使用 jcc 在 pylucene/inheritance 中编写自定义分析器?

2024-03-07

我想用 pylucene 编写一个自定义分析器。 通常在java lucene中,当你编写一个分析器类时,你的类继承了lucene的Analyzer类。

但 pylucene 使用 jcc ,即 java 到 c++/python 编译器。

那么如何使用 jcc 让 python 类继承 java 类,特别是如何编写自定义 pylucene 分析器?

Thanks.


以下是包装 EdgeNGram 过滤器的分析器示例。

import lucene
class EdgeNGramAnalyzer(lucene.PythonAnalyzer):
    '''
    This is an example of a custom Analyzer (in this case an edge-n-gram analyzer)
    EdgeNGram Analyzers are good for type-ahead
    '''

    def __init__(self, side, minlength, maxlength):
        '''
        Args:
            side[enum] Can be one of lucene.EdgeNGramTokenFilter.Side.FRONT or lucene.EdgeNGramTokenFilter.Side.BACK
            minlength[int]
            maxlength[int]
        '''
        lucene.PythonAnalyzer.__init__(self)
        self.side = side
        self.minlength = minlength
        self.maxlength = maxlength

    def tokenStream(self, fieldName, reader):
        result = lucene.LowerCaseTokenizer(Version.LUCENE_CURRENT, reader)
        result = lucene.StandardFilter(result)
        result = lucene.StopFilter(True, result, StopAnalyzer.ENGLISH_STOP_WORDS_SET)
        result = lucene.ASCIIFoldingFilter(result)
        result = lucene.EdgeNGramTokenFilter(result, self.side, self.minlength, self.maxlength)
        return result

这是重新实现 PorterStemmer 的另一个示例

# This sample illustrates how to write an Analyzer 'extension' in Python.
# 
#   What is happening behind the scenes ?
#
# The PorterStemmerAnalyzer python class does not in fact extend Analyzer,
# it merely provides an implementation for Analyzer's abstract tokenStream()
# method. When an instance of PorterStemmerAnalyzer is passed to PyLucene,
# with a call to IndexWriter(store, PorterStemmerAnalyzer(), True) for
# example, the PyLucene SWIG-based glue code wraps it into an instance of
# PythonAnalyzer, a proper java extension of Analyzer which implements a
# native tokenStream() method whose job is to call the tokenStream() method
# on the python instance it wraps. The PythonAnalyzer instance is the
# Analyzer extension bridge to PorterStemmerAnalyzer.

'''
More explanation... 
Analyzers split up a chunk of text into tokens...
Analyzers are applied to an index globally (unless you use perFieldAnalyzer)
Analyzers implement Tokenizers and TokenFilters.
Tokenizers break up string into tokens. TokenFilters break of Tokens into more Tokens or filter out
Tokens
'''

import sys, os
from datetime import datetime
from lucene import *
from IndexFiles import IndexFiles


class PorterStemmerAnalyzer(PythonAnalyzer):

    def tokenStream(self, fieldName, reader):

        #There can only be 1 tokenizer in each Analyzer
        result = StandardTokenizer(Version.LUCENE_CURRENT, reader)
        result = StandardFilter(result)
        result = LowerCaseFilter(result)
        result = PorterStemFilter(result)
        result = StopFilter(True, result, StopAnalyzer.ENGLISH_STOP_WORDS_SET)

        return result


if __name__ == '__main__':
    if len(sys.argv) < 2:
        sys.exit("requires at least one argument: lucene-index-path")
    initVM()
    start = datetime.now()
    try:
        IndexFiles(sys.argv[1], "index", PorterStemmerAnalyzer())
        end = datetime.now()
        print end - start
    except Exception, e:
        print "Failed: ", e

查看perFieldAnalyzerWrapper.java https://github.com/fnp/pylucene/blob/master/lucene-java-3.5.0/lucene/src/java/org/apache/lucene/analysis/PerFieldAnalyzerWrapper.java also 关键词分析器测试.py https://github.com/romanchyla/pylucene-trunk/blob/master/samples/LuceneInAction/lia/analysis/keyword/KeywordAnalyzerTest.py

        analyzer = PerFieldAnalyzerWrapper(SimpleAnalyzer())
        analyzer.addAnalyzer("partnum", KeywordAnalyzer())

        query = QueryParser(Version.LUCENE_CURRENT, "description",
                            analyzer).parse("partnum:Q36 AND SPACE")
        scoreDocs = self.searcher.search(query, 50).scoreDocs
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