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- [[modules-scripting]]
- == Scripting
- The scripting module enables you to use scripts to evaluate custom
- expressions. For example, you could use a script to return "script fields"
- as part of a search request or evaluate a custom score for a query.
- TIP: Elasticsearch now has a built-in scripting language called _Painless_
- that provides a more secure alternative for implementing
- scripts for Elasticsearch. We encourage you to try it out--
- for more information, see <<modules-scripting-painless, Painless Scripting Language>>.
- The default scripting language is http://groovy-lang.org/[groovy]
- (http://mvel.codehaus.org/[mvel] was the default in 1.3.x and earlier).
- Additional `lang` plugins enable you to run scripts written in other languages.
- Everywhere a script can be used, you can include a `lang` parameter
- to specify the language of the script. Plugins are available for following languages:
- [cols="<,<,<",options="header",]
- |=======================================================================
- |Language |Sandboxed |Required plugin
- |groovy |no |built-in
- |expression |yes |built-in
- |mustache |yes |built-in
- |painless |yes |built-in (module)
- |javascript |no |{plugins}/lang-javascript.html[elasticsearch-lang-javascript]
- |python |no |{plugins}/lang-python.html[elasticsearch-lang-python]
- |=======================================================================
- .Groovy dynamic scripting off by default from v1.4.3
- [IMPORTANT]
- ===================================================
- Groovy dynamic scripting is off by default. This prevents Groovy scripts
- from being accepted as part of a request or retrieved from the
- `.scripts` index. You can still use Groovy file scripts stored in
- the `config/scripts/` directory on every node.
- To convert an inline script to a file-based script, save the contents
- of the `inline` field to a file with the `.groovy` extension and
- store it in the `config/scripts` directory on every data node in your
- cluster.
- For example, if you have the following inline script:
- [source,js]
- -----------------------------------
- GET /_search
- {
- "script_fields": {
- "my_field": {
- "inline": "1 + my_var",
- "params": {
- "my_var": 2
- }
- }
- }
- }
- -----------------------------------
- Save `1 + my_var` in a file called `config/scripts/my_script.groovy`.
- To use the script in a request, specify its name (without the `.groovy` extension) in the `file` field:
- [source,js]
- -----------------------------------
- GET /_search
- {
- "script_fields": {
- "my_field": {
- "script": {
- "file": "my_script",
- "params": {
- "my_var": 2
- }
- }
- }
- }
- }
- -----------------------------------
- ===================================================
- [float]
- === File-based Scripts
- To increase security, Elasticsearch does not allow you to specify scripts for
- non-sandboxed languages with a request. Instead, scripts must be placed in the
- `scripts` directory inside the configuration directory (the directory where
- elasticsearch.yml is). The default location of this `scripts` directory can be
- changed by setting `path.scripts` in elasticsearch.yml. Scripts placed into
- this directory will automatically be picked up and be available to be used.
- Once a script has been placed in this directory, it can be referenced by name.
- For example, a script called `calculate-score.groovy` can be referenced in a
- request like this:
- [source,sh]
- --------------------------------------------------
- $ tree config
- config
- ├── elasticsearch.yml
- ├── logging.yml
- └── scripts
- └── calculate-score.groovy
- --------------------------------------------------
- [source,sh]
- --------------------------------------------------
- $ cat config/scripts/calculate-score.groovy
- log(_score * 2) + my_modifier
- --------------------------------------------------
- [source,js]
- --------------------------------------------------
- curl -XPOST localhost:9200/_search -d '{
- "query": {
- "function_score": {
- "query": {
- "match": {
- "body": "foo"
- }
- },
- "functions": [
- {
- "script_score": {
- "script": {
- "lang": "groovy",
- "file": "calculate-score",
- "params": {
- "my_modifier": 8
- }
- }
- }
- }
- ]
- }
- }
- }'
- --------------------------------------------------
- The name of the script is derived from the hierarchy of directories it
- exists under, and the file name without the lang extension. For example,
- a script placed under `config/scripts/group1/group2/test.py` will be
- named `group1_group2_test`.
