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Exposing lucene 6.x minhash filter. (elastic#20206)
Exposing lucene 6.x minhash tokenfilter Generate min hash tokens from an incoming stream of tokens that can be used to estimate document similarity. Closes elastic#20149
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core/src/main/java/org/elasticsearch/index/analysis/MinHashTokenFilterFactory.java
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/* | ||
* Licensed to Elasticsearch under one or more contributor | ||
* license agreements. See the NOTICE file distributed with | ||
* this work for additional information regarding copyright | ||
* ownership. Elasticsearch licenses this file to you under | ||
* the Apache License, Version 2.0 (the "License"); you may | ||
* not use this file except in compliance with the License. | ||
* You may obtain a copy of the License at | ||
* | ||
* http://www.apache.org/licenses/LICENSE-2.0 | ||
* | ||
* Unless required by applicable law or agreed to in writing, | ||
* software distributed under the License is distributed on an | ||
* "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY | ||
* KIND, either express or implied. See the License for the | ||
* specific language governing permissions and limitations | ||
* under the License. | ||
*/ | ||
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package org.elasticsearch.index.analysis; | ||
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import org.apache.lucene.analysis.TokenStream; | ||
import org.apache.lucene.analysis.minhash.MinHashFilterFactory; | ||
import org.elasticsearch.common.settings.Settings; | ||
import org.elasticsearch.env.Environment; | ||
import org.elasticsearch.index.IndexSettings; | ||
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import java.util.HashMap; | ||
import java.util.Map; | ||
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/** | ||
* TokenFilterFactoryAdapter for {@link MinHashFilterFactory} | ||
* | ||
*/ | ||
public class MinHashTokenFilterFactory extends AbstractTokenFilterFactory { | ||
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private final MinHashFilterFactory minHashFilterFactory; | ||
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public MinHashTokenFilterFactory(IndexSettings indexSettings, Environment environment, String name, Settings settings) { | ||
super(indexSettings, name, settings); | ||
minHashFilterFactory = new MinHashFilterFactory(convertSettings(settings)); | ||
} | ||
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@Override | ||
public TokenStream create(TokenStream tokenStream) { | ||
return minHashFilterFactory.create(tokenStream); | ||
} | ||
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private Map<String, String> convertSettings(Settings settings) { | ||
Map<String, String> settingMap = new HashMap<>(); | ||
settingMap.put("hashCount", settings.get("hash_count")); | ||
settingMap.put("bucketCount", settings.get("bucket_count")); | ||
settingMap.put("hashSetSize", settings.get("hash_set_size")); | ||
settingMap.put("withRotation", settings.get("with_rotation")); | ||
return settingMap; | ||
} | ||
} |
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core/src/test/java/org/elasticsearch/index/analysis/MinHashFilterFactoryTests.java
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/* | ||
* Licensed to Elasticsearch under one or more contributor | ||
* license agreements. See the NOTICE file distributed with | ||
* this work for additional information regarding copyright | ||
* ownership. Elasticsearch licenses this file to you under | ||
* the Apache License, Version 2.0 (the "License"); you may | ||
* not use this file except in compliance with the License. | ||
* You may obtain a copy of the License at | ||
* | ||
* http://www.apache.org/licenses/LICENSE-2.0 | ||
* | ||
* Unless required by applicable law or agreed to in writing, | ||
* software distributed under the License is distributed on an | ||
* "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY | ||
* KIND, either express or implied. See the License for the | ||
* specific language governing permissions and limitations | ||
* under the License. | ||
*/ | ||
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package org.elasticsearch.index.analysis; | ||
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import org.apache.lucene.analysis.Tokenizer; | ||
import org.apache.lucene.analysis.core.WhitespaceTokenizer; | ||
import org.elasticsearch.common.settings.Settings; | ||
import org.elasticsearch.env.Environment; | ||
import org.elasticsearch.test.ESTokenStreamTestCase; | ||
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import java.io.IOException; | ||
import java.io.StringReader; | ||
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public class MinHashFilterFactoryTests extends ESTokenStreamTestCase { | ||
public void testDefault() throws IOException { | ||
int default_hash_count = 1; | ||
int default_bucket_size = 512; | ||
int default_hash_set_size = 1; | ||
Settings settings = Settings.builder() | ||
.put(Environment.PATH_HOME_SETTING.getKey(), createTempDir().toString()) | ||
.build(); | ||
AnalysisService analysisService = AnalysisTestsHelper.createAnalysisServiceFromSettings(settings); | ||
TokenFilterFactory tokenFilter = analysisService.tokenFilter("min_hash"); | ||
String source = "the quick brown fox"; | ||
Tokenizer tokenizer = new WhitespaceTokenizer(); | ||
tokenizer.setReader(new StringReader(source)); | ||
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// with_rotation is true by default, and hash_set_size is 1, so even though the source doesn't | ||
// have enough tokens to fill all the buckets, we still expect 512 tokens. | ||
assertStreamHasNumberOfTokens(tokenFilter.create(tokenizer), | ||
default_hash_count * default_bucket_size * default_hash_set_size); | ||
} | ||
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public void testSettings() throws IOException { | ||
Settings settings = Settings.builder() | ||
.put("index.analysis.filter.test_min_hash.type", "min_hash") | ||
.put("index.analysis.filter.test_min_hash.hash_count", "1") | ||
.put("index.analysis.filter.test_min_hash.bucket_count", "2") | ||
.put("index.analysis.filter.test_min_hash.hash_set_size", "1") | ||
.put("index.analysis.filter.test_min_hash.with_rotation", false) | ||
.put(Environment.PATH_HOME_SETTING.getKey(), createTempDir().toString()) | ||
.build(); | ||
AnalysisService analysisService = AnalysisTestsHelper.createAnalysisServiceFromSettings(settings); | ||
TokenFilterFactory tokenFilter = analysisService.tokenFilter("test_min_hash"); | ||
String source = "sushi"; | ||
Tokenizer tokenizer = new WhitespaceTokenizer(); | ||
tokenizer.setReader(new StringReader(source)); | ||
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// despite the fact that bucket_count is 2 and hash_set_size is 1, | ||
// because with_rotation is false, we only expect 1 token here. | ||
assertStreamHasNumberOfTokens(tokenFilter.create(tokenizer), 1); | ||
} | ||
} |
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docs/reference/analysis/tokenfilters/minhash-tokenfilter.asciidoc
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[[analysis-minhash-tokenfilter]] | ||
== Minhash Token Filter | ||
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A token filter of type `min_hash` hashes each token of the token stream and divides | ||
the resulting hashes into buckets, keeping the lowest-valued hashes per | ||
bucket. It then returns these hashes as tokens. | ||
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The following are settings that can be set for a `min_hash` token filter. | ||
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[cols="<,<", options="header",] | ||
|======================================================================= | ||
|Setting |Description | ||
|`hash_count` |The number of hashes to hash the token stream with. Defaults to `1`. | ||
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|`bucket_count` |The number of buckets to divide the minhashes into. Defaults to `512`. | ||
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|`hash_set_size` |The number of minhashes to keep per bucket. Defaults to `1`. | ||
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|`with_rotation` |Whether or not to fill empty buckets with the value of the first non-empty | ||
bucket to its circular right. Only takes effect if hash_set_size is equal to one. | ||
Defaults to `true` if bucket_count is greater than one, else `false`. | ||
|======================================================================= |
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