order to delete a non-stopped job with a single request.

Closes #48124

Backport of #50553
2020-01-03 13:46:02 +02:00
Nik Everett b36a8ab141
Make some ObjectParsers final (#50471) (#50556)
We have about 800 `ObjectParsers` in Elasticsearch, about 700 of which
are final. This is *probably* the right way to declare them because in
practice we never mutate them after they are built. And we certainly
don't change the static reference. Anyway, this adds `final` to a bunch
of these parsers, mostly the ones in xpack and their "paired" parsers in
the high level rest client. I picked these just to have somewhere to
break the up the change so it wouldn't be huge.

I found the non-final parsers with this:
```
diff \
  <(find . -type f -name '*.java' -exec grep -iHe 'static.*PARSER\s*=' {} \+ | sort) \
  <(find . -type f -name '*.java' -exec grep -iHe 'static.*final.*PARSER\s*=' {} \+ | sort) \
  2>&1 | grep '^<'
```
2020-01-02 10:47:38 -05:00
Tim Vernum cad0f6bf28
Do not load SSLService in plugin contructor (#50519)
XPackPlugin created an SSLService within the plugin contructor.
This has 2 negative consequences:

1. The service may be constructed based on a partial view of settings.
   Other plugins are free to add setting values via the
   additionalSettings() method, but this (necessarily) happens after
   plugins have been constructed.

2. Any exceptions thrown during the plugin construction are handled
   differently than exceptions thrown during "createComponents".
   Since SSL configurations exceptions are relatively common, it is
   far preferable for them to be thrown and handled as part of the
   createComponents flow.

This commit moves the creation of the SSLService to
XPackPlugin.createComponents, and alters the sequence of some other
steps to accommodate this change.

Backport of: #49667
2019-12-30 14:42:32 +11:00
Lee Hinman c3c9ccf61f
[7.x] Add ILM histore store index (#50287) (#50345)
* Add ILM histore store index (#50287)

* Add ILM histore store index

This commit adds an ILM history store that tracks the lifecycle
execution state as an index progresses through its ILM policy. ILM
history documents store output similar to what the ILM explain API
returns.

An example document with ALL fields (not all documents will have all
fields) would look like:

```json
{
  "@timestamp": 1203012389,
  "policy": "my-ilm-policy",
  "index": "index-2019.1.1-000023",
  "index_age":123120,
  "success": true,
  "state": {
    "phase": "warm",
    "action": "allocate",
    "step": "ERROR",
    "failed_step": "update-settings",
    "is_auto-retryable_error": true,
    "creation_date": 12389012039,
    "phase_time": 12908389120,
    "action_time": 1283901209,
    "step_time": 123904107140,
    "phase_definition": "{\"policy\":\"ilm-history-ilm-policy\",\"phase_definition\":{\"min_age\":\"0ms\",\"actions\":{\"rollover\":{\"max_size\":\"50gb\",\"max_age\":\"30d\"}}},\"version\":1,\"modified_date_in_millis\":1576517253463}",
    "step_info": "{... etc step info here as json ...}"
  },
  "error_details": "java.lang.RuntimeException: etc\n\tcaused by:etc etc etc full stacktrace"
}
```

These documents go into the `ilm-history-1-00000N` index to provide an
audit trail of the operations ILM has performed.

This history storage is enabled by default but can be disabled by setting
`index.lifecycle.history_index_enabled` to `false.`

Resolves #49180

* Make ILMHistoryStore.putAsync truly async (#50403)

This moves the `putAsync` method in `ILMHistoryStore` never to block.
Previously due to the way that the `BulkProcessor` works, it was possible
for `BulkProcessor#add` to block executing a bulk request. This was bad
as we may be adding things to the history store in cluster state update
threads.

This also moves the index creation to be done prior to the bulk request
execution, rather than being checked every time an operation was added
to the queue. This lessens the chance of the index being created, then
deleted (by some external force), and then recreated via a bulk indexing
request.

Resolves #50353
2019-12-20 12:33:36 -07:00
Przemysław Witek 3e3a93002f
[7.x] Fix accuracy metric (#50310) (#50433) 2019-12-20 15:34:38 +01:00
Przemysław Witek 14d95aae46
[7.x] Make each analysis report desired field mappings to be copied (#50219) (#50428) 2019-12-20 15:10:33 +01:00
Przemysław Witek 5bb668b866
[7.x] Get rid of maxClassesCardinality internal parameter (#50418) (#50423) 2019-12-20 14:24:23 +01:00
Hendrik Muhs 40bce49a7f mute SourceDestValidatorTests.testRemoteSourceDoesNotExist 2019-12-20 11:25:43 +01:00
Hendrik Muhs 7c10e9b0e7 [Transform] improve checkpoint reporting (#50369)
fixes empty checkpoints, re-factors checkpoint info creation (moves builder) and always reports
last change detection

relates #43201
relates #50018
2019-12-20 10:49:53 +01:00
Hendrik Muhs de14092ad2 [Transform] refactor source and dest validation to support CCS (#50018)
refactors source and dest validation, adds support for CCS, makes resolve work like reindex/search, allow aliased dest index with a single write index.

fixes #49988
fixes #49851
relates #43201
2019-12-20 10:49:53 +01:00
Stuart Tettemer 689df1f28f
Scripting: ScriptFactory not required by compile (#50344) (#50392)
Avoid backwards incompatible changes for 8.x and 7.6 by removing type
restriction on compile and Factory.  Factories may optionally implement
ScriptFactory.  If so, then they can indicate determinism and thus
cacheability.

