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Add delimited term frequency token filter documentation #5043
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--- | ||
layout: default | ||
title: Delimited term frequency | ||
parent: Token filters | ||
nav_order: 100 | ||
--- | ||
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# Delimited term frequency token filter | ||
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The `delimited_term_freq` token filter separates a token stream into tokens with corresponding term frequencies, based on a provided delimiter. A token consists of all characters before the delimiter, and a term frequency is the integer after the delimiter. For example, if the delimiter is `|`, then for the string `foo|5`, `foo` is the token and `5` is its term frequency. If there is no delimiter, the token filter does not modify the term frequency. | ||
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You can either use a preconfigured `delimited_term_freq` token filter or create a custom one. | ||
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## Preconfigured `delimited_term_freq` token filter | ||
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The preconfigured `delimited_term_freq` token filter uses the `|` default delimiter. To analyze text with the preconfigured token filter, send the following request to the `_analyze` endpoint: | ||
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```json | ||
POST /_analyze | ||
{ | ||
"text": "foo|100", | ||
"tokenizer": "keyword", | ||
"filter": ["delimited_term_freq"], | ||
"attributes": ["termFrequency"], | ||
"explain": true | ||
} | ||
``` | ||
{% include copy-curl.html %} | ||
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The `attributes` array specifies that you want to filter the output of the `explain` parameter to return only `termFrequency`. The response contains both the original token and the parsed output of the token filter that includes term frequency: | ||
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```json | ||
{ | ||
"detail": { | ||
"custom_analyzer": true, | ||
"charfilters": [], | ||
"tokenizer": { | ||
"name": "keyword", | ||
"tokens": [ | ||
{ | ||
"token": "foo|100", | ||
"start_offset": 0, | ||
"end_offset": 7, | ||
"type": "word", | ||
"position": 0, | ||
"termFrequency": 1 | ||
} | ||
] | ||
}, | ||
"tokenfilters": [ | ||
{ | ||
"name": "delimited_term_freq", | ||
"tokens": [ | ||
{ | ||
"token": "foo", | ||
"start_offset": 0, | ||
"end_offset": 7, | ||
"type": "word", | ||
"position": 0, | ||
"termFrequency": 100 | ||
} | ||
] | ||
} | ||
] | ||
} | ||
} | ||
``` | ||
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## Custom `delimited_term_freq` token filter | ||
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To configure a custom `delimited_term_freq` token filter, first specify the delimiter in the mapping request, in this example, `^`: | ||
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```json | ||
PUT /testindex | ||
{ | ||
"settings": { | ||
"analysis": { | ||
"filter": { | ||
"my_delimited_term_freq": { | ||
"type": "delimited_term_freq", | ||
"delimiter": "^" | ||
} | ||
} | ||
} | ||
} | ||
} | ||
``` | ||
{% include copy-curl.html %} | ||
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Then analyze text with the custom token filter you created: | ||
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```json | ||
POST /testindex/_analyze | ||
{ | ||
"text": "foo^3", | ||
"tokenizer": "keyword", | ||
"filter": ["my_delimited_term_freq"], | ||
"attributes": ["termFrequency"], | ||
"explain": true | ||
} | ||
``` | ||
{% include copy-curl.html %} | ||
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The response contains both the original token and the parsed version with the term frequency: | ||
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```json | ||
{ | ||
"detail": { | ||
"custom_analyzer": true, | ||
"charfilters": [], | ||
"tokenizer": { | ||
"name": "keyword", | ||
"tokens": [ | ||
{ | ||
"token": "foo|100", | ||
"start_offset": 0, | ||
"end_offset": 7, | ||
"type": "word", | ||
"position": 0, | ||
"termFrequency": 1 | ||
} | ||
] | ||
}, | ||
"tokenfilters": [ | ||
{ | ||
"name": "delimited_term_freq", | ||
"tokens": [ | ||
{ | ||
"token": "foo", | ||
"start_offset": 0, | ||
"end_offset": 7, | ||
"type": "word", | ||
"position": 0, | ||
"termFrequency": 100 | ||
} | ||
] | ||
} | ||
] | ||
} | ||
} | ||
``` | ||
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## Combining `delimited_token_filter` with scripts | ||
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You can write Painless scripts to calculate custom scores for the documents in the results. | ||
