I. What is a real-time computing system? (Flow-based calculation) 1. Offline computing and real-time computing Offline computing real-time computing (streaming computing)Typical for mapReduce Apache Strom,spark streaming and JstreamReal-time data on data HDFsAcquisition of data Sqoop (batch import) flumeSave Results on HDFS Redis (Hdfs,hbase,hive,jdbc[oracle,mysql])2. Example: Tap water Treatment3,strom Arc
Note: The jstorm is immediately fused to the Strom kernel, which means there is no Strom in the future. But Twitter has preached about their heron system,Jstorm Author's blog Analysis: in- depth analysis of Twitter Heron[http://www.longda.us/?p=529] Twitter Heron[http// WWW.LONGDA.US/?P=529]Configuring Executors and tasks (threads and instances)Please always remember the title: Executors and tasks (threads
(Tuple. getString (0) + "!!!"));
_collector.ack (tuple); @Override public void Declareoutputfields (Outputfieldsdeclarer declarer) {declarer.declare (New Fields ("W
Ord ")); } public static void Main (string[] args) throws Exception {//Create a topology map Topologybuilder builder = new Topol
Ogybuilder ();
Set the source of the data according to the Dag Strom graph Builder.setspout ("word", new Testwordspout (), 10);
Processing
---restore content starts---Storm is a real-time, distributed and highly fault -Tolerant computing system . Like Hadoop, Storm can handle large volumes of data, but Storm can make processing more real-time with high reliability , which means that all information is processed. Storm also has fault tolerance and distributed computing features, which allows storm to scale to different machines for large batches of data processing.
the similarities and differences between Storm and Hadoop1,
Strom concurrency Model:How does the topology work? (Can be compared with mapreduce)First Floor: ClusterSecond Layer: Supervisor (host, node, machine)Third Floor:
worker (process)
Fourth Floor:
Executor (thread)
Layer Fifth: Task (objects of threads, such as spout and blot)//topology:n workers== per ==>1 excutor=>1 task//At this point, it's the same as the MapReduce one.
Topology Code
compiled in windows!
4. Verify that Maven is configured successfully.
Run mvn-v in the cmd window. The installed Maven version is displayed.
Download storm-starter compilation and import the eclipse project
1. Download the strom starter code git clone https://github.com/nathanmarz/storm-starter.git
2. Use mvn-f m2-pom.xml package for compilation
3. Copy m2_pom.xml in the storm-starter directory to pom. xml, because eclipse requires pom. xml
4. Use mv
Storm is a real-time, distributed and highly fault -Tolerant computing system . Like Hadoop, Storm can handle large volumes of data, but Storm can make processing more real-time with high reliability , which means that all information is processed. Storm also has fault tolerance and distributed computing features, which allows storm to scale to different machines for large batches of data processing.
the similarities and differences between Storm and Hadoop1,
particular type on a Ceph Node, execute one of the following:$ sudo start ceph-osd-allTo start a specific daemon instance on a Ceph Node, execute one of the following:$ sudo start ceph-osd id=0 # start osd.0 for exampleTo stop all daemons of a particular type on a Ceph Node, execute one of the following:$ sudo stop Ceph-osd-allTo stop a specific daemon instance on a Ceph Node, execute one of the following:$ sudo stop ceph-osd id=0 # sto osd.0 for example9. Rebalance the data when some OSD hits
1. All hosts need to install JDK and configure JDK environment variable 2, all the host installed SSH, and each other to achieve no secret access 3, modify the host hosts: File/etc/hosts, to ensure that the machine through the machine name can exchange visits 4. Install Python 2.6 and above (Storm ) 5, ZeroMQJava code
wget http://download.zeromq.org/zeromq-2.1.7.tar.gz
TAR-XZF zeromq-2.1. 7. tar.gz
CD zeromq-2.1. 7
./configure
Make
sudo make install
During
With a storm-starter, when trying to build a package using maven, The twitter4j-core and twitter4j-stream are always not found, reporting Failure to transfer org. twitter4j: twitter4j-core: 2.2.6-SNAPSHOT ................ The reason is that
A very practical phpstrom quick input technique.
For example: When you write data[' descrition '] data[' name ' data[' Piclogo ', it's annoying to write every time, you can do this
These are the CMS fields, you want to reach the input Cmskey tab
1. IntroductionTwitter relies on a lot of real-time streaming. Over the years, Twitter has been using Strom inside. But at the present scale, the use of Strom has become increasingly challenging. In particular, it involves issues such as scalability, debug capabilities, manageability capabilities, and efficient resource allocation with other data services.A big challenge is debug-ability. When a topo is not
are used. All awk statements consist of modes and actions, which determine when the Action Statement is triggered and trigger events. If the mode part is ignored, the action is always executed. Mode, but any conditional statement, statement, or regular expression. BEGIN: sets the count and print head before any Text Browsing action. END: used to print the total number of output files and the ending status mark after awk completes file browsing. Action, specified in {}; mostly used for printing;
Red:color = signal.green;break;case Yellow:color = signal.red;break;case Green:color = Signal.YELLOW;break;}}}Usage Three: Add a new method to the enumerationIf you intend to customize your own method, you must add a semicolon at the end of the enum instance sequence. And Java requires that an enum instance be defined first . Java code
Public enum Color {
Red ("Red", 1), Green ("green", 2), BLANK ("White", 3), Yello ("Yellow", 4);
//Member v
:
Using system;
Using system. Windows. forms;
Namespace northwind
{
Public class RED: ipolimorphism // method for implementing the interface
{
Public void say () // you do not need to specify the override keyword
{
MessageBox. Show ("red! ");
}
}
Public class Yello: ipolimorphism
{
Public void say () // you do not need to specify the override keyword
{
MessageBox. Show ("
();
}
Create a class1.cs file, define two classes, and extend ipolimorfism:
Using system;
Using system. Windows. forms;
Namespace northwind
{
Public class RED: ipolimorphism // method for implementing the interface
{
Public void say () // you do not need to specify the override keyword
{
MessageBox. Show ("red! ");
}
}
Public class Yello: ipolimorphism
{
Public void say () // you do not need to specify the override keyword
{
MessageBox. Show ("
-Implementation of polymorphism:
public interface IPolimorphism() { void Say(); }
Create a Class1.cs file, define two classes, and extend IPolimorfism:
Using System; using System. windows. forms; namespace NorthWind {public class Red: IPolimorphism // method for implementing the interface {public void Say () // you do not need to specify the override keyword {MessageBox. show ("Red! ") ;}} Public class Yello: IPolimorphism {public void
Today's meeting to discuss why log processing uses both Flume and Kafka, is it possible to use only Kafka without Flume? The idea was to use only the Flume interface, whether it is the input interface (socket and file) and the output interface (kafka/hdfs/hbase, etc.).Consider a single scenario, and from a simplified system perspective, it might be better to use only one that meets the needs of the application. However, in view of the existing system business development, in order to later flexi
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