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chore: Simplify CometShuffleMemoryAllocator to use Spark unified memory allocator #1063
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chore: Simplify CometShuffleMemoryAllocator to use Spark memory alloc…
viirya deb8e23
Add CometTestShuffleMemoryAllocator for Spark tests.
viirya 4ed55c1
Add CometTestMemoryAllocatorShuffleSuite
viirya bc12098
Fallback to Spark if off-heap config is not enabled
viirya 5425868
Update configs
viirya 0f3989d
fix
viirya 9be6812
For review
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Original file line number | Diff line number | Diff line change |
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@@ -20,179 +20,86 @@ | |
package org.apache.spark.shuffle.comet; | ||
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import java.io.IOException; | ||
import java.util.BitSet; | ||
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import org.apache.spark.SparkConf; | ||
import org.apache.spark.memory.MemoryConsumer; | ||
import org.apache.spark.memory.MemoryMode; | ||
import org.apache.spark.memory.SparkOutOfMemoryError; | ||
import org.apache.spark.memory.TaskMemoryManager; | ||
import org.apache.spark.sql.internal.SQLConf; | ||
import org.apache.spark.unsafe.array.LongArray; | ||
import org.apache.spark.unsafe.memory.MemoryBlock; | ||
import org.apache.spark.unsafe.memory.UnsafeMemoryAllocator; | ||
import org.apache.spark.util.Utils; | ||
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import org.apache.comet.CometSparkSessionExtensions$; | ||
import org.apache.comet.CometConf$; | ||
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/** | ||
* A simple memory allocator used by `CometShuffleExternalSorter` to allocate memory blocks which | ||
* store serialized rows. We don't rely on Spark memory allocator because we need to allocate | ||
* off-heap memory no matter memory mode is on-heap or off-heap. This allocator is configured with | ||
* fixed size of memory, and it will throw `SparkOutOfMemoryError` if the memory is not enough. | ||
* | ||
* <p>Some methods are copied from `org.apache.spark.unsafe.memory.TaskMemoryManager` with | ||
* modifications. Most modifications are to remove the dependency on the configured memory mode. | ||
* store serialized rows. This class is simply an implementation of `MemoryConsumer` that delegates | ||
* memory allocation to the `TaskMemoryManager`. This requires that the `TaskMemoryManager` is | ||
* configured with `MemoryMode.OFF_HEAP`, i.e. it is using off-heap memory. | ||
*/ | ||
public final class CometShuffleMemoryAllocator extends MemoryConsumer { | ||
private final UnsafeMemoryAllocator allocator = new UnsafeMemoryAllocator(); | ||
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private final long pageSize; | ||
private final long totalMemory; | ||
private long allocatedMemory = 0L; | ||
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/** The number of bits used to address the page table. */ | ||
private static final int PAGE_NUMBER_BITS = 13; | ||
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/** The number of entries in the page table. */ | ||
private static final int PAGE_TABLE_SIZE = 1 << PAGE_NUMBER_BITS; | ||
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private final MemoryBlock[] pageTable = new MemoryBlock[PAGE_TABLE_SIZE]; | ||
private final BitSet allocatedPages = new BitSet(PAGE_TABLE_SIZE); | ||
public final class CometShuffleMemoryAllocator extends CometShuffleMemoryAllocatorTrait { | ||
private static CometShuffleMemoryAllocatorTrait INSTANCE; | ||
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private static final int OFFSET_BITS = 51; | ||
private static final long MASK_LONG_LOWER_51_BITS = 0x7FFFFFFFFFFFFL; | ||
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private static CometShuffleMemoryAllocator INSTANCE; | ||
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public static synchronized CometShuffleMemoryAllocator getInstance( | ||
/** | ||
* Returns the singleton instance of `CometShuffleMemoryAllocator`. This method should be used | ||
* instead of the constructor to ensure that only one instance of `CometShuffleMemoryAllocator` is | ||
* created. For Spark tests, this returns `CometTestShuffleMemoryAllocator` which is a test-only | ||
* allocator that should not be used in production. | ||
*/ | ||
public static synchronized CometShuffleMemoryAllocatorTrait getInstance( | ||
SparkConf conf, TaskMemoryManager taskMemoryManager, long pageSize) { | ||
