org.apache.flink.runtime.memory.MemoryManager Maven / Gradle / Ivy
/*
* 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.flink.runtime.memory;
import org.apache.flink.core.memory.HybridMemorySegment;
import org.apache.flink.core.memory.MemorySegment;
import org.apache.flink.core.memory.MemorySegmentFactory;
import org.apache.flink.core.memory.MemoryType;
import org.apache.flink.util.MathUtils;
import org.slf4j.Logger;
import org.slf4j.LoggerFactory;
import java.nio.ByteBuffer;
import java.util.ArrayDeque;
import java.util.ArrayList;
import java.util.Collection;
import java.util.ConcurrentModificationException;
import java.util.HashMap;
import java.util.HashSet;
import java.util.Iterator;
import java.util.List;
import java.util.NoSuchElementException;
import java.util.Set;
/**
* The memory manager governs the memory that Flink uses for sorting, hashing, and caching. Memory
* is represented in segments of equal size. Operators allocate the memory by requesting a number
* of memory segments.
*
* The memory may be represented as on-heap byte arrays or as off-heap memory regions
* (both via {@link HybridMemorySegment}). Which kind of memory the MemoryManager serves can
* be passed as an argument to the initialization.
*
*
The memory manager can either pre-allocate all memory, or allocate the memory on demand. In the
* former version, memory will be occupied and reserved from start on, which means that no OutOfMemoryError
* can come while requesting memory. Released memory will also return to the MemoryManager's pool.
* On-demand allocation means that the memory manager only keeps track how many memory segments are
* currently allocated (bookkeeping only). Releasing a memory segment will not add it back to the pool,
* but make it re-claimable by the garbage collector.
*/
public class MemoryManager {
private static final Logger LOG = LoggerFactory.getLogger(MemoryManager.class);
/** The default memory page size. Currently set to 32 KiBytes. */
public static final int DEFAULT_PAGE_SIZE = 32 * 1024;
/** The minimal memory page size. Currently set to 4 KiBytes. */
public static final int MIN_PAGE_SIZE = 4 * 1024;
// ------------------------------------------------------------------------
/** The lock used on the shared structures. */
private final Object lock = new Object();
/** The memory pool from which we draw memory segments. Specific to on-heap or off-heap memory */
private final MemoryPool memoryPool;
/** Memory segments allocated per memory owner. */
private final HashMap> allocatedSegments;
/** The type of memory governed by this memory manager. */
private final MemoryType memoryType;
/** Mask used to round down sizes to multiples of the page size. */
private final long roundingMask;
/** The size of the memory segments. */
private final int pageSize;
/** The initial total size, for verification. */
private final int totalNumPages;
/** The total size of the memory managed by this memory manager. */
private final long memorySize;
/** Number of slots of the task manager. */
private final int numberOfSlots;
/** Flag marking whether the memory manager immediately allocates the memory. */
private final boolean isPreAllocated;
/** The number of memory pages that have not been allocated and are available for lazy allocation. */
private int numNonAllocatedPages;
/** Flag whether the close() has already been invoked. */
private boolean isShutDown;
/**
* Creates a memory manager with the given capacity, using the default page size.
*
* @param memorySize The total size of the memory to be managed by this memory manager.
* @param numberOfSlots The number of slots of the task manager.
*/
public MemoryManager(long memorySize, int numberOfSlots) {
this(memorySize, numberOfSlots, DEFAULT_PAGE_SIZE, MemoryType.HEAP, true);
}
/**
* Creates a memory manager with the given capacity and given page size.
*
* @param memorySize The total size of the memory to be managed by this memory manager.
* @param numberOfSlots The number of slots of the task manager.
* @param pageSize The size of the pages handed out by the memory manager.
* @param memoryType The type of memory (heap / off-heap) that the memory manager should allocate.
* @param preAllocateMemory True, if the memory manager should immediately allocate all memory, false
* if it should allocate and release the memory as needed.
