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Original file line number Diff line number Diff line change
@@ -0,0 +1,174 @@
/*
* 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.spark.sql.catalyst.expressions;

import org.apache.spark.memory.TaskMemoryManager;
import org.apache.spark.sql.types.*;
import org.apache.spark.unsafe.Platform;

/**
* An implementation of `RowBasedKeyValueBatch` in which all key-value records have same length.
*
* The format for each record looks like this:
* [UnsafeRow for key of length klen] [UnsafeRow for Value of length vlen]
* [8 bytes pointer to next]
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why do we need a pointer? Since the key-value size is fixed, can we just use (klen + vlen) * n to address the n-th entry?

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The 8 byte is left intentionally for some compatibility reason. AFAIK, this is due the fact that sometimes a key can be followed by multiple values. @davies can probably explain it better.

* Thus, record length = klen + vlen + 8
*/
public final class FixedLengthRowBasedKeyValueBatch extends RowBasedKeyValueBatch {
private final int klen;
private final int vlen;
private final int recordLength;

private final long getKeyOffsetForFixedLengthRecords(int rowId) {
return recordStartOffset + rowId * (long) recordLength;
}

/**
* Append a key value pair.
* It copies data into the backing MemoryBlock.
* Returns an UnsafeRow pointing to the value if succeeds, otherwise returns null.
*/
@Override
public final UnsafeRow appendRow(Object kbase, long koff, int klen,
Object vbase, long voff, int vlen) {
// if run out of max supported rows or page size, return null
if (numRows >= capacity || page == null || page.size() - pageCursor < recordLength) {
return null;
}

long offset = page.getBaseOffset() + pageCursor;
final long recordOffset = offset;
Platform.copyMemory(kbase, koff, base, offset, klen);
offset += klen;
Platform.copyMemory(vbase, voff, base, offset, vlen);
offset += vlen;
Platform.putLong(base, offset, 0);

pageCursor += recordLength;

keyRowId = numRows;
keyRow.pointTo(base, recordOffset, klen);
valueRow.pointTo(base, recordOffset + klen, vlen + 4);
numRows++;
return valueRow;
}

/**
* Returns the key row in this batch at `rowId`. Returned key row is reused across calls.
*/
@Override
public final UnsafeRow getKeyRow(int rowId) {
assert(rowId >= 0);
assert(rowId < numRows);
if (keyRowId != rowId) { // if keyRowId == rowId, desired keyRow is already cached
long offset = getKeyOffsetForFixedLengthRecords(rowId);
keyRow.pointTo(base, offset, klen);
// set keyRowId so we can check if desired row is cached
keyRowId = rowId;
}
return keyRow;
}

/**
* Returns the value row by two steps:
* 1) looking up the key row with the same id (skipped if the key row is cached)
* 2) retrieve the value row by reusing the metadata from step 1)
* In most times, 1) is skipped because `getKeyRow(id)` is often called before `getValueRow(id)`.
*/
@Override
protected final UnsafeRow getValueFromKey(int rowId) {
if (keyRowId != rowId) {
getKeyRow(rowId);
}
assert(rowId >= 0);
valueRow.pointTo(base, keyRow.getBaseOffset() + klen, vlen + 4);
return valueRow;
}

/**
* Returns an iterator to go through all rows
*/
@Override
public final org.apache.spark.unsafe.KVIterator<UnsafeRow, UnsafeRow> rowIterator() {
return new org.apache.spark.unsafe.KVIterator<UnsafeRow, UnsafeRow>() {
private final UnsafeRow key = new UnsafeRow(keySchema.length());
private final UnsafeRow value = new UnsafeRow(valueSchema.length());

private long offsetInPage = 0;
private int recordsInPage = 0;

private boolean initialized = false;

private void init() {
if (page != null) {
offsetInPage = page.getBaseOffset();
recordsInPage = numRows;
}
initialized = true;
}

@Override
public boolean next() {
if (!initialized) init();
//searching for the next non empty page is records is now zero
if (recordsInPage == 0) {
freeCurrentPage();
return false;
}

key.pointTo(base, offsetInPage, klen);
value.pointTo(base, offsetInPage + klen, vlen + 4);

offsetInPage += recordLength;
recordsInPage -= 1;
return true;
}

@Override
public UnsafeRow getKey() {
return key;
}

@Override
public UnsafeRow getValue() {
return value;
}

@Override
public void close() {
// do nothing
}

private void freeCurrentPage() {
if (page != null) {
freePage(page);
page = null;
}
}
};
}

protected FixedLengthRowBasedKeyValueBatch(StructType keySchema, StructType valueSchema,
int maxRows, TaskMemoryManager manager) {
super(keySchema, valueSchema, maxRows, manager);
klen = keySchema.defaultSize()
+ UnsafeRow.calculateBitSetWidthInBytes(keySchema.length());
vlen = valueSchema.defaultSize()
+ UnsafeRow.calculateBitSetWidthInBytes(valueSchema.length());
recordLength = klen + vlen + 8;
}
}
Original file line number Diff line number Diff line change
@@ -0,0 +1,182 @@
/*
* 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.spark.sql.catalyst.expressions;

import java.io.IOException;

import org.apache.spark.memory.MemoryConsumer;
import org.apache.spark.memory.TaskMemoryManager;
import org.apache.spark.sql.types.*;
import org.apache.spark.unsafe.memory.MemoryBlock;

import org.slf4j.Logger;
import org.slf4j.LoggerFactory;


