public final class ShingleFilter extends TokenFilter
A ShingleFilter constructs shingles (token n-grams) from a token stream. In other words, it creates combinations of tokens as a single token.
For example, the sentence "please divide this sentence into shingles" might be tokenized into shingles "please divide", "divide this", "this sentence", "sentence into", and "into shingles".
This filter handles position increments > 1 by inserting filler tokens (tokens with termtext "_"). It does not handle a position increment of 0.
AttributeSource.State
Modifier and Type | Field and Description |
---|---|
static String |
DEFAULT_FILLER_TOKEN
filler token for when positionIncrement is more than 1
|
static int |
DEFAULT_MAX_SHINGLE_SIZE
default maximum shingle size is 2.
|
static int |
DEFAULT_MIN_SHINGLE_SIZE
default minimum shingle size is 2.
|
static String |
DEFAULT_TOKEN_SEPARATOR
The default string to use when joining adjacent tokens to form a shingle
|
static String |
DEFAULT_TOKEN_TYPE
default token type attribute value is "shingle"
|
input
DEFAULT_TOKEN_ATTRIBUTE_FACTORY
Constructor and Description |
---|
ShingleFilter(TokenStream input)
Construct a ShingleFilter with default shingle size: 2.
|
ShingleFilter(TokenStream input,
int maxShingleSize)
Constructs a ShingleFilter with the specified shingle size from the
TokenStream input |
ShingleFilter(TokenStream input,
int minShingleSize,
int maxShingleSize)
Constructs a ShingleFilter with the specified shingle size from the
TokenStream input |
ShingleFilter(TokenStream input,
String tokenType)
Construct a ShingleFilter with the specified token type for shingle tokens
and the default shingle size: 2
|
Modifier and Type | Method and Description |
---|---|
void |
end() |
boolean |
incrementToken() |
void |
reset() |
void |
setFillerToken(String fillerToken)
Sets the string to insert for each position at which there is no token
(i.e., when position increment is greater than one).
|
void |
setMaxShingleSize(int maxShingleSize)
Set the max shingle size (default: 2)
|
void |
setMinShingleSize(int minShingleSize)
Set the min shingle size (default: 2).
|
void |
setOutputUnigrams(boolean outputUnigrams)
Shall the output stream contain the input tokens (unigrams) as well as
shingles? (default: true.)
|
void |
setOutputUnigramsIfNoShingles(boolean outputUnigramsIfNoShingles)
Shall we override the behavior of outputUnigrams==false for those
times when no shingles are available (because there are fewer than
minShingleSize tokens in the input stream)? (default: false.)
|
void |
setTokenSeparator(String tokenSeparator)
Sets the string to use when joining adjacent tokens to form a shingle
|
void |
setTokenType(String tokenType)
Set the type of the shingle tokens produced by this filter.
|
close
addAttribute, addAttributeImpl, captureState, clearAttributes, cloneAttributes, copyTo, endAttributes, equals, getAttribute, getAttributeClassesIterator, getAttributeFactory, getAttributeImplsIterator, hasAttribute, hasAttributes, hashCode, reflectAsString, reflectWith, removeAllAttributes, restoreState, toString
public static final String DEFAULT_FILLER_TOKEN
public static final int DEFAULT_MAX_SHINGLE_SIZE
public static final int DEFAULT_MIN_SHINGLE_SIZE
public static final String DEFAULT_TOKEN_TYPE
public static final String DEFAULT_TOKEN_SEPARATOR
public ShingleFilter(TokenStream input, int minShingleSize, int maxShingleSize)
TokenStream
input
input
- input streamminShingleSize
- minimum shingle size produced by the filter.maxShingleSize
- maximum shingle size produced by the filter.public ShingleFilter(TokenStream input, int maxShingleSize)
TokenStream
input
input
- input streammaxShingleSize
- maximum shingle size produced by the filter.public ShingleFilter(TokenStream input)
input
- input streampublic ShingleFilter(TokenStream input, String tokenType)
input
- input streamtokenType
- token type for shingle tokenspublic void setTokenType(String tokenType)
tokenType
- token tokenTypepublic void setOutputUnigrams(boolean outputUnigrams)
outputUnigrams
- Whether or not the output stream shall contain
the input tokens (unigrams)public void setOutputUnigramsIfNoShingles(boolean outputUnigramsIfNoShingles)
Shall we override the behavior of outputUnigrams==false for those times when no shingles are available (because there are fewer than minShingleSize tokens in the input stream)? (default: false.)
Note that if outputUnigrams==true, then unigrams are always output, regardless of whether any shingles are available.
outputUnigramsIfNoShingles
- Whether or not to output a single
unigram when no shingles are available.public void setMaxShingleSize(int maxShingleSize)
maxShingleSize
- max size of output shinglespublic void setMinShingleSize(int minShingleSize)
Set the min shingle size (default: 2).
This method requires that the passed in minShingleSize is not greater than maxShingleSize, so make sure that maxShingleSize is set before calling this method.
The unigram output option is independent of the min shingle size.
minShingleSize
- min size of output shinglespublic void setTokenSeparator(String tokenSeparator)
tokenSeparator
- used to separate input stream tokens in output shinglespublic void setFillerToken(String fillerToken)
fillerToken
- string to insert at each position where there is no tokenpublic boolean incrementToken() throws IOException
incrementToken
in class TokenStream
IOException
public void end() throws IOException
end
in class TokenFilter
IOException
public void reset() throws IOException
reset
in class TokenFilter
IOException
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