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Q�A��W`gx��l�����u�ۏ� t��v�F ��$mg��!�pi���j{'�N�����ጬ�=P;;د��U�� L MAX Disruptor is an open-source Java library written by LMAX Exchange, a financial trading platform company.It is an elegant and, especially, performant solution for inter-thread messaging. << /Type /Page /Parent 3 0 R /Resources 6 0 R /Contents 4 0 R /MediaBox [0 0 1024 768] Print Photo Book Fetch photo IDs from Book Load meta data from Database (ID, Dimentions, Source etc.) stream The award celebrates extreme innovation in Java. The Disruptor can be succinctly defined as a circular queue with a configurable sequence of consumers. LMAX Digital is a regulated institutional spot crypto currency exchange which was launched in May 2018. 2020. Trisha Gee introduces the Disruptor – a parallel messaging framework -, explains how to use it in code, and shows how it was used to solve an application’s messaging needs. 4 0 obj >> on the LMAX Disruptor ring[6] to provide queue support. 6 0 obj 通过这篇文章来记录和分享对Disruptor的初步了解认识Disruptor框架。 Disruptor是什么? Disruptor是一个高性能的异步处理框架,或者可以认为是线程间通信的高效低延时的内存消息组件,它最大特点是高性能,其LMAX架构可以获得每秒6百万订单,用1微秒的延迟获得吞吐量为100K+。 Reactive Programming in Java by Vadym Kazulkin and Rodion Alukhanov, ip.labs GmbH Example. Steve Smith is an IT consultant specialising in Digital Transformation, Continuous Delivery, and Operability. Version Repository Usages Date; 3.4.x. But what about D in particular? The Disruptor is a high performance inter-thread message passing framework. In this post, we will describe first the problems related to sharing memory across threads and the traditional queuing systems. YTh鳘Ol\a;A�G�ѧ����7���3����(�S̀9ꘑ�
l{�������vn����m4=]^�{1���C`�����9Q4��,���-���+��#�+k*몪� -N��a�T �Z ��0��?yDC���r �)�u��eU:~rtܲ{cc� ���. Slideshare uses cookies to improve functionality and performance, and to provide you with relevant advertising. The original pattern was written in Java, and … 2. You can download firmware for each model by clicking on the name. Here in the London Java Community there's a lot of interest in the LMAX Disruptor framework. It's a bit like a queue on steroids (but quite a lot of steroids) and is one of the key innovations used to make the LMAX exchange run so fast. The LMAX disruptor is an ultra-high performance, low-latency message exchange between threads. Most of the information from the Java documentation is applicable to the .NET version, especially the c… endobj The LMAX team have released the source code for the Disruptor with an open source licence. [5] [6] Based on proven and proprietary technology from LMAX Group, LMAX Digital allows global institutions to acquire, trade and hold the most liquid digital assets - BTC , ETH , LTC , BCH and XRP safely and securely. (Making the fast, faster)! REMIX also finds a new false sharing bug in SPECjvm2008, and uncovers a true sharing bug in the Single-Day Test Results We ran a latency performance test on June 17th over a 24-hour period to determine the impact of time of day on total latency. Disruptor is a library for the Java programming language that provides a concurrent ring buffer data structure of the same name, developed at LMAX Exchange.It is designed to provide a low-latency, high-throughput work queue in asynchronous event processing architectures. Name Email Dev Id Roles Organization; LMAX Disruptor Development Team: lmax-disruptorgooglegroups.com: team 3. [5] [6] Based on proven and proprietary technology from LMAX Group, LMAX Digital allows global institutions to acquire, trade and hold the most liquid digital assets - BTC , ETH , LTC , BCH and XRP safely and securely. Martin Thompson and Michael Barker talk about building a HPC financial system handling over 100K tps at less than 1ms latency by having a new approach to infrastructure and software. Kubernetes, Mesos, YARN, … Cloud or on-premise Files Sockets REST Mini-batch Spark Batch Spark … Low Latency Flink Ka4a Streams Akka Streams am Persistence 4 0 obj
1 0 obj
