scripting.asciidoc 24 KB

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  1. [[modules-scripting]]
  2. == Scripting
  3. The scripting module allows to use scripts in order to evaluate custom
  4. expressions. For example, scripts can be used to return "script fields"
  5. as part of a search request, or can be used to evaluate a custom score
  6. for a query and so on.
  7. The scripting module uses by default http://groovy.codehaus.org/[groovy]
  8. (previously http://mvel.codehaus.org/[mvel] in 1.3.x and earlier) as the
  9. scripting language with some extensions. Groovy is used since it is extremely
  10. fast and very simple to use.
  11. .Groovy dynamic scripting disabled by default from v1.4.3
  12. [IMPORTANT]
  13. ===================================================
  14. Elasticsearch versions 1.3.0-1.3.7 and 1.4.0-1.4.2 have a vulnerability in the
  15. Groovy scripting engine. The vulnerability allows an attacker to construct
  16. Groovy scripts that escape the sandbox and execute shell commands as the user
  17. running the Elasticsearch Java VM.
  18. If you are running a vulnerable version of Elasticsearch, you should either
  19. upgrade to at least v1.3.8 or v1.4.3, or disable dynamic Groovy scripts by
  20. adding this setting to the `config/elasticsearch.yml` file in all nodes in the
  21. cluster:
  22. [source,yaml]
  23. -----------------------------------
  24. script.groovy.sandbox.enabled: false
  25. -----------------------------------
  26. This will turn off the Groovy sandbox, thus preventing dynamic Groovy scripts
  27. from being accepted as part of a request or retrieved from the special
  28. `.scripts` index. You will still be able to use Groovy scripts stored in files
  29. in the `config/scripts/` directory on every node.
  30. To convert an inline script to a file, take this simple script
  31. as an example:
  32. [source,json]
  33. -----------------------------------
  34. GET /_search
  35. {
  36. "script_fields": {
  37. "my_field": {
  38. "script": "1 + my_var",
  39. "params": {
  40. "my_var": 2
  41. }
  42. }
  43. }
  44. }
  45. -----------------------------------
  46. Save the contents of the script as a file called `config/scripts/my_script.groovy`
  47. on every data node in the cluster:
  48. [source,js]
  49. -----------------------------------
  50. 1 + my_var
  51. -----------------------------------
  52. Now you can access the script by file name (without the extension):
  53. [source,json]
  54. -----------------------------------
  55. GET /_search
  56. {
  57. "script_fields": {
  58. "my_field": {
  59. "script_file": "my_test",
  60. "params": {
  61. "my_var": 2
  62. }
  63. }
  64. }
  65. }
  66. -----------------------------------
  67. ===================================================
  68. Additional `lang` plugins are provided to allow to execute scripts in
  69. different languages. Currently supported plugins are `lang-javascript`
  70. for JavaScript, `lang-mvel` for Mvel, and `lang-python` for Python.
  71. All places where a `script` parameter can be used, a `lang` parameter
  72. (on the same level) can be provided to define the language of the
  73. script. The `lang` options are `groovy`, `js`, `mvel`, `python`,
  74. `expression` and `native`.
  75. To increase security, Elasticsearch does not allow you to specify scripts for
  76. non-sandboxed languages with a request. Instead, scripts must be placed in the
  77. `scripts` directory inside the configuration directory (the directory where
  78. elasticsearch.yml is). Scripts placed into this directory will automatically be
  79. picked up and be available to be used. Once a script has been placed in this
  80. directory, it can be referenced by name. For example, a script called
  81. `calculate-score.groovy` can be referenced in a request like this:
  82. [source,sh]
  83. --------------------------------------------------
  84. $ tree config
  85. config
  86. ├── elasticsearch.yml
  87. ├── logging.yml
  88. └── scripts
  89. └── calculate-score.groovy
  90. --------------------------------------------------
  91. [source,sh]
  92. --------------------------------------------------
  93. $ cat config/scripts/calculate-score.groovy
  94. log(_score * 2) + my_modifier
  95. --------------------------------------------------
  96. [source,js]
  97. --------------------------------------------------
  98. curl -XPOST localhost:9200/_search -d '{
  99. "query": {
  100. "function_score": {
  101. "query": {
  102. "match": {
  103. "body": "foo"
  104. }
  105. },
  106. "functions": [
  107. {
  108. "script_score": {
  109. "lang": "groovy",
  110. "script_file": "calculate-score",
  111. "params": {
  112. "my_modifier": 8
  113. }
  114. }
  115. }
  116. ]
  117. }
  118. }
  119. }'
  120. --------------------------------------------------
  121. The name of the script is derived from the hierarchy of directories it
  122. exists under, and the file name without the lang extension. For example,
  123. a script placed under `config/scripts/group1/group2/test.py` will be
  124. named `group1_group2_test`.
