BIG LIST OF WEBSITES

List of Top Websites on Repository

Top 250 Websites on REPOSITORY

Download the Top 250 Websites to PDF

Last updated on Nov 1 2019.
Here are the best websites we found: mvnrepository.com • neliti.com • slidedeck.io • citehr.com • pypi.org • camsrepository.com • journalrepository.org • oid-info.com • cantonrep.com

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Url
Preview
Tags
Score
Maven Repository: Search/Browse/Explore
Alexa Rank
3,550
Neliti - Indonesia''s Research Repository
Alexa Rank
6,080
Repository of tech presentations hosted on github and using HTML framework like reveal.js, impress.js, .... Slidedeck.io is a repository of tech HTML based presentations hosted on github
Alexa Rank
132,663
CiteHR Repository (Cite.Co). CiteHR Human Resource Management Community is the largest repository of human resource information in the world - providing documents, templates, real world case discussions and a direct connect to millions of professionals.
Alexa Rank
18,536
PyPI – the Python Package Index · PyPI. The Python Package Index (PyPI) is a repository of software for the Python programming language.
Alexa Rank
5,409
CAMSRep |Insurance Repository | Insurance Businesss Process. CAMSRep is a subsidary of Computer Age Management Services, we are an IRDA certified Insurance repository. And Indias 2nd largest IR servicing over 3 million insurance policies across 15 companies
Alexa Rank
223,878
Journal Repository Digital Preservation Services. Journal Repository Digital Archiving
Alexa Rank
270,136
OID Repository - Home. This OID repository gathers information about Object Identifiers (OIDs), and provides tools to display, update and search for this information.
Alexa Rank
281,453
The Repository: Local News, Politics, Entertainment & Sports in Canton, OH. Get the latest breaking news, sports, entertainment, obituaries - The Repository
Alexa Rank
119,411
protocols.io - the #1 Science Methods Repository. The #1 open access repository of science methods and collaborative research platform. Discover corrections and optimizations of the protocols you use. Improve reproducibility.
Alexa Rank
212,681
Gandhi Heritage Portal: Repository of Authentic Information on the life and thoughts of Mahatma Gandhi. The Gandhi Heritage Portal is a complete repository of authentic information about Mahatma Gandhi with some rare photographs and writings. The Gandhi Heritage Portal is developed by the Sabarmati Ashram Preservation and Memorial trust, Ahmedabad.
Alexa Rank
312,542
Games Database - Online Games System Repository. Games Database - Online Games System Repository. Videos, Manuals, Music, Artwork, Game information.
Alexa Rank
331,259
Welcome to the Xposed Module Repository! | Xposed Module Repository
Alexa Rank
81,373
Dryad Digital Repository - Dryad
Alexa Rank
92,096
noMail - Repository Fonts. Бесплатный каталог шрифтов - noMail. Первый репозиторий шрифтов - хранилище шрифтов!
Alexa Rank
53,464
Code Snippets - Snipplr Social Snippet Repository. Snipplr lets your store and share all of your commonly used pieces of code and HTML with other programmers and designers.
Alexa Rank
105,917
The World''s Largest Repository of Historical DNS data. SecurityTrails allows you to search complete data for current and historical mapping of internet assets.
Alexa Rank
47,911
F-Droid - Free and Open Source Android App Repository. © 2010-2019 F-Droid Limited and Contributors
Alexa Rank
71,821
The Central Repository Search Engine
Alexa Rank
77,043
Hacking Off: A Project Repository. Project repo & coding blog. Online compiler design tools: Regex to NFA; NFA to DFA; EBNF to first & follow sets; finite automata graphing; lexer generation.
Alexa Rank
90,681
plainJS - The Vanilla JavaScript Repository. Vanilla JavaScript for writing powerful web applications without jQuery.
Alexa Rank
114,138
DSpaceDirect - Hosted Repository Solution
Alexa Rank
150,849
Private NPM registry and Maven, RPM, DEB, PyPi and RubyGem Repository · packagecloud. Free hosted Node.js, Debian, RPM, Java, Python and RubyGem repositories. Chef, Puppet, Jenkins, Buildkite, CircleCI and Travis CI integrations.