LMAX’s “one writer many readers” rule makes sense because of how cache invalidation and so forth work, but disks don’t work that way so the disruptor’s advantage over queues is lost. We operate one global marketplace for FX – enabling transparency, open access and a … 4、随想:Disruptor、完成端口与Mechanical Sympathy. You do have a GC if you want for the dark corners, and the SafeD subset (that I didn't know of before the edit) remove undefined behavior (if you remember to use it! I am new to the LMAX Disruptor, which I am exploring to use it in an multilayered asynchronous project that need to process huge traffic flow. Concurrent Programming Using The Disruptor Trisha Gee, Developer at LMAX @trisha_gee mechanitis.blogspot.com Wednesday, 23 May 12 —The LMAX Architecture “当对性能的追求达到这样的程度,以致对现代硬件构成的理解变得越来越重要。 本文翻译自LMAX关于Disruptor的论文,同时加上一些自己的理解和标注。Disruptor是一个高效的线程间交换数据的基础组件,它使用栅栏(barrier)+序号(Sequencing)机制协调生产者与消费者,从而避免使用锁和CAS,同时还组合使用预分配内存机制、缓存行机制(cache line)、批处理效应(batch effect)来 … x흯W$���$�E�D"�+W�\�\��"�H$�D�9r�S�v����5�s�=݇/�R�TU*�t��|��m����6l��6l��6l��6l��6l��Kx-���[��'M\0�/��E���u���(������E�vb���|tW�T�X��������R\��|�x���N�������,�Ņ � �����������n�|{�|s�|{��N�ұu`�"�Q�ׯ�៕��|==>��������F�������ǏWWW^�ف�j
WW���!k8� Since 2008, Steve has worked on transformation transformation programmes, in leadership and hands-on roles for public and private sector organisations. The benchmark they ran may or may not reflect what you need to accomplish, and unfortunately, these latency/throughput numbers will vary a lot for the slightest change in circumstances. Push-based consumers. }�ʴ���Jb��[N �/A�����#w��H I�C�|v���8~f %����
It has a bounded size, in order to apply backpressure if the consumers are not able to keep up with the producers. endobj
Configurable wait strategies. LMAX Disruptor as real-life example for out-of-the-box thinking. x�T]O�0}ϯ8{K���w췱��MC5��K�)4
��ߍc���F�����q|���[��;��"v����(g��Y��N���l��f=l9�����w�{��N��2���2�)�u�l��������X� << /Length 16 0 R /Type /XObject /Subtype /Image /Width 214 /Height 102 /Interpolate This framework offers data structures and a pattern of use (composed of producers, a ring buffer and consumers) that deal efficiently with concurrent programming, improving time and memory allocation compared to regular Java queue implementations that tend to suffer from write contentions. Dave Farley. LMAX Digital is part of the LMAX Group, whose registered address is Yellow Building, 1A Nicholas Road, London W11 4AN. << /Length 5 0 R /Filter /FlateDecode >> <>
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��w�m�>b�S�[����\�V�D� l-max mobile solution. 5 0 obj 15 0 obj Additionally Cliff points out that there really needs to be some kind of standard CPU/Socket affinity API for VMs so that the relevant threads can share L3/L2 cache and reduce bus saturation. 4. The clear winner of this bakeoff tests is Log4j2 which uses the LMAX Disruptor to handle concurrency. 1- Some background about the Disruptor • Created by LMAX, a trading company, to build a high performance Forex exchange • Is the result of different trials and errors • Challenges the idea that “CPUs are not getting any faster” • Designed to take advantage of the architecture of modern CPUs, following In multi-threaded scenarios Asynchronous Loggers have 10 times higher throughput and orders of magnitude lower latency than Log4j 1.x and Logback. The key features are: 1. ���*�Y)� ,�1(u�~#�ݹXGX,�]F�y�N���{�����Dgq0('r�Y� v�a$@L�� The LMAX disruptor is an ultra-high performance, low-latency message exchange between threads. ��^��{swތ�ۆ�(T�>/��90�| /Cs2 10 0 R >> /Font << /TT1 8 0 R /TT2 9 0 R /TT4 12 0 R >> /XObject << /Im2 Michael Barker. The LMAX disruptor is an ultra-high performance, low-latency message exchange between threads. Optionally lock-free. stream
It is backed by an array, which is initialised up f ront in Note that the underlying Storm thread implementation, LMAX Disruptor, is designed with high-performance inter-thread messaging as a goal. discuss the architecture they devised at LMAX to build their core FX matching engine. Concurrent Programming Using The Disruptor Trisha Gee, Developer at LMAX @trisha_gee mechanitis.blogspot.com Wednesday, 23 May 12 Dave is co-author of the Jolt-award wining book - "Continuous Delivery", and a popular conference speaker on Software Engineering. At a crude level you can think of a Disruptor as a multicast graph of queues where producers put objects on it that are sent