*/
public MemoryManager(long memorySize, int numberOfSlots, int pageSize,
MemoryType memoryType, boolean preAllocateMemory) {
// sanity checks
if (memoryType == null) {
throw new NullPointerException();
}
if (memorySize <= 0) {
throw new IllegalArgumentException("Size of total memory must be positive.");
}
if (pageSize < MIN_PAGE_SIZE) {
throw new IllegalArgumentException("The page size must be at least " + MIN_PAGE_SIZE + " bytes.");
}
if (!MathUtils.isPowerOf2(pageSize)) {
throw new IllegalArgumentException("The given page size is not a power of two.");
}
this.memoryType = memoryType;
this.memorySize = memorySize;
this.numberOfSlots = numberOfSlots;
// assign page size and bit utilities
this.pageSize = pageSize;
this.roundingMask = ~((long) (pageSize - 1));
final long numPagesLong = memorySize / pageSize;
if (numPagesLong > Integer.MAX_VALUE) {
throw new IllegalArgumentException("The given number of memory bytes (" + memorySize
+ ") corresponds to more than MAX_INT pages.");
}
this.totalNumPages = (int) numPagesLong;
if (this.totalNumPages < 1) {
throw new IllegalArgumentException("The given amount of memory amounted to less than one page.");
}
this.allocatedSegments = new HashMap>();
this.isPreAllocated = preAllocateMemory;
this.numNonAllocatedPages = preAllocateMemory ? 0 : this.totalNumPages;
final int memToAllocate = preAllocateMemory ? this.totalNumPages : 0;
switch (memoryType) {
case HEAP:
this.memoryPool = new HybridHeapMemoryPool(memToAllocate, pageSize);
break;
case OFF_HEAP:
if (!preAllocateMemory) {
LOG.warn("It is advisable to set 'taskmanager.memory.preallocate' to true when" +
" the memory type 'taskmanager.memory.off-heap' is set to true.");
}
this.memoryPool = new HybridOffHeapMemoryPool(memToAllocate, pageSize);
break;
default:
throw new IllegalArgumentException("unrecognized memory type: " + memoryType);
}
LOG.debug("Initialized MemoryManager with total memory size {}, number of slots {}, page size {}, " +
"memory type {}, pre allocate memory {} and number of non allocated pages {}.",
memorySize,
numberOfSlots,
pageSize,
memoryType,
preAllocateMemory,
numNonAllocatedPages);
}
// ------------------------------------------------------------------------
// Shutdown
// ------------------------------------------------------------------------
/**
* Shuts the memory manager down, trying to release all the memory it managed. Depending
* on implementation details, the memory does not necessarily become reclaimable by the
* garbage collector, because there might still be references to allocated segments in the
* code that allocated them from the memory manager.
*/
public void shutdown() {
// -------------------- BEGIN CRITICAL SECTION -------------------
synchronized (lock) {
if (!isShutDown) {
// mark as shutdown and release memory
isShutDown = true;
numNonAllocatedPages = 0;
// go over all allocated segments and release them
for (Set segments : allocatedSegments.values()) {
for (MemorySegment seg : segments) {
seg.free();
}
}
memoryPool.clear();
}
}
// -------------------- END CRITICAL SECTION -------------------
}
/**
* Checks whether the MemoryManager has been shut down.
*
* @return True, if the memory manager is shut down, false otherwise.
*/
public boolean isShutdown() {
return isShutDown;
}
/**
* Checks if the memory manager all memory available.
*
* @return True, if the memory manager is empty and valid, false if it is not empty or corrupted.
*/
public boolean verifyEmpty() {
synchronized (lock) {
return isPreAllocated ?
memoryPool.getNumberOfAvailableMemorySegments() == totalNumPages :
numNonAllocatedPages == totalNumPages;
}
}
// ------------------------------------------------------------------------
// Memory allocation and release
// ------------------------------------------------------------------------
/**
* Allocates a set of memory segments from this memory manager. If the memory manager pre-allocated the
* segments, they will be taken from the pool of memory segments. Otherwise, they will be allocated
* as part of this call.
*
* @param owner The owner to associate with the memory segment, for the fallback release.
* @param numPages The number of pages to allocate.
* @return A list with the memory segments.
* @throws MemoryAllocationException Thrown, if this memory manager does not have the requested amount
* of memory pages any more.