**Backport**

Relates: #49466
2019-12-19 12:50:25 -07:00
Przemysław Witek cc4bc797f9
[7.x] Implement `precision` and `recall` metrics for classification evaluation (#49671) (#50378) 2019-12-19 18:55:05 +01:00
Benjamin Trent 4396a1f78b
[ML][Inference] fix support for nested fields (#50258) (#50335)
This fixes support for nested fields

We now support fully nested, fully collapsed, or a mix of both on inference docs.

ES mappings allow the `_source` to be any combination of nested objects + dot delimited fields.
So, we should do our best to find the best path down the Map for the desired field.
2019-12-18 15:47:06 -05:00
Dimitris Athanasiou 447bac27d2
[7.x][ML] Delete unused data frame analytics state (#50243) (#50280)
This commit adds removal of unused data frame analytics state
from the _delete_expired_data API (and in extend th ML daily
maintenance task). At the moment the potential state docs
include the progress document and state for regression and
classification analyses.

Backport of #50243
2019-12-18 12:30:11 +00:00
Armin Braun 2e7b1ab375
Use ClusterState as Consistency Source for Snapshot Repositories (#49060) (#50267)
Follow up to #49729

This change removes falling back to listing out the repository contents to find the latest `index-N` in write-mounted blob store repositories.
This saves 2-3 list operations on each snapshot create and delete operation. Also it makes all the snapshot status APIs cheaper (and faster) by saving one list operation there as well in many cases.
This removes the resiliency to concurrent modifications of the repository as a result and puts a repository in a `corrupted` state in case loading `RepositoryData` failed from the assumed generation.
2019-12-17 10:55:13 +01:00
Tim Vernum ce2aab3f2f
Add setting to restrict license types (#50252)
This adds a new "xpack.license.upload.types" setting that restricts
which license types may be uploaded to a cluster.

By default all types are allowed (excluding basic, which can only be
generated and never uploaded).
This setting does not restrict APIs that generate licenses such as the
start trial API.

This setting is not documented as it is intended to be set by
orchestrators and not end users.

Backport of: #49418
2019-12-17 14:58:58 +11:00
Benjamin Trent 4805d8ac7d
[ML][Inference] Adding a warning_field for warning msgs. (#49838) (#50183)
This adds a new field for the inference processor.

`warning_field` is a place for us to write warnings provided from the inference call. When there are warnings we are not going to write an inference result. The goal of this is to indicate that the data provided was too poor or too different for the model to make an accurate prediction.

The user could optionally include the `warning_field`. When it is not provided, it is assumed no warnings were desired to be written.

The first of these warnings is when ALL of the input fields are missing. If none of the trained fields are present, we don't bother inferencing against the model and instead provide a warning stating that the fields were missing.

Also, this adds checks to not allow duplicated fields during processor creation.
2019-12-13 10:39:51 -05:00
Dimitris Athanasiou e6cbcf7f7c
[7.x] [ML] Persist/restore state for DFA classification (#50040) (#50147)
This commit adds state persist/restore for data frame analytics classification jobs.

Backport of #50040
2019-12-13 10:33:19 +02:00
Tim Vernum 2811b97b76
Remove reserved roles for code search (#50115)
The "code_user" and "code_admin" reserved roles existed to support
code search which is no longer included in Kibana.

The "kibana_system" role included privileges to read/write from the
code search indices, but no longer needs that access.

Backport of: #50068
2019-12-13 10:22:55 +11:00
Benjamin Trent c043aa887f
[ML][Inference] Simplify inference processor options (#50105) (#50146)
* [ML][Inference] Simplify inference processor options

* addressing pr comments
2019-12-12 11:13:55 -05:00
Tim Vernum 47e5e34f42
Support "enterprise" license types (#49474)
This adds "enterprise" as an acceptable type for a license loaded
through the PUT _license API.

Internally an enterprise license is treated as having a "platinum"
operating mode.

The handling of License types was refactored to have a new explicit
"LicenseType" enum in addition to the existing "OperatingMode" enum.

By default (in 7.x) the GET license API will return "platinum" when an
enterprise license is active in order to be compatible with existing
consumers of that API.
A new "accept_enterprise" flag has been introduced to allow clients to
opt-in to receive the correct "enterprise" type.

Backport of: #49223
2019-12-12 14:37:44 +11:00
Dimitris Athanasiou 8891f4db88
[7.x][ML] Introduce randomize_seed setting for regression and classification (#49990) (#50023)
This adds a new `randomize_seed` for regression and classification.
When not explicitly set, the seed is randomly generated. One can
reuse the seed in a similar job in order to ensure the same docs
are picked for training.