to all the consumers for parallel … endobj 3). disruptor-vm: endpoint is supported by this component, providing an alternative to the standard VM.As with the SEDA component, buffers of the disruptor: endpoints are only visible within a single CamelContext and no support is provided for persistence or recovery. LMAX Disruptor 3.0!! stream To push 2000,000 messages into a queue using the LMax disruptor pattern in the most scale-able way possible, the primary intention of this blog post is not to produce code fit for production, this will be addressed in a subsequent blog post. Zero memory allocation after initial setup (the events are pre-allocated). This article introduces the LMAX Disruptorand talks about how it helps to achieve software concurrency with low latency. This data structure is used to pass messages betwee n producers and consumers. %PDF-1.5
Therefore disruptor … In the end, we decided to use the Disruptor framework created by LMAX Exchange [19]. Other than taking this 6M TPS hearsay from 2011 or 2010 for granted, you should run your own tests with Disruptor. %PDF-1.3 We will also see a basic usage of the Disruptor library. LMAX Exchange has open-sourced the Java implementation of the Disruptor component and a number of other libraries. 15 0 R /Im1 13 0 R >> >> Log4j 2 contains next-generation Asynchronous Loggers based on the LMAX Disruptor library. Implementation of the LMAX Disruptor pattern in C++. DISRUPTOR ARCHITECTURE At the heart of the Disruptor is the ring buffer (F ig. true /ColorSpace 7 0 R /Intent /Perceptual /BitsPerComponent 8 /Filter /FlateDecode << /ProcSet [ /PDF /Text /ImageB /ImageC /ImageI ] /ColorSpace << /Cs1 7 0 R endobj
(一)初识Disruptor. "x��|AuG�y$�[jRk. The Disruptor was used as an event-processing engine. tel : (02) 408-1217; home; shop dealer; download; news & event; faq; contact us (Though the goal is definitely to use the Disruptor to manage the concurrency, rather than java.util.Stream.) This allowed the code to be greatly simplified by removing the concurrency concerns. The idea of an “application-level consensus” (for want of a better phrase) that I W hen pushing performance like this, it starts to become important to take account of the way modern hardware is constructed. Cheap 110cc Pocket Bikes,
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lmax disruptor pdf
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Trisha Gee is a developer at LMAX, the London Multi Asset eXchange, trying to get her … This is a simple sketch of how the LMAX Disruptor woks: G�&�*�LY}��̺r� Implementation of the LMAX Disruptor pattern in C++. Trisha Gee of LMAX ran a workshop at Strange Loop 2012 giving a hands on set of exercises demonstrating the syntax of the Disruptor Slideshare uses cookies to improve functionality and performance, and to provide you with relevant advertising. ). Not sure if it matters, but it's also the case that handler 4's logic can be broken into two parts, one requiring that none of handlers 1-3 are being updated and the next requiring only that the first part of handler 4 has finished. While the disruptor pattern is ultimately very simple to work with, setting up multiple consumers with the dependencies between them can require a bit too much boilerplate code for my liking. A Disruptor is a high performance inter-thread messaging system. Implementation of the LMAX Disruptor pattern in C++. The Disruptor is the result of our research and testing. Adding disruptor to pom.xml: com.lmax disruptor 3.3.4 Latest version of disruptor can be found here. See Asynchronous Logging Performance for details. 542 A request is delivered to the platform to send an SMS, the request is cleaned/checked for simple errors and is logged. That example code is outdate, the ValueEntry can not find in Disruptor 2.10, where can find the newest Disruptor example code, if 2.8+ is best! endobj A Disruptor is a high performance inter-thread messaging system. 3 0 obj