- [float]
- [[modules-scripting-stored-scripts]]
- === Stored Scripts
- Elasticsearch allows you to store scripts in the cluster state.
- There are REST endpoints to manage stored scripts as follows:
- Requests to the scripts endpoint look like :
- [source,js]
- -----------------------------------
- /_scripts/{lang}/{id}
- -----------------------------------
- Where the `lang` part is the language the script is in and the `id` part is the id
- of the script.
- [source,js]
- -----------------------------------
- curl -XPOST localhost:9200/_scripts/groovy/calculateScore -d '{
- "script": "log(_score * 2) + my_modifier"
- }'
- -----------------------------------
- This will store the script under the `calculateScore` in the cluster
- state.
- This script can be accessed at query time by using the `id` and `lang` script parameters:
- [source,js]
- --------------------------------------------------
- curl -XPOST localhost:9200/_search -d '{
- "query": {
- "function_score": {
- "query": {
- "match": {
- "body": "foo"
- }
- },
- "functions": [
- {
- "script_score": {
- "script": {
- "id": "calculateScore",
- "lang" : "groovy",
- "params": {
- "my_modifier": 8
- }
- }
- }
- }
- ]
- }
- }
- }'
- --------------------------------------------------
- The script can be viewed by:
- [source,js]
- -----------------------------------
- curl -XGET localhost:9200/_scripts/groovy/calculateScore
- -----------------------------------
- This is rendered as:
- [source,js]
- -----------------------------------
- '{
- "script": "log(_score * 2) + my_modifier"
- }'
- -----------------------------------
- Stored scripts can be deleted by:
- [source,js]
- -----------------------------------
- curl -XDELETE localhost:9200/_scripts/groovy/calculateScore
- -----------------------------------
- NOTE: The size of stored scripts is limited to 65535 bytes. This can be changed by setting `script.max_size_in_bytes`
- setting to increase that soft limit, but if scripts are really large then alternatives like native scripts should be considered.
- [float]
- [[enable-dynamic-scripting]]
- === Enabling dynamic scripting
- We recommend running Elasticsearch behind an application or proxy, which
- protects Elasticsearch from the outside world. If users are allowed to run
- inline scripts (even in a search request) or indexed scripts, then they have
- the same access to your box as the user that Elasticsearch is running as. For
- this reason dynamic scripting is allowed only for sandboxed languages by default.
- First, you should not run Elasticsearch as the `root` user, as this would allow
- a script to access or do *anything* on your server, without limitations. Second,
- you should not expose Elasticsearch directly to users, but instead have a proxy
- application inbetween. If you *do* intend to expose Elasticsearch directly to
- your users, then you have to decide whether you trust them enough to run scripts
- on your box or not.
- It is possible to enable scripts based on their source, for
- every script engine, through the following settings that need to be added to the
- `config/elasticsearch.yml` file on every node.
- [source,yaml]
- -----------------------------------
- script.inline: true
- script.stored: true
- -----------------------------------
- While this still allows execution of named scripts provided in the config, or
- _native_ Java scripts registered through plugins, it also allows users to run
- arbitrary scripts via the API. Instead of sending the name of the file as the
- script, the body of the script can be sent instead or retrieved from the
- cluster state if previously stored.
- There are three possible configuration values for any of the fine-grained
- script settings:
- [cols="<,<",options="header",]
- |=======================================================================
- |Value |Description
- | `false` |scripting is turned off completely, in the context of the setting being set.
- | `true` |scripting is turned on, in the context of the setting being set.
- | `sandbox` |scripts may be executed only for languages that are sandboxed
- |=======================================================================
- The default values are the following:
- [source,yaml]
- -----------------------------------
- script.inline: sandbox
- script.stored: sandbox
- script.file: true
- -----------------------------------
- NOTE: Global scripting settings affect the `mustache` scripting language.
- <<search-template,Search templates>> internally use the `mustache` language,
- and will still be enabled by default as the `mustache` engine is sandboxed,
- but they will be enabled/disabled according to fine-grained settings
- specified in `elasticsearch.yml`.
