If duplicate, or near-duplicate documents are a concern in your index, de-duplication may be worth implementing.
Preventing duplicate or near duplicate documents from entering an index or tagging documents with a signature/fingerprint for duplicate field collapsing can be efficiently achieved with a low collision or fuzzy hash algorithm. Solr natively supports de-duplication techniques of this type via the Signature class and allows for the easy addition of new hash/signature implementations. A Signature can be implemented in a few ways:
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MD5Signature: 128-bit hash used for exact duplicate detection.
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Lookup3Signature: 64-bit hash used for exact duplicate detection. This is much faster than MD5 and smaller to index.
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TextProfileSignature: Fuzzy hashing implementation from Apache Nutch for near duplicate detection. It’s tunable but works best on longer text.
Other, more sophisticated algorithms for fuzzy/near hashing can be added later.
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Adding in the de-duplication process will change the Of course the |
Configuration Options
There are two places in Solr to configure de-duplication: in solrconfig.xml and in schema.xml.
In solrconfig.xml
The SignatureUpdateProcessorFactory has to be registered in solrconfig.xml as part of an Update Request Processor Chain, as in this example:
<updateRequestProcessorChain name="dedupe">
<processor class="solr.processor.SignatureUpdateProcessorFactory">
<bool name="enabled">true</bool>
<str name="signatureField">id</str>
<bool name="overwriteDupes">false</bool>
<str name="fields">name,features,cat</str>
<str name="signatureClass">solr.processor.Lookup3Signature</str>
</processor>
<processor class="solr.LogUpdateProcessorFactory" />
<processor class="solr.RunUpdateProcessorFactory" />
</updateRequestProcessorChain>The SignatureUpdateProcessorFactory takes several properties:
- signatureClass
-
A Signature implementation for generating a signature hash. The default is
org.apache.solr.update.processor.Lookup3Signature.The full classpath of the implementation must be specified. The available options are described above, the associated classpaths to use are:
-
org.apache.solr.update.processor.Lookup3Signature -
org.apache.solr.update.processor.MD5Signature -
org.apache.solr.update.process.TextProfileSignature
-
- fields
-
The fields to use to generate the signature hash in a comma separated list. By default, all fields on the document will be used.
- signatureField
-
The name of the field used to hold the fingerprint/signature. The field should be defined in
schema.xml. The default issignatureField. - enabled
-
Set to false to disable de-duplication processing. The default is true.
- overwriteDupes
-
If true, the default, when a document exists that already matches this signature, it will be overwritten.
In schema.xml
If you are using a separate field for storing the signature, you must have it indexed:
<field name="signatureField" type="string" stored="true" indexed="true" multiValued="false" />Be sure to change your update handlers to use the defined chain, as below:
<requestHandler name="/update" class="solr.UpdateRequestHandler" >
<lst name="defaults">
<str name="update.chain">dedupe</str>
</lst>
...
</requestHandler>This example assumes you have other sections of your request handler defined.
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The update processor can also be specified per request with a parameter of |
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