Alexa Rank
180,230
jPOST | Japan Proteome Standard Repository/Database
Alexa Rank
201,414
Old Mac Software Archive - Macintosh Repository. A platinum sanctuary for old software of the classic Mac OS era. Rediscover Mac treasures of the past!
Alexa Rank
208,856
The RP Repository
Alexa Rank
323,472
Packagist. The PHP Package Repository
Alexa Rank
39,329
iOS Repo Updates. All iOS Cydia Repository Updates for Jailbroken iPhone, iPad, or iPod Touch devices
Alexa Rank
36,452
SoftChalk CLOUD. SoftChalk''s online community and learning object repository.
Alexa Rank
64,208
TweakUpdates. Cydia Repository Updates for Jailbroken iPhone, iPad, or iPod Touch devices
Alexa Rank
88,365
Tracking Progress in Natural Language Processing | NLP-progress. Repository to track the progress in Natural Language Processing (NLP), including the datasets and the current state-of-the-art for the most common NLP tasks.
Alexa Rank
93,220
Inigo Quilez :: fractals, computer graphics, mathematics, shaders, demoscene and more. Repository of productions, tutorials and articles of Inigo Quilez on computer graphics, fractals, demoscene, shaders and more.
Alexa Rank
264,671
Home | DefinitelyTyped. The repository for high quality TypeScript type definitions
Alexa Rank
356,030
Snazzy Maps - Free Styles for Google Maps. Snazzy Maps is a repository of different color schemes for Google Maps aimed towards web designers and developers.
Alexa Rank
56,247
INFONA - science communication portal. Infona is a universal, repository, open platform for science, education and open knowledge society.
Alexa Rank
56,250
SubaruForester.org. This is the Subaru Forester Owners Forum! Stop on by and browse our huge repository of Forester information!
Alexa Rank
72,361
The Learning Point. Open Digital Education. A repository of tutorials and visualizations to help students learn Computer Science, Mathematics, Physics and Electrical Engineering basics. Visualizations are in the form of Java applets and HTML5 visuals. Graphical Educational content for Mathematics, Science, Computer Science. CS Topics covered : Greedy Algorithms, Dynamic Programming, Linked Lists, Arrays, Graphs, Depth First Search, Breadth First Search, DFS and BFS, Circular Linked Lists, Functional Programming, Programming Interview Questions, Graphics and Solid Modelling tools Physics : Projectile Motion, Mechanics, Electrostatics, Electromagnetism, Engineering Mechanics, Optical Instruments, Wave motion, Applets and Visualizations. Mathematics: Algebra, Linear Algebra, Trigonometry, Euclidean and Analytic Geometry, Probability, Game Theory, Operations Research, Calculus of Single/Multiple Variable(s). Electrical Engineering : DC Circuits, Digital Circuits. A listing of CBSE and CISCE schools, where students appear for CBSE, ISC, ICSE examinations. Schools in Mumbai, Delhi, Bangalore, Hyderabad, Kolkata, Chennai. Bangalore, Pune, Jaipur, Lucknow, Dehradun, Gurgaon etc.
Alexa Rank
74,350
IAS Plus — IFRS, global financial reporting and accounting resources. Deloitte''s IAS Plus website provides comprehensive information about international financial reporting in general and the International Accounting Standards Board (IASB) activities in particular — a central knowledge repository on International Financial Reporting Standards (IFRS) and accounting and financial reporting developments in general, including news, analysis and commentary, publications, events, meeting notes and summaries of standards and projects of the IASB in developing IFRS.
Alexa Rank
82,744
ClinMed International Library | Clinmed Journals. The ClinMed International Library is a research repository and an Open Access Publisher for medical research that covers a wide range of areas in Clinical Medicine. ClinMed serves as a global platform for medical practitioners and research scholars to foster their learning and professional acumen through an extensive portfolio of research articles and publications that can be freely accessed without any restrictions. All articles, publications, and research information cataloged in ClinMed Journals are tested and processed through stringent scrutiny parameters and Peer Review systems. This has enabled us to establish new milestones in the global research arena in terms of cogency and integrity, and to disseminate highly credible and accredited research content for researchers, scholars, and practitioners across the globe.