*/
public List allocatePages(Object owner, int numPages) throws MemoryAllocationException {
final ArrayList segs = new ArrayList(numPages);
allocatePages(owner, segs, numPages);
return segs;
}
/**
* Allocates a set of memory segments from this memory manager. If the memory manager pre-allocated the
* segments, they will be taken from the pool of memory segments. Otherwise, they will be allocated
* as part of this call.
*
* @param owner The owner to associate with the memory segment, for the fallback release.
* @param target The list into which to put the allocated memory pages.
* @param numPages The number of pages to allocate.
* @throws MemoryAllocationException Thrown, if this memory manager does not have the requested amount
* of memory pages any more.
*/
public void allocatePages(Object owner, List target, int numPages)
throws MemoryAllocationException {
// sanity check
if (owner == null) {
throw new IllegalArgumentException("The memory owner must not be null.");
}
// reserve array space, if applicable
if (target instanceof ArrayList) {
((ArrayList) target).ensureCapacity(numPages);
}
// -------------------- BEGIN CRITICAL SECTION -------------------
synchronized (lock) {
if (isShutDown) {
throw new IllegalStateException("Memory manager has been shut down.");
}
// in the case of pre-allocated memory, the 'numNonAllocatedPages' is zero, in the
// lazy case, the 'freeSegments.size()' is zero.
if (numPages > (memoryPool.getNumberOfAvailableMemorySegments() + numNonAllocatedPages)) {
throw new MemoryAllocationException("Could not allocate " + numPages + " pages. Only " +
(memoryPool.getNumberOfAvailableMemorySegments() + numNonAllocatedPages)
+ " pages are remaining.");
}
Set segmentsForOwner = allocatedSegments.get(owner);
if (segmentsForOwner == null) {
segmentsForOwner = new HashSet(numPages);
allocatedSegments.put(owner, segmentsForOwner);
}
if (isPreAllocated) {
for (int i = numPages; i > 0; i--) {
MemorySegment segment = memoryPool.requestSegmentFromPool(owner);
target.add(segment);
segmentsForOwner.add(segment);
}
}
else {
for (int i = numPages; i > 0; i--) {
MemorySegment segment = memoryPool.allocateNewSegment(owner);
target.add(segment);
segmentsForOwner.add(segment);
}
numNonAllocatedPages -= numPages;
}
}
// -------------------- END CRITICAL SECTION -------------------
}
/**
* Tries to release the memory for the specified segment. If the segment has already been released or
* is null, the request is simply ignored.
*
* If the memory manager manages pre-allocated memory, the memory segment goes back to the memory pool.
* Otherwise, the segment is only freed and made eligible for reclamation by the GC.
*
* @param segment The segment to be released.
* @throws IllegalArgumentException Thrown, if the given segment is of an incompatible type.
*/
public void release(MemorySegment segment) {
// check if segment is null or has already been freed
if (segment == null || segment.getOwner() == null) {
return;
}
final Object owner = segment.getOwner();
// -------------------- BEGIN CRITICAL SECTION -------------------
synchronized (lock) {
// prevent double return to this memory manager
if (segment.isFreed()) {
return;
}
if (isShutDown) {
throw new IllegalStateException("Memory manager has been shut down.");
}
// remove the reference in the map for the owner
try {
Set segsForOwner = this.allocatedSegments.get(owner);
if (segsForOwner != null) {
segsForOwner.remove(segment);
if (segsForOwner.isEmpty()) {
this.allocatedSegments.remove(owner);
}
}
if (isPreAllocated) {
// release the memory in any case
memoryPool.returnSegmentToPool(segment);
}
else {
segment.free();
numNonAllocatedPages++;
}
}
catch (Throwable t) {
throw new RuntimeException("Error removing book-keeping reference to allocated memory segment.", t);
}
}
// -------------------- END CRITICAL SECTION -------------------
}
/**
* Tries to release many memory segments together.
*
* If the memory manager manages pre-allocated memory, the memory segment goes back to the memory pool.
* Otherwise, the segment is only freed and made eligible for reclamation by the GC.