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First, create an index and provide the following mappings and settings: | ||
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```json | ||
PUT /test | ||
{ | ||
"settings": { | ||
"number_of_shards": 1, | ||
"analysis": { | ||
"tokenizer": { | ||
"keyword_tokenizer": { | ||
"type": "keyword" | ||
} | ||
}, | ||
"filter": { | ||
"my_delimited_term_freq": { | ||
"type": "delimited_term_freq", | ||
"delimiter": "^" | ||
} | ||
}, | ||
"analyzer": { | ||
"custom_delimited_analyzer": { | ||
"tokenizer": "keyword_tokenizer", | ||
"filter": ["my_delimited_term_freq"] | ||
} | ||
} | ||
} | ||
}, | ||
"mappings": { | ||
"properties": { | ||
"f1": { | ||
"type": "keyword" | ||
}, | ||
"f2": { | ||
"type": "text", | ||
"analyzer": "custom_delimited_analyzer", | ||
"index_options": "freqs" | ||
} | ||
} | ||
} | ||
} | ||
``` | ||
{% include copy-curl.html %} | ||
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The `test` index uses a keyword tokenizer, delimited term frequency token filter (where the delimiter is `^`), and a custom analyzer that includes a keyword tokenizer and a delimited term frequency token filter. The mappings specify that the field `f1` is a keyword field and the field `f2` is a text field. The field `f2` uses the custom analyzer defined in the settings for text analysis. Additionally, specifying `index_options` signals to OpenSearch to add the term frequencies to the inverted index. You'll use the term frequencies to give documents with repeated terms a higher score. | ||
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Next, index two documents using bulk upload: | ||
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```json | ||
POST /_bulk?refresh=true | ||
{"index": {"_index": "test", "_id": "doc1"}} | ||
{"f1": "v0|100", "f2": "v1^30"} | ||
{"index": {"_index": "test", "_id": "doc2"}} | ||
{"f2": "v2|100"} | ||
``` | ||
{% include copy-curl.html %} | ||
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The following query searches for all documents in the index and calculates document scores as the term frequency of the term `v1` in the field `f2`: | ||
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```json | ||
GET /test/_search | ||
{ | ||
"query": { | ||
"function_score": { | ||
"query": { | ||
"match_all": {} | ||
}, | ||
"script_score": { | ||
"script": { | ||
"source": "termFreq(params.field, params.term)", | ||
"params": { | ||
"field": "f2", | ||
"term": "v1" | ||
} | ||
} | ||
} | ||
} | ||
} | ||
} | ||
``` | ||
{% include copy-curl.html %} | ||
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In the response, document 1 has a score of 30 because the term frequency of the term `v1` in the field `f2` is 30. Document 2 has a score of 0 because the term `v1` does not appear in `f2`: | ||
There was a problem hiding this comment. Choose a reason for hiding this commentThe reason will be displayed to describe this comment to others. Learn more. Should the first instance of "document" be capitalized? There was a problem hiding this comment. Choose a reason for hiding this commentThe reason will be displayed to describe this comment to others. Learn more. I don't think so because it's not a proper name of the document? |
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```json | ||
{ | ||
"took": 4, | ||
"timed_out": false, | ||
"_shards": { | ||
"total": 1, | ||
"successful": 1, | ||
"skipped": 0, | ||
"failed": 0 | ||
}, | ||
"hits": { | ||
"total": { | ||
"value": 2, | ||
"relation": "eq" | ||
}, | ||
"max_score": 30, | ||
"hits": [ | ||
{ | ||
"_index": "test", | ||
"_id": "doc1", | ||
"_score": 30, | ||
"_source": { | ||
"f1": "v0|100", | ||
"f2": "v1^30" | ||
} | ||
}, | ||
{ | ||
"_index": "test", | ||
"_id": "doc2", | ||
"_score": 0, | ||
"_source": { | ||
"f2": "v2|100" | ||
} | ||
} | ||
] | ||
} | ||
} | ||
``` | ||
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## Parameters | ||
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The following table lists all parameters that the `delimited_term_freq` supports. | ||
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Parameter | Required/Optional | Description | ||
There was a problem hiding this comment. Choose a reason for hiding this commentThe reason will be displayed to describe this comment to others. Learn more. I like how you styled this heading. I'll follow same format. |
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:--- | :--- | :--- | ||
`delimiter` | Optional | The delimiter used to separate tokens from term frequencies. Must be a single non-null character. Default is `|`. |
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Should "the" precede "term frequency"?