  125. [float]
  126. === Indexed Scripts
  127. Elasticsearch allows you to store scripts in an internal index known as
  128. `.scripts` and reference them by id. There are REST endpoints to manage
  129. indexed scripts as follows:
  130. Requests to the scripts endpoint look like :
  131. [source,js]
  132. -----------------------------------
  133. /_scripts/{lang}/{id}
  134. -----------------------------------
  135. Where the `lang` part is the language the script is in and the `id` part is the id
  136. of the script. In the `.scripts` index the type of the document will be set to the `lang`.
  137. [source,js]
  138. -----------------------------------
  139. curl -XPOST localhost:9200/_scripts/groovy/indexedCalculateScore -d '{
  140. "script": "log(_score * 2) + my_modifier"
  141. }'
  142. -----------------------------------
  143. This will create a document with id: `indexedCalculateScore` and type: `groovy` in the
  144. `.scripts` index. The type of the document is the language used by the script.
  145. This script can be accessed at query time by appending `_id` to
  146. the script parameter and passing the script id. So `script` becomes `script_id`.:
  147. [source,js]
  148. --------------------------------------------------
  149. curl -XPOST localhost:9200/_search -d '{
  150. "query": {
  151. "function_score": {
  152. "query": {
  153. "match": {
  154. "body": "foo"
  155. }
  156. },
  157. "functions": [
  158. {
  159. "script_score": {
  160. "script_id": "indexedCalculateScore",
  161. "lang" : "groovy",
  162. "params": {
  163. "my_modifier": 8
  164. }
  165. }
  166. }
  167. ]
  168. }
  169. }
  170. }'
  171. --------------------------------------------------
  172. The script can be viewed by:
  173. [source,js]
  174. -----------------------------------
  175. curl -XGET localhost:9200/_scripts/groovy/indexedCalculateScore
  176. -----------------------------------
  177. This is rendered as:
  178. [source,js]
  179. -----------------------------------
  180. '{
  181. "script": "log(_score * 2) + my_modifier"
  182. }'
  183. -----------------------------------
  184. Indexed scripts can be deleted by:
  185. [source,js]
  186. -----------------------------------
  187. curl -XDELETE localhost:9200/_scripts/groovy/indexedCalculateScore
  188. -----------------------------------
  189. [float]
  190. [[enable-dynamic-scripting]]
  191. === Enabling dynamic scripting
  192. We recommend running Elasticsearch behind an application or proxy, which
  193. protects Elasticsearch from the outside world. If users are allowed to run
  194. inline scripts (even in a search request) or indexed scripts, then they have
  195. the same access to your box as the user that Elasticsearch is running as. For
  196. this reason dynamic scripting is allowed only for sandboxed languages by default.
  197. The script engines that currently support sandboxing are `mustache` and
  198. `expressions`.
  199. First, you should not run Elasticsearch as the `root` user, as this would allow
  200. a script to access or do *anything* on your server, without limitations. Second,
  201. you should not expose Elasticsearch directly to users, but instead have a proxy
  202. application inbetween. If you *do* intend to expose Elasticsearch directly to
  203. your users, then you have to decide whether you trust them enough to run scripts
  204. on your box or not.
  205. deprecated[1.6.0, the `script.disable_dynamic` setting is deprecated in favour of fine-grained settings described as follows]
  206. coming[1.6.0, Fine-grained script settings replace the `script.disable_dynamic` setting]
  207. It is possible to enable scripts based on their source, for
  208. every script engine, through the following settings that need to be added to the
  209. `config/elasticsearch.yml` file on every node.