Alexa Rank
113,029
Home - Cantorion - Free sheet music, free scores. Cantorion is a free sheet music repository and a free concert listing diary that anyone can contribute to.
Alexa Rank
122,785
index-of.co.uk/. z0ro Repository - Powered by z0ro
Alexa Rank
135,739
Enterprise Knowledge Management | Stack Overflow for Teams. Stack Overflow for Enterprise provides enterprise grade technical knowledge-sharing repository using the same software that runs Stack Overflow.
Alexa Rank
142,735
All commands. A repository for the most elegant and useful UNIX commands. Great commands can be shared, discussed and voted on to provide a comprehensive resource for working from the command-line
Alexa Rank
151,616
Belarc - System Management For The Internet Age. Software license management, IT asset management, Cyber Security.. Belarc''s products automatically create an accurate and up-to-date central repository (CMDB), consisting of detailed software, hardware, network and security configurations. Customers use our products for software license management, IT asset management, cyber security audits, information assurance, and more.
Alexa Rank
169,460
Papyrus Software - Communication and Process Platform. Papyrus Software offers a consolidated, end-to-end solution for inbound and outbound business communication and process management, based on standard software components and solution frameworks. Its business communication platform uses a repository to consolidate business data, rules, content, processes, tasks, activities and the GUI in a single case. More than 2,000 customers worldwide utilize Papyrus Software products 24/7 to improve customer operations. By consolidating ECM, CRM and BPM into a single solution, Papyrus Software enterprise customers can benefit from a patented, real-world solution for unifying customer-focused processes and aligning customer communications and activity with business goals.
Alexa Rank
186,659
DeployHQ - Automatically build and deploy code from your repositories. Automate the build process and continuous deployment of your website. Automatically deploy code to your FTP server, VPS or AWS S3 instance whenever you push to your Git, Mercurial or SVN repository.
Alexa Rank
188,216
WoT by Hjundaj – World of Tanks ModPage. All updated modifications for World of Tanks 1.2.0 available for download from biggest repository of mods for World of Tanks. All tested and updated daily.
Alexa Rank
192,827
fefcc.net | ただの備忘録. pfSenseをアップデートした記録 2.4.4_2→2.4.4_3 アップデート内容確認 2.4.4_2(2.4.4-p2)から2.4.4_3(2.4.4-p3)にアップデートします 変更点を確認 Security / Errata Changed sshguard to block both ssh and the GUI using a single table, and removed the unnecessary manual scheduled table expiration pfSense-SA-19_02.sshguard #9223 Fixed potential XSS vectors pfSense-SA-19_01.webgui : Fixed potential XSS vectors in system_advanced_admin.php, interfaces_assign.php, firewall_rules_edit.php, firewall_shaper.php, services_igmpproxy_edit.php, services_ntpd_gps.php and diag_traceroute.php #9294 pfSense-SA-19_03.webgui : Fixed potential XSS vector in status_filter_reload.php #9499 pfSense-SA-19_04.webgui : Fixed potential XSS vector in the WOL widget #9507 pfSense-SA-19_05.webgui : Fixed potential XSS vector in services_acb.php #9508 Fixed privilege issues pfSense-SA-19_06.webgui : Restrict edit access to OpenVPN-related advanced settings, and added new privilege to delegate edit permissions #9511 pfSense-SA-19_07.webgui : Strengthen widget privilege matching to avoid a potential privilege bypass for users granted access to widgets #9512 pfSense-SA-19_08.webgui : Strengthen path privilege check to avoid a potential directory-traversal-like bypass method #9513 Added privileges for Auto Config Backup pages #9519 Updated privileges: Added misc missing pages, removed obsolete pages Addressed FreeBSD Security Advisories: FreeBSD-SA-19:03.wpa FreeBSD-SA-19:04.ntp FreeBSD-SA-19:05.pf FreeBSD-SA-19:06.pf FreeBSD-SA-19:07.mds FreeBSD-EN-19:08.tzdata Added DNS over TLS host verification #8602 Configure hostnames for DNS over TLS servers under System > General sqlite updates #9205 Backup / Restore Fixed issues with output buffering causing configuration backup download failures #9390 Fixed automatic package reinstallation after restoring config.xml from the installer #9214 Force when restoring a backup on a device with serial only console Certificates Added missing countries from CA list on certificate pages #9308 Fixed an error when adding a new user and choosing to generate a certificate #9317 DNS Fixed input validation on diag_dns.php to allow a trailing dot on hostnames #9276 Removed non-functional tools links from diag_dns.php #9275 Fixed rewriting of the DNS Resolver file remotecontrol.conf if it is present but empty #9470 Firewall Rules / NAT / Aliases Fixed intermittent pf errors when NAT reflection is enabled #9446 Fixed reserved pf keyword matching when creating and editing aliases #9231 Fixed duplicate entries showing on diag_tables.php from lockout tables #9359 Fixed a PHP error deleting an imported NAT rule with no firewall rules present #9193 Do not show scheduler icon when scheduler tag is empty Gateways / Routing Fixed issues with the default IPv4 gateway set to a group failing after restart #9004 Interfaces Fixed PHP error from interface groups when editing QinQ entries IPsec Fixed IPsec Phase 1 entries on upgrade to have their protocol field populated properly #9207 Operating System Fixed support for ZFS encrypted+mirrored swap #9281 Fixed problems saving crash dumps when /var is a RAM disk #9409 Traffic Shaping Fixed a PHP error when loading a limiter that does not exist #9313 Fixed limiter selection validation Fixed Queues menu items ending with ":" in certain languages #8970 WebGUI Numerous optimizations and improvements for status.php diagnostics output #9290 Fixed a PHP error on system_advanced_network.php when disabling "IPv6 over IPv4 Tunneling" #9264 Improved handling of large captures on diag_packet_capture.php and disabled viewing of captures larger than 50MiB. #9239 Added hostname to login page title if the user has enabled Show hostname on login banner #9096 Centralized the list of country codes used by multiple areas #9308 Updated translation files XMLRPC Clarified conditions for synchronizing certificates in HA Sync options #9283 当初はまだリリースされる予定ではなかったのですが Intel CPUのMDS問題への対応で前倒しされた模様で 結果的に現時点で修正されていたXSSなどの脆弱性対応や不具合修正も入っています アップデートの手順 事前に設定のバックアップをした上で以下の操作でアップデートを実行 手順はいつもと同じです まずダッシュボードのVersionのところにある雲マークか System→Updateを選択 2.4.4_2から2.4.4_3へアップデートと表示出てるのを確認して「Confirm」を押す 無事に完了すると自動で再起動開始されます 最後に2.4.4_3の状態で設定をバックアップして完了 Update時の処理ログ >>> Updating repositories metadata... Updating pfSense-core repository catalogue... pfSense-core repository is up to date. Updating pfSense repository catalogue... pfSense repository is up to date. All repositories are up to date. >>> Removing vital flag from lang/php72... done. >>> Downloading upgrade packages... Updating pfSense-core repository catalogue... pfSense-core repository is up to date. Updating pfSense repository catalogue... pfSense repository is up to