Backport of #49990
2019-12-10 15:29:19 +02:00
Yannick Welsch a16abf921f Make elasticsearch-node tools custom metadata-aware (#48390)
The elasticsearch-node tools allow manipulating the on-disk cluster state. The tool is currently
unaware of plugins and will therefore drop custom metadata from the cluster state once the
state is written out again (as it skips over the custom metadata that it can't read). This commit
preserves unknown customs when editing on-disk metadata through the elasticsearch-node
command-line tools.
2019-12-10 09:58:11 +01:00
Jason Tedor bfb2dc1353
Enable dependent settings values to be validated (#49942)
Today settings can declare dependencies on another setting. This
declaration is implemented so that if the declared setting is not set
when the declaring setting is, settings validation fails. Yet, in some
cases we want not only that the setting is set, but that it also has a
specific value. For example, with the monitoring exporter settings, if
xpack.monitoring.exporters.my_exporter.host is set, we not only want
that xpack.monitoring.exporters.my_exporter.type is set, but that it is
also set to local. This commit extends the settings infrastructure so
that this declaration is possible. The use of this in the monitoring
exporter settings will be implemented in a follow-up.
2019-12-09 12:45:50 -05:00
Przemysław Witek 0965a10468
[7.x] Pass `prediction_field_type` to C++ analytics process (#49861) (#49981) 2019-12-09 14:43:01 +01:00
Benjamin Trent 049d854360
[ML][Inference] adjust so target_field always has inference result and optionally allow new top classes field in the classification config (#49923) (#49982) 2019-12-09 08:29:45 -05:00
cachedout 549b103458
[7.x] APM system_user (#47668) (#49912)
* Add test for APM beats index perms

* Grant monitoring index privs to apm_system user

* Review feedback

* Fix compilation problem
2019-12-09 08:25:03 +00:00
Armin Braun ac2774c9fa
Use Cluster State to Track Repository Generation (#49729) (#49976)
Step on the road to #49060.

This commit adds the logic to keep track of a repository's generation
across repository operations. See changes to package level Javadoc for the concrete changes in the distributed state machine.

It updates the write side of new repository generations to be fully consistent via the cluster state. With this change, no `index-N` will be overwritten for the same repository ever. So eventual consistency issues around conflicting updates to the same `index-N` are not a possibility any longer.

With this change the read side will still use listing of repository contents instead of relying solely on the cluster state contents.
The logic for that will be introduced in #49060. This retains the ability to externally delete the contents of a repository and continue using it afterwards for the time being. In #49060 the use of listing to determine the repository generation will be removed in all cases (except for full-cluster restart) as the last step in this effort.
2019-12-09 09:02:57 +01:00
Stuart Tettemer 17cda5b2c0
Scripting: Groundwork for caching script results (#49895) (#49944)
In order to cache script results in the query shard cache, we need to
check if scripts are deterministic.  This change adds a default method
to the script factories, `isResultDeterministic() -> false` which is
used by the `QueryShardContext`.

Script results were never cached and that does not change here.  Future
changes will implement this method based on whether the results of the
scripts are deterministic or not and therefore cacheable.

Refs: #49466

**Backport**
2019-12-06 15:08:05 -07:00
Lee Hinman 8205cdd423
[7.x] Refactor IndexLifecycleRunner to split state modificatio… (#49936)
This commit refactors the `IndexLifecycleRunner` to split out and
consolidate the number of methods that change state from within ILM. It
adds a new class `IndexLifecycleTransition` that contains a number of
static methods used to modify ILM's state. These methods all return new
cluster states rather than making changes themselves (they can be
thought of as helpers for modifying ILM state).

Rather than having multiple ways to move an index to a particular step
(like `moveClusterStateToStep`, `moveClusterStateToNextStep`,
`moveClusterStateToPreviouslyFailedStep`, etc (there are others)) this
now consolidates those into three with (hopefully) useful names:

- `moveClusterStateToStep`
- `moveClusterStateToErrorStep`
- `moveClusterStateToPreviouslyFailedStep`

In the move, I was also able to consolidate duplicate or redundant
arguments to these functions. Prior to this commit there were many calls
that provided duplicate information (both `IndexMetaData` and
`LifecycleExecutionState` for example) where the duplicate argument
could be derived from a previous argument with no problems.

With this split, `IndexLifecycleRunner` now contains the methods used to
actually run steps as well as the methods that kick off cluster state
updates for state transitions. `IndexLifecycleTransition` contains only
the helpers for constructing new states from given scenarios.

This also adds Javadocs to all methods in both `IndexLifecycleRunner`
and `IndexLifecycleTransition` (this accounts for almost all of the
increase in code lines for this commit). It also makes all methods be as
restrictive in visibility, to limit the scope of where they are used.

This refactoring is part of work towards capturing actions and
transitions that ILM makes, by consolidating and simplifying the places
we make state changes, it will make adding operation auditing easier.
2019-12-06 12:55:16 -07:00
Hendrik Muhs c33be29dc7 [Transform] automatic deletion of old checkpoints (#49496)
add automatic deletion of old checkpoints based on count and time
2019-12-04 07:55:57 +01:00
Hendrik Muhs 7aae212287
[Transform] Fix possible audit logging disappearance after rolling upgrade (#49731) (#49767)
ensure audit index template is available during a rolling upgrade before a
transform task can write to it.

fixes #49730
2019-12-03 18:05:06 +01:00
Przemysław Witek a3f88595d7
A few cleanups in evaluation tests (#49791) (#49794) 2019-12-03 15:48:39 +01:00
Dimitris Athanasiou 4edb2e7bb6
[7.x][ML] Add optional source filtering during data frame reindexing (#49690) (#49718)
This adds a `_source` setting under the `source` setting of a data
frame analytics config. The new `_source` is reusing the structure
of a `FetchSourceContext` like `analyzed_fields` does. Specifying
includes and excludes for source allows selecting which fields
will get reindexed and will be available in the destination index.

