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[ML] Add log structure finder functionality #32788
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import org.elasticsearch.gradle.precommit.PrecommitTasks | ||
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apply plugin: 'elasticsearch.build' | ||
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archivesBaseName = 'x-pack-log-structure-finder' | ||
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description = 'Common code for reverse engineering log structure' | ||
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dependencies { | ||
compile "org.elasticsearch:elasticsearch-core:${version}" | ||
compile "org.elasticsearch:elasticsearch-x-content:${version}" | ||
compile project(':libs:grok') | ||
compile "com.ibm.icu:icu4j:${versions.icu4j}" | ||
compile "net.sf.supercsv:super-csv:${versions.supercsv}" | ||
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testCompile "org.elasticsearch.test:framework:${version}" | ||
} | ||
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configurations { | ||
testArtifacts.extendsFrom testRuntime | ||
} | ||
task testJar(type: Jar) { | ||
appendix 'test' | ||
from sourceSets.test.output | ||
} | ||
artifacts { | ||
// normal es plugins do not publish the jar but we need to since users need it for Transport Clients and extensions | ||
archives jar | ||
testArtifacts testJar | ||
} | ||
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forbiddenApisMain { | ||
// log-structure-finder does not depend on server, so cannot forbid server methods | ||
signaturesURLs = [PrecommitTasks.getResource('/forbidden/jdk-signatures.txt')] | ||
} | ||
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7a4d00d5ec5febd252a6182e8b6e87a0a9821f81 |
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ICU License - ICU 1.8.1 and later | ||
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COPYRIGHT AND PERMISSION NOTICE | ||
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Copyright (c) 1995-2012 International Business Machines Corporation and others | ||
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All rights reserved. | ||
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Permission is hereby granted, free of charge, to any person obtaining a copy | ||
of this software and associated documentation files (the "Software"), to deal | ||
in the Software without restriction, including without limitation the rights | ||
to use, copy, modify, merge, publish, distribute, and/or sell copies of the | ||
Software, and to permit persons to whom the Software is furnished to do so, | ||
provided that the above copyright notice(s) and this permission notice appear | ||
in all copies of the Software and that both the above copyright notice(s) and | ||
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THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR | ||
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OF OR IN CONNECTION WITH THE USE OR PERFORMANCE OF THIS SOFTWARE. | ||
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Except as contained in this notice, the name of a copyright holder shall not | ||
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dealings in this Software without prior written authorization of the | ||
copyright holder. | ||
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All trademarks and registered trademarks mentioned herein are the property of | ||
their respective owners. |
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ICU4J, (under lucene/analysis/icu) is licensed under an MIT style license | ||
(modules/analysis/icu/lib/icu4j-LICENSE-BSD_LIKE.txt) and Copyright (c) 1995-2012 | ||
International Business Machines Corporation and others |
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017f8708c929029dde48bc298deaf3c7ae2452d3 |
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package org.elasticsearch.xpack.ml.logstructure; | ||
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import org.elasticsearch.grok.Grok; | ||
import org.elasticsearch.xpack.ml.logstructure.TimestampFormatFinder.TimestampMatch; | ||
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import java.util.Collection; | ||
import java.util.Collections; | ||
import java.util.List; | ||
import java.util.Map; | ||
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public abstract class AbstractLogFileStructureFinder { | ||
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 think we should consider dropping |
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public static final String DEFAULT_TIMESTAMP_FIELD = "@timestamp"; | ||
public static final String MAPPING_TYPE_SETTING = "type"; | ||
public static final String MAPPING_FORMAT_SETTING = "format"; | ||
public static final String MAPPING_PROPERTIES_SETTING = "properties"; | ||
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// NUMBER Grok pattern doesn't support scientific notation, so we extend it | ||
private static final Grok NUMBER_GROK = new Grok(Grok.getBuiltinPatterns(), "^%{NUMBER}(?:[eE][+-]?[0-3]?[0-9]{1,2})?$"); | ||
private static final Grok IP_GROK = new Grok(Grok.getBuiltinPatterns(), "^%{IP}$"); | ||
private static final int KEYWORD_MAX_LEN = 256; | ||
private static final int KEYWORD_MAX_SPACES = 5; | ||
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protected static Map<String, String> guessScalarMapping(List<String> explanation, String fieldName, Collection<String> fieldValues) { | ||
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 recommend to store explanation in a member field. Then we also add a 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. It would be nicer in some ways, but it would cause quite a lot of side effects. At the moment
The unit tests test static methods that update explanations without having to create concrete objects. And the unit tests also print the explanation or partial explanation for whatever they've tested, which means that for unit tests we want the explanation to be owned by the test code. I think one solution would be to introduce an 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. It's also tricky because the 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. Also, it would be nice to add a javadoc for this method. 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. +1 for Javadoc |
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if (fieldValues.stream().allMatch(value -> "true".equals(value) || "false".equals(value))) { | ||
return Collections.singletonMap(MAPPING_TYPE_SETTING, "boolean"); | ||
} | ||
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TimestampMatch singleMatch = null; | ||
for (String fieldValue : fieldValues) { | ||
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. Is this checking for a date mapping? It took me a while to figure that out could you add a comment. This |
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if (singleMatch == null) { | ||
singleMatch = TimestampFormatFinder.findFirstFullMatch(fieldValue); | ||
if (singleMatch == null) { | ||
break; | ||
} | ||
} else if (singleMatch.equals(TimestampFormatFinder.findFirstFullMatch(fieldValue, singleMatch.candidateIndex)) == false) { | ||
singleMatch = null; | ||
break; | ||
} | ||
} | ||
if (singleMatch != null) { | ||
return singleMatch.getEsDateMappingTypeWithFormat(); | ||
} | ||
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if (fieldValues.stream().allMatch(NUMBER_GROK::match)) { | ||
try { | ||
fieldValues.forEach(Long::parseLong); | ||
return Collections.singletonMap(MAPPING_TYPE_SETTING, "long"); | ||
} catch (NumberFormatException e) { | ||
explanation.add("Rejecting type 'long' for field [" + fieldName + "] due to parse failure: [" + e.getMessage() + "]"); | ||
} | ||
try { | ||
fieldValues.forEach(Double::parseDouble); | ||
return Collections.singletonMap(MAPPING_TYPE_SETTING, "double"); | ||
} catch (NumberFormatException e) { | ||
explanation.add("Rejecting type 'double' for field [" + fieldName + "] due to parse failure: [" + e.getMessage() + "]"); | ||
} | ||
} | ||
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else if (fieldValues.stream().allMatch(IP_GROK::match)) { | ||
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. this 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. It should be |
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return Collections.singletonMap(MAPPING_TYPE_SETTING, "ip"); | ||
} | ||
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if (fieldValues.stream().anyMatch(AbstractStructuredLogFileStructureFinder::isMoreLikelyTextThanKeyword)) { | ||
return Collections.singletonMap(MAPPING_TYPE_SETTING, "text"); | ||
} | ||
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return Collections.singletonMap(MAPPING_TYPE_SETTING, "keyword"); | ||
} | ||
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static boolean isMoreLikelyTextThanKeyword(String str) { | ||
int length = str.length(); | ||
return length > KEYWORD_MAX_LEN || length - str.replaceAll("\\s", "").length() > KEYWORD_MAX_SPACES; | ||
} | ||
} |
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I wonder if the package and the library name should match, ie should both be
logstructure
orlogstructurefinder
. Just raising it to ensure we double-check this.There was a problem hiding this comment.
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OK cool. I renamed the package to
logstructurefinder
.