All Downloads are FREE. Search and download functionalities are using the official Maven repository.

org.elasticsearch.hadoop.hive.EsSerDe Maven / Gradle / Ivy

Go to download 

/*
 * Licensed to Elasticsearch under one or more contributor
 * license agreements. See the NOTICE file distributed with
 * this work for additional information regarding copyright
 * ownership. Elasticsearch 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.elasticsearch.hadoop.hive;

import java.util.ArrayList;
import java.util.LinkedHashMap;
import java.util.List;
import java.util.Map;
import java.util.Map.Entry;
import java.util.Properties;

import org.apache.commons.logging.Log;
import org.apache.commons.logging.LogFactory;
import org.apache.hadoop.conf.Configuration;
import org.apache.hadoop.hive.serde2.AbstractSerDe;
import org.apache.hadoop.hive.serde2.SerDeException;
import org.apache.hadoop.hive.serde2.SerDeStats;
import org.apache.hadoop.hive.serde2.objectinspector.ObjectInspector;
import org.apache.hadoop.hive.serde2.objectinspector.StructObjectInspector;
import org.apache.hadoop.hive.serde2.typeinfo.ListTypeInfo;
import org.apache.hadoop.hive.serde2.typeinfo.MapTypeInfo;
import org.apache.hadoop.hive.serde2.typeinfo.StructTypeInfo;
import org.apache.hadoop.hive.serde2.typeinfo.TypeInfo;
import org.apache.hadoop.io.ArrayWritable;
import org.apache.hadoop.io.MapWritable;
import org.apache.hadoop.io.NullWritable;
import org.apache.hadoop.io.Text;
import org.apache.hadoop.io.Writable;
import org.elasticsearch.hadoop.cfg.HadoopSettingsManager;
import org.elasticsearch.hadoop.cfg.Settings;
import org.elasticsearch.hadoop.rest.InitializationUtils;
import org.elasticsearch.hadoop.serialization.bulk.BulkCommand;
import org.elasticsearch.hadoop.serialization.bulk.BulkCommands;
import org.elasticsearch.hadoop.util.BytesArray;
import org.elasticsearch.hadoop.util.FieldAlias;
import org.elasticsearch.hadoop.util.SettingsUtils;
import org.elasticsearch.hadoop.util.StringUtils;

public class EsSerDe extends AbstractSerDe {

    private static Log log = LogFactory.getLog(EsSerDe.class);

    private Properties tableProperties;
    private Configuration cfg;
    private Settings settings;
    private StructObjectInspector inspector;

    // serialization artifacts
    private final BytesArray scratchPad = new BytesArray(512);
    private final HiveType hiveType = new HiveType(null, null);
    private final HiveBytesArrayWritable result = new HiveBytesArrayWritable();
    private StructTypeInfo structTypeInfo;
    private FieldAlias alias;
    private BulkCommand command;

    private boolean writeInitialized = false;
    private boolean readInitialized = false;
    private boolean IS_ES_20 = true;
    private boolean trace = false;


    // introduced in Hive 0.14
    // implemented to actually get access to the raw properties
    @Override
    public void initialize(Configuration conf, Properties tbl, Properties partitionProperties) throws SerDeException {
        inspector = HiveUtils.structObjectInspector(tbl);
        structTypeInfo = HiveUtils.typeInfo(inspector);
        cfg = conf;
        settings = (cfg != null ? HadoopSettingsManager.loadFrom(cfg).merge(tbl) : HadoopSettingsManager.loadFrom(tbl));
        alias = HiveUtils.alias(settings);

        HiveUtils.fixHive13InvalidComments(settings, tbl);
        this.tableProperties = tbl;

        trace = log.isTraceEnabled();
    }


    @Override
    public void initialize(Configuration conf, Properties tbl) throws SerDeException {
        initialize(conf, tbl, new Properties());
    }