Closes #49531

Backport of #49690
2019-11-29 16:10:44 +02:00
Armin Braun 813b49adb4
Make BlobStoreRepository Aware of ClusterState (#49639) (#49711)
* Make BlobStoreRepository Aware of ClusterState (#49639)

This is a preliminary to #49060.

It does not introduce any substantial behavior change to how the blob store repository
operates. What it does is to add all the infrastructure changes around passing the cluster service to the blob store, associated test changes and a best effort approach to tracking the latest repository generation on all nodes from cluster state updates. This brings a slight improvement to the consistency
by which non-master nodes (or master directly after a failover) will be able to determine the latest repository generation. It does not however do any tricky checks for the situation after a repository operation
(create, delete or cleanup) that could theoretically be used to get even greater accuracy to keep this change simple.
This change does not in any way alter the behavior of the blobstore repository other than adding a better "guess" for the value of the latest repo generation and is mainly intended to isolate the actual logical change to how the
repository operates in #49060
2019-11-29 14:57:47 +01:00
Ioannis Kakavas a59b7e07f1
Use PEM files instead of a JKS for key material (#49625) (#49701)
So that the tests can also run in a FIPS 140 JVM, where using a
JKS keystore is not allowed.

Resolves: #49261
2019-11-29 09:43:55 +02:00
Tim Vernum e6f530c167
Improved diagnostics for TLS trust failures (#49669)
- Improves HTTP client hostname verification failure messages
- Adds "DiagnosticTrustManager" which logs certificate information
  when trust cannot be established (hostname failure, CA path failure,
  etc)

These diagnostic messages are designed so that many common TLS
problems can be diagnosed based solely (or primarily) on the
elasticsearch logs.

These diagnostics can be disabled by setting

     xpack.security.ssl.diagnose.trust: false

Backport of: #48911
2019-11-29 15:01:20 +11:00
Przemysław Witek 1425e30b1e
[7.x] Remove ClassInfo interface and BinaryClassInfo class. (#49649) (#49681) 2019-11-28 21:46:46 +01:00
Przemyslaw Gomulka e528b41cf2
Enable LicenceServiceTests for all jdks (#49440) backport(#49682)
This test no longer relies on jdk version, so the assume should be removed
relates #48209
2019-11-28 15:26:54 +01:00
Tim Vernum 901c64ebbf
Add Debug/Trace logging for authentication (#49619)
Authentication has grown more complex with the addition of new realm
types and authentication methods. When user authentication does not
behave as expected it can be difficult to determine where and why it
failed.

This commit adds DEBUG and TRACE logging at key points in the
authentication flow so that it is possible to gain addition insight
into the operation of the system.

Backport of: #49575
2019-11-27 16:39:07 +11:00
j-bean 048b9dbb14 Fix expired job results deletion audit message (#49560)
The PR fixes #49549
2019-11-26 10:48:12 +00:00
Tim Brooks 416178c7c8
Enable simple remote connection strategy (#49561)
This commit back ports three commits related to enabling the simple
connection strategy.

Allow simple connection strategy to be configured (#49066)

Currently the simple connection strategy only exists in the code. It
cannot be configured. This commit moves in the direction of allowing it
to be configured. It introduces settings for the addresses and socket
count. Additionally it introduces new settings for the sniff strategy
so that the more generic number of connections and seed node settings
can be deprecated.

The simple settings are not yet registered as the registration is
dependent on follow-up work to validate the settings.

Ensure at least 1 seed configured in remote test (#49389)

This fixes #49384. Currently when we select a random subset of seed
nodes from a list, it is possible for 0 seeds to be selected. This test
depends on at least 1 seed being selected.

Add the simple strategy to cluster settings (#49414)

This is related to #49067. This commit adds the simple connection
strategy settings and strategy mode setting to the cluster settings
registry. With these changes, the simple connection mode can be used.
Additionally, it adds validation to ensure that settings cannot be
misconfigured.
2019-11-25 16:53:07 -07:00
David Roberts 62811c2272 [ML] Add default categorization analyzer definition to ML info (#49545)
The categorization job wizard in the ML UI will use this
information when showing the effect of the chosen categorization
analyzer on a sample of input.
2019-11-25 13:39:16 +00:00
Dimitris Athanasiou 8eaee7cbdc
[7.x][ML] Explain data frame analytics API (#49455) (#49504)
This commit replaces the _estimate_memory_usage API with
a new API, the _explain API.

The API consolidates information that is useful before
creating a data frame analytics job.

It includes:

- memory estimation
- field selection explanation

Memory estimation is moved here from what was previously
calculated in the _estimate_memory_usage API.

Field selection is a new feature that explains to the user
whether each available field was selected to be included or
not in the analysis. In the case it was not included, it also
explains the reason why.

Backport of #49455
2019-11-22 22:06:10 +02:00
Benjamin Trent 276b6c67f4
[ML][Inference] Fixing pre-processor value handling and size estimate (#49270) (#49489)
* [ML][Inference] Fixing pre-processor value handling and size estimate

* fixing npe
2019-11-22 08:14:33 -05:00
Tim Vernum 2e5f2dd1e1
Deprecate misconfigured SSL server config (#49280)
This commit adds a deprecation warning when starting
a node where either of the server contexts
(xpack.security.transport.ssl and xpack.security.http.ssl)
meet either of these conditions:

1. The server lacks a certificate/key pair (i.e. neither
   ssl.keystore.path not ssl.certificate are configured)
2. The server has some ssl configuration, but ssl.enabled is not
   specified. This new validation does not care whether ssl.enabled is
   true or false (though other validation might), it simply makes it
   an error to configure server SSL without being explicit about
   whether to enable that configuration.