date. All repositories are up to date. Checking for upgrades (18 candidates): .......... done Processing candidates (18 candidates): .......... done The following 18 package(s) will be affected (of 0 checked): Installed packages to be UPGRADED: wpa_supplicant: 2.6_2 -> 2.8 [pfSense] unbound: 1.8.1 -> 1.9.1 [pfSense] sshguard: 2.2.0_4 -> 2.3.1 [pfSense] sqlite3: 3.24.0_1 -> 3.28.0 [pfSense] python27: 2.7.15 -> 2.7.16 [pfSense] pfSense-rc: 2.4.4_2 -> 2.4.4_3 [pfSense-core] pfSense-kernel-pfSense: 2.4.4_2 -> 2.4.4_3 [pfSense-core] pfSense-default-config: 2.4.4_2 -> 2.4.4_3 [pfSense-core] pfSense-base: 2.4.4_2 -> 2.4.4_3 [pfSense-core] pfSense-Status_Monitoring: 1.7.6 -> 1.7.7 [pfSense] pfSense: 2.4.4_2 -> 2.4.4_3 [pfSense] ntp: 4.2.8p12 -> 4.2.8p13 [pfSense] nginx: 1.14.0_6,2 -> 1.14.1,2 [pfSense] libzmq4: 4.2.3 -> 4.3.1 [pfSense] hostapd: 2.6_2 -> 2.8 [pfSense] dhcpleases: 0.3_1 -> 0.3_2 [pfSense] devcpu-data: 1.19 -> 1.22 [pfSense] curl: 7.62.0 -> 7.64.0 [pfSense] Number of packages to be upgraded: 18 The process will require 6 MiB more space. 71 MiB to be downloaded. [1/18] Fetching wpa_supplicant-2.8.txz: .......... done [2/18] Fetching unbound-1.9.1.txz: .......... done [3/18] Fetching sshguard-2.3.1.txz: .......... done [4/18] Fetching sqlite3-3.28.0.txz: .......... done [5/18] Fetching python27-2.7.16.txz: .......... done [6/18] Fetching pfSense-rc-2.4.4_3.txz: .. done [7/18] Fetching pfSense-kernel-pfSense-2.4.4_3.txz: .......... done [8/18] Fetching pfSense-default-config-2.4.4_3.txz: . done [9/18] Fetching pfSense-base-2.4.4_3.txz: .......... done [10/18] Fetching pfSense-Status_Monitoring-1.7.7.txz: ... done [11/18] Fetching pfSense-2.4.4_3.txz: . done [12/18] Fetching ntp-4.2.8p13.txz: .......... done [13/18] Fetching nginx-1.14.1,2.txz: .......... done [14/18] Fetching libzmq4-4.3.1.txz: .......... done [15/18] Fetching hostapd-2.8.txz: .......... done [16/18] Fetching dhcpleases-0.3_2.txz: .. done [17/18] Fetching devcpu-data-1.22.txz: .......... done [18/18] Fetching curl-7.64.0.txz: .......... done Checking integrity... done (0 conflicting) >>> Upgrading pfSense-rc... Checking integrity... done (0 conflicting) The following 1 package(s) will be affected (of 0 checked): Installed packages to be UPGRADED: pfSense-rc: 2.4.4_2 -> 2.4.4_3 [pfSense-core] Number of packages to be upgraded: 1 [1/1] Upgrading pfSense-rc from 2.4.4_2 to 2.4.4_3... [1/1] Extracting pfSense-rc-2.4.4_3: .... done >>> Upgrading pfSense kernel... Checking integrity... done (0 conflicting) The following 1 package(s) will be affected (of 0 checked): Installed packages to be UPGRADED: pfSense-kernel-pfSense: 2.4.4_2 -> 2.4.4_3 [pfSense-core] Number of packages to be upgraded: 1 [1/1] Upgrading pfSense-kernel-pfSense from 2.4.4_2 to 2.4.4_3... [1/1] Extracting pfSense-kernel-pfSense-2.4.4_3: .......... done ===> Keeping a copy of current kernel in /boot/kernel.old >>> Removing unnecessary packages... done. Upgrade is complete. Rebooting in 10 seconds. Success pfSense 2.5系へ FreeBSD 11.2をベースとしたpfSense2.4系はほぼ開発終了のようで 開発サイドは既にFreeBSD 12をベースとしたpfSense 2.5系へ移行した模様 現時点ではリリース予定日も設定されていない状態なので 当分先の話かなという感じです 現時点で通知されている情報では 今まで標準でビルトインされていたロードバランサーが廃止される模様で 代替としてHAProxyパッケージを利用するようアナウンスされてます もし現時点でLoad Balancer(relayd)をご利用の方は時間があるときにでも HAProxyへの移行をトライした方が2.5リリース時に慌てなくて済みそうです
Alexa Rank
199,603
Software Engineering Metrics for Engineering Leaders & Management | GitPrime. GitPrime uses data from any Git based code repository to give management the software engineering metrics needed to move faster and optimize work patterns.
