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Apache Spark is a fast and general-purpose cluster computing system.It provides high-level APIs in Java, Scala, Python and R,and an optimized engine that supports general execution graphs.It also supports a rich set of higher-level tools including Spark SQL for SQL and structured data processing, MLlib for machine learning, GraphX for graph processing, and Spark Streaming.
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Get Spark from the downloads page of the project website. This documentation is for Spark version 1.6.1. Spark uses Hadoop’s client libraries for HDFS and YARN. Downloads are pre-packaged for a handful of popular Hadoop versions.Users can also download a “Hadoop free” binary and run Spark with any Hadoop versionby augmenting Spark’s classpath.
If you’d like to build Spark from source, visit Building Spark.Microsoft Word Free Download For Mac
Spark runs on both Windows and UNIX-like systems (e.g. Linux, Mac OS). It’s easy to runlocally on one machine — all you need is to have java installed on your system PATH,or the JAVA_HOME environment variable pointing to a Java installation.
Spark runs on Java 7+, Python 2.6+ and R 3.1+. For the Scala API, Spark 1.6.1 usesScala 2.10. You will need to use a compatible Scala version (2.10.x).
Spark comes with several sample programs. Scala, Java, Python and R examples are in theexamples/src/main directory. To run one of the Java or Scala sample programs, usebin/run-example <class> [params] in the top-level Spark directory. (Behind the scenes, thisinvokes the more generalspark-submit script forlaunching applications). For example,
You can also run Spark interactively through a modified version of the Scala shell. This is agreat way to learn the framework.
The --master option specifies themaster URL for a distributed cluster, or local to runlocally with one thread, or local[N] to run locally with N threads. You should start by usinglocal for testing. For a full list of options, run Spark shell with the --help option.
Spark also provides a Python API. To run Spark interactively in a Python interpreter, usebin/pyspark:
Example applications are also provided in Python. For example,
Spark also provides an experimental R API since 1.4 (only DataFrames APIs included).To run Spark interactively in a R interpreter, use bin/sparkR:
Example applications are also provided in R. For example,
The Spark cluster mode overview explains the key concepts in running on a cluster.Spark can run both by itself, or over several existing cluster managers. It currently provides severaloptions for deployment:
*Amazon EC2: our EC2 scripts let you launch a cluster in about 5 minutes
*Standalone Deploy Mode: simplest way to deploy Spark on a private cluster
Programming Guides:
*Quick Start: a quick introduction to the Spark API; start here!
*Spark Programming Guide: detailed overview of Sparkin all supported languages (Scala, Java, Python, R)
*Modules built on Spark:
*Spark Streaming: processing real-time data streams
*Spark SQL, Datasets, and DataFrames: support for structured data and relational queries
*MLlib: built-in machine learning library
*GraphX: Spark’s new API for graph processing
API Docs:
Deployment Guides:
*Cluster Overview: overview of concepts and components when running on a cluster
*Submitting Applications: packaging and deploying applications
*Deployment modes:
*Amazon EC2: scripts that let you launch a cluster on EC2 in about 5 minutes
*Standalone Deploy Mode: launch a standalone cluster quickly without a third-party cluster manager
*Mesos: deploy a private cluster using Apache Mesos
*YARN: deploy Spark on top of Hadoop NextGen (YARN)
Other Documents:
*Configuration: customize Spark via its configuration system
*Monitoring: track the behavior of your applications
*Tuning Guide: best practices to optimize performance and memory use
*Job Scheduling: scheduling resources across and within Spark applications
*Security: Spark security support
*Hardware Provisioning: recommendations for cluster hardware
*Integration with other storage systems:
*Building Spark: build Spark using the Maven system
*Supplemental Projects: related third party Spark projects
External Resources:
*Spark Community resources, including local meetups
*Mailing Lists: ask questions about Spark here
*AMP Camps: a series of training camps at UC Berkeley that featured talks andexercises about Spark, Spark Streaming, Mesos, and more. Videos,slides and exercises areavailable online for free.