Disruptor: High performance alternative to bounded queues (2011) [pdf] (lmax-exchange.github.io) 99 points by cjg on July 8, 2016 | hide | past | web | favorite | 27 comments lomnakkus on July 8, 2016 Concurrent Programming Using The Disruptor Trisha Gee, Developer at LMAX @trisha_gee mechanitis.blogspot.com Thursday, 24 May 12 High Performance Inter-Thread Messaging Library. The original pattern was written in Java, and … This project is the .NET port of LMAX Disruptor. Thanks! LMAX Disruptor is a software pattern and software component for high performance inter-thread communication that avoids the need for message queues or resource locking. Kura API OSGi services that you can re-use in your own components o ClockService o DataService, CloudService o CryptoService (AES, base64, SHA-1) o PositionService (geolocation) o … and many others And of course you can leverage a huge ecosystem of Java and OSGi libraries Log4j 2 contains next-generation Asynchronous Loggers based on the LMAX Disruptor library. LMAX as the Java bounded queue with the best performance [22]) to determine if Disruptor could be a better structure for data transfer than the traditional queues. Rule out Python-level issues when tuning your topology: bottlenecks where the number of spout and bolt processes are out of balance If you continue browsing the site, you agree to the use of cookies on this website. In particular, Disruptor works best when there is a one-to-one ratio of disruptor threads and cpu cores. LMAX Disruptor pdf [PDF] LMAX disruptor, Disruptor: High performance alternative to bounded queues for exchanging data between concurrent threads. 1�V�1� The disruptor-vm component is not available on Camel Quarkus. We found that cache misses at the CPU-level, and locks requiring kernel arbitration are both extremely costly, so we created a framework which has "mechanical sympathy" for the hardware it’s running on, and that’s lock-free. �]����͔�����l˼5Yk�h������VWV��V��>���"�����sZ�l� IUY�M�6EU^WY[����~X}]4p v�խ�D�����4�`�X�i�.o�����/%v0�l��Iq��}�\Y���1��,�?M�2�ZJk)���'>w��;��Uj��ʋN����*��tۿzo�۱�h.��l�|��1&/�@�"K��b8�o�\e?�����3arC^GϚ�jg��=�ʂ�!�"�7m��ʡΛF�Z&�v�������Ow���¤pBe:��
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Q�A��W`gx��l�����u�ۏ� t��v�F ��$mg��!�pi���j{'�N�����ጬ�=P;;د��U�� L MAX Disruptor is an open-source Java library written by LMAX Exchange, a financial trading platform company.It is an elegant and, especially, performant solution for inter-thread messaging. << /Type /Page /Parent 3 0 R /Resources 6 0 R /Contents 4 0 R /MediaBox [0 0 1024 768] Print Photo Book Fetch photo IDs from Book Load meta data from Database (ID, Dimentions, Source etc.) stream The award celebrates extreme innovation in Java. The Disruptor can be succinctly defined as a circular queue with a configurable sequence of consumers. LMAX Digital is a regulated institutional spot crypto currency exchange which was launched in May 2018. 2020. Trisha Gee introduces the Disruptor – a parallel messaging framework -, explains how to use it in code, and shows how it was used to solve an application’s messaging needs. 4 0 obj >> on the LMAX Disruptor ring[6] to provide queue support. 6 0 obj 通过这篇文章来记录和分享对Disruptor的初步了解认识Disruptor框架。 Disruptor是什么? Disruptor是一个高性能的异步处理框架,或者可以认为是线程间通信的高效低延时的内存消息组件,它最大特点是高性能,其LMAX架构可以获得每秒6百万订单,用1微秒的延迟获得吞吐量为100K+。 Reactive Programming in Java by Vadym Kazulkin and Rodion Alukhanov, ip.labs GmbH Example. Steve Smith is an IT consultant specialising in Digital Transformation, Continuous Delivery, and Operability. Version Repository Usages Date; 3.4.x. But what about D in particular? The Disruptor is a high performance inter-thread message passing framework. In this post, we will describe first the problems related to sharing memory across threads and the traditional queuing systems. YTh鳘Ol\a;A�G�ѧ����7���3����(�S̀9ꘑ�
l{�������vn����m4=]^�{1���C`�����9Q4��,���-���+��#�+k*몪� -N��a�T �Z ��0��?yDC���r �)�u��eU:~rtܲ{cc� ���. Slideshare uses cookies to improve functionality and performance, and to provide you with relevant advertising. The original pattern was written in Java, and … 2. You can download firmware for each model by clicking on the name. Here in the London Java Community there's a lot of interest in the LMAX Disruptor framework. It's a bit like a queue on steroids (but quite a lot of steroids) and is one of the key innovations used to make the LMAX exchange run so fast. The LMAX disruptor is an ultra-high performance, low-latency message exchange between threads. Most of the information from the Java documentation is applicable to the .NET version, especially the c… endobj The LMAX team have released the source code for the Disruptor with an open source licence. [5] [6] Based on proven and proprietary technology from LMAX Group, LMAX Digital allows global institutions to acquire, trade and hold the most liquid digital assets - BTC , ETH , LTC , BCH and XRP safely and securely. (Making the fast, faster)! REMIX also finds a new false sharing bug in SPECjvm2008, and uncovers a true sharing bug in the Single-Day Test Results We ran a latency performance test on June 17th over a 24-hour period to determine the impact of time of day on total latency. Disruptor is a library for the Java programming language that provides a concurrent ring buffer data structure of the same name, developed at LMAX Exchange.It is designed to provide a low-latency, high-throughput work queue in asynchronous event processing architectures. Name Email Dev Id Roles Organization; LMAX Disruptor Development Team: lmax-disruptorgooglegroups.com: team 3. [5] [6] Based on proven and proprietary technology from LMAX Group, LMAX Digital allows global institutions to acquire, trade and hold the most liquid digital assets - BTC , ETH , LTC , BCH and XRP safely and securely. Martin Thompson and Michael Barker talk about building a HPC financial system handling over 100K tps at less than 1ms latency by having a new approach to infrastructure and software. Kubernetes, Mesos, YARN, … Cloud or on-premise Files Sockets REST Mini-batch Spark Batch Spark … Low Latency Flink Ka4a Streams Akka Streams am Persistence 4 0 obj
1 0 obj
LMAX’s “one writer many readers” rule makes sense because of how cache invalidation and so forth work, but disks don’t work that way so the disruptor’s advantage over queues is lost. We operate one global marketplace for FX – enabling transparency, open access and a … 4、随想:Disruptor、完成端口与Mechanical Sympathy. You do have a GC if you want for the dark corners, and the SafeD subset (that I didn't know of before the edit) remove undefined behavior (if you remember to use it! I am new to the LMAX Disruptor, which I am exploring to use it in an multilayered asynchronous project that need to process huge traffic flow. Concurrent Programming Using The Disruptor Trisha Gee, Developer at LMAX @trisha_gee mechanitis.blogspot.com Wednesday, 23 May 12 —The LMAX Architecture “当对性能的追求达到这样的程度,以致对现代硬件构成的理解变得越来越重要。 本文翻译自LMAX关于Disruptor的论文,同时加上一些自己的理解和标注。Disruptor是一个高效的线程间交换数据的基础组件,它使用栅栏(barrier)+序号(Sequencing)机制协调生产者与消费者,从而避免使用锁和CAS,同时还组合使用预分配内存机制、缓存行机制(cache line)、批处理效应(batch effect)来 … x흯W$���$�E�D"�+W�\�\��"�H$�D�9r�S�v����5�s�=݇/�R�TU*�t��|��m����6l��6l��6l��6l��6l��Kx-���[��'M\0�/��E���u���(������E�vb���|tW�T�X��������R\��|�x���N�������,�Ņ � �����������n�|{�|s�|{��N�ұu`�"�Q�ׯ�៕��|==>��������F�������ǏWWW^�ف�j
WW���!k8� Since 2008, Steve has worked on transformation transformation programmes, in leadership and hands-on roles for public and private sector organisations. The benchmark they ran may or may not reflect what you need to accomplish, and unfortunately, these latency/throughput numbers will vary a lot for the slightest change in circumstances. Push-based consumers. }�ʴ���Jb��[N �/A�����#w��H I�C�|v���8~f %����
It has a bounded size, in order to apply backpressure if the consumers are not able to keep up with the producers. endobj
Configurable wait strategies. LMAX Disruptor as real-life example for out-of-the-box thinking. x�T]O�0}ϯ8{K���w췱��MC5��K�)4
��ߍc���F�����q|���[��;��"v����(g��Y��N���l��f=l9�����w�{��N��2���2�)�u�l��������X� << /Length 16 0 R /Type /XObject /Subtype /Image /Width 214 /Height 102 /Interpolate This framework offers data structures and a pattern of use (composed of producers, a ring buffer and consumers) that deal efficiently with concurrent programming, improving time and memory allocation compared to regular Java queue implementations that tend to suffer from write contentions. Dave Farley. LMAX Digital is part of the LMAX Group, whose registered address is Yellow Building, 1A Nicholas Road, London W11 4AN. << /Length 5 0 R /Filter /FlateDecode >> <>
