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Hadoop MapReduce

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Hadoop – MapReduce

MapReduce is a framework using which we can write applications to process huge amounts of data, in parallel, on large clusters of commodity hardware in a reliable manner.

What is MapReduce?

MapReduce is a processing technique and a program model for distributed computing based on java. The MapReduce algorithm contains two important tasks, namely Map and Reduce. Map takes a set of data and converts it into another set of data, where individual elements are broken down into tuples (key/value pairs). Secondly, reduce task, which takes the output from a map as an input and combines those data tuples into a smaller set of tuples. As the sequence of the name MapReduce implies, the reduce task is always performed after the map job.

The major advantage of MapReduce is that it is easy to scale data processing over multiple computing nodes. Under the MapReduce model, the data processing primitives are called mappers and reducers. Decomposing a data processing application into mappers and reducers is sometimes nontrivial. But, once we write an application in the MapReduce form, scaling the application to run over hundreds, thousands, or even tens of thousands of machines in a cluster is merely a configuration change. This simple scalability is what has attracted many programmers to use the MapReduce model.

The Algorithm

Generally MapReduce paradigm is based on sending the computer to where the data resides!

MapReduce program executes in three stages, namely map stage, shuffle stage, and reduce stage.

Map stage. The map or mapper’s job is to process the input data. Generally the input data is in the form of file or directory and is stored in the Hadoop file system (HDFS). The input file is passed to the mapper function line by line. The mapper processes the data and creates several small chunks of data.

Reduce stage. This stage is the combination of the Shuffle stage and the Reduce stage. The Reducer’s job is to process the data that comes from the mapper. After processing, it produces a new set of output, which will be stored in the HDFS.

During a MapReduce job, Hadoop sends the Map and Reduce tasks to the appropriate servers in the cluster.

The framework manages all the details of data-passing such as issuing tasks, verifying task completion, and copying data around the cluster between the nodes.

Most of the computing takes place on nodes with data on local disks that reduces the network traffic.

After completion of the given tasks, the cluster collects and reduces the data to form an appropriate result, and sends it back to the Hadoop server.

Inputs and Outputs (Java Perspective)

The MapReduce framework operates on key, value pairs, that is, the framework views the input to the job as a set of key, value pairs and produces a set of key, value pairs as the output of the job, conceivably of different types.

The key and the value classes should be in serialized manner by the framework and hence, need to implement the Writable interface. Additionally, the key classes have to implement the Writable-Comparable interface to facilitate sorting by the framework. Input and Output types of a MapReduce job: (Input) k1, v1 – map – k2, v2 – reduce – k3, v3 (Output).

If the above data is given as input, we have to write applications to process it and produce results such as finding the year of maximum usage, year of minimum usage, and so on. This is a walkover for the programmers with finite number of records. They will simply write the logic to produce the required output, and pass the data to the application written.

But, think of the data representing the electrical consumption of all the largescale industries of a particular state, since its formation.

When we write applications to process such bulk data,

  • They will take a lot of time to execute.
  • There will be a heavy network traffic when we move data from source to network server and so on.

To solve these problems, we have the MapReduce framework.

Input Data

The above data is saved as sample.txt and given as input. The input file looks as shown below.

Example Program

Given below is the program to the sample data using MapReduce framework.

Save the above program as ProcessUnits.java. The compilation and execution of the program is explained below.

Compilation and Execution of Process Units Program

Let us assume we are in the home directory of a Hadoop user (e.g. /home/hadoop).

Follow the steps given below to compile and execute the above program.

Step 1

The following command is to create a directory to store the compiled java classes.

Step 2

Download Hadoop-core-1.2.1.jar, which is used to compile and execute the MapReduce program. Visit the following link http://mvnrepository.com/artifact/org.apache.hadoop/hadoop-core/1.2.1 to download the jar. Let us assume the downloaded folder is /home/hadoop/.

Step 3

The following commands are used for compiling the ProcessUnits.java program and creating a jar for the program.

Step 4

The following command is used to create an input directory in HDFS.

Step 5

The following command is used to copy the input file named sample.txt in the input directory of HDFS.

