org.datavec.api.transform.reduce.AggregableColumnReduction Maven / Gradle / Ivy
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* Copyright (c) 2015-2018 Skymind, Inc.
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* This program and the accompanying materials are made available under the
* terms of the Apache License, Version 2.0 which is available at
* https://www.apache.org/licenses/LICENSE-2.0.
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* 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
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* SPDX-License-Identifier: Apache-2.0
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package org.datavec.api.transform.reduce;
import org.datavec.api.transform.ColumnOp;
import org.datavec.api.transform.metadata.ColumnMetaData;
import org.datavec.api.transform.ops.IAggregableReduceOp;
import org.datavec.api.writable.Writable;
import java.io.Serializable;
import java.util.List;
/**
* A column reduction defines how a single column should be reduced.
* Used in conjunction with {@link Reducer} to provide custom reduction functionality.
*
* @author Alex Black
*/
public interface AggregableColumnReduction extends Serializable, ColumnOp {
/**
* Reduce a single column.
* Note: The {@code List}
* here is a single column in a reduction window,
* and NOT the single row
* (as is usually the case for {@code List} instances
*
* @param columnData The Writable objects for a column
* @return Writable containing the reduced data
*/
IAggregableReduceOp> reduceOp();
/**
* Post-reduce: what is the name of the column?
* For example, "myColumn" -> "mean(myColumn)"
*
* @param columnInputName Name of the column before reduction
* @return Name of the column after the reduction
*/
List getColumnsOutputName(String columnInputName);
/**
* Post-reduce: what is the metadata (type, etc) for this column?
* For example: a "count unique" operation on a String (StringMetaData) column would return an Integer (IntegerMetaData) column
*
* @param columnInputMeta Metadata for the column, before reduce
* @return Metadata for the column, after the reduction
*/
List getColumnOutputMetaData(List newColumnName, ColumnMetaData columnInputMeta);
}
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