*Code Examples: more are also available in the examples subfolder of Spark (Scala, Java, Python, R)
Unlike the software developed for Windows system, most of the applications installed in Mac OS X generally can be removed with relative ease. iDo Script Scheduler 1.6.1 is a third party application that provides additional functionality to OS X system and enjoys a popularity among Mac users. However, instead of installing it by dragging its icon to the Application folder, uninstalling iDo Script Scheduler 1.6.1 may need you to do more than a simple drag-and-drop to the Trash. Download Mac App Remover
When installed, iDo Script Scheduler 1.6.1 creates files in several locations. Generally, its additional files, such as preference files and application support files, still remains on the hard drive after you delete iDo Script Scheduler 1.6.1 from the Application folder, in case that the next time you decide to reinstall it, the settings of this program still be kept. But if you are trying to uninstall iDo Script Scheduler 1.6.1 in full and free up your disk space, removing all its components is highly necessary. Continue reading this article to learn about the proper methods for uninstalling iDo Script Scheduler 1.6.1.Manually uninstall iDo Script Scheduler 1.6.1 step by step:
Most applications in Mac OS X are bundles that contain all, or at least most, of the files needed to run the application, that is to say, they are self-contained. Thus, different from the program uninstall method of using the control panel in Windows, Mac users can easily drag any unwanted application to the Trash and then the removal process is started. Despite that, you should also be aware that removing an unbundled application by moving it into the Trash leave behind some of its components on your Mac. To fully get rid of iDo Script Scheduler 1.6.1 from your Mac, you can manually follow these steps:1. Terminate iDo Script Scheduler 1.6.1 process(es) via Activity Monitor
Before uninstalling iDo Script Scheduler 1.6.1, you’d better quit this application and end all its processes. If iDo Script Scheduler 1.6.1 is frozen, you can press Cmd +Opt + Esc, select iDo Script Scheduler 1.6.1 in the pop-up windows and click Force Quit to quit this program (this shortcut for force quit works for the application that appears but not for its hidden processes).
Open Activity Monitor in the Utilities folder in Launchpad, and select All Processes on the drop-down menu at the top of the window. Select the process(es) associated with iDo Script Scheduler 1.6.1 in the list, click Quit Process icon in the left corner of the window, and click Quit in the pop-up dialog box (if that doesn’t work, then try Force Quit).2. Delete iDo Script Scheduler 1.6.1 application using the Trash
First of all, make sure to log into your Mac with an administrator account, or you will be asked for a password when you try to delete something.
Open the Applications folder in the Finder (if it doesn’t appear in the sidebar, go to the Menu Bar, open the “Go” menu, and select Applications in the list), search for iDo Script Scheduler 1.6.1 application by typing its name in the search field, and then drag it to the Trash (in the dock) to begin the uninstall process. Alternatively you can also click on the iDo Script Scheduler 1.6.1 icon/folder and move it to the Trash by pressing Cmd + Del or choosing the File and Move to Trash commands.
For the applications that are installed from the App Store, you can simply go to the Launchpad, search for the application, click and hold its icon with your mouse button (or hold down the Option key), then the icon will wiggle and show the “X” in its left upper corner. Click the “X” and click Delete in the confirmation dialog.Download Mac App Remover3. Remove all components related to iDo Script Scheduler 1.6.1 in FinderAdobe Flash Player Free Download For Mac Os X
Though iDo Script Scheduler 1.6.1 has been deleted to the Trash, its lingering files, logs, caches and other miscellaneous contents may stay on the hard disk. For complete removal of iDo Script Scheduler 1.6.1, you can manually detect and clean out all components associated with this application. You can search for the relevant names using Spotlight. Those preference files of iDo Script Scheduler 1.6.1 can be found in the Preferences folder within your user’s library folder (~/Library/Preferences) or the system-wide Library located at the root of the system volume (/Library/Preferences/), while the support files are located in '~/Library/Application Support/' or '/Library/Application Support/'.
Open the Finder, go to the Menu Bar, open the “Go” menu, select the entry:|Go to Folder... and then enter the path of the Application Support folder:~/Library
Search for any files or folders with the program’s name or developer’s name in the ~/Library/Preferences/, ~/Library/Application Support/ and ~/Library/Caches/ folders. Right click on those items and click Move to Trash to delete them.
