Spark Communication Module
1, Spark Cluster Manager can have local, standalone, mesos, yarn and other deployment methods, in order to
Centralized communication mode
1, RPC remote produce call
Spark Communication mechanism:
The advantages and characteristics of Akka are as follows:
1, parallel and distributed: Akka in design with asynchronous communication and distributed architecture
2, Reliability: In the local, remote monitoring and recovery mechanism
3, High-performance: In a stand-alone envi
Rdd Detailed
This article is a summary of the spark Rdd paper, interspersed with some spark's internal implementation summaries, corresponding to the spark version of 2.0. Motivation
The traditional distributed computing framework (such as MapReduce) performs computational tasks in which intermediate results are usually stored on disk, resulting in very large IO consumption, especially for various machine learning algorithms, which need to iterate over the results of the last calculation, and i
streaming becomes a transformation operation on the RDD in Spark, and the RDD is manipulated into intermediate results in memory. The entire streaming calculation can be superimposed on the intermediate results or stored on an external device, depending on the needs of the business. The following figure shows the entire process of the spark streaming.
Figure Spark Streaming architecture
L Fault tolerance : Fault tolerance is of paramount importance for streaming computing. First we need to cla
Jiang Min's August 15 virus broadcast: Beware of "Heaven killer" Beware of online game equipment and other information
Jiang min reminds you today that Trojan/PSW is a virus today. lineage. eko "Heaven killer" variants eko and Trojan/PSW. gamePass. tiq, a variant of "online game thieves", deserves attention.
Virus name: Trojan/PSW. Lineage. eko
Chinese name: "Heaven killer" variant eko
Virus length: 14390 b
lineage: his wife was originally the wife of Yuan Shao's second son, Ma Fei
After the decisive Guandu war, Cao Yu claimed her as a trophy. However, this is not the end, because Cao Zhi's younger brother, Cao Zhi, also owns Cao
As a result, he became interested in his brother's wife and wrote concealed love poems to express his thoughts. Cao Yu imprisoned Cao
Zhi ordered him to make a poem within seven steps, or else he would have to die. Chinese p
(ssc.ischeckpointpresent) {restart ()}Else{Startfirsttime ()}}To this piece has finished sparkstreaming start Receivertracker accept data and generate job through Jobgenerator job generator, run on clusterOf course, we can see in the program in the source code in fact there are a lot of thread pool usage, the author believes that the biggest advantage is that it can reduce the time spent creating new threads and can achieve a high degree of thread reuse (similar to the database connection pool i
focuses on development tuning and resource tuning.Overview of Development tuning tuningThe first step in Spark performance optimization is to pay attention to and apply some of the basic principles of performance optimization during the development of spark jobs. Development tuning, is to let everyone understand the following spark basic development principles, including: RDD lineage design, rational use of operators, special operation optimization.
. For a memory-based computing framework like SPARK, the GC problem is particularly prominent, it will cache a large amount of data in the JVM heap space, which is the data to be used in the calculation, the GC can not be removed, every time the full GC will do a global scan of the data, This is time consuming, and as the computational time increases and the heap memory data grows, the cost of the GC becomes larger.What is the solution? We first analyze what the root cause of this problem is, an
of data is converted to the RDD (resilient distributed Dataset) in Spark, and the spark The transformation operation of Dstream in streaming becomes a transformation operation on the RDD in Spark, and the RDD is manipulated into intermediate results in memory. The entire streaming calculation can be superimposed on the intermediate results or stored on an external device, depending on the needs of the business. Shows the entire process of the spark streaming.
Fault tolerance : Fault tolerance
two excluded cases.Let's imagine someone is an ordinary white-collar worker in Beijing, and his parents are working. But his ancestors were the people of the Republic, and then the ancestors of the Qing aristocracy. This person has a pure "noble blood", even the family has inherited a lot of ancestral habits, and retains some of the ancestors of some of the goods (in the antique market, but also to sell not old and young money). But if we were to define him as a high-class society, he might be
with the disk. C. these restrictions can greatly reduce the automatic error tolerance overhead d. essentially, it is a more general iterative parallel computing framework. Users can control the intermediate computing results and apply them freely to subsequent computing. (3) Fault Tolerance Mechanisms of RDD implement two fault tolerance methods for distributed datasets: Data check points and record updates RDD adopt the record update method: it is costly to record all update points. Therefore,
When RasmusLerdorf (father of php) was about to integrate php, he was very smart and did not choose to write it in plain or Danish, although he has the lineage of both countries. This is very good, otherwise everyone would not like to use this computer language. Instead, he chose the local language because he was in Canada. No
When Rasmus Lerdorf (father of php) was about to integrate php, he was very clever and did not choose to write it in plain or
Search engine algorithm is confidential, and is said to be adjusted every day, no one knows. But Ethan believes that search engine algorithms derive from two methodologies: program inference and user judgment, and program inference is divided into two dimensions: relevance and importance, and user judgments are relative and importance multiplied by the previous factor. Keyword correlation is determined by the density and distribution of keywords in a Web page text field. Importance is also calle
streaming becomes a transformation operation on the RDD in Spark, and the RDD is manipulated into intermediate results in memory. The entire streaming calculation can be superimposed on the intermediate results or stored on an external device, depending on the needs of the business. The following figure shows the entire process of the spark streaming.
Figure Spark Streaming architecture
L Fault tolerance : Fault tolerance is of paramount importance for streaming computing. First we need to cla
used as recovery points. Once the conversion process has an error, using these tables, the process does not need to access the source system again. Similarly, if the loading process fails, there is no need to re-convert. If the aggregation data is purely for the purpose of recovery, then the data should be stored in a sequential file in the file system, not a database. Data aggregation for recovery purposes is particularly important for extracting data from business systems, as data in business
" Application
, Found in the SDK folder Src-server/Lite. It does not know (your) Game's logic (yet), but provides rooms where players can communicate and interact easily. The application
"Lite lolobby"
Extends Lite with lists of rooms if you want your users to select a room manually. lite is a basic room-based game application. It can be found in Src-server/Lite. It does not know your game logic, but provides a room, players can easily communicate and interact with each other. Lite loby
with the lowest number and the longest time in the room. This doesn' t give the masterclient any privileges. but it cocould. example: The masterclient is always the one to start a new round of your game (in the same room ). this does not give the primary client any privileges, but it may: The primary client is always the player who starts the game in the room. If the current masterclient leaves, a new one is assigned immediately. this is done by convention, not explicitly by events. if the curr
Introduction
Ffpython is a C ++ lib, which is to simplify tasks that embed Python and extend Python. as the author, I am a developer for MMO server. mainly I use C ++ to implement part that needs to response user's requests in realtime, while other logic part that needs to be modified frequently is implemented by Python. python makes it possible to reload our part of the server when the server is running. python is so easy that even my colleague with
features on Lite. It adds a new room type: Hall. Here, the Add or exit event is not sent, but the list of currently available room names. Players can easily choose ongoing games. The number of players in the room is available for the increase of This application adds "manual matchmaking" to Lite and cocould also be a basis for your game. this application adds manual match Read more: Lite loby Concepts
MMOThe MMO Demo Application is a good solution fo
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