Using field value for weighting

Michael_Korbakov · July 1, 2010, 2:56pm

Hi everyone.

Is it possible to use some numeric field value to rank the documents?
In my scenario I have field like "views_count" in my documents and I
want to use it's value with some weight in ranking. How can I add it
to the documents total score?

Thank you in advance

-- Michael Korbakov

Clinton_Gormley · July 1, 2010, 3:07pm

Hiya

Is it possible to use some numeric field value to rank the documents?
In my scenario I have field like "views_count" in my documents and I
want to use it's value with some weight in ranking. How can I add it
to the documents total score?

You want to use the new custom_score query:

github.com/elastic/elasticsearch

Query DSL: custom score (scripted) query

opened 12:14AM - 14 Jun 10 UTC

closed 07:15AM - 14 Jun 10 UTC

kimchy

>feature v0.09.0

`custom_score` query allows to wrap another query and customize the scoring of i…t optionally with a computation derived from other field values in the doc (numeric ones). Here is a simple sample: ``` "custom_score" : { "query" : { .... }, "script" : "score * doc['my_numeric_field'].value" } ``` The `script` uses `mvel` (http://mvel.codehaus.org/) which gives a lot of flexibility in terms of what can be computed and is _really_ fast. Other options considered were building a Json based AST (which will be faster, and might be implemented in the future), or using javascript, which is not as fast on the JVM (rhino). There are "extensions" to mvel provided, they include the `score` variable, which is the score of the internal query. The idea of providing the score and let the user use it is to allow for complete control over the scoring, without internally multiplying whatever the script produced with the score. This allows for the sub query score to be discarded if needed, or computed on a different "scale" than multiplying. It also provides all the Math functions (will be listed in the final docs). The more interesting one is the `doc[field_name]`, which actually returns an object that has the following common properties: - `doc['field_name'].value`: The native numeric value of the field. For example, if its a `short` type, it will be short. - `doc['field_name'].values`: The native numeric 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'].stringValue`: The string value of the field. - `doc['field_name'].doubleValue`: The converted double of the field. Replace `double` with `int`, `long`, `float`, `short`, `byte`. Returns an empty array if the field has no values. - `doc['field_name'].doubleValues`: A converted double values array. - `doc['field_name'].date`: Applies only to date / long (timestamp) types, returns a `MutableDateTime` (http://joda-time.sourceforge.net/api-release/org/joda/time/MutableDateTime.html) allowing to get date / time specific data. - `doc['field_name'].dates`: Applies only to date / long (timestamp) types, returns a `MutableDateTime` array (http://joda-time.sourceforge.net/api-release/org/joda/time/MutableDateTime.html) allowing to get date / time specific data. - `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. `custom_score` also allows to accept parameters to scripts (allowing to reuse scripts for better performance). Parameters are simple json object that can then be accessed in the script, for example: ``` "custom_score" : { "query" : { .... }, "params" : { "param1" : 2, "param2" : 3.1 } "script" : "score * doc['my_numeric_field'].value / pow(param1, param2)" } ```

Only available in master - will be in 0.9 when it is released in the
next few weeks

clint

--
Web Announcements Limited is a company registered in England and Wales,
with company number 05608868, with registered address at 10 Arvon Road,
London, N5 1PR.

Michael_Korbakov · July 1, 2010, 3:43pm

Thank you. That's exactly what I was looking for.

On 1 ц▄ц┴ц░. 2010, at 18:07, Clinton Gormley clinton@iannounce.co.uk wrote:

Hiya

Is it possible to use some numeric field value to rank the documents?
In my scenario I have field like "views_count" in my documents and I
want to use it's value with some weight in ranking. How can I add it
to the documents total score?

You want to use the new custom_score query:

Query DSL: custom score (scripted) query · Issue #220 · elastic/elasticsearch · GitHub

Only available in master - will be in 0.9 when it is released in the
next few weeks

clint

--
Web Announcements Limited is a company registered in England and Wales,
with company number 05608868, with registered address at 10 Arvon Road,
London, N5 1PR.

Topic		Replies	Views
Custom Score Query and non-numeric field values Elasticsearch	5	1402	July 6, 2017
How to add a script_fields to score calculation? Elasticsearch	5	572	July 6, 2017
Basic Query regarding custom_score Elasticsearch	8	391	July 6, 2017
Need some help with Custom Score Query Elasticsearch	7	389	July 6, 2017
Mvel expression support in ES custom scoring Elasticsearch	5	508	July 6, 2017

Using field value for weighting

Related topics