- It is also possible to control which operations can execute scripts. The
- supported operations are:
- [cols="<,<",options="header",]
- |=======================================================================
- |Value |Description
- | `aggs` |Aggregations (wherever they may be used)
- | `search` |Search api, Percolator api and Suggester api (e.g filters, script_fields)
- | `update` |Update api
- | `plugin` |Any plugin that makes use of scripts under the generic `plugin` category
- |=======================================================================
- Plugins can also define custom operations that they use scripts for instead
- of using the generic `plugin` category. Those operations can be referred to
- in the following form: `${pluginName}_${operation}`.
- The following example disables scripting for `update` and `mapping` operations,
- regardless of the script source, for any engine. Scripts can still be
- executed from sandboxed languages as part of `aggregations`, `search`
- and plugins execution though, as the above defaults still get applied.
- [source,yaml]
- -----------------------------------
- script.update: false
- script.mapping: false
- -----------------------------------
- Generic settings get applied in order, operation based ones have precedence
- over source based ones. Language specific settings are supported too. They
- need to be prefixed with the `script.engine.<engine>` prefix and have
- precedence over any other generic settings.
- [source,yaml]
- -----------------------------------
- script.engine.groovy.file.aggs: true
- script.engine.groovy.file.mapping: true
- script.engine.groovy.file.search: true
- script.engine.groovy.file.update: true
- script.engine.groovy.file.plugin: true
- script.engine.groovy.stored.aggs: true
- script.engine.groovy.stored.mapping: false
- script.engine.groovy.stored.search: true
- script.engine.groovy.stored.update: false
- script.engine.groovy.stored.plugin: false
- script.engine.groovy.inline.aggs: true
- script.engine.groovy.inline.mapping: false
- script.engine.groovy.inline.search: false
- script.engine.groovy.inline.update: false
- script.engine.groovy.inline.plugin: false
- -----------------------------------
- [float]
- === Default Scripting Language
- The default scripting language (assuming no `lang` parameter is provided) is
- `groovy`. In order to change it, set the `script.default_lang` to the
- appropriate language.
- [float]
- === Automatic Script Reloading
- The `config/scripts` directory is scanned periodically for changes.
- New and changed scripts are reloaded and deleted script are removed
- from preloaded scripts cache. The reload frequency can be specified
- using `resource.reload.interval` setting, which defaults to `60s`.
- To disable script reloading completely set `script.auto_reload_enabled`
- to `false`.
- [[native-java-scripts]]
- [float]
- === Native (Java) Scripts
- Sometimes `groovy` and `expressions` aren't enough. For those times you can
- implement a native script.
- The best way to implement a native script is to write a plugin and install it.
- The plugin {plugins}/plugin-authors.html[documentation] has more information on
- how to write a plugin so that Elasticsearch will properly load it.
- To register the actual script you'll need to implement `NativeScriptFactory`
- to construct the script. The actual script will extend either
- `AbstractExecutableScript` or `AbstractSearchScript`. The second one is likely
- the most useful and has several helpful subclasses you can extend like
- `AbstractLongSearchScript`, `AbstractDoubleSearchScript`, and
- `AbstractFloatSearchScript`. Finally, your plugin should register the native
- script by declaring the `onModule(ScriptModule)` method.
- If you squashed the whole thing into one class it'd look like:
- [source,java]
- --------------------------------------------------
- public class MyNativeScriptPlugin extends Plugin {
- @Override
- public String name() {
- return "my-native-script";
- }
- @Override
- public String description() {
- return "my native script that does something great";
- }
- public void onModule(ScriptModule scriptModule) {
- scriptModule.registerScript("my_script", MyNativeScriptFactory.class);
- }
- public static class MyNativeScriptFactory implements NativeScriptFactory {
- @Override
- public ExecutableScript newScript(@Nullable Map<String, Object> params) {
- return new MyNativeScript();
- }
- @Override
- public boolean needsScores() {
- return false;
- }
- }
- public static class MyNativeScript extends AbstractFloatSearchScript {
- @Override
- public float runAsFloat() {
- float a = (float) source().get("a");
- float b = (float) source().get("b");
- return a * b;
- }
- }
- }
- --------------------------------------------------
- You can execute the script by specifying its `lang` as `native`, and the name
- of the script as the `id`:
- [source,js]
- --------------------------------------------------
- curl -XPOST localhost:9200/_search -d '{
- "query": {
- "function_score": {
- "query": {
- "match": {
- "body": "foo"
- }
- },
- "functions": [
- {
- "script_score": {
- "script": {
- "id": "my_script",
- "lang" : "native"
- }
- }
- }
- ]
- }
- }
- }'
- --------------------------------------------------
- [float]
- === Lucene Expressions Scripts
- experimental[The Lucene expressions module is undergoing significant development and the exposed functionality is likely to change in the future]
- Lucene's expressions module provides a mechanism to compile a
- `javascript` expression to bytecode. This allows very fast execution,
- as if you had written a `native` script. Expression scripts can be
- used in `script_score`, `script_fields`, sort scripts and numeric aggregation scripts.