Backport of: #45892
2019-11-22 12:14:55 +11:00
Benjamin Trent a7477ad7c3
[7.x] [ML][Inference] compressing model definition and lazy parsing (#49269) (#49446)
* [ML][Inference] compressing model definition and lazy parsing (#49269)

* [ML][Inference] compressing model definition and lazy parsing

* addressing PR comments

* adding commons io

* implementing simplified bounded stream

* adjusting for type inclusion
2019-11-21 15:32:32 -05:00
Benjamin Trent d9835f7fb4
[ML] Fix r_squared eval when variance is 0 (#49439) (#49445) 2019-11-21 11:22:16 -05:00
Benjamin Trent d41b2e3f38
[ML][Inference] allowing per-model licensing (#49398) (#49435)
* [ML][Inference] allowing per-model licensing

* changing to internal action + removing pre-mature opt
2019-11-21 09:46:34 -05:00
Przemysław Witek c7ac2011eb
[7.x] Implement accuracy metric for multiclass classification (#47772) (#49430) 2019-11-21 15:01:18 +01:00
Mark Tozzi 17358b5af7
(refactor) Extract Empty/Script/Missing ValuesSource behavior to an interface (#48320) (#49330)
This is a pure code rearrangement refactor.  Logic for what specific ValuesSource instance to use for a given type (e.g. script or field) moved out of ValuesSourceConfig and into CoreValuesSourceType (previously just ValueSourceType; we extract an interface for future extensibility).  ValueSourceConfig still selects which case to use, and then the ValuesSourceType instance knows how to construct the ValuesSource for that case.
2019-11-19 16:44:29 -05:00
Armin Braun 0acba44a2e
Make Repository.getRepositoryData an Async API (#49299) (#49312)
This API call in most implementations is fairly IO heavy and slow
so it is more natural to be async in the first place.
Concretely though, this change is a prerequisite of #49060 since
determining the repository generation from the cluster state
introduces situations where this call would have to wait for other
operations to finish. Doing so in a blocking manner would break
`SnapshotResiliencyTests` and waste a thread.
Also, this sets up the possibility to in the future make use of async IO
where provided by the underlying Repository implementation.

In a follow-up `SnapshotsService#getRepositoryData` will be made async
as well (did not do it here, since it's another huge change to do so).
Note: This change for now does not alter the threading behaviour in any way (since `Repository#getRepositoryData` isn't forking) and is purely mechanical.
2019-11-19 16:49:12 +01:00
David Roberts a5204c1c80
[ML] Fixes for stop datafeed edge cases (#49284)
The following edge cases were fixed:

1. A request to force-stop a stopping datafeed is no longer
   ignored.  Force-stop is an important recovery mechanism
   if normal stop doesn't work for some reason, and needs
   to operate on a datafeed in any state other than stopped.
2. If the node that a datafeed is running on is removed from
   the cluster during a normal stop then the stop request is
   retried (and will likely succeed on this retry by simply
   cancelling the persistent task for the affected datafeed).
3. If there are multiple simultaneous force-stop requests for
   the same datafeed we no longer fail the one that is
   processed second.  The previous behaviour was wrong as
   stopping a stopped datafeed is not an error, so stopping
   a datafeed twice simultaneously should not be either.

Backport of #49191
2019-11-19 10:51:46 +00:00
Julie Tibshirani a0ee6c8f7e
Add telemetry for flattened fields. (#48972) (#49125)
Currently we just record the number of flattened fields defined in the mappings.
2019-11-18 12:29:42 -08:00
Benjamin Trent eefe7688ce
[7.x][ML] ML Model Inference Ingest Processor (#49052) (#49257)
* [ML] ML Model Inference Ingest Processor (#49052)

* [ML][Inference] adds lazy model loader and inference (#47410)

This adds a couple of things:

- A model loader service that is accessible via transport calls. This service will load in models and cache them. They will stay loaded until a processor no longer references them
- A Model class and its first sub-class LocalModel. Used to cache model information and run inference.
- Transport action and handler for requests to infer against a local model
Related Feature PRs:

* [ML][Inference] Adjust inference configuration option API (#47812)

* [ML][Inference] adds logistic_regression output aggregator (#48075)

* [ML][Inference] Adding read/del trained models (#47882)

* [ML][Inference] Adding inference ingest processor (#47859)

* [ML][Inference] fixing classification inference for ensemble (#48463)

* [ML][Inference] Adding model memory estimations (#48323)

* [ML][Inference] adding more options to inference processor (#48545)

* [ML][Inference] handle string values better in feature extraction (#48584)

* [ML][Inference] Adding _stats endpoint for inference (#48492)

* [ML][Inference] add inference processors and trained models to usage (#47869)

* [ML][Inference] add new flag for optionally including model definition (#48718)

* [ML][Inference] adding license checks (#49056)

* [ML][Inference] Adding memory and compute estimates to inference (#48955)