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��w�m�>b�S�[����\�V�D� l-max mobile solution. 5 0 obj 15 0 obj Additionally Cliff points out that there really needs to be some kind of standard CPU/Socket affinity API for VMs so that the relevant threads can share L3/L2 cache and reduce bus saturation. 4. The clear winner of this bakeoff tests is Log4j2 which uses the LMAX Disruptor to handle concurrency. 1- Some background about the Disruptor • Created by LMAX, a trading company, to build a high performance Forex exchange • Is the result of different trials and errors • Challenges the idea that “CPUs are not getting any faster” • Designed to take advantage of the architecture of modern CPUs, following In multi-threaded scenarios Asynchronous Loggers have 10 times higher throughput and orders of magnitude lower latency than Log4j 1.x and Logback. The key features are: 1. ���*�Y)� ,�1(u�~#�ݹXGX,�]F�y�N���{�����Dgq0('r�Y� v�a$@L�� The LMAX disruptor is an ultra-high performance, low-latency message exchange between threads. ��^��{swތ�ۆ�(T�>/��90�| /Cs2 10 0 R >> /Font << /TT1 8 0 R /TT2 9 0 R /TT4 12 0 R >> /XObject << /Im2 Michael Barker. The LMAX disruptor is an ultra-high performance, low-latency message exchange between threads. Optionally lock-free. stream
It is backed by an array, which is initialised up f ront in Note that the underlying Storm thread implementation, LMAX Disruptor, is designed with high-performance inter-thread messaging as a goal. discuss the architecture they devised at LMAX to build their core FX matching engine. Concurrent Programming Using The Disruptor Trisha Gee, Developer at LMAX @trisha_gee mechanitis.blogspot.com Wednesday, 23 May 12 Dave is co-author of the Jolt-award wining book - "Continuous Delivery", and a popular conference speaker on Software Engineering. At a crude level you can think of a Disruptor as a multicast graph of queues where producers put objects on it that are sent to all the consumers for parallel … endobj 3). disruptor-vm: endpoint is supported by this component, providing an alternative to the standard VM.As with the SEDA component, buffers of the disruptor: endpoints are only visible within a single CamelContext and no support is provided for persistence or recovery. LMAX Disruptor 3.0!! stream To push 2000,000 messages into a queue using the LMax disruptor pattern in the most scale-able way possible, the primary intention of this blog post is not to produce code fit for production, this will be addressed in a subsequent blog post. Zero memory allocation after initial setup (the events are pre-allocated). This article introduces the LMAX Disruptorand talks about how it helps to achieve software concurrency with low latency. This data structure is used to pass messages betwee n producers and consumers. %PDF-1.5
Therefore disruptor … In the end, we decided to use the Disruptor framework created by LMAX Exchange [19]. Other than taking this 6M TPS hearsay from 2011 or 2010 for granted, you should run your own tests with Disruptor. %PDF-1.3 We will also see a basic usage of the Disruptor library. LMAX Exchange has open-sourced the Java implementation of the Disruptor component and a number of other libraries. 15 0 R /Im1 13 0 R >> >> Log4j 2 contains next-generation Asynchronous Loggers based on the LMAX Disruptor library. Implementation of the LMAX Disruptor pattern in C++. DISRUPTOR ARCHITECTURE At the heart of the Disruptor is the ring buffer (F ig. true /ColorSpace 7 0 R /Intent /Perceptual /BitsPerComponent 8 /Filter /FlateDecode << /ProcSet [ /PDF /Text /ImageB /ImageC /ImageI ] /ColorSpace << /Cs1 7 0 R endobj
(一)初识Disruptor. "x��|AuG�y$�[jRk. The Disruptor was used as an event-processing engine. tel : (02) 408-1217; home; shop dealer; download; news & event; faq; contact us (Though the goal is definitely to use the Disruptor to manage the concurrency, rather than java.util.Stream.) This allowed the code to be greatly simplified by removing the concurrency concerns. The idea of an “application-level consensus” (for want of a better phrase) that I W hen pushing performance like this, it starts to become important to take account of the way modern hardware is constructed.
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