  210. [source,yaml]
  211. -----------------------------------
  212. script.inline: on
  213. script.indexed: on
  214. -----------------------------------
  215. While this still allows execution of named scripts provided in the config, or
  216. _native_ Java scripts registered through plugins, it also allows users to run
  217. arbitrary scripts via the API. Instead of sending the name of the file as the
  218. script, the body of the script can be sent instead or retrieved from the
  219. `.scripts` indexed if previously stored.
  220. There are three possible configuration values for any of the fine-grained
  221. script settings:
  222. [cols="<,<",options="header",]
  223. |=======================================================================
  224. |Value |Description
  225. | `off` |scripting is turned off completely, in the context of the setting being set.
  226. | `on` |scripting is turned on, in the context of the setting being set.
  227. | `sandbox` |scripts may be executed only for languages that are sandboxed (`mustache` and `expressions`)
  228. |=======================================================================
  229. The default values are the following:
  230. [source,yaml]
  231. -----------------------------------
  232. script.inline: sandbox
  233. script.indexed: sandbox
  234. script.file: on
  235. -----------------------------------
  236. NOTE: Global scripting settings affect the `mustache` scripting language.
  237. <<search-template,Search templates>> internally use the `mustache` language,
  238. and will still be enabled by default as the `mustache` engine is sandboxed,
  239. but they will be enabled/disabled according to fine-grained settings
  240. specified in `elasticsearch.yml`. coming[1.6.0, `mustache` scripts were previously always on regardless of whether dynamic scripts were enabled or not]
  241. It is also possible to control which operations can execute scripts. The
  242. supported operations are:
  243. [cols="<,<",options="header",]
  244. |=======================================================================
  245. |Value |Description
  246. | `aggs` |Aggregations (wherever they may be used)
  247. | `mapping` |Mappings (script transform feature)
  248. | `search` |Search api, Percolator api and Suggester api (e.g filters, script_fields)
  249. | `update` |Update api
  250. |=======================================================================
  251. The following example disables scripting for `update` and `mapping` operations,
  252. regardless of the script source, for any engine. Scripts can still be
  253. executed from sandboxed languages as part of `aggregations` and `search`
  254. operations though, as the above defaults still get applied.
  255. [source,yaml]
  256. -----------------------------------
  257. script.update: off
  258. script.mapping: off
  259. -----------------------------------
  260. Generic settings get applied in order, operation based ones have precedence
  261. over source based ones. Language specific settings are supported too. They
  262. need to be prefixed with the `script.engine.<engine>` prefix and have
  263. precedence over any other generic settings.
  264. [source,yaml]
  265. -----------------------------------
  266. script.engine.groovy.file.aggs: on
  267. script.engine.groovy.file.mapping: on
  268. script.engine.groovy.file.search: on
  269. script.engine.groovy.file.update: on
  270. script.engine.groovy.indexed.aggs: on
  271. script.engine.groovy.indexed.mapping: off
  272. script.engine.groovy.indexed.search: on
  273. script.engine.groovy.indexed.update: off
  274. script.engine.groovy.inline.aggs: on
  275. script.engine.groovy.inline.mapping: off
  276. script.engine.groovy.inline.search: off
  277. script.engine.groovy.inline.update: off
  278. -----------------------------------
  279. [float]
  280. === Default Scripting Language
  281. The default scripting language (assuming no `lang` parameter is provided) is
  282. `groovy`. In order to change it, set the `script.default_lang` to the
  283. appropriate language.
  284. [float]
  285. === Groovy Sandboxing
  286. Elasticsearch sandboxes Groovy scripts that are compiled and executed in order
  287. to ensure they don't perform unwanted actions. There are a number of options
  288. that can be used for configuring this sandbox:
  289. `script.groovy.sandbox.receiver_whitelist`::
  290. Comma-separated list of string classes for objects that may have methods
  291. invoked.
