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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.onehotencoder;

import org.apache.flink.api.common.functions.MapFunction;
import org.apache.flink.api.common.serialization.Encoder;
import org.apache.flink.api.common.typeinfo.TypeInformation;
import org.apache.flink.api.common.typeinfo.Types;
import org.apache.flink.api.java.tuple.Tuple2;
import org.apache.flink.configuration.Configuration;
import org.apache.flink.connector.file.src.reader.SimpleStreamFormat;
import org.apache.flink.core.fs.FSDataInputStream;
import org.apache.flink.streaming.api.datastream.DataStream;
import org.apache.flink.table.api.Table;
import org.apache.flink.table.api.bridge.java.StreamTableEnvironment;
import org.apache.flink.table.api.internal.TableImpl;
import org.apache.flink.types.Row;

import com.esotericsoftware.kryo.io.Input;
import com.esotericsoftware.kryo.io.Output;

import java.io.IOException;
import java.io.OutputStream;

/**
 * Model data of {@link OneHotEncoderModel}.
 *
 * 

This class also provides methods to convert model data from Table to Datastream, and classes * to save/load model data. */ public class OneHotEncoderModelData { /** * Converts the table model to a data stream. * * @param modelData The table model data. * @return The data stream model data. */ public static DataStream> getModelDataStream(Table modelData) { StreamTableEnvironment tEnv = (StreamTableEnvironment) ((TableImpl) modelData).getTableEnvironment(); return tEnv.toDataStream(modelData) .map( new MapFunction>() { @Override public Tuple2 map(Row row) { return new Tuple2<>( (int) row.getField("f0"), (int) row.getField("f1")); } }); } /** Data encoder for the OneHotEncoder model data. */ public static class ModelDataEncoder implements Encoder> { @Override public void encode(Tuple2 modelData, OutputStream outputStream) { Output output = new Output(outputStream); output.writeInt(modelData.f0); output.writeInt(modelData.f1); output.flush(); } } /** Data decoder for the OneHotEncoder model data. */ public static class ModelDataStreamFormat extends SimpleStreamFormat> { @Override public Reader> createReader( Configuration config, FSDataInputStream stream) { return new Reader>() { private final Input input = new Input(stream); @Override public Tuple2 read() { if (input.eof()) { return null; } int f0 = input.readInt(); int f1 = input.readInt(); return new Tuple2<>(f0, f1); } @Override public void close() throws IOException { stream.close(); } }; } @Override public TypeInformation> getProducedType() { return Types.TUPLE(Types.INT, Types.INT); } } }





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