* fixing version of indexed docs for model inference
2019-11-18 13:19:17 -05:00
Przemysław Witek 5f9965e4b8
Lower minimum model memory limit value from 1MB to 1kB. (#49227) (#49242) 2019-11-18 14:58:20 +01:00
Hendrik Muhs ca912624ec [Transform] improve error handling of script errors (#48887)
improve error handling for script errors, treating it as irrecoverable errors which puts the task
immediately into failed state, also improves the error extraction to properly report the script 
error.

fixes #48467
2019-11-18 10:24:39 +01:00
Dimitris Athanasiou 805c31e19e
[7.x][ML] Avoid NPE when node load is calculated on job assignment (#49186) (#49214)
This commit fixes a NPE problem as reported in #49150.
But this problem uncovered that we never added proper handling
of state for data frame analytics tasks.

In this commit we improve the `MlTasks.getDataFrameAnalyticsState`
method to handle null tasks and state tasks properly.

Closes #49150

Backport of #49186
2019-11-18 10:33:07 +02:00
Rory Hunter c46a0e8708
Apply 2-space indent to all gradle scripts (#49071)
Backport of #48849. Update `.editorconfig` to make the Java settings the
default for all files, and then apply a 2-space indent to all `*.gradle`
files. Then reformat all the files.
2019-11-14 11:01:23 +00:00
Armin Braun 25e05b0013
Fix X-Pack SchedulerEngine Shutdown (#48951) (#49054)
We can have a race here where `scheduleNextRun` executes concurrently to `stop`
and so we run into a `RejectedExecutionException` that we don't catch and thus it
fails tests.
=> Fixed by ignoring these so long as they coincide with a scheduler shutdown
2019-11-13 22:06:55 +01:00
Lee Hinman 5eb37c29fe
[7.x] Re-read policy phase JSON when using ILM's move-to-step… (#49011)
When using the move-to-step API, we should reread the phase JSON from
the latest version of the ILM policy. This allows a user to move to the
same step while re-reading the policy's latest version. For example,
when changing rollover criteria.

While manually messing around with some other things I discovered that
we only reread the policy when using the retry API, not the move-to-step
API. This commit changes the move-to-step API to always read the latest
version of the policy.
2019-11-12 19:41:06 -07:00
Benjamin Trent 46ab1db54f
[7.x] [ML] Add new geo_results.(actual_point|typical_point) fields for `lat_long` results (#47050) (#48958)
* [ML] Add new geo_results.(actual_point|typical_point) fields for `lat_long` results (#47050)

[ML] Add new geo_results.(actual_point|typical_point) fields for `lat_long` results (#47050)

Related PR: https://github.com/elastic/ml-cpp/pull/809

* adjusting bwc version
2019-11-11 15:43:03 -05:00
Hendrik Muhs 5ecde37a68
[7.x][Transform] decouple task and indexer (#48812)
decouple TransformTask and ClientTransformIndexer. Interaction between the 2 classes are
now moved into a context class which holds shared information.

relates #45369
2019-11-01 19:39:35 +01:00
Ioannis Kakavas 99aedc844d
Copy http headers to ThreadContext strictly (#45945) (#48675)
Previous behavior while copying HTTP headers to the ThreadContext,
would allow multiple HTTP headers with the same name, handling only
the first occurrence and disregarding the rest of the values. This
can be confusing when dealing with multiple Headers as it is not
obvious which value is read and which ones are silently dropped.

According to RFC-7230, a client must not send multiple header fields
with the same field name in a HTTP message, unless the entire field
value for this header is defined as a comma separated list or this
specific header is a well-known exception.

This commits changes the behavior in order to be more compliant to
the aforementioned RFC by requiring the classes that implement
ActionPlugin to declare if a header can be multi-valued or not when
registering this header to be copied over to the ThreadContext in
ActionPlugin#getRestHeaders.
If the header is allowed to be multivalued, then all such headers
are read from the HTTP request and their values get concatenated in
a comma-separated string.
If the header is not allowed to be multivalued, and the HTTP
request contains multiple such Headers with different values, the
request is rejected with a 400 status.
2019-10-31 23:05:12 +02:00
Andrei Dan ffe5d5417f
ILM Make the `check-rollover-ready` step retryable (#48256) (#48740)
This adds the infrastructure to be able to retry the execution of retryable
steps and makes the `check-rollover-ready` retryable as an initial step to
make the rollover action more resilient to transient errors.

(cherry picked from commit 454020ac8acb147eae97acb4ccd6fb470d1e5f48)
Signed-off-by: Andrei Dan <andrei.dan@elastic.co>
2019-10-31 11:28:55 +00:00
Lee Hinman 2d5291cf3b Un-AwaitsFix and enhance logging for testPolicyCRUD (#48719)
* Un-AwaitsFix and enhance logging for testPolicyCRUD

This removes the `AwaitsFix` and increases the test logging for
`SnapshotLifecycleServiceTests.testPolicyCRUD` in an effort to track
down the cause of #44997.

* Remove unused import
2019-10-30 17:02:57 -06:00
Benjamin Trent c9ead80c31
[7.x] [ML][Inference] separating definition and config object storage (#48651) (#48695)
* [ML][Inference] separating definition and config object storage (#48651)

This separates out the `definition` object from being stored within the configuration object in the index. 