Alexa Rank
212,689
NPS Benchmarks | NPS Benchmarks. NPSBenchmarks.com is the world’s first completely free and accessible repository for net promoter scores, benchmarks, best practices, and thought leadership.…
Alexa Rank
215,528
FreeVBCode - High Quality Visual Basic and C# Source Code. FreeVbCode.Com is a code repository for free Visual Basic code and samples. Visual Basic examples and articles are freely available to download and review.
Alexa Rank
221,484
West Bengal Public Library Network | Department of Mass Education Extension & Library Services Government of West Bengal. West Bengal Public library network, an initiative of Department of Mass Education Extension & Library Services, Government of West Bengal, State Central Library, SCL, Digital Archive of rare books, Dspace, Library Network, KOHA, District Libraries, Town Libraries, Century Old Libraries, Government Sponsored Libraries, Community Information Service, CIS, Scholarships, Digital Repository of Books
Alexa Rank
227,977
Home. THE MIDI ASSOCIATION, a global community of people who work, play and create with MIDI and the central repository of information about anything related to MIDI.
Alexa Rank
233,236
DeployBot | Code Deployment Tools | Deploy Code Anywhere. Push. Build. Deploy! Instantly build and ship code anywhere in one consistent process for your entire team. DeployBot's code deployment tools work with your existing git repository to deploy new code fast, and with zero downtime. These are the continuous deployment tools you're looking for.
Alexa Rank
234,314
New Era LIVE - News for a new Namibia. New Era Newspaper is now New Era LIVE, visit this exciting new repository for Namibian news, videos and stories. Newspaper for a new Namibia
Alexa Rank
254,376
Beta & Abandonware Discussion & Collection - BetaArchive. Discuss, collect and share your beta and abandonware collection on BetaArchive, and join for access to our 100TB+ repository!
Alexa Rank
256,484
Grand Exchange Central - Home Page. The Grand Exchange Central is a constantly updated repository of Grand Exchange item pricing. The GEC can be thought of as a compliment to, or even an alternative, the official Runescape Grand Exchange Database. It is a resource to make informed investment decisions in the world of RuneScape. This information is updated regularly throughout the day.
Alexa Rank
265,960
Philippine EJournals| Home. Philippine E-Journals is an online bibliographic database & repository of academic journals in different disciplines from various resources.
Alexa Rank
280,883
Doctor Who News. Doctor Who News is the unofficial repository of news, reviews, products and events about the series and its spin-offs, plus regular competitions.
Alexa Rank
293,611
CoFoundersTown: Business Media Coverage cum growth catalyst for students, startups, companies, and individuals. CoFoundersTown is a media coverage cum growth catalyst for students, startups, companies, and individuals. Through becoming a medium for startups and companies to come into public acknowledgment, it aims at creating a repository of entrepreneurial profiles in India. Alongside this, CoFoundersTown targets making graduates employable through a peer-to-peer learning community in colleges.
Alexa Rank
303,117
Qnapclub Store. Qnapclub repository to enhance your qnap nas with new applications (qpkg)
Alexa Rank
321,178
Password Safe - Passwortverwaltung. Verwalten Sie Ihre wichtigen Daten mit Password Safe and Repository, der komfortablen und professionellen Passwort- und Identitätsmanagement-Software. Die MATESO GmbH bietet vom Privatanwender bis hin zu größeren Konzernen (Client-/Server-Architektur) geeignete Password Safe Produkte.