Meanwhile, search for the following locations to delete associated items:
*/Library/Preferences/
*/Library/Application Support/
*/Library/Caches/
Besides, there may be some kernel extensions or hidden files that are not obvious to find. In that case, you can do a Google search about the components for iDo Script Scheduler 1.6.1. Usually kernel extensions are located in in /System/Library/Extensions and end with the extension .kext, while hidden files are mostly located in your home folder. You can use Terminal (inside Applications/Utilities) to list the contents of the directory in question and delete the offending item.4. Empty the Trash to fully remove iDo Script Scheduler 1.6.1
If you are determined to delete iDo Script Scheduler 1.6.1 permanently, the last thing you need to do is emptying the Trash. To completely empty your trash can, you can right click on the Trash in the dock and choose Empty Trash, or simply choose Empty Trash under the Finder menu (Notice: you can not undo this act, so make sure that you haven’t mistakenly deleted anything before doing this act. If you change your mind, before emptying the Trash, you can right click on the items in the Trash and choose Put Back in the list). In case you cannot empty the Trash, reboot your Mac.Download Mac App RemoverTips for the app with default uninstall utility:
You may not notice that, there are a few of Mac applications that come with dedicated uninstallation programs. Though the method mentioned above can solve the most app uninstall problems, you can still go for its installation disk or the application folder or package to check if the app has its own uninstaller first. If so, just run such an app and follow the prompts to uninstall properly. After that, search for related files to make sure if the app and its additional files are fully deleted from your Mac.Automatically uninstall iDo Script Scheduler 1.6.1 with MacRemover (recommended):
No doubt that uninstalling programs in Mac system has been much simpler than in Windows system. But it still may seem a little tedious and time-consuming for those OS X beginners to manually remove iDo Script Scheduler 1.6.1 and totally clean out all its remnants. Why not try an easier and faster way to thoroughly remove it?
If you intend to save your time and energy in uninstalling iDo Script Scheduler 1.6.1, or you encounter some specific problems in deleting it to the Trash, or even you are not sure which files or folders belong to iDo Script Scheduler 1.6.1, you can turn to a professional third-party uninstaller to resolve troubles. Here MacRemover is recommended for you to accomplish iDo Script Scheduler 1.6.1 uninstall within three simple steps. MacRemover is a lite but powerful uninstaller utility that helps you thoroughly remove unwanted, corrupted or incompatible apps from your Mac. Now let’s see how it works to complete iDo Script Scheduler 1.6.1 removal task.1. Download MacRemover and install it by dragging its icon to the application folder.2. Launch MacRemover in the dock or Launchpad, select iDo Script Scheduler 1.6.1 appearing on the interface, and click Run Analysis button to proceed.3. Review iDo Script Scheduler 1.6.1 files or folders, click Complete Uninstall button and then click Yes in the pup-up dialog box to confirm iDo Script Scheduler 1.6.1 removal.
The whole uninstall process may takes even less than one minute to finish, and then all items associated with iDo Script Scheduler 1.6.1 has been successfully removed from your Mac! Benefits of using MacRemover:
MacRemover has a friendly and simply interface and even the first-time users can easily operate any unwanted program uninstallation. With its unique Smart Analytic System, MacRemover is capable of quickly locating every associated components of iDo Script Scheduler 1.6.1 and safely deleting them within a few clicks. Thoroughly uninstalling iDo Script Scheduler 1.6.1 from your mac with MacRemover becomes incredibly straightforward and speedy, right? You don’t need to check the Library or manually remove its additional files. Actually, all you need to do is a select-and-delete move. As MacRemover comes in handy to all those who want to get rid of any unwanted programs without any hassle, you’re welcome to download it and enjoy the excellent user experience right now!
This article provides you two methods (both manually and automatically) to properly and quickly uninstall iDo Script Scheduler 1.6.1, and either of them works for most of the apps on your Mac. If you confront any difficulty in uninstalling any unwanted application/software, don’t hesitate to apply this automatic tool and resolve your troubles.Download Mac App Remover