  292. `script.groovy.sandbox.package_whitelist`::
  293. Comma-separated list of packages under which new objects may be constructed.
  294. `script.groovy.sandbox.class_whitelist`::
  295. Comma-separated list of classes that are allowed to be constructed.
  296. `script.groovy.sandbox.method_blacklist`::
  297. Comma-separated list of methods that are never allowed to be invoked,
  298. regardless of target object.
  299. `script.groovy.sandbox.enabled`::
  300. Flag to disable the sandbox (defaults to `false` added[v1.4.3] meaning the sandbox is
  301. disabled).
  302. When specifying whitelist or blacklist settings for the groovy sandbox, all
  303. options replace the current whitelist, they are not additive.
  304. [float]
  305. === Automatic Script Reloading
  306. The `config/scripts` directory is scanned periodically for changes.
  307. New and changed scripts are reloaded and deleted script are removed
  308. from preloaded scripts cache. The reload frequency can be specified
  309. using `watcher.interval` setting, which defaults to `60s`.
  310. To disable script reloading completely set `script.auto_reload_enabled`
  311. to `false`.
  312. [[native-java-scripts]]
  313. [float]
  314. === Native (Java) Scripts
  315. Even though `groovy` is pretty fast, this allows to register native Java based
  316. scripts for faster execution.
  317. In order to allow for scripts, the `NativeScriptFactory` needs to be
  318. implemented that constructs the script that will be executed. There are
  319. two main types, one that extends `AbstractExecutableScript` and one that
  320. extends `AbstractSearchScript` (probably the one most users will extend,
  321. with additional helper classes in `AbstractLongSearchScript`,
  322. `AbstractDoubleSearchScript`, and `AbstractFloatSearchScript`).
  323. Registering them can either be done by settings, for example:
  324. `script.native.my.type` set to `sample.MyNativeScriptFactory` will
  325. register a script named `my`. Another option is in a plugin, access
  326. `ScriptModule` and call `registerScript` on it.
  327. Executing the script is done by specifying the `lang` as `native`, and
  328. the name of the script as the `script`.
  329. Note, the scripts need to be in the classpath of elasticsearch. One
  330. simple way to do it is to create a directory under plugins (choose a
  331. descriptive name), and place the jar / classes files there. They will be
  332. automatically loaded.
  333. [float]
  334. === Lucene Expressions Scripts
  335. [WARNING]
  336. ========================
  337. This feature is *experimental* and subject to change in future versions.
  338. ========================
  339. Lucene's expressions module provides a mechanism to compile a
  340. `javascript` expression to bytecode. This allows very fast execution,
  341. as if you had written a `native` script. Expression scripts can be
  342. used in `script_score`, `script_fields`, sort scripts and numeric aggregation scripts.
  343. 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]
  344. for details on what operators and functions are available.
  345. Variables in `expression` scripts are available to access:
  346. * Single valued document fields, e.g. `doc['myfield'].value`
  347. * Parameters passed into the script, e.g. `mymodifier`
  348. * The current document's score, `_score` (only available when used in a `script_score`)
  349. There are a few limitations relative to other script languages:
  350. * Only numeric fields may be accessed
  351. * Stored fields are not available
  352. * If a field is sparse (only some documents contain a value), documents missing the field will have a value of `0`
  353. [float]
  354. === Score
  355. In all scripts that can be used in aggregations, the current
  356. document's score is accessible in `_score`.
  357. [float]
  358. === Computing scores based on terms in scripts
  359. see <<modules-advanced-scripting, advanced scripting documentation>>
  360. [float]
  361. === Document Fields
  362. Most scripting revolve around the use of specific document fields data.
  363. The `doc['field_name']` can be used to access specific field data within
  364. a document (the document in question is usually derived by the context
  365. the script is used). Document fields are very fast to access since they
  366. end up being loaded into memory (all the relevant field values/tokens
  367. are loaded to memory). Note, however, that the `doc[...]` notation only
  368. allows for simple valued fields (can’t return a json object from it)
  369. and makes sense only on non-analyzed or single term based fields.
  370. The following data can be extracted from a field:
  371. [cols="<,<",options="header",]
  372. |=======================================================================
  373. |Expression |Description
  374. |`doc['field_name'].value` |The native value of the field. For example,
  375. if its a short type, it will be short.