if (INSTANCE == null) { | ||
INSTANCE = new CometShuffleMemoryAllocator(conf, taskMemoryManager, pageSize); | ||
boolean isSparkTesting = Utils.isTesting(); | ||
boolean useUnifiedMemAllocator = | ||
(boolean) | ||
CometConf$.MODULE$.COMET_COLUMNAR_SHUFFLE_UNIFIED_MEMORY_ALLOCATOR_IN_TEST().get(); | ||
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if (isSparkTesting && !useUnifiedMemAllocator) { | ||
if (INSTANCE == null) { | ||
// CometTestShuffleMemoryAllocator handles pages by itself so it can be a singleton. | ||
INSTANCE = new CometTestShuffleMemoryAllocator(conf, taskMemoryManager, pageSize); | ||
} | ||
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return INSTANCE; | ||
} else { | ||
if (taskMemoryManager.getTungstenMemoryMode() != MemoryMode.OFF_HEAP) { | ||
throw new IllegalArgumentException( | ||
"CometShuffleMemoryAllocator should be used with off-heap " | ||
+ "memory mode, but got " | ||
+ taskMemoryManager.getTungstenMemoryMode()); | ||
} | ||
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// CometShuffleMemoryAllocator stores pages in TaskMemoryManager which is not singleton, | ||
// but one instance per task. So we need to create a new instance for each task. | ||
return new CometShuffleMemoryAllocator(taskMemoryManager, pageSize); | ||
Comment on lines
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There was a problem hiding this comment. Choose a reason for hiding this commentThe reason will be displayed to describe this comment to others. Learn more. I think this should also address my concerns about #886. I am testing now. |
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} | ||
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return INSTANCE; | ||
} | ||
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CometShuffleMemoryAllocator(SparkConf conf, TaskMemoryManager taskMemoryManager, long pageSize) { | ||
CometShuffleMemoryAllocator(TaskMemoryManager taskMemoryManager, long pageSize) { | ||
super(taskMemoryManager, pageSize, MemoryMode.OFF_HEAP); | ||
this.pageSize = pageSize; | ||
this.totalMemory = | ||
CometSparkSessionExtensions$.MODULE$.getCometShuffleMemorySize(conf, SQLConf.get()); | ||
} | ||
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public synchronized long acquireMemory(long size) { | ||
if (allocatedMemory >= totalMemory) { | ||
throw new SparkOutOfMemoryError( | ||
"Unable to acquire " | ||
+ size | ||
+ " bytes of memory, current usage " | ||
+ "is " | ||
+ allocatedMemory | ||
+ " bytes and max memory is " | ||
+ totalMemory | ||
+ " bytes"); | ||
} | ||
long allocationSize = Math.min(size, totalMemory - allocatedMemory); | ||
allocatedMemory += allocationSize; | ||
return allocationSize; | ||
} | ||
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public long spill(long l, MemoryConsumer memoryConsumer) throws IOException { | ||
// JVM shuffle writer does not support spilling for other memory consumers | ||
return 0; | ||
} | ||
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public synchronized LongArray allocateArray(long size) { | ||
long required = size * 8L; | ||
MemoryBlock page = allocate(required); | ||
return new LongArray(page); | ||
} | ||
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public synchronized void freeArray(LongArray array) { | ||
if (array == null) { | ||
return; | ||
} | ||
free(array.memoryBlock()); | ||
} | ||
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public synchronized MemoryBlock allocatePage(long required) { | ||
long size = Math.max(pageSize, required); | ||
return allocate(size); | ||
} | ||
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private synchronized MemoryBlock allocate(long required) { | ||
if (required > TaskMemoryManager.MAXIMUM_PAGE_SIZE_BYTES) { | ||
throw new TooLargePageException(required); | ||
} | ||
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long got = acquireMemory(required); | ||
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if (got < required) { | ||
allocatedMemory -= got; | ||
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throw new SparkOutOfMemoryError( | ||
"Unable to acquire " | ||
+ required | ||
+ " bytes of memory, got " | ||
+ got | ||
+ " bytes. Available: " | ||
+ (totalMemory - allocatedMemory)); | ||
} | ||
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int pageNumber = allocatedPages.nextClearBit(0); | ||
if (pageNumber >= PAGE_TABLE_SIZE) { | ||
allocatedMemory -= got; | ||
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throw new IllegalStateException( | ||