*
* @param segments The segments to be released.
* @throws NullPointerException Thrown, if the given collection is null.
* @throws IllegalArgumentException Thrown, id the segments are of an incompatible type.
*/
public void release(Collection segments) {
if (segments == null) {
return;
}
// -------------------- BEGIN CRITICAL SECTION -------------------
synchronized (lock) {
if (isShutDown) {
throw new IllegalStateException("Memory manager has been shut down.");
}
// since concurrent modifications to the collection
// can disturb the release, we need to try potentially multiple times
boolean successfullyReleased = false;
do {
final Iterator segmentsIterator = segments.iterator();
Object lastOwner = null;
Set segsForOwner = null;
try {
// go over all segments
while (segmentsIterator.hasNext()) {
final MemorySegment seg = segmentsIterator.next();
if (seg == null || seg.isFreed()) {
continue;
}
final Object owner = seg.getOwner();
try {
// get the list of segments by this owner only if it is a different owner than for
// the previous one (or it is the first segment)
if (lastOwner != owner) {
lastOwner = owner;
segsForOwner = this.allocatedSegments.get(owner);
}
// remove the segment from the list
if (segsForOwner != null) {
segsForOwner.remove(seg);
if (segsForOwner.isEmpty()) {
this.allocatedSegments.remove(owner);
}
}
if (isPreAllocated) {
memoryPool.returnSegmentToPool(seg);
}
else {
seg.free();
numNonAllocatedPages++;
}
}
catch (Throwable t) {
throw new RuntimeException(
"Error removing book-keeping reference to allocated memory segment.", t);
}
}
segments.clear();
// the only way to exit the loop
successfullyReleased = true;
}
catch (ConcurrentModificationException | NoSuchElementException e) {
// this may happen in the case where an asynchronous
// call releases the memory. fall through the loop and try again
}
} while (!successfullyReleased);
}
// -------------------- END CRITICAL SECTION -------------------
}
/**
* Releases all memory segments for the given owner.
*
* @param owner The owner memory segments are to be released.
*/
public void releaseAll(Object owner) {
if (owner == null) {
return;
}
// -------------------- BEGIN CRITICAL SECTION -------------------
synchronized (lock) {
if (isShutDown) {
throw new IllegalStateException("Memory manager has been shut down.");
}
// get all segments
final Set segments = allocatedSegments.remove(owner);
// all segments may have been freed previously individually
if (segments == null || segments.isEmpty()) {
return;
}
// free each segment
if (isPreAllocated) {
for (MemorySegment seg : segments) {
memoryPool.returnSegmentToPool(seg);
}
}
else {
for (MemorySegment seg : segments) {
seg.free();
}
numNonAllocatedPages += segments.size();
}
segments.clear();
}
// -------------------- END CRITICAL SECTION -------------------
}
// ------------------------------------------------------------------------
// Properties, sizes and size conversions
// ------------------------------------------------------------------------
/**
* Gets the type of memory (heap / off-heap) managed by this memory manager.
*
* @return The type of memory managed by this memory manager.
*/
public MemoryType getMemoryType() {
return memoryType;
}
/**
* Checks whether this memory manager pre-allocates the memory.
*
* @return True if the memory manager pre-allocates the memory, false if it allocates as needed.
*/
public boolean isPreAllocated() {
return isPreAllocated;
}
/**
* Gets the size of the pages handled by the memory manager.
*
* @return The size of the pages handled by the memory manager.
*/
public int getPageSize() {
return pageSize;
}
/**
* Returns the total size of memory handled by this memory manager.
*
* @return The total size of memory.
*/
public long getMemorySize() {
return memorySize;
}
/**
* Gets the total number of memory pages managed by this memory manager.
*
* @return The total number of memory pages managed by this memory manager.
*/
public int getTotalNumPages() {
return totalNumPages;
}
/**
* Computes to how many pages the given number of bytes corresponds. If the given number of bytes is not an
* exact multiple of a page size, the result is rounded down, such that a portion of the memory (smaller
* than the page size) is not included.