- See the link:http://lucene.apache.org/core/4_9_0/expressions/index.html?org/apache/lucene/expressions/js/package-summary.html[expressions module documentation]
- for details on what operators and functions are available.
- Variables in `expression` scripts are available to access:
- * document fields, e.g. `doc['myfield'].value`
- * variables and methods that the field supports, e.g. `doc['myfield'].empty`
- * Parameters passed into the script, e.g. `mymodifier`
- * The current document's score, `_score` (only available when used in a `script_score`)
- [float]
- === Expressions API for numeric fields
- [cols="<,<",options="header",]
- |=======================================================================
- |Expression |Description
- |`doc['field_name'].value` |The native value of the field. For example,
- if its a short type, it will be short.
- |`doc['field_name'].empty` |A boolean indicating if the field has no
- values within the doc.
- |`doc['field_name'].min()` |The minimum value of the field in this document.
- |`doc['field_name'].max()` |The maximum value of the field in this document.
- |`doc['field_name'].median()` |The median value of the field in this document.
- |`doc['field_name'].avg()` |The average of the values in this document.
- |`doc['field_name'].sum()` |The sum of the values in this document.
- |`doc['field_name'].count()` |The number of values in this document.
- |=======================================================================
- When a document is missing the field completely, by default the value will be treated as `0`.
- You can treat it as another value instead, e.g. `doc['myfield'].empty ? 100 : doc['myfield'].value`
- When a document has multiple values for the field, by default the minimum value is returned.
- You can choose a different value instead, e.g. `doc['myfield'].sum()`.
- When a document is missing the field completely, by default the value will be treated as `0`.
- Boolean fields are exposed as numerics, with `true` mapped to `1` and `false` mapped to `0`.
- For example: `doc['on_sale'] ? doc['price'] * 0.5 : doc['price']`
- [float]
- === Additional methods for date fields
- Date fields are treated as the number of milliseconds since January 1, 1970 and
- support the numeric API above, with these additional methods:
- [cols="<,<",options="header",]
- |=======================================================================
- |Expression |Description
- |`doc['field_name'].getYear()` |Year component, e.g. `1970`.
- |`doc['field_name'].getMonth()` |Month component (0-11), e.g. `0` for January.
- |`doc['field_name'].getDayOfMonth()` |Day component, e.g. `1` for the first of the month.
- |`doc['field_name'].getHourOfDay()` |Hour component (0-23)
- |`doc['field_name'].getMinutes()` |Minutes component (0-59)
- |`doc['field_name'].getSeconds()` |Seconds component (0-59)
- |=======================================================================
- The following example shows the difference in years between the `date` fields date0 and date1:
- `doc['date1'].getYear() - doc['date0'].getYear()`
- [float]
- === Expressions API for `geo_point` fields
- [cols="<,<",options="header",]
- |=======================================================================
- |Expression |Description
- |`doc['field_name'].empty` |A boolean indicating if the field has no
- values within the doc.
- |`doc['field_name'].lat` |The latitude of the geo point.
- |`doc['field_name'].lon` |The longitude of the geo point.
- |=======================================================================
- The following example computes distance in kilometers from Washington, DC:
- `haversin(38.9072, 77.0369, doc['field_name'].lat, doc['field_name'].lon)`
- In this example the coordinates could have been passed as parameters to the script,
- e.g. based on geolocation of the user.