This allows us to gather the config object without decompressing a potentially large definition.

Additionally, `input` is moved to the TrainedModelConfig object and out of the definition. This is so the trained input fields are accessible outside the potentially large model definition.
2019-10-30 13:27:29 -04:00
Armin Braun 52e5ceb321
Restore from Individual Shard Snapshot Files in Parallel (#48110) (#48686)
Make restoring shard snapshots run in parallel on the `SNAPSHOT` thread-pool.
2019-10-30 14:36:30 +01:00
Andrei Dan 8b22e297ed
ILM open/close steps are noop if idx is open/close (#48614) (#48640)
The open and close follower steps didn't check if the index is open,
closed respectively, before executing the open/close request.
This changes the steps to check the index state and only perform the
open/close operation if the index is not already open/closed.
2019-10-29 17:43:56 +00:00
Przemysław Witek 7c944d26c5
[7.x] Assert that the results of classification analysis can be evaluated using _evaluate API. (#48626) (#48634) 2019-10-29 16:20:56 +01:00
Benjamin Trent 6ea59dd428
[ML][Transforms] add wait_for_checkpoint flag to stop (#47935) (#48591)
Adds `wait_for_checkpoint` for `_stop` API.
2019-10-28 13:02:57 -04:00
Jim Ferenczi 7fc413c22c Resolve the role query and the number of docs lazily (#48036)
This commit ensures that the creation of a DocumentSubsetReader does not
eagerly resolve the role query and the number of docs that match.
We want to delay this expensive operation in order to ensure that we really
need this information when we build it. For this reason the role query and the
number of docs are now resolved on demand. This commit also depends on
https://issues.apache.org/jira/browse/LUCENE-9003 that will also compute the global
number of docs lazily.
2019-10-25 18:12:29 +02:00
Tim Brooks c0b545f325
Make BytesReference an interface (#48486)
BytesReference is currently an abstract class which is extended by
various implementations. This makes it very difficult to use the
delegation pattern. The implication of this is that our releasable
BytesReference is a PagedBytesReference type and cannot be used as a
generic releasable bytes reference that delegates to any reference type.
This commit makes BytesReference an interface and introduces an
AbstractBytesReference for common functionality.
2019-10-24 15:39:30 -06:00
Michael Basnight d49958cef3 Remove deprecated test from the HLRC tests (#48424)
The AbstractHlrcWriteableXContentTestCase was replaced by a better test
case a while ago, and this is the last two instances using it. They have
been converted and the test is now deleted.

Ref #39745
2019-10-24 14:02:04 -05:00
Ioannis Kakavas c6b733f1b4
Add populate_user_metadata in OIDC realm (#48357) (#48438)
Make populate_user_metadata configuration parameter
available in the OpenID Connect authentication realm

Resolves: #48217
2019-10-24 09:51:08 +03:00
Jake Landis cf175da5a9
Ensure SLM stats does not block an in-place upgrade from 7.4 (… (#48411)
7.5+ for SLM requires [stats] object to exist in the cluster state.
When doing an in-place upgrade from 7.4 to 7.5+ [stats] does not exist
in cluster state, result in an exception on startup [1].

This commit moves the [stats] to be an optional object in the parser
and if not found will default to an empty stats object.

[1] Caused by: java.lang.IllegalArgumentException: Required [stats]
2019-10-23 11:21:39 -05:00
Przemyslaw Gomulka aaa6209be6
[7.x] [Java.time] Calculate week of a year with ISO rules BACKPORT(#48209) (#48349)
Reverting the change introducing IsoLocal.ROOT and introducing IsoCalendarDataProvider that defaults start of the week to Monday and requires minimum 4 days in first week of a year. This extension is using java SPI mechanism and defaults for Locale.ROOT only.
It require jvm property java.locale.providers to be set with SPI,COMPAT

closes #41670
backport #48209
2019-10-23 17:39:38 +02:00
Armin Braun 7215201406
Track Shard-Snapshot Index Generation at Repository Root (#48371)
This change adds a new field `"shards"` to `RepositoryData` that contains a mapping of `IndexId` to a `String[]`. This string array can be accessed by shard id to get the generation of a shard's shard folder (i.e. the `N` in the name of the currently valid `/indices/${indexId}/${shardId}/index-${N}` for the shard in question).

This allows for creating a new snapshot in the shard without doing any LIST operations on the shard's folder. In the case of AWS S3, this saves about 1/3 of the cost for updating an empty shard (see #45736) and removes one out of two remaining potential issues with eventually consistent blob stores (see #38941 ... now only the root `index-${N}` is determined by listing).

Also and equally if not more important, a number of possible failure modes on eventually consistent blob stores like AWS S3 are eliminated by moving all delete operations to the `master` node and moving from incremental naming of shard level index-N to uuid suffixes for these blobs.

This change moves the deleting of the previous shard level `index-${uuid}` blob to the master node instead of the data node allowing for a safe and consistent update of the shard's generation in the `RepositoryData` by first updating `RepositoryData` and then deleting the now unreferenced `index-${newUUID}` blob.
__No deletes are executed on the data nodes at all for any operation with this change.__

Note also: Previous issues with hanging data nodes interfering with master nodes are completely impossible, even on S3 (see next section for details).