Step 6

The following command is used to verify the files in the input directory.

Step 7

The following command is used to run the Eleunit_max application by taking the input files from the input directory.

Wait for a while until the file is executed. After execution, as shown below, the output will contain the number of input splits, the number of Map tasks, the number of reducer tasks, etc.

Step 8

The following command is used to verify the resultant files in the output folder.

Step 9

The following command is used to see the output in Part-00000 file. This file is generated by HDFS.

Below is the output generated by the MapReduce program.

Step 10

The following command is used to copy the output folder from HDFS to the local file system for analyzing.

Important Commands

All Hadoop commands are invoked by the $HADOOP_HOME/bin/hadoop command. Running the Hadoop script without any arguments prints the description for all commands.

Usage. hadoop [–config confdir] COMMAND

The following table lists the options available and their description.


Construction, Arborist, Dirt, Crane Equipment Dealer New Jersey, Delaware, Pennsylvania – Modern Equipment & Supply #bucks #county, #delaware #county, #montgomery #county, #berks #county, #burlington #county, #philadelphia, #modern #group, #material #handling, #philadelphia, #construction #equipment, #new #york, #delaware, #service, #industrial #equipment, #annual #machine #inspections, #osha, #maintenance, #fleet, #oem #parts, #parts, #earth #moving, #new #holland, #terex, #aerial #work #platforms, #genie, #biljax, #jlg, #haulotte, #snorkel, #cranes, #elliot, #palfinger, #auto #crane, #snooper, #rough #terrain #forklifts, #lull, #skytrak, #concrete, #husqvarna, #stone, #bmi, #ez #grout, #multi #quip, #stihl, #oztech, #compaction, #bomag, #honda, #mmd, #allmand, #chippers, #grinders, #bandit, #general #construction, #apt, #dewalt, #karcher, #loaders, #backhoes, #skid #steer, #excavators, #wheel #loaders, #boom #lifts, #scissor #lifts, #bucket #trucks, #industrial #cranes, #telehandlers, #telescopic #handlers, #air #compressors, #branch #chippers, #stump #grinders, #chain #saws, #towable #generators, #altec, #arborist, #bandit #chipper, #downed #trees, #dirt, #construction, #landscaping, #tree #trimming #business


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Modern Equipment & Supply covers Pennsylvania, New Jersey, New York and Delaware with industry leading service and equipment offerings.

Our technicians provide full service options for equipment large and small with 24/7 emergency road service available to keep your operation running. We can handle repairs from planned maintenance, AMI inspection, and emergency repairs for all equipment classes we sell, no matter their make and model.

We are the exclusive Hyundai Construction Equipment dealer in New Jersey and Eastern Pennsylvania and carry their full line of Excavators and Wheel Loaders. We are the #1 volume Bandit dealer �in America with an impressive inventory of hand-fed chippers and stump grinders for all applications. We carry loaders and mini-excavators from Mustang along with the exclusive Avant �dealer in the state of New Jersey. We also carry telehandlers and rough terrain forklifts from JLG along with boom and bucket trucks �from Elliott, Altec and Terex.

Modern Equipment & Supply purchases used equipment �from customers.�Chippers, stump grinders, bucket trucks, loaders, aerial work platforms, and more. Interested in selling your equipment outright or as part of a trade-in? Contact Ron Dortone Jr.

In addition we have all of your parts, supplies and gear needs covered. Our Central Parts �team can source parts for all your equipment, even discontinued makes and models, and ship them nationwide. We carry safety and climbing gear for arborists and specialized attachments for your equipment to maximize your effort on the job site. We even carry an impressive lineup of Midsota trailers to get your equipment to your job.

From dirt, aerial, construction and arborist work count on Modern Equipment & Supply.

Need Service? Call Tony or Ryan.

Our service reps will coordinate all aspects of your equipment’s service needs. From evaluating needed repairs, proactively scheduling service, and coordinating pickup and delivery: Tony and Ryan are your resource.