- [float]
- === Expressions limitations
- There are a few limitations relative to other script languages:
- * Only numeric, boolean, date, and geo_point fields may be accessed
- * Stored fields are not available
- [float]
- === Score
- In all scripts that can be used in aggregations, the current
- document's score is accessible in `_score`.
- [float]
- === Computing scores based on terms in scripts
- see <<modules-advanced-scripting, advanced scripting documentation>>
- [float]
- === Document Fields
- Most scripting revolve around the use of specific document fields data.
- The `doc['field_name']` can be used to access specific field data within
- a document (the document in question is usually derived by the context
- the script is used). Document fields are very fast to access since they
- end up being loaded into memory (all the relevant field values/tokens
- are loaded to memory). Note, however, that the `doc[...]` notation only
- allows for simple valued fields (can’t return a json object from it)
- and makes sense only on non-analyzed or single term based fields.
- The following data can be extracted from a field:
- [cols="<,<",options="header",]
- |=======================================================================
- |Expression |Description
- |`doc['field_name'].value` |The native value of the field. For example,
- if its a short type, it will be short.
- |`doc['field_name'].values` |The native array values of the field. For
- example, if its a short type, it will be short[]. Remember, a field can
- have several values within a single doc. Returns an empty array if the
- field has no values.
- |`doc['field_name'].empty` |A boolean indicating if the field has no
- values within the doc.
- |`doc['field_name'].multiValued` |A boolean indicating that the field
- has several values within the corpus.
- |`doc['field_name'].lat` |The latitude of a geo point type.
- |`doc['field_name'].lon` |The longitude of a geo point type.
- |`doc['field_name'].lats` |The latitudes of a geo point type.
- |`doc['field_name'].lons` |The longitudes of a geo point type.
- |`doc['field_name'].distance(lat, lon)` |The `plane` distance (in meters)
- of this geo point field from the provided lat/lon.
- |`doc['field_name'].distanceWithDefault(lat, lon, default)` |The `plane` distance (in meters)
- of this geo point field from the provided lat/lon with a default value.
- |`doc['field_name'].distanceInMiles(lat, lon)` |The `plane` distance (in
- miles) of this geo point field from the provided lat/lon.
- |`doc['field_name'].distanceInMilesWithDefault(lat, lon, default)` |The `plane` distance (in
- miles) of this geo point field from the provided lat/lon with a default value.
- |`doc['field_name'].distanceInKm(lat, lon)` |The `plane` distance (in
- km) of this geo point field from the provided lat/lon.
- |`doc['field_name'].distanceInKmWithDefault(lat, lon, default)` |The `plane` distance (in
- km) of this geo point field from the provided lat/lon with a default value.
- |`doc['field_name'].arcDistance(lat, lon)` |The `arc` distance (in
- meters) of this geo point field from the provided lat/lon.
- |`doc['field_name'].arcDistanceWithDefault(lat, lon, default)` |The `arc` distance (in
- meters) of this geo point field from the provided lat/lon with a default value.
- |`doc['field_name'].arcDistanceInMiles(lat, lon)` |The `arc` distance (in
- miles) of this geo point field from the provided lat/lon.
- |`doc['field_name'].arcDistanceInMilesWithDefault(lat, lon, default)` |The `arc` distance (in
- miles) of this geo point field from the provided lat/lon with a default value.
- |`doc['field_name'].arcDistanceInKm(lat, lon)` |The `arc` distance (in
- km) of this geo point field from the provided lat/lon.
- |`doc['field_name'].arcDistanceInKmWithDefault(lat, lon, default)` |The `arc` distance (in
- km) of this geo point field from the provided lat/lon with a default value.
- |`doc['field_name'].factorDistance(lat, lon)` |The distance factor of this geo point field from the provided lat/lon.
- |`doc['field_name'].factorDistance(lat, lon, default)` |The distance factor of this geo point field from the provided lat/lon with a default value.
- |`doc['field_name'].geohashDistance(geohash)` |The `arc` distance (in meters)
- of this geo point field from the provided geohash.