"Have already allocated a maximum of " + PAGE_TABLE_SIZE + " pages"); | ||
} | ||
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MemoryBlock block = allocator.allocate(got); | ||
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block.pageNumber = pageNumber; | ||
pageTable[pageNumber] = block; | ||
allocatedPages.set(pageNumber); | ||
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return block; | ||
public synchronized MemoryBlock allocate(long required) { | ||
return this.allocatePage(required); | ||
} | ||
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public synchronized void free(MemoryBlock block) { | ||
if (block.pageNumber == MemoryBlock.FREED_IN_ALLOCATOR_PAGE_NUMBER) { | ||
// Already freed block | ||
return; | ||
} | ||
allocatedMemory -= block.size(); | ||
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pageTable[block.pageNumber] = null; | ||
allocatedPages.clear(block.pageNumber); | ||
block.pageNumber = MemoryBlock.FREED_IN_TMM_PAGE_NUMBER; | ||
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allocator.free(block); | ||
} | ||
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public synchronized long getAvailableMemory() { | ||
return totalMemory - allocatedMemory; | ||
this.freePage(block); | ||
} | ||
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/** | ||
* Returns the offset in the page for the given page plus base offset address. Note that this | ||
* method assumes that the page number is valid. | ||
*/ | ||
public long getOffsetInPage(long pagePlusOffsetAddress) { | ||
long offsetInPage = decodeOffset(pagePlusOffsetAddress); | ||
int pageNumber = TaskMemoryManager.decodePageNumber(pagePlusOffsetAddress); | ||
assert (pageNumber >= 0 && pageNumber < PAGE_TABLE_SIZE); | ||
MemoryBlock page = pageTable[pageNumber]; | ||
assert (page != null); | ||
return page.getBaseOffset() + offsetInPage; | ||
} | ||
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public long decodeOffset(long pagePlusOffsetAddress) { | ||
return pagePlusOffsetAddress & MASK_LONG_LOWER_51_BITS; | ||
return taskMemoryManager.getOffsetInPage(pagePlusOffsetAddress); | ||
} | ||
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public long encodePageNumberAndOffset(int pageNumber, long offsetInPage) { | ||
assert (pageNumber >= 0); | ||
return ((long) pageNumber) << OFFSET_BITS | offsetInPage & MASK_LONG_LOWER_51_BITS; | ||
return TaskMemoryManager.encodePageNumberAndOffset(pageNumber, offsetInPage); | ||
} | ||
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public long encodePageNumberAndOffset(MemoryBlock page, long offsetInPage) { | ||
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41 changes: 41 additions & 0 deletions
41
spark/src/main/java/org/apache/spark/shuffle/comet/CometShuffleMemoryAllocatorTrait.java
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@@ -0,0 +1,41 @@ | ||
/* | ||
* 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. | ||
*/ | ||
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package org.apache.spark.shuffle.comet; | ||
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import org.apache.spark.memory.MemoryConsumer; | ||
import org.apache.spark.memory.MemoryMode; | ||
import org.apache.spark.memory.TaskMemoryManager; | ||
import org.apache.spark.unsafe.memory.MemoryBlock; | ||
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/** The base class for Comet JVM shuffle memory allocators. */ | ||
public abstract class CometShuffleMemoryAllocatorTrait extends MemoryConsumer { | ||
protected CometShuffleMemoryAllocatorTrait( | ||
TaskMemoryManager taskMemoryManager, long pageSize, MemoryMode mode) { | ||
super(taskMemoryManager, pageSize, mode); | ||
} | ||
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public abstract MemoryBlock allocate(long required); | ||
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public abstract void free(MemoryBlock block); | ||
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public abstract long getOffsetInPage(long pagePlusOffsetAddress); | ||
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public abstract long encodePageNumberAndOffset(MemoryBlock page, long offsetInPage); | ||
} |
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Just a nit, but we could stop making the method synchronized and add a synchronized block around the
INSTANCE
creation when in test mode?There was a problem hiding this comment.
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Okay, sounds good. I will update this.