Tony Haskoor
Southeastern PA
609-784-3572
HaskoorT [at] moderngroup.com

Ryan Smith
Lehigh Valley and Northeastern PA
732-489-4710
SmithR2 [at] moderngroup.com

Hyundai Construction Equipment

Modern Equipment Supply is proud to be the exclusive Hyundai Construction Equipment Dealer for New Jersey and Eastern Pennsylvania. We carry the full range of heavy construction products from wheel loaders and excavators to high capacity mini-excavators. Hyundai represents the state of the art construction solution combining unparalleled standard features, remarkably low cost of ownership, world renowned build quality, and efficient serviceability

Hyundai’s 9A series cabins offers lots of amenities, additional space and a comfortable seat to minimize stress of the operator. A powerful climate control system provides the operator with optimum air temperature. An advanced audio system with AM/FM stereo with MP3 interface and USB input, plus remotely located controls is perfect for listening to music favorites. The advanced new LCD touch screen monitors allows the operator to easily and efficiently control the machine. The operator can adjust boom kick-out and bucket position via overhead switches while monitoring the adjustment settings through the monitor. An integrated load weighing system that contributes to improved work efficiency, can also be viewed through the monitor. Self-diagnostics, color rear-view camera maintenance check lists and start-up machine security, were integrated into the monitor to make the machine more versatile and the operator more productive. The new monitor display unit is mounted on an adjustable swivel to reduce glare and position according to operator preference. Also, newly designed multimedia menu provides music video player function for an enjoyable work.

Hi-mate (Remote Management System)

Hi-mate, Hyundai’s proprietary remote management system, provides operators and dealer service personnel access to vital service and diagnostic information on the machine from any computer with internet access. Users can pinpoint machine location using digital mapping and set machine work boundaries, reducing the need for multiple service calls. Hi-mate saves time and money for the owner and dealer by promoting preventative maintenance and reducing machine downtime.

Your Hyundai Sales Experts:

Lehigh Valley and Northeastern Pennsylvania

Central Pennsylvania, Philadelphia Area

Modern Equipment Supply is a proud member of Pennsylvania’s COSTARS . COSTARS is the Commonwealth of Pennsylvania’s cooperative purchasing program administered by the Department of General Services (DGS) Bureau of Procurement. The COSTARS Program provides registered local public procurement units as well as state affiliated entities (together members ) and suppliers a tool to find and do business with each other effectively through the use of a contract established by DGS.

Hyundai Loaders and Excavators can be purchased directly from Modern using the COSTARS program.

Bandit Chippers and Stump Grinders

We are Eastern Pennsylvania, New Jersey, and Northern Delaware’s source for new and used Wood Chippers and Stump Grinders from Bandit Industries. Our dedicated team is here to serve the tree care and arborist communities with Sales, Service, and Parts for your chippers and stump grinders.

  • Over $1 Million of Inventory in Stock
  • Factory Trained Shop and Mobile Technicians
  • 8 Dedicated Parts Specialists
  • Creative Financing Plans

Call our team at 800-8-MODERN or visit our branches in Bristol, PA (Bucks County), Denville, NJ (Morris County), Edison, NJ ( Middlesex County), and Hasbrouck Heights, NJ (Bergen County) to browse our extensive inventory of disc and drum chippers to hand operated and self-propelled stump grinders. Tour our supply and repair shop where your machine will be serviced and all the arborist accessories we have in stock to keep you rolling for your customers. We also buy used chippers and stump grinders.

Call or Text Ron Dortone Jr:

Modern Equipment Supply is the Mustang Equipment dealer for New Jersey and Eastern Pennsylvania. One of the broadest compact equipment lines available on the market today, all Mustang products are proudly American made. These machines cover a wide assortment of application types and includes the largest capacity true vertical lift skid steer loader currently being manufactured.

See for yourself why Mustang changes the game with unsurpassed reliability and low cost of ownership. Schedule a meeting with your Modern representative today and arrange a demo at your next job site.

Your Mustang Sales Experts:

Telehandlers and Rough Terrain Forklifts

Comfort. Confidence. Serviceability. We wouldn’t expect you to settle for anything less with JLG telehandlers. The redesigned cab features an intuitive single joystick and an integrated arm rest so you can work in greater comfort. While the rear axle stabilization system and optional reversing camera allow for more confidence when placing loads. Tier 4 Final engines are fuel-efficient with less environmental impact. And engine parts and other serviceable components are more easily accessible so you can spend more time on the job and less time on routine maintenance.

