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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.drill.exec.physical.impl.window;
import org.apache.drill.common.exceptions.DrillException;
import org.apache.drill.exec.exception.SchemaChangeException;
import org.apache.drill.exec.physical.impl.sort.RecordBatchData;
import org.apache.drill.exec.record.VectorAccessible;
import org.apache.drill.exec.record.VectorWrapper;
import javax.inject.Named;
import java.util.Iterator;
import java.util.List;
public abstract class WindowFrameTemplate implements WindowFramer {
static final org.slf4j.Logger logger = org.slf4j.LoggerFactory.getLogger(WindowFrameTemplate.class);
private VectorAccessible container;
private List<RecordBatchData> batches;
private int outputCount; // number of rows in currently/last processed batch
/**
* current partition being processed. Can span over multiple batches, so we may need to keep it between calls to doWork()
*/
private Interval partition;
private int currentBatch; // first unprocessed batch
@Override
public void setup(List<RecordBatchData> batches, VectorAccessible container) throws SchemaChangeException {
this.container = container;
this.batches = batches;
outputCount = 0;
partition = null;
currentBatch = 0;
setupOutgoing(container);
}
/**
* processes all rows of current batch:
* <ul>
* <li>compute window aggregations</li>
* <li>copy remaining vectors from current batch to container</li>
* </ul>
*/
@Override
public void doWork() throws DrillException {
logger.trace("WindowFramer.doWork() START, num batches {}, currentBatch {}", batches.size(), currentBatch);
final VectorAccessible current = batches.get(currentBatch).getContainer();
// we need to store the record count explicitly, in case we release current batch at the end of this call
outputCount = current.getRecordCount();
// allocate vectors
for (VectorWrapper<?> w : container){
w.getValueVector().allocateNew();
}
setupCopy(current, container);
int currentRow = 0;
while (currentRow < outputCount) {
if (partition != null) {
assert currentRow == 0 : "pending windows are only expected at the start of the batch";
// we have a pending window we need to handle from a previous call to doWork()
logger.trace("we have a pending partition {}", partition);
} else {
// compute the size of the new partition
final int length = computePartitionSize(currentRow);
partition = new Interval(currentRow, length, 0);
}
currentRow = processPartition(currentRow);
if (partition == null) {
freeBatches(currentRow == outputCount);
}
}
if (partition != null) {
logger.trace("we have a pending partition {}", partition);
// current batch has been processed but it won't be released until this pending partition is processed
currentBatch++;
}
for (VectorWrapper<?> v : container) {
v.getValueVector().getMutator().setValueCount(outputCount);
}
logger.trace("WindowFramer.doWork() END");
}
/**
* releases saved batches that are no longer needed: all rows of their partitions have been processed
* @param freeCurrent do we free current batch too ?
*/
private void freeBatches(boolean freeCurrent) {
// how many batches can be released
int numFree = currentBatch;
if (freeCurrent) { // current batch can also be released
numFree++;
}
if (numFree > 0) {
logger.trace("freeing {} batches", numFree);
// we are ready to free batches < currentBatch
for (int i = 0; i < numFree; i++) {
RecordBatchData bd = batches.remove(0);
bd.getContainer().clear();
}
currentBatch = 0;
}
}
/**
* process all rows (computes and writes aggregation values) of current batch that are part of current partition.
* @return index of next unprocessed row
* @throws DrillException if it can't write into the container
*/
private int processPartition(int currentRow) throws DrillException {
logger.trace("process partition {}, currentBatch: {}, currentRow: {}", partition, currentBatch, currentRow);
// compute how many rows remain unprocessed in the current partition
int remaining = partition.length;
for (int b = 0; b < currentBatch; b++) {
remaining -= batches.get(b).getRecordCount();
}
remaining -= currentRow - partition.start;
// when computing the frame for the current row, keep track of how many peer rows need to be processed
// because all peer rows share the same frame, we only need to compute and aggregate the frame once
for (int peers = 0; currentRow < outputCount && remaining > 0; currentRow++, remaining--) {
if (peers == 0) {
Interval frame = computeFrame(currentBatch, currentRow);
resetValues();
aggregate(frame);
peers = frame.peers;
} else {
peers--;
}
outputRecordValues(currentRow);
outputWindowValues(currentRow);
}
if (remaining == 0) {
logger.trace("finished processing {}", partition);
partition = null;
}
return currentRow;
}
/**
* @return number of rows that are part of the partition starting at row start of first batch
*/
private int computePartitionSize(int start) {
logger.trace("compute partition size starting from {} on {} batches", start, batches.size());
// current partition always starts from first batch
final VectorAccessible first = batches.get(0).getContainer();
int length = 0;
// count all rows that are in the same partition of start
outer:
for (RecordBatchData batch : batches) {
final VectorAccessible cont = batch.getContainer();
// check first container from start row, and subsequent containers from first row