Alexa Rank
321,886
NPI Profile. NPI Profile is the complete repository of NPI information
Alexa Rank
342,271
IT Versity | making IT resourceful. As part of this blog post we will see detailed instructions about setting up development environment for Spark and Hadoop application development using Windows. We have used Windows 10 for this demo using 64 bit version on Setup development environment on Windows For each of the section we will see Why we need to perform the step? How to perform the step? How we can validate whether it is working as expected? We will also develop few programs to validate whether our setup is progressing as expected or not In case you run into any issues, please log those in our forums Click here for the coupons for our content. Our training approach is certification oriented. Click here to go to our state of the art lab to practice Spark hands on for more realistic experience Setup Development environment on Windows We are considering fresh Windows laptop. We will start with Java/JDK on Windows laptop and we will go through step by step instructions to setup Scala, sbt, WinUtils etc. For integrated development using IntelliJ Typically programming will be done with IDEs such as IntelliJ IDEs are typically integrated with other tools such as git which is code versioning tool. Tools like git facilitate team development. sbt is build tool for Scala. Once applications are developed using IDE, they are typically built using tools like sbt WinUtils is required for HDFS APIs to work on Windows laptop Unless java is setup and validated successfully do not go further. If you need our support, please log the issues in our forums. Setup Java and JDK Steps are almost same as demonstrated for Mac as well as Linux Before getting started check whether Java and JDK are installed or not Launch command prompt - Go to search bar on windows laptop, type cmd and hit enter Type java -version If it return version, check whether 1.8 or not. It is better to have 1.8 version. If you have other version, consider uninstall and install 1.8 (Search for programs installed and uninstall Java) Type javac -version If it return version, check whether 1.8 or not. It is better to have 1.8 version. If you have other version, consider uninstall and install 1.8 (Search for programs installed and uninstall Java) If you need other versions, make sure environment variables point to 1.8 If you do not have Java at all, make sure to follow the instructions and install 1.8 version of JRE and JDK. Why do we need to install Java and JDK? Scala, Spark and many other technologies require Java and JDK to develop and build the applications. Scala is JVM based programming language. How to install Java and JDK? Go to official page of Oracle where downloads are available Accept the terms and download 64 bit version How to validate? Use java -version and javac -version commands in command prompt and see they return 1.8 or not Setup Scala with IntelliJ Steps are almost same as demonstrated for Mac as well as Linux Now install IntelliJ There are 2 versions of IntelliJ community edition and enterprise edition Community edition is free and at times you need to install additional plugins Enterprise edition is paid and supported and comes with most of the important plugins pre-installed. Also set of plugins are bundled together as part of enterprise edition Unless you have corporate license for now consider installing community edition. Why IntelliJ? IntelliJ is created by JetBrains and it is very popular in building IDEs which boost productivity in team development Scala and SBT can be added as plugins using IntelliJ Most commonly used tools such as git comes out of the box for versioning the code in the process of application development by teams. How to Install? Go to the downloads page and make sure right version is chosen. Once downloaded, just double click on installable and follow typical installation process How to validate? We will develop a program as part of next section to validate. Develop Hello World Program We will see how to create first program using Scala as sbt project. Steps are almost same as demonstrated for Mac as well as Linux Click on New Project For the first time, it selects java by default. Make sure to choose Scala and then sbt Give name to the project -> spark2demo Choose right version of Scala -> 2.11.12 Choose right version of sbt -> 0.13 It will take some time to setup the project Once done you will see src directory with the structure src/main/scala src/main/scala is base directory for scala code build.sbt under project name - name of the project version - project version (0.1) scalaVersion - scala version (2.11.12) name := "spark2demo" version := "0.1" scalaVersion := "2.11.12" Steps to develop HelloWorld program Right click on src/main/scala Choose Scala Class Give name as Hello World and change type to object Replace the code with below code object HelloWorld { def main(args: Array): Unit = { println("Hello World") } } Right click and run the program You should see Hello World in the console Make sure IntelliJ setup with Scala is done and validated by running Hello World program. In case of any issues, please log in our forums. Setup sbt and run application Once the application is developed, we need to build jar file and migrate to higher environments. sbt is the build tool which is typically used for Scala based projects. Why sbt? To build scala based applications to jar file Validate jar file to make sure program is running fine How to setup sbt? Setup