Truck Mounted Crane and Bucket Truck Sales

Modern Equipment Supply is your sales and service center for truck mounted boom and bucket equipment from Altec, Terex, Elliot, and other leading manufactures. We stock equipment across a wide range of sizes, application types, and budgets at our branches in Pennsylvania and New Jersey with equipment on or available for factory order. Our equipment is available for nationwide delivery. We buy used cranes and bucket trucks as well as taking trade-ins.

Call or Text Sam Maury:

Aerial Work Platforms

Modern carries warehouse and off-road aerial work platforms from Genie, JLG and Niftylift.

Sullivan-Palatek Inc. a leader in innovation and design, offers the industry’s widest range of electric and portable rotary screw air compressors.

Modern Equipment Supply is proud to offer one of the widest selection of truck trailers anywhere as a dealer for Midsota Manufacturing across New Jersey, Eastern Pennsylvania, and Delaware. Midsota is a national leader in designing and constructing the highest quality trailers in the market. Perfect for equipment hauling, construction, landscaping, and a wide assortment of contractor applications. We can even package trailer deals with equipment sales for added capability and savings to your company. Large to small, we can help you haul it all.

Contact Your Modern Sales Representative



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Josh O’Neill, 23 June 2017

The results of the first phase of the US Federal Reserve’s stress test are music to congressional Republicans’ ears.

Robbie Lawther, 22 June 2017

UBS Wealth Management has published a white paper on Millennial wealth to explore how their desire for technology how this will impact the financial services sector.

Diane Harrison, 21 June 2017

Best-selling novelists may hold a clue on the smart way for investment firms to pitch their ideas to wealth managers, so the author of this article argues.

Tom Burroughes, 20 June 2017

Wealthy families need to observe certain disciplines in using social media so that reputations are protected and nurtured. The family office firm talks to FWR about some of the issues.

Latest News

Market Research – June 23, 2017

New data on the cannabis industry outlines a growth pattern that will likely blow your mind.

Strategy – June 23, 2017

Several large international banks have voted to replace a key inter-bank lending rate.

New Office – June 23, 2017

The new center is located in Union Square, Manhattan.

New Office – June 23, 2017

The bank has revamped one of its branches in the Golden State.

People Moves – June 23, 2017

Financial services giant Raymond James serves more than 3 million client accounts through 7,200 financial advisors in the United States, Canada and overseas.

Comment and Analysis

Philanthropy – June 7, 2017

A regular columnist for FWR does not pull any punches in analyzing the current direction of US tax policy as it affects philanthropic giving, and gives advice to wealthy donors on how to act.

Investment Strategies – May 22, 2017

Whatever one thinks of the claims and counter-claims surrounding Donald Trump following his recent firing of the FBI’s head, markets have been rattled. But arguably, equities are due for a correction and there i.

Technology – May 19, 2017

The wealth management industry has had another ear-piercing wake-up call about cybercrime, and the author of this article lays out ideas on how to defeat the hackers.

Technology – May 8, 2017

Your correspondent recently attended financial technology giant Temenos’ annual conference and it threw out a range of insights of value for the global wealth industry.

Philanthropy – April 26, 2017

Negotiating a successful gift considers both parties� interests and finds the commonalities of intent and opportunity, argues philanthropy advisor and expert Susan Winer.

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Commercial Air Conditioning

Mitsubishi Electric commercial air conditioners are world-leaders in reliability, quietness and energy efficiency, and proven performance in the tough Australian environment.

CITY MULTI Series VRF (Variable Refrigerant Flow) is Mitsubishi Electric�s answer to energy efficient large-scale air conditioning applications such as shopping centres, apartments, hotels, motels and commercial sites. The CITY MULTI R2 WR2 Series feature 2-pipe technology, providing simultaneous heating and cooling.

Mitsubishi Electric Australia is offering a comprehensive range of CITY MULTI VRF training programs .

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