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Presto - Machine Learning Plugin
/*
* Licensed 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.facebook.presto.ml;
import com.facebook.presto.common.PageBuilder;
import com.facebook.presto.common.block.Block;
import com.facebook.presto.common.block.BlockBuilder;
import com.facebook.presto.common.type.BigintType;
import com.facebook.presto.common.type.DoubleType;
import com.facebook.presto.common.type.StandardTypes;
import com.facebook.presto.common.type.Type;
import com.facebook.presto.spi.function.ScalarFunction;
import com.facebook.presto.spi.function.SqlType;
import com.facebook.presto.spi.function.TypeParameter;
import com.google.common.collect.ImmutableList;
import java.util.List;
public final class MLFeaturesFunctions
{
public static final List> ML_FEATURE_FUNCTIONS = ImmutableList.of(Features1.class, Features2.class, Features3.class, Features4.class, Features5.class, Features6.class, Features7.class, Features8.class, Features9.class, Features10.class);
private static final String MAP_BIGINT_DOUBLE = "map(bigint,double)";
private MLFeaturesFunctions() {}
@ScalarFunction("features")
public static class Features1
{
private final PageBuilder pageBuilder;
public Features1(@TypeParameter(MAP_BIGINT_DOUBLE) Type mapType)
{
pageBuilder = new PageBuilder(ImmutableList.of(mapType));
}
@SqlType(MAP_BIGINT_DOUBLE)
public Block features(@SqlType(StandardTypes.DOUBLE) double f1)
{
return featuresHelper(pageBuilder, f1);
}
}
@ScalarFunction("features")
public static class Features2
{
private final PageBuilder pageBuilder;
public Features2(@TypeParameter(MAP_BIGINT_DOUBLE) Type mapType)
{
pageBuilder = new PageBuilder(ImmutableList.of(mapType));
}
@SqlType(MAP_BIGINT_DOUBLE)
public Block features(@SqlType(StandardTypes.DOUBLE) double f1, @SqlType(StandardTypes.DOUBLE) double f2)
{
return featuresHelper(pageBuilder, f1, f2);
}
}
@ScalarFunction("features")
public static class Features3
{
private final PageBuilder pageBuilder;
public Features3(@TypeParameter(MAP_BIGINT_DOUBLE) Type mapType)
{
pageBuilder = new PageBuilder(ImmutableList.of(mapType));
}
@SqlType(MAP_BIGINT_DOUBLE)
public Block features(@SqlType(StandardTypes.DOUBLE) double f1, @SqlType(StandardTypes.DOUBLE) double f2, @SqlType(StandardTypes.DOUBLE) double f3)
{
return featuresHelper(pageBuilder, f1, f2, f3);
}
}
@ScalarFunction("features")
public static class Features4
{
private final PageBuilder pageBuilder;
public Features4(@TypeParameter(MAP_BIGINT_DOUBLE) Type mapType)
{
pageBuilder = new PageBuilder(ImmutableList.of(mapType));
}
@SqlType(MAP_BIGINT_DOUBLE)
public Block features(@SqlType(StandardTypes.DOUBLE) double f1, @SqlType(StandardTypes.DOUBLE) double f2, @SqlType(StandardTypes.DOUBLE) double f3, @SqlType(StandardTypes.DOUBLE) double f4)
{
return featuresHelper(pageBuilder, f1, f2, f3, f4);
}
}
@ScalarFunction("features")
public static class Features5
{
private final PageBuilder pageBuilder;
public Features5(@TypeParameter(MAP_BIGINT_DOUBLE) Type mapType)
{
pageBuilder = new PageBuilder(ImmutableList.of(mapType));
}
@SqlType(MAP_BIGINT_DOUBLE)
public Block features(@SqlType(StandardTypes.DOUBLE) double f1, @SqlType(StandardTypes.DOUBLE) double f2, @SqlType(StandardTypes.DOUBLE) double f3, @SqlType(StandardTypes.DOUBLE) double f4, @SqlType(StandardTypes.DOUBLE) double f5)
{
return featuresHelper(pageBuilder, f1, f2, f3, f4, f5);
}
}
@ScalarFunction("features")
public static class Features6
{
private final PageBuilder pageBuilder;
public Features6(@TypeParameter(MAP_BIGINT_DOUBLE) Type mapType)
{
pageBuilder = new PageBuilder(ImmutableList.of(mapType));
}
@SqlType(MAP_BIGINT_DOUBLE)