This change changes the naming of the shard level `index-${N}` blobs to a uuid suffix `index-${UUID}`. The reason for this is the fact that writing a new shard-level `index-` generation blob is not atomic anymore in its effect. Not only does the blob have to be written to have an effect, it must also be referenced by the root level `index-N` (`RepositoryData`) to become an effective part of the snapshot repository.
This leads to a problem if we were to use incrementing names like we did before. If a blob `index-${N+1}` is written but due to the node/network/cluster/... crashes the root level `RepositoryData` has not been updated then a future operation will determine the shard's generation to be `N` and try to write a new `index-${N+1}` to the already existing path. Updates like that are problematic on S3 for consistency reasons, but also create numerous issues when thinking about stuck data nodes.
Previously stuck data nodes that were tasked to write `index-${N+1}` but got stuck and tried to do so after some other node had already written `index-${N+1}` were prevented form doing so (except for on S3) by us not allowing overwrites for that blob and thus no corruption could occur.
Were we to continue using incrementing names, we could not do this. The stuck node scenario would either allow for overwriting the `N+1` generation or force us to continue using a `LIST` operation to figure out the next `N` (which would make this change pointless).
With uuid naming and moving all deletes to `master` this becomes a non-issue. Data nodes write updated shard generation `index-${uuid}` and `master` makes those `index-${uuid}` part of the `RepositoryData` that it deems correct and cleans up all those `index-` that are unused.

Co-authored-by: Yannick Welsch <yannick@welsch.lu>
Co-authored-by: Tanguy Leroux <tlrx.dev@gmail.com>
2019-10-23 10:58:26 +01:00
Ioannis Kakavas 24e43dfa34
[7.x] Refactor FIPS BootstrapChecks to simple checks (#47499) (#48333)
FIPS 140 bootstrap checks should not be bootstrap checks as they
are always enforced. This commit moves the validation logic within
the security plugin.
The FIPS140SecureSettingsBootstrapCheck was not applicable as the
keystore was being loaded on init, before the Bootstrap checks
were checked, so an elasticsearch keystore of version < 3 would
cause the node to fail in a FIPS 140 JVM before the bootstrap check
kicked in, and as such hasn't been migrated.

Resolves: #34772
2019-10-22 12:49:01 +03:00
Martijn van Groningen 0ec0ab64c9
Fix executing enrich policies stats (#48132)
The enrich stats api picked the wrong task to be displayed
in the executing stats section.

In case `wait_for_completion` was set to `false` then no task
was being displayed and if that param was set to `true` then
the wrong task was being displayed (transport action task instead
of enrich policy executor task).

Testing executing policies in enrich stats api is tricky.
I have verified locally that this commit fixes the bug.
2019-10-22 07:41:56 +02:00
James Baiera 0d12ef8958
Add Enrich Origin (#48098) (#48312)
This PR adds an origin for the Enrich feature, and modifies the background 
maintenance task to use the origin when executing client operations. 
Without this fix, the maintenance task fails to execute when security is 
enabled.
2019-10-21 16:40:49 -04:00
Przemysław Witek 2db2b945ec
[7.x] Change format of MulticlassConfusionMatrix result to be more self-explanatory (#48174) (#48294) 2019-10-21 22:07:19 +02:00
Przemysław Witek 1a42e37070
[7.x] Default "prediction_field_name" to (dependent_variable + "_prediction") (#48232) (#48279) 2019-10-21 13:18:08 +02:00
Benjamin Trent 876f4aafac
[ML] Add logistic_regression output aggregator (#48238) (#48244) 2019-10-18 10:08:17 -04:00
rsarawgi 5e4dd0fd2e [ML] Removing usages of ToXContentParams.INCLUDE_TYPE (#48165)
Removing the option of ToXContentParams.INCLUDE_TYPE and replacing them with ToXContentParams.FOR_INTERNAL_STORAGE
Closes #48057
2019-10-18 14:49:26 +01:00
Armin Braun 04e3316408
Stop Resolving Fallback IndexId (#48141) (#48204)
There is no reason to still resolve the
fallback `IndexId` here. It only applies to
`2.x` repos and those we can't read anymore
anyway because they use an `/index` instead of
an `/index-N` blob at the repo root for which
at least 7.x+ does not contain the logic to find
it.
2019-10-17 19:27:49 +02:00
Przemysław Witek 28f68fa221
Make num_top_classes parameter's default value equal to 2 (#48119) (#48201) 2019-10-17 18:43:15 +02:00
Martijn van Groningen a5fe69c344
Include enrich into the info api as feature (#48157)
This commit also fixes a bug, the enrich enabled setting
was not included in the list of settings.

Backport of #48109
2019-10-17 09:51:32 +02:00
Lee Hinman 5af66d79ef
Add SLM support to xpack usage and info APIs (#48149)
* Add SLM support to xpack usage and info APIs

This is a backport of #48096

This adds the missing xpack usage and info information into the
`/_xpack` and `/_xpack/usage` APIs. The output now looks like:

```
GET /_xpack/usage
{
  ...
  "slm" : {
    "available" : true,
    "enabled" : true,
    "policy_count" : 1,
    "policy_stats" : {
      "retention_runs" : 0,
      ...
    }
  }
```

and

```
GET /_xpack
{
  ...
  "features" : {
    ...
    "slm" : {
      "available" : true,
      "enabled" : true
    },
    ...
  }
}
```

Relates to #43663

* Fix missing license
2019-10-16 21:06:27 -06:00