| /* |
| * 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.datasketches.pig.cpc; |
| |
| import java.io.IOException; |
| |
| import org.apache.datasketches.cpc.CpcSketch; |
| import org.apache.datasketches.cpc.CpcUnion; |
| import org.apache.log4j.Logger; |
| import org.apache.pig.EvalFunc; |
| import org.apache.pig.data.DataBag; |
| import org.apache.pig.data.DataByteArray; |
| import org.apache.pig.data.Tuple; |
| |
| /** |
| * Class used to calculate the final pass of an <i>Algebraic</i> sketch |
| * operation. It will receive a bag of values returned by either the <i>Intermediate</i> |
| * stage or the <i>Initial</i> stages, so it needs to be able to differentiate between and |
| * interpret both types. |
| * |
| * @author Alexander Saydakov |
| */ |
| abstract class AlgebraicFinal extends EvalFunc<DataByteArray> { |
| |
| private final int lgK_; |
| private final long seed_; |
| private DataByteArray emptySketch_; // this is to cash an empty sketch tuple |
| private boolean isFirstCall_ = true; // for logging |
| |
| /** |
| * Constructor with primitives for the final passes of an Algebraic function. |
| * |
| * @param lgK parameter controlling the sketch size and accuracy |
| * @param seed for the hash function |
| */ |
| public AlgebraicFinal(final int lgK, final long seed) { |
| lgK_ = lgK; |
| seed_ = seed; |
| } |
| |
| @Override |
| public DataByteArray exec(final Tuple inputTuple) throws IOException { |
| if (isFirstCall_) { |
| Logger.getLogger(getClass()).info("Algebraic was used"); |
| isFirstCall_ = false; |
| } |
| final DataByteArray dba = process(inputTuple, lgK_, seed_, isInputRaw()); |
| if (dba == null) { |
| return getEmptySketch(); |
| } |
| return dba; |
| } |
| |
| static DataByteArray process(final Tuple inputTuple, final int lgK, final long seed, |
| final boolean isInputRaw) throws IOException { |
| if ((inputTuple == null) || (inputTuple.size() == 0)) { |
| return null; |
| } |
| CpcSketch sketch = null; |
| CpcUnion union = null; |
| final DataBag outerBag = (DataBag) inputTuple.get(0); |
| if (outerBag == null) { |
| return null; |
| } |
| for (final Tuple dataTuple: outerBag) { |
| final Object f0 = dataTuple.get(0); // inputTuple.bag0.dataTupleN.f0 |
| if (f0 == null) { |
| continue; |
| } |
| if (f0 instanceof DataBag) { |
| final DataBag innerBag = (DataBag) f0; // inputTuple.bag0.dataTupleN.f0:bag |
| if (innerBag.size() == 0) { continue; } |
| // If field 0 of a dataTuple is a Bag, all innerTuples of this inner bag |
| // will be passed into the union. |
| // It is due to system bagged outputs from multiple mapper Initial functions. |
| // The Intermediate stage was bypassed. |
| if (isInputRaw) { |
| if (sketch == null) { |
| sketch = new CpcSketch(lgK, seed); |
| } |
| DataToSketch.updateSketch(innerBag, sketch); |
| } else { |
| if (union == null) { |
| union = new CpcUnion(lgK, seed); |
| } |
| UnionSketch.updateUnion(innerBag, union, seed); |
| } |
| } else if (f0 instanceof DataByteArray) { // inputTuple.bag0.dataTupleN.f0:DBA |
| // If field 0 of a dataTuple is a DataByteArray, we assume it is a sketch |
| // due to system bagged outputs from multiple mapper Intermediate functions. |
| // Each dataTuple.DBA:sketch will merged into the union. |
| final DataByteArray dba = (DataByteArray) f0; |
| if (union == null) { |
| union = new CpcUnion(lgK, seed); |
| } |
| union.update(CpcSketch.heapify(dba.get(), seed)); |
| } else { // we should never get here |
| throw new IllegalArgumentException("dataTuple.Field0 is not a DataBag or DataByteArray: " |
| + f0.getClass().getName()); |
| } |
| } |
| if ((sketch != null) && (union != null)) { |
| union.update(sketch); |
| sketch = null; |
| } |
| if (sketch != null) { |
| return new DataByteArray(sketch.toByteArray()); |
| } else if (union != null) { |
| return new DataByteArray(union.getResult().toByteArray()); |
| } |
| return null; |
| } |
| |
| abstract boolean isInputRaw(); |
| |
| private DataByteArray getEmptySketch() { |
| if (emptySketch_ == null) { |
| emptySketch_ = new DataByteArray(new CpcSketch(lgK_, seed_).toByteArray()); |
| } |
| return emptySketch_; |
| } |
| |
| } |