public Block features(@SqlType(StandardTypes.DOUBLE) double f1, @SqlType(StandardTypes.DOUBLE) double f2, @SqlType(StandardTypes.DOUBLE) double f3, @SqlType(StandardTypes.DOUBLE) double f4, @SqlType(StandardTypes.DOUBLE) double f5, @SqlType(StandardTypes.DOUBLE) double f6)
{
return featuresHelper(pageBuilder, f1, f2, f3, f4, f5, f6);
}
}
@ScalarFunction("features")
public static class Features7
{
private final PageBuilder pageBuilder;
public Features7(@TypeParameter(MAP_BIGINT_DOUBLE) Type mapType)
{
pageBuilder = new PageBuilder(ImmutableList.of(mapType));
}
@SqlType(MAP_BIGINT_DOUBLE)
public Block features(@SqlType(StandardTypes.DOUBLE) double f1, @SqlType(StandardTypes.DOUBLE) double f2, @SqlType(StandardTypes.DOUBLE) double f3, @SqlType(StandardTypes.DOUBLE) double f4, @SqlType(StandardTypes.DOUBLE) double f5, @SqlType(StandardTypes.DOUBLE) double f6, @SqlType(StandardTypes.DOUBLE) double f7)
{
return featuresHelper(pageBuilder, f1, f2, f3, f4, f5, f6, f7);
}
}
@ScalarFunction("features")
public static class Features8
{
private final PageBuilder pageBuilder;
public Features8(@TypeParameter(MAP_BIGINT_DOUBLE) Type mapType)
{
pageBuilder = new PageBuilder(ImmutableList.of(mapType));
}
@SqlType(MAP_BIGINT_DOUBLE)
public Block features(@SqlType(StandardTypes.DOUBLE) double f1, @SqlType(StandardTypes.DOUBLE) double f2, @SqlType(StandardTypes.DOUBLE) double f3, @SqlType(StandardTypes.DOUBLE) double f4, @SqlType(StandardTypes.DOUBLE) double f5, @SqlType(StandardTypes.DOUBLE) double f6, @SqlType(StandardTypes.DOUBLE) double f7, @SqlType(StandardTypes.DOUBLE) double f8)
{
return featuresHelper(pageBuilder, f1, f2, f3, f4, f5, f6, f7, f8);
}
}
@ScalarFunction("features")
public static class Features9
{
private final PageBuilder pageBuilder;
public Features9(@TypeParameter(MAP_BIGINT_DOUBLE) Type mapType)
{
pageBuilder = new PageBuilder(ImmutableList.of(mapType));
}
@SqlType(MAP_BIGINT_DOUBLE)
public Block features(@SqlType(StandardTypes.DOUBLE) double f1, @SqlType(StandardTypes.DOUBLE) double f2, @SqlType(StandardTypes.DOUBLE) double f3, @SqlType(StandardTypes.DOUBLE) double f4, @SqlType(StandardTypes.DOUBLE) double f5, @SqlType(StandardTypes.DOUBLE) double f6, @SqlType(StandardTypes.DOUBLE) double f7, @SqlType(StandardTypes.DOUBLE) double f8, @SqlType(StandardTypes.DOUBLE) double f9)
{
return featuresHelper(pageBuilder, f1, f2, f3, f4, f5, f6, f7, f8, f9);
}
}
@ScalarFunction("features")
public static class Features10
{
private final PageBuilder pageBuilder;
public Features10(@TypeParameter(MAP_BIGINT_DOUBLE) Type mapType)
{
pageBuilder = new PageBuilder(ImmutableList.of(mapType));
}
@SqlType(MAP_BIGINT_DOUBLE)
public Block features(@SqlType(StandardTypes.DOUBLE) double f1, @SqlType(StandardTypes.DOUBLE) double f2, @SqlType(StandardTypes.DOUBLE) double f3, @SqlType(StandardTypes.DOUBLE) double f4, @SqlType(StandardTypes.DOUBLE) double f5, @SqlType(StandardTypes.DOUBLE) double f6, @SqlType(StandardTypes.DOUBLE) double f7, @SqlType(StandardTypes.DOUBLE) double f8, @SqlType(StandardTypes.DOUBLE) double f9, @SqlType(StandardTypes.DOUBLE) double f10)
{
return featuresHelper(pageBuilder, f1, f2, f3, f4, f5, f6, f7, f8, f9, f10);
}
}
private static Block featuresHelper(PageBuilder pageBuilder, double... features)
{
if (pageBuilder.isFull()) {
pageBuilder.reset();
}
BlockBuilder mapBlockBuilder = pageBuilder.getBlockBuilder(0);
BlockBuilder blockBuilder = mapBlockBuilder.beginBlockEntry();
for (int i = 0; i < features.length; i++) {
BigintType.BIGINT.writeLong(blockBuilder, i);
DoubleType.DOUBLE.writeDouble(blockBuilder, features[i]);
}
mapBlockBuilder.closeEntry();
pageBuilder.declarePosition();
return mapBlockBuilder.getBlock(mapBlockBuilder.getPositionCount() - 1);
}
}
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