com.digitalpebble.behemoth.languageidentification.LanguageIdProcessor.java Source code

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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 com.digitalpebble.behemoth.languageidentification;

import java.io.IOException;
import java.io.InputStream;
import java.util.ArrayList;
import java.util.List;

import org.apache.commons.io.IOUtils;
import org.apache.hadoop.conf.Configuration;
import org.apache.hadoop.io.Text;
import org.apache.hadoop.mapred.Reporter;
import org.slf4j.Logger;
import org.slf4j.LoggerFactory;

import com.cybozu.labs.langdetect.Detector;
import com.cybozu.labs.langdetect.DetectorFactory;
import com.cybozu.labs.langdetect.LangDetectException;
import com.digitalpebble.behemoth.BehemothDocument;
import com.digitalpebble.behemoth.DocumentProcessor;

public class LanguageIdProcessor implements DocumentProcessor {

    public static final Text languageMDKey = new Text("lang");

    private static final Logger LOG = LoggerFactory.getLogger(LanguageIdProcessor.class);

    private Configuration config;

    private final String[] defaultLanguagesToLoad = new String[] { "af", "ar", "bg", "bn", "cs", "da", "de", "el",
            "en", "es", "et", "fa", "fi", "fr", "gu", "he", "hi", "hr", "hu", "id", "it", "ja", "kn", "ko", "lt",
            "lv", "mk", "ml", "mr", "ne", "nl", "no", "pa", "pl", "pt", "ro", "ru", "sk", "sl", "so", "sq", "sv",
            "sw", "ta", "te", "th", "tl", "tr", "uk", "ur", "vi", "zh-cn", "zh-tw" };

    public Configuration getConf() {
        return config;
    }

    public void setConf(Configuration conf) {
        config = conf;

        // TODO get list of languages to load from conf

        String[] languagesToLoad = defaultLanguagesToLoad;

        List<String> json_profiles = new ArrayList<String>();

        for (String langCode : languagesToLoad) {
            try {
                json_profiles.add(loadLanguageProfile(langCode));
            } catch (IOException e) {
                LOG.info("Can't load language profile for " + langCode);
            }
        }

        try {
            DetectorFactory.loadProfile(json_profiles);
        } catch (LangDetectException e) {
            LOG.info("Can't load language profiles");
        }
    }

    private static String loadLanguageProfile(String langCode) throws IOException {
        InputStream is = DetectorFactory.class.getClassLoader().getResourceAsStream("profiles/" + langCode);
        String profile = IOUtils.toString(is);
        is.close();
        return profile;
    }

    public void close() {
    }

    public BehemothDocument[] process(BehemothDocument inputDoc, Reporter reporter) {
        // check that it has some text
        if (inputDoc.getText() == null) {
            LOG.info("No text for " + inputDoc.getUrl() + " skipping");
            reporter.getCounter("LANGUAGE ID", "MISSING TEXT").increment(1);
            return new BehemothDocument[] { inputDoc };
        }

        String lang = null;

        // skip docs with empty text
        if (inputDoc.getText().trim().isEmpty()) {
            LOG.info("Empty text for " + inputDoc.getUrl() + " skipping");
            reporter.getCounter("LANGUAGE ID", "EMPTY TEXT").increment(1);
            return new BehemothDocument[] { inputDoc };
        }

        try {
            Detector detector = DetectorFactory.create();
            detector.append(inputDoc.getText());
            lang = detector.detect();
            inputDoc.getMetadata(true).put(languageMDKey, new Text(lang));
        } catch (LangDetectException e) {
            LOG.error("Exception on doc " + inputDoc.getUrl(), e);
            lang = null;
        }

        if (reporter != null && lang != null)
            reporter.getCounter("LANGUAGE DETECTED", lang).increment(1);

        return new BehemothDocument[] { inputDoc };
    }

}