/**
* RowBasedKeyValueBatch stores key value pairs in contiguous memory region.
*
* Each key or value is stored as a single UnsafeRow. Each record contains one key and one value
* and some auxiliary data, which differs based on implementation:
* i.e., `FixedLengthRowBasedKeyValueBatch` and `VariableLengthRowBasedKeyValueBatch`.
*
* We use `FixedLengthRowBasedKeyValueBatch` if all fields in the key and the value are fixed-length
* data types. Otherwise we use `VariableLengthRowBasedKeyValueBatch`.
*
* RowBasedKeyValueBatch is backed by a single page / MemoryBlock (defaults to 64MB). If the page
* is full, the aggregate logic should fallback to a second level, larger hash map. We intentionally
* use the single-page design because it simplifies memory address encoding & decoding for each
* key-value pair. Because the maximum capacity for RowBasedKeyValueBatch is only 2^16, it is
* unlikely we need a second page anyway. Filling the page requires an average size for key value
* pairs to be larger than 1024 bytes.
*
*/
public abstract class RowBasedKeyValueBatch extends MemoryConsumer {
protected final Logger logger = LoggerFactory.getLogger(RowBasedKeyValueBatch.class);

private static final int DEFAULT_CAPACITY = 1 << 16;
private static final long DEFAULT_PAGE_SIZE = 64 * 1024 * 1024;

protected final StructType keySchema;
protected final StructType valueSchema;
protected final int capacity;
protected int numRows = 0;

// ids for current key row and value row being retrieved
protected int keyRowId = -1;

// placeholder for key and value corresponding to keyRowId.
protected final UnsafeRow keyRow;
protected final UnsafeRow valueRow;

protected MemoryBlock page = null;
protected Object base = null;
protected final long recordStartOffset;
protected long pageCursor = 0;

public static RowBasedKeyValueBatch allocate(StructType keySchema, StructType valueSchema,
TaskMemoryManager manager) {
return allocate(keySchema, valueSchema, manager, DEFAULT_CAPACITY);
}

public static RowBasedKeyValueBatch allocate(StructType keySchema, StructType valueSchema,
TaskMemoryManager manager, int maxRows) {
boolean allFixedLength = true;
// checking if there is any variable length fields
// there is probably a more succinct impl of this
for (String name : keySchema.fieldNames()) {
allFixedLength = allFixedLength
&& UnsafeRow.isFixedLength(keySchema.apply(name).dataType());
}
for (String name : valueSchema.fieldNames()) {
allFixedLength = allFixedLength
&& UnsafeRow.isFixedLength(valueSchema.apply(name).dataType());
}

if (allFixedLength) {
return new FixedLengthRowBasedKeyValueBatch(keySchema, valueSchema, maxRows, manager);
} else {
return new VariableLengthRowBasedKeyValueBatch(keySchema, valueSchema, maxRows, manager);
}
}

protected RowBasedKeyValueBatch(StructType keySchema, StructType valueSchema, int maxRows,
TaskMemoryManager manager) {
super(manager, manager.pageSizeBytes(), manager.getTungstenMemoryMode());

this.keySchema = keySchema;
this.valueSchema = valueSchema;
this.capacity = maxRows;

this.keyRow = new UnsafeRow(keySchema.length());
this.valueRow = new UnsafeRow(valueSchema.length());

if (!acquirePage(DEFAULT_PAGE_SIZE)) {
page = null;
recordStartOffset = 0;
} else {
base = page.getBaseObject();
recordStartOffset = page.getBaseOffset();
}
}

public final int numRows() { return numRows; }

public final void close() {
if (page != null) {
freePage(page);
page = null;
}
}

private final boolean acquirePage(long requiredSize) {
try {
page = allocatePage(requiredSize);
} catch (OutOfMemoryError e) {
logger.warn("Failed to allocate page ({} bytes).", requiredSize);
return false;
}
base = page.getBaseObject();
pageCursor = 0;
return true;
}

/**
* Append a key value pair.
* It copies data into the backing MemoryBlock.
* Returns an UnsafeRow pointing to the value if succeeds, otherwise returns null.
*/
public abstract UnsafeRow appendRow(Object kbase, long koff, int klen,
Object vbase, long voff, int vlen);

/**
* Returns the key row in this batch at `rowId`. Returned key row is reused across calls.
*/
public abstract UnsafeRow getKeyRow(int rowId);

/**
* Returns the value row in this batch at `rowId`. Returned value row is reused across calls.
* Because `getValueRow(id)` is always called after `getKeyRow(id)` with the same id, we use
* `getValueFromKey(id) to retrieve value row, which reuses metadata from the cached key.
*/
public final UnsafeRow getValueRow(int rowId) {
return getValueFromKey(rowId);
}

/**
* Returns the value row by two steps:
* 1) looking up the key row with the same id (skipped if the key row is cached)
* 2) retrieve the value row by reusing the metadata from step 1)
* In most times, 1) is skipped because `getKeyRow(id)` is often called before `getValueRow(id)`.
*/
protected abstract UnsafeRow getValueFromKey(int rowId);

/**
* Sometimes the TaskMemoryManager may call spill() on its associated MemoryConsumers to make
* space for new consumers. For RowBasedKeyValueBatch, we do not actually spill and return 0.
* We should not throw OutOfMemory exception here because other associated consumers might spill
*/
public final long spill(long size, MemoryConsumer trigger) throws IOException {
logger.warn("Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.");
return 0;
}

/**
* Returns an iterator to go through all rows
*/
public abstract org.apache.spark.unsafe.KVIterator<UnsafeRow, UnsafeRow> rowIterator();
}
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