  376. |`doc['field_name'].values` |The native array values of the field. For
  377. example, if its a short type, it will be short[]. Remember, a field can
  378. have several values within a single doc. Returns an empty array if the
  379. field has no values.
  380. |`doc['field_name'].empty` |A boolean indicating if the field has no
  381. values within the doc.
  382. |`doc['field_name'].multiValued` |A boolean indicating that the field
  383. has several values within the corpus.
  384. |`doc['field_name'].lat` |The latitude of a geo point type.
  385. |`doc['field_name'].lon` |The longitude of a geo point type.
  386. |`doc['field_name'].lats` |The latitudes of a geo point type.
  387. |`doc['field_name'].lons` |The longitudes of a geo point type.
  388. |`doc['field_name'].distance(lat, lon)` |The `plane` distance (in meters)
  389. of this geo point field from the provided lat/lon.
  390. |`doc['field_name'].distanceWithDefault(lat, lon, default)` |The `plane` distance (in meters)
  391. of this geo point field from the provided lat/lon with a default value.
  392. |`doc['field_name'].distanceInMiles(lat, lon)` |The `plane` distance (in
  393. miles) of this geo point field from the provided lat/lon.
  394. |`doc['field_name'].distanceInMilesWithDefault(lat, lon, default)` |The `plane` distance (in
  395. miles) of this geo point field from the provided lat/lon with a default value.
  396. |`doc['field_name'].distanceInKm(lat, lon)` |The `plane` distance (in
  397. km) of this geo point field from the provided lat/lon.
  398. |`doc['field_name'].distanceInKmWithDefault(lat, lon, default)` |The `plane` distance (in
  399. km) of this geo point field from the provided lat/lon with a default value.
  400. |`doc['field_name'].arcDistance(lat, lon)` |The `arc` distance (in
  401. meters) of this geo point field from the provided lat/lon.
  402. |`doc['field_name'].arcDistanceWithDefault(lat, lon, default)` |The `arc` distance (in
  403. meters) of this geo point field from the provided lat/lon with a default value.
  404. |`doc['field_name'].arcDistanceInMiles(lat, lon)` |The `arc` distance (in
  405. miles) of this geo point field from the provided lat/lon.
  406. |`doc['field_name'].arcDistanceInMilesWithDefault(lat, lon, default)` |The `arc` distance (in
  407. miles) of this geo point field from the provided lat/lon with a default value.
  408. |`doc['field_name'].arcDistanceInKm(lat, lon)` |The `arc` distance (in
  409. km) of this geo point field from the provided lat/lon.
  410. |`doc['field_name'].arcDistanceInKmWithDefault(lat, lon, default)` |The `arc` distance (in
  411. km) of this geo point field from the provided lat/lon with a default value.
  412. |`doc['field_name'].factorDistance(lat, lon)` |The distance factor of this geo point field from the provided lat/lon.
  413. |`doc['field_name'].factorDistance(lat, lon, default)` |The distance factor of this geo point field from the provided lat/lon with a default value.
  414. |`doc['field_name'].geohashDistance(geohash)` |The `arc` distance (in meters)
  415. of this geo point field from the provided geohash.
  416. |`doc['field_name'].geohashDistanceInKm(geohash)` |The `arc` distance (in km)
  417. of this geo point field from the provided geohash.
  418. |`doc['field_name'].geohashDistanceInMiles(geohash)` |The `arc` distance (in
  419. miles) of this geo point field from the provided geohash.
  420. |=======================================================================
  421. [float]
  422. === Stored Fields
  423. Stored fields can also be accessed when executing a script. Note, they
  424. are much slower to access compared with document fields, as they are not
  425. loaded into memory. They can be simply accessed using
  426. `_fields['my_field_name'].value` or `_fields['my_field_name'].values`.
  427. [float]
  428. === Accessing the score of a document within a script
  429. When using scripting for calculating the score of a document (for instance, with
  430. the `function_score` query), you can access the score using the `_score`
  431. variable inside of a Groovy script.