*
* @param fraction the fraction of the total memory per slot
* @return The number of pages to which
*/
public int computeNumberOfPages(double fraction) {
if (fraction <= 0 || fraction > 1) {
throw new IllegalArgumentException("The fraction of memory to allocate must within (0, 1].");
}
return (int) (totalNumPages * fraction / numberOfSlots);
}
/**
* Computes the memory size of the fraction per slot.
*
* @param fraction The fraction of the memory of the task slot.
* @return The number of pages corresponding to the memory fraction.
*/
public long computeMemorySize(double fraction) {
return pageSize * (long) computeNumberOfPages(fraction);
}
/**
* Rounds the given value down to a multiple of the memory manager's page size.
*
* @return The given value, rounded down to a multiple of the page size.
*/
public long roundDownToPageSizeMultiple(long numBytes) {
return numBytes & roundingMask;
}
// ------------------------------------------------------------------------
// Memory Pools
// ------------------------------------------------------------------------
abstract static class MemoryPool {
abstract int getNumberOfAvailableMemorySegments();
abstract MemorySegment allocateNewSegment(Object owner);
abstract MemorySegment requestSegmentFromPool(Object owner);
abstract void returnSegmentToPool(MemorySegment segment);
abstract void clear();
}
static final class HybridHeapMemoryPool extends MemoryPool {
/** The collection of available memory segments. */
private final ArrayDeque availableMemory;
private final int segmentSize;
HybridHeapMemoryPool(int numInitialSegments, int segmentSize) {
this.availableMemory = new ArrayDeque<>(numInitialSegments);
this.segmentSize = segmentSize;
for (int i = 0; i < numInitialSegments; i++) {
this.availableMemory.add(new byte[segmentSize]);
}
}
@Override
MemorySegment allocateNewSegment(Object owner) {
return MemorySegmentFactory.allocateUnpooledSegment(segmentSize, owner);
}
@Override
MemorySegment requestSegmentFromPool(Object owner) {
byte[] buf = availableMemory.remove();
return MemorySegmentFactory.wrapPooledHeapMemory(buf, owner);
}
@Override
void returnSegmentToPool(MemorySegment segment) {
if (segment.getClass() == HybridMemorySegment.class) {
HybridMemorySegment heapSegment = (HybridMemorySegment) segment;
availableMemory.add(heapSegment.getArray());
heapSegment.free();
}
else {
throw new IllegalArgumentException("Memory segment is not a " + HybridMemorySegment.class.getSimpleName());
}
}
@Override
protected int getNumberOfAvailableMemorySegments() {
return availableMemory.size();
}
@Override
void clear() {
availableMemory.clear();
}
}
static final class HybridOffHeapMemoryPool extends MemoryPool {
/** The collection of available memory segments. */
private final ArrayDeque availableMemory;
private final int segmentSize;
HybridOffHeapMemoryPool(int numInitialSegments, int segmentSize) {
this.availableMemory = new ArrayDeque<>(numInitialSegments);
this.segmentSize = segmentSize;
for (int i = 0; i < numInitialSegments; i++) {
this.availableMemory.add(ByteBuffer.allocateDirect(segmentSize));
}
}
@Override
MemorySegment allocateNewSegment(Object owner) {
return MemorySegmentFactory.allocateUnpooledOffHeapMemory(segmentSize, owner);
}
@Override
MemorySegment requestSegmentFromPool(Object owner) {
ByteBuffer buf = availableMemory.remove();
return MemorySegmentFactory.wrapPooledOffHeapMemory(buf, owner);
}
@Override
void returnSegmentToPool(MemorySegment segment) {
if (segment.getClass() == HybridMemorySegment.class) {
HybridMemorySegment hybridSegment = (HybridMemorySegment) segment;
ByteBuffer buf = hybridSegment.getOffHeapBuffer();
availableMemory.add(buf);
hybridSegment.free();
}
else {
throw new IllegalArgumentException("Memory segment is not a " + HybridMemorySegment.class.getSimpleName());
}
}
@Override
protected int getNumberOfAvailableMemorySegments() {
return availableMemory.size();
}
@Override
void clear() {
availableMemory.clear();
}
}
}