    @Override
    public Object deserialize(Writable blob) throws SerDeException {
        if (!readInitialized) {
            readInitialized = true;
            IS_ES_20 = SettingsUtils.isEs20(settings);
        }

        if (blob == null || blob instanceof NullWritable) {
            return null;
        }
        Object des = hiveFromWritable(structTypeInfo, blob, alias, IS_ES_20);

        if (trace) {
            log.trace(String.format("Deserialized [%s] to [%s]", blob, des));
        }

        return des;
    }

    @Override
    public ObjectInspector getObjectInspector() throws SerDeException {
        return inspector;
    }

    @Override
    public SerDeStats getSerDeStats() {
        // TODO: can compute serialize stats but not deserialized ones
        return null;
    }

    @Override
    public Class getSerializedClass() {
        return HiveBytesArrayWritable.class;
    }

    @Override
    public Writable serialize(Object data, ObjectInspector objInspector) throws SerDeException {
        lazyInitializeWrite();

        // serialize the type directly to json (to avoid converting to Writable and then serializing)
        scratchPad.reset();
        hiveType.setObjectInspector(objInspector);
        hiveType.setObject(data);

        command.write(hiveType).copyTo(scratchPad);
        result.setContent(scratchPad);
        return result;
    }

    private void lazyInitializeWrite() {
        if (writeInitialized) {
            return;
        }
        writeInitialized = true;
        Settings settings = HadoopSettingsManager.loadFrom(tableProperties);

        InitializationUtils.setValueWriterIfNotSet(settings, HiveValueWriter.class, log);
        InitializationUtils.setFieldExtractorIfNotSet(settings, HiveFieldExtractor.class, log);
        InitializationUtils.setBytesConverterIfNeeded(settings, HiveBytesConverter.class, log);
        this.command = BulkCommands.create(settings, null);
    }


    @SuppressWarnings("unchecked")
    static Object hiveFromWritable(TypeInfo type, Writable data, FieldAlias alias, boolean IS_ES_20) {
        if (data == null || data instanceof NullWritable) {
            return null;
        }

        switch (type.getCategory()) {
        case LIST: {// or ARRAY
            ListTypeInfo listType = (ListTypeInfo) type;
            TypeInfo listElementType = listType.getListElementTypeInfo();

            ArrayWritable aw = (ArrayWritable) data;

            List list = new ArrayList();
            for (Writable writable : aw.get()) {
                list.add(hiveFromWritable(listElementType, writable, alias, IS_ES_20));
            }

            return list;
        }

        case MAP: {
            MapTypeInfo mapType = (MapTypeInfo) type;
            Map mw = (Map) data;

            Map map = new LinkedHashMap();

            for (Entry entry : mw.entrySet()) {
                map.put(hiveFromWritable(mapType.getMapKeyTypeInfo(), entry.getKey(), alias, IS_ES_20),
                        hiveFromWritable(mapType.getMapValueTypeInfo(), entry.getValue(), alias, IS_ES_20));
            }

            return map;
        }
        case STRUCT: {
            StructTypeInfo structType = (StructTypeInfo) type;
            List names = structType.getAllStructFieldNames();
            List info = structType.getAllStructFieldTypeInfos();

            // return just the values
            List struct = new ArrayList();

            MapWritable map = (MapWritable) data;
            Text reuse = new Text();
            for (int index = 0; index < names.size(); index++) {
                String esAlias = alias.toES(names.get(index));
                // check for multi-level alias
                Writable result = map;
                for (String level : StringUtils.tokenize(esAlias, ".")) {
                    reuse.set(level);
                    result = ((MapWritable) result).get(reuse);
                    if (result == null) {
                        break;
                    }
                }
                struct.add(hiveFromWritable(info.get(index), result, alias, IS_ES_20));
            }
            return struct;
        }

        case UNION: {
            throw new UnsupportedOperationException("union not yet supported");//break;
        }

        case PRIMITIVE:
        default:
            // return as is
            return data;
        }
    }
} 















© 2015 - 2024 Weber Informatics LLC | Privacy Policy