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https://issues.apache.org/jira/browse/FLINK-1320?page=com.atlassian.jira.plugin.system.issuetabpanels:comment-tabpanel&focusedCommentId=14269300#comment-14269300
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ASF GitHub Bot commented on FLINK-1320:
---------------------------------------
Github user mxm commented on a diff in the pull request:
https://github.com/apache/flink/pull/290#discussion_r22651672
--- Diff:
flink-core/src/main/java/org/apache/flink/core/memory/DirectMemorySegment.java
---
@@ -0,0 +1,560 @@
+/*
+ * 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.core.memory;
+
+import java.io.DataInput;
+import java.io.DataOutput;
+import java.io.IOException;
+import java.lang.reflect.Field;
+import java.nio.BufferOverflowException;
+import java.nio.BufferUnderflowException;
+import java.nio.ByteBuffer;
+
+/**
+ * This class uses in parts code from Java's direct byte buffer API.
+ *
+ * The use in this class two crucial additions:
+ * - It uses collapsed checks for range check and memory segment disposal.
+ * - It offers absolute positioning methods for byte array put/get
methods, to guarantee thread safe use.
+ *
+ * In addition, the code that uses this class should make sure that only
one implementation class is ever loaded -
+ * Either the {@link HeapMemorySegment}, or this DirectMemorySegment. That
way, all the abstract methods in the
+ * MemorySegment base class have only one loaded actual implementation.
This is easy for the JIT to recognize through
+ * class hierarchy analysis, or by identifying that the invocations are
monomorphic (all go to the same concrete
+ * method implementation). Under this precondition, the JIT can perfectly
inline methods.
+ *
+ * This is harder to do and control with byte buffers, where different
code paths use different versions of the class
+ * (heap, direct, mapped) and thus virtual method invocations are
polymorphic and are not as easily inlined.
+ */
+public class DirectMemorySegment extends MemorySegment {
+
+ /** The direct byte buffer that allocated the memory */
+ protected final ByteBuffer buffer;
+
+ /** The address to the off-heap data */
+ private long address;
+
+ /** The address one byte after the last addressable byte.
+ * This is address + size while the segment is not disposed */
+ private final long addressLimit;
+
+ /** The size in bytes of the memory segment */
+ private final int size;
+
+ //
-------------------------------------------------------------------------
+ // Constructors
+ //
-------------------------------------------------------------------------
+
+ public DirectMemorySegment(int size) {
+ this(ByteBuffer.allocateDirect(size));
+ }
+
+ public DirectMemorySegment(ByteBuffer buffer) {
+ if (buffer == null || !buffer.isDirect()) {
+ throw new IllegalArgumentException();
+ }
+
+ this.buffer = buffer;
+ this.size = buffer.capacity();
+ this.address = getAddress(buffer);
+ this.addressLimit = this.address + size;
+
+ if (address >= Long.MAX_VALUE - Integer.MAX_VALUE) {
+ throw new RuntimeException("Segment initialized with
too large address: " + address);
+ }
+ }
+
+ //
-------------------------------------------------------------------------
+ // MemorySegment Accessors
+ //
-------------------------------------------------------------------------
+
+
+ @Override
+ public final boolean isFreed() {
+ return this.address > this.addressLimit;
+ }
+
+ public final void free() {
+ // this ensures we can place no more data and trigger
+ // the checks for the freed segment
+ this.address = this.addressLimit + 1;
+ }
+
+ @Override
+ public final int size() {
+ return this.size;
+ }
+
+ @Override
+ public ByteBuffer wrap(int offset, int length) {
+ if (offset < 0 || offset > this.size || offset > this.size -
length) {
+ throw new IndexOutOfBoundsException();
+ }
+
+ this.buffer.limit(offset + length);
+ this.buffer.position(offset);
+
+ return this.buffer;
+ }
+
+
+ //
------------------------------------------------------------------------
+ // Random Access get() and put() methods
+ //
------------------------------------------------------------------------
+
+ @Override
+ @SuppressWarnings("restriction")
+ public final byte get(int index) {
+
+ final long pos = address + index;
+ if (index >= 0 && pos < addressLimit) {
+ return UNSAFE.getByte(pos);
+ }
+ else if (address > addressLimit) {
+ throw new IllegalStateException("disposed");
--- End diff --
Thanks. I'll change that.
> Add an off-heap variant of the managed memory
> ---------------------------------------------
>
> Key: FLINK-1320
> URL: https://issues.apache.org/jira/browse/FLINK-1320
> Project: Flink
> Issue Type: Improvement
> Components: Local Runtime
> Reporter: Stephan Ewen
> Priority: Minor
>
> For (nearly) all memory that Flink accumulates (in the form of sort buffers,
> hash tables, caching), we use a special way of representing data serialized
> across a set of memory pages. The big work lies in the way the algorithms are
> implemented to operate on pages, rather than on objects.
> The core class for the memory is the {{MemorySegment}}, which has all methods
> to set and get primitives values efficiently. It is a somewhat simpler (and
> faster) variant of a HeapByteBuffer.
> As such, it should be straightforward to create a version where the memory
> segment is not backed by a heap byte[], but by memory allocated outside the
> JVM, in a similar way as the NIO DirectByteBuffers, or the Netty direct
> buffers do it.
> This may have multiple advantages:
> - We reduce the size of the JVM heap (garbage collected) and the number and
> size of long living alive objects. For large JVM sizes, this may improve
> performance quite a bit. Utilmately, we would in many cases reduce JVM size
> to 1/3 to 1/2 and keep the remaining memory outside the JVM.
> - We save copies when we move memory pages to disk (spilling) or through
> the network (shuffling / broadcasting / forward piping)
> The changes required to implement this are
> - Add a {{UnmanagedMemorySegment}} that only stores the memory adress as a
> long, and the segment size. It is initialized from a DirectByteBuffer.
> - Allow the MemoryManager to allocate these MemorySegments, instead of the
> current ones.
> - Make sure that the startup script pick up the mode and configure the heap
> size and the max direct memory properly.
> Since the MemorySegment is probably the most performance critical class in
> Flink, we must take care that we do this right. The following are critical
> considerations:
> - If we want both solutions (heap and off-heap) to exist side-by-side
> (configurable), we must make the base MemorySegment abstract and implement
> two versions (heap and off-heap).
> - To get the best performance, we need to make sure that only one class
> gets loaded (or at least ever used), to ensure optimal JIT de-virtualization
> and inlining.
> - We should carefully measure the performance of both variants. From
> previous micro benchmarks, I remember that individual byte accesses in
> DirectByteBuffers (off-heap) were slightly slower than on-heap, any larger
> accesses were equally good or slightly better.
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