  432. [float]
  433. === Source Field
  434. The source field can also be accessed when executing a script. The
  435. source field is loaded per doc, parsed, and then provided to the script
  436. for evaluation. The `_source` forms the context under which the source
  437. field can be accessed, for example `_source.obj2.obj1.field3`.
  438. Accessing `_source` is much slower compared to using `_doc`
  439. but the data is not loaded into memory. For a single field access `_fields` may be
  440. faster than using `_source` due to the extra overhead of potentially parsing large documents.
  441. However, `_source` may be faster if you access multiple fields or if the source has already been
  442. loaded for other purposes.
  443. [float]
  444. === Groovy Built In Functions
  445. There are several built in functions that can be used within scripts.
  446. They include:
  447. [cols="<,<",options="header",]
  448. |=======================================================================
  449. |Function |Description
  450. |`sin(a)` |Returns the trigonometric sine of an angle.
  451. |`cos(a)` |Returns the trigonometric cosine of an angle.
  452. |`tan(a)` |Returns the trigonometric tangent of an angle.
  453. |`asin(a)` |Returns the arc sine of a value.
  454. |`acos(a)` |Returns the arc cosine of a value.
  455. |`atan(a)` |Returns the arc tangent of a value.
  456. |`toRadians(angdeg)` |Converts an angle measured in degrees to an
  457. approximately equivalent angle measured in radians
  458. |`toDegrees(angrad)` |Converts an angle measured in radians to an
  459. approximately equivalent angle measured in degrees.
  460. |`exp(a)` |Returns Euler's number _e_ raised to the power of value.
  461. |`log(a)` |Returns the natural logarithm (base _e_) of a value.
  462. |`log10(a)` |Returns the base 10 logarithm of a value.
  463. |`sqrt(a)` |Returns the correctly rounded positive square root of a
  464. value.
  465. |`cbrt(a)` |Returns the cube root of a double value.
  466. |`IEEEremainder(f1, f2)` |Computes the remainder operation on two
  467. arguments as prescribed by the IEEE 754 standard.
  468. |`ceil(a)` |Returns the smallest (closest to negative infinity) value
  469. that is greater than or equal to the argument and is equal to a
  470. mathematical integer.
  471. |`floor(a)` |Returns the largest (closest to positive infinity) value
  472. that is less than or equal to the argument and is equal to a
  473. mathematical integer.
  474. |`rint(a)` |Returns the value that is closest in value to the argument
  475. and is equal to a mathematical integer.
  476. |`atan2(y, x)` |Returns the angle _theta_ from the conversion of
  477. rectangular coordinates (_x_, _y_) to polar coordinates (r,_theta_).
  478. |`pow(a, b)` |Returns the value of the first argument raised to the
  479. power of the second argument.
  480. |`round(a)` |Returns the closest _int_ to the argument.
  481. |`random()` |Returns a random _double_ value.
  482. |`abs(a)` |Returns the absolute value of a value.
  483. |`max(a, b)` |Returns the greater of two values.
  484. |`min(a, b)` |Returns the smaller of two values.
  485. |`ulp(d)` |Returns the size of an ulp of the argument.
  486. |`signum(d)` |Returns the signum function of the argument.
  487. |`sinh(x)` |Returns the hyperbolic sine of a value.
  488. |`cosh(x)` |Returns the hyperbolic cosine of a value.
  489. |`tanh(x)` |Returns the hyperbolic tangent of a value.
  490. |`hypot(x, y)` |Returns sqrt(_x2_ + _y2_) without intermediate overflow
  491. or underflow.
  492. |=======================================================================
  493. [float]
  494. === Arithmetic precision in MVEL
  495. When dividing two numbers using MVEL based scripts, the engine tries to
  496. be smart and adheres to the default behaviour of java. This means if you
  497. divide two integers (you might have configured the fields as integer in
  498. the mapping), the result will also be an integer. This means, if a
  499. calculation like `1/num` is happening in your scripts and `num` is an
  500. integer with the value of `8`, the result is `0` even though you were
  501. expecting it to be `0.125`. You may need to enforce precision by
  502. explicitly using a double like `1.0/num` in order to get the expected
  503. result.