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/*
 * Licensed to the Apache Software Foundation (ASF) under one
 * or more contributor license agreements.  See the NOTICE file
 * distributed with this work for additional information
 * regarding copyright ownership.  The ASF 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.
 */

package org.apache.flink.ml.feature.regextokenizer;

import org.apache.flink.ml.api.Transformer;
import org.apache.flink.ml.param.Param;
import org.apache.flink.ml.util.ParamUtils;
import org.apache.flink.ml.util.ReadWriteUtils;
import org.apache.flink.table.api.Expressions;
import org.apache.flink.table.api.Table;
import org.apache.flink.table.api.bridge.java.StreamTableEnvironment;
import org.apache.flink.table.expressions.Expression;
import org.apache.flink.table.functions.ScalarFunction;
import org.apache.flink.util.Preconditions;

import java.io.IOException;
import java.util.ArrayList;
import java.util.HashMap;
import java.util.List;
import java.util.Map;
import java.util.regex.Matcher;
import java.util.regex.Pattern;

import static org.apache.flink.table.api.Expressions.$;

/**
 * A Transformer which converts the input string to lowercase and then splits it by white spaces
 * based on regex. It provides two options to extract tokens:
 *
 * 
    *
  • if "gaps" is true: uses the provided pattern to split the input string. *
  • else: repeatedly matches the regex (the provided pattern) with the input string. *
* *

Moreover, it provides parameters to filter tokens with a minimal length and converts input to * lowercase. The output of each input string is an array of strings that can be empty. */ public class RegexTokenizer implements Transformer, RegexTokenizerParams { private final Map, Object> paramMap = new HashMap<>(); public RegexTokenizer() { ParamUtils.initializeMapWithDefaultValues(paramMap, this); } @Override public Table[] transform(Table... inputs) { Preconditions.checkArgument(inputs.length == 1); Expression tokenizerUdf = Expressions.call( RegexTokenizerUdf.class, $(getInputCol()), getPattern(), getGaps(), getToLowercase(), getMinTokenLength()) .as(getOutputCol()); Table output = inputs[0].addColumns(tokenizerUdf); return new Table[] {output}; } @Override public void save(String path) throws IOException { ReadWriteUtils.saveMetadata(this, path); } @Override public Map, Object> getParamMap() { return paramMap; } public static RegexTokenizer load(StreamTableEnvironment tEnv, String path) throws IOException { return ReadWriteUtils.loadStageParam(path); } /** * The main logic of ${@link RegexTokenizer}, which converts the input string to an array of * tokens. */ public static class RegexTokenizerUdf extends ScalarFunction { public String[] eval( String input, String pattern, Boolean gaps, boolean toLowercase, int minTokenLength) { Pattern regPattern = Pattern.compile(pattern); input = toLowercase ? input.toLowerCase() : input; List tokens = new ArrayList<>(); if (gaps) { String[] tokenArray = regPattern.split(input); for (String token : tokenArray) { if (token.length() >= minTokenLength) { tokens.add(token); } } } else { Matcher matcher = regPattern.matcher(input); while (matcher.find()) { String token = matcher.group(); if (token.length() >= minTokenLength) { tokens.add(token); } } } return tokens.toArray(new String[0]); } } }





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