- |`doc['field_name'].geohashDistanceInKm(geohash)` |The `arc` distance (in km)
- of this geo point field from the provided geohash.
- |`doc['field_name'].geohashDistanceInMiles(geohash)` |The `arc` distance (in
- miles) of this geo point field from the provided geohash.
- |=======================================================================
- [float]
- === Stored Fields
- Stored fields can also be accessed when executing a script. Note, they
- are much slower to access compared with document fields, as they are not
- loaded into memory. They can be simply accessed using
- `_fields['my_field_name'].value` or `_fields['my_field_name'].values`.
- [float]
- === Accessing the score of a document within a script
- When using scripting for calculating the score of a document (for instance, with
- the `function_score` query), you can access the score using the `_score`
- variable inside of a Groovy script.
- [float]
- === Source Field
- The source field can also be accessed when executing a script. The
- source field is loaded per doc, parsed, and then provided to the script
- for evaluation. The `_source` forms the context under which the source
- field can be accessed, for example `_source.obj2.obj1.field3`.
- Accessing `_source` is much slower compared to using `doc`
- but the data is not loaded into memory. For a single field access `_fields` may be
- faster than using `_source` due to the extra overhead of potentially parsing large documents.
- However, `_source` may be faster if you access multiple fields or if the source has already been
- loaded for other purposes.
- [float]
- === Groovy Built In Functions
- There are several built in functions that can be used within scripts.
- They include:
- [cols="<,<",options="header",]
- |=======================================================================
- |Function |Description
- |`sin(a)` |Returns the trigonometric sine of an angle.
- |`cos(a)` |Returns the trigonometric cosine of an angle.
- |`tan(a)` |Returns the trigonometric tangent of an angle.
- |`asin(a)` |Returns the arc sine of a value.
- |`acos(a)` |Returns the arc cosine of a value.
- |`atan(a)` |Returns the arc tangent of a value.
- |`toRadians(angdeg)` |Converts an angle measured in degrees to an
- approximately equivalent angle measured in radians
- |`toDegrees(angrad)` |Converts an angle measured in radians to an
- approximately equivalent angle measured in degrees.
- |`exp(a)` |Returns Euler's number _e_ raised to the power of value.
- |`log(a)` |Returns the natural logarithm (base _e_) of a value.
- |`log10(a)` |Returns the base 10 logarithm of a value.
- |`sqrt(a)` |Returns the correctly rounded positive square root of a
- value.
- |`cbrt(a)` |Returns the cube root of a double value.
- |`IEEEremainder(f1, f2)` |Computes the remainder operation on two
- arguments as prescribed by the IEEE 754 standard.
- |`ceil(a)` |Returns the smallest (closest to negative infinity) value
- that is greater than or equal to the argument and is equal to a
- mathematical integer.
- |`floor(a)` |Returns the largest (closest to positive infinity) value
- that is less than or equal to the argument and is equal to a
- mathematical integer.
- |`rint(a)` |Returns the value that is closest in value to the argument
- and is equal to a mathematical integer.
- |`atan2(y, x)` |Returns the angle _theta_ from the conversion of
- rectangular coordinates (_x_, _y_) to polar coordinates (r,_theta_).
- |`pow(a, b)` |Returns the value of the first argument raised to the
- power of the second argument.
- |`round(a)` |Returns the closest _int_ to the argument.
- |`random()` |Returns a random _double_ value.
- |`abs(a)` |Returns the absolute value of a value.
- |`max(a, b)` |Returns the greater of two values.
- |`min(a, b)` |Returns the smaller of two values.
- |`ulp(d)` |Returns the size of an ulp of the argument.
- |`signum(d)` |Returns the signum function of the argument.
- |`sinh(x)` |Returns the hyperbolic sine of a value.
- |`cosh(x)` |Returns the hyperbolic cosine of a value.
- |`tanh(x)` |Returns the hyperbolic tangent of a value.
- |`hypot(x, y)` |Returns sqrt(_x2_ + _y2_) without intermediate overflow
- or underflow.
- |=======================================================================
|