for (int row = (cont == first ? start : 0); row < cont.getRecordCount(); row++) {
if (isSamePartition(start, first, row, cont)) {
length++;
} else {
break outer;
}
}
}
return length;
}
/**
* find the limits of the window frame for a row
* @param batchId batch where the current row is
* @param row idx of row in the given batch
* @return frame interval
*/
private Interval computeFrame(int batchId, int row) {
// using default frame for now RANGE BETWEEN UNBOUND PRECEDING AND CURRENT ROW
// frame contains all rows from start of partition to last peer of row
// count how many rows in the current partition precede the row
int length = row;
// include rows of all batches previous to batchId
Iterator<RecordBatchData> iterator = batches.iterator();
for (int b = 0; b < batchId; b++) {
length += iterator.next().getRecordCount();
}
length -= partition.start;
VectorAccessible batch = iterator.next().getContainer();
VectorAccessible current = batch;
// for every remaining row in the partition, count it if it's a peer row
int peers = 0;
for (int curRow = row; length < partition.length; length++, curRow++, peers++) {
if (curRow == current.getRecordCount()) {
current = iterator.next().getContainer();
curRow = 0;
}
if (!isPeer(row, batch, curRow, current)) {
break;
}
}
// do not count row as a peer
return new Interval(partition.start, length, peers-1);
}
private void aggregate(Interval frame) throws SchemaChangeException {
logger.trace("aggregating {}", frame);
assert frame.length > 0 : "processing empty frame!";
// a single frame can include rows from multiple batches
// start processing first batch and, if necessary, move to next batches
Iterator<RecordBatchData> iterator = batches.iterator();
VectorAccessible current = iterator.next().getContainer();
setupIncoming(current);
for (int i = 0, row = frame.start; i < frame.length; i++, row++) {
if (row >= current.getRecordCount()) {
// we reached the end of the current batch, move to the next one
current = iterator.next().getContainer();
setupIncoming(current);
row = 0;
}
addRecord(row);
}
}
@Override
public boolean canDoWork() {
// check if we can process a saved batch
if (batches.size() > 1) {
final VectorAccessible last = batches.get(batches.size()-1).getContainer();
if (!isSamePartition(getCurrent().getRecordCount() - 1, getCurrent(), last.getRecordCount() - 1, last)) {
logger.trace("partition changed, we are ready to process first saved batch");
return true;
} else {
logger.trace("partition didn't change, fetch next batch");
}
} else {
logger.trace("we don't have enough batches to proceed, fetch next batch");
}
return false;
}
@Override
public VectorAccessible getCurrent() {
return batches.get(currentBatch).getContainer();
}
@Override
public int getOutputCount() {
return outputCount;
}
@Override
public void cleanup() {
}
/**
* setup incoming container for addRecord()
*/
public abstract void setupIncoming(@Named("incoming") VectorAccessible incoming) throws SchemaChangeException;
/**
* setup outgoing container for outputRecordValues
*/
public abstract void setupOutgoing(@Named("outgoing") VectorAccessible outgoing) throws SchemaChangeException;
/**
* setup for outputWindowValues
*/
public abstract void setupCopy(@Named("incoming") VectorAccessible incoming, @Named("outgoing") VectorAccessible outgoing) throws SchemaChangeException;
/**
* aggregates a row from the incoming container
* @param index of row to aggregate
*/
public abstract void addRecord(@Named("index") int index);
/**
* writes aggregated values to row of outgoing container
* @param outIndex index of row
*/
public abstract void outputRecordValues(@Named("outIndex") int outIndex);
/**
* copies all value vectors from incoming to container, for a specific row
* @param index of row to be copied
*/
public abstract void outputWindowValues(@Named("index") int index);
/**
* reset all window functions
*/
public abstract boolean resetValues();
/**
* compares two rows from different batches (can be the same), if they have the same value for the partition by
* expression
* @param b1Index index of first row
* @param b1 batch for first row
* @param b2Index index of second row
* @param b2 batch for second row
* @return true if the rows are in the same partition
*/
public abstract boolean isSamePartition(@Named("b1Index") int b1Index, @Named("b1") VectorAccessible b1, @Named("b2Index") int b2Index, @Named("b2") VectorAccessible b2);
/**
* compares two rows from different batches (can be the same), if they have the same value for the order by
* expression
* @param b1Index index of first row
* @param b1 batch for first row
* @param b2Index index of second row
* @param b2 batch for second row
* @return true if the rows are in the same partition
*/
public abstract boolean isPeer(@Named("b1Index") int b1Index, @Named("b1") VectorAccessible b1, @Named("b2Index") int b2Index, @Named("b2") VectorAccessible b2);
/**
* Used internally to keep track of partitions and frames
*/
private static class Interval {
public final int start;
public final int length;
public final int peers; // we only need this for frames
public Interval(int start, int length, int peers) {
this.start = start;
this.length = length;
this.peers = peers;
}
@Override
public String toString() {
return String.format("{start: %d, length: %d, peers: %d}", start, length, peers);
}
}
}