sbt by downloading relevant downloadable from this link For Windows use Microsoft Installer (msi) For Mac install using brew How to validate sbt? Copy the path by right clicking the project in IntelliJ Go to command prompt and cd to the path Check the directory structure, you should see src directory build.sbt Run sbt package It will build jar file and you will see the path Run program by using sbt run command You should see Hello World printed on the console Add Spark dependencies to the application As we are done with validating IntelliJ, Scala and sbt by developing and running the program, now we are ready to integrate Spark and start developing Scala based applications using Spark APIs. Steps are almost same as demonstrated for Mac as well as Linux Update build.sbt by adding libraryDependencies += "org.apache.spark" %% "spark-core" % "2.3.0" Enable auto-import or click on refresh on type right corner It will take some time to download dependencies based on your internet speed Be patient until all the spark based dependencies are downloads. You can expand External Dependencies in project view to see list of jars downloaded. build.sbt will look like this name := "spark2demo" version := "0.1" scalaVersion := "2.11.12" libraryDependencies += "org.apache.spark" %% "spark-core" % "2.3.0" Setup WinUtils to get HDFS APIs working Not required for Mac or Linux Why to install winutils? In the process of building data processing applications using Spark, we need to read data from files Spark uses HDFS API to read files from several file systems like HDFS, s3, local etc For HDFS APIs to work on Windows, we need to have WinUtils How to install winutils? Click here to download 64 bit winutils.exe Create directory structure like this C:/hadoop/bin Setup new environment variable HADOOP_HOME Search for Environment Variables on Windows search bar Click on Add Environment Variables There will be 2 categories of environment variables User Variables on top System Variables on bottom Make sure to click on Add for System Variables Name: HADOOP_HOME Value: C:\\hadoop (don't include bin) Also choose Path and click on Edit Click on Add Add new entry %HADOOP_HOME%\\bin Setup Data sets You need to have data sets setup for your practice. Steps are almost same as demonstrated for Mac as well as Linux Go to our GitHub data repository You can setup data sets in 2 ways If you have git, you can clone to the desired directory on your PC Otherwise use download, it will download zip file Unzip and copy to C:\\data You will have multiple datasets ready for your practice Develop first spark application Now we are ready to develop our first Spark application. Steps are almost same as demonstrated for Mac as well as Linux Go to src/main/scala Right click and click on New -> Package Give the package name as retail_db Right click on retail_db and click on New -> Scala Class Name: GetRevenuePerOrder Type: Object Replace the code with this code snippet package retail_db import org.apache.spark.{SparkConf, SparkContext} object GetRevenuePerOrder { def main(args: Array): Unit = { val conf = new SparkConf(). setMaster(args(0)). setAppName("Get revenue per order") val sc = new SparkContext(conf) sc.setLogLevel("ERROR") val orderItems = sc.textFile(args(1)) val revenuePerOrder = orderItems. map(oi => (oi.split(",")(1).toInt, oi.split(",")(4).toFloat)). reduceByKey(_ + _). map(oi => oi._1 + "," + oi._2) revenuePerOrder.saveAsTextFile(args(2)) } } Program takes 3 arguments args(0) -> execution mode args(1) -> input path args(2) -> output path Running the application Go to Run menu -> Edit Configurations Add new application Give application name GetRevenuePerOrder Choose main class: retail_db.GetRevenuePerOrder Program arguments: local Use classpath for module: Choose spark2demo Click on Apply and then Ok Now you can run the application by right clicking and choosing Run "GetRevenuePerOrder" Go to output path and check files are created for output or not Build jar file Let us see how we can build the jar file and run it. Steps are almost same as demonstrated for Mac as well as Linux Copy the path by right clicking the project in IntelliJ Go to command prompt and cd to the path Check the directory structure, you should see src directory build.sbt Run sbt package It will build jar file and you will see the path It will be typically /target/scala-2.11/spark2demo_2.11-0.1.jar We can also run using sbt "run-main" sbt "run-main retail_db.GetRevenuePerOrder local " Now you are ready with the jar file to get deployed. If you have any issues please raise it in our forums. Download and Install Spark on Windows Now let us see the details about setting up Spark on Windows Skip this for Mac or Linux (we will see again after setting up Ubuntu using Windows subsystem for Linux) Why to setup Spark? Before deploying on the cluster, it is good practice to test the script using spark-submit. To run using spark-submit locally, it is nice to setup Spark on Windows How to setup Spark? Install 7z so that we can unzip and untar spark tar ball, from here Download spark 2.3 tar ball by going here Choose Spark Release: 2.3.0 Choose a package type: Pre-built for Hadoop 2.7 or later It gives the appropriate link pointing to mirror Click on it go to mirror and click on it to download Use 7z software to unzip and under to complete setup of spark We need to configure environment variables to run Spark any where Keep in mind that Spark is not very well supported on Windows and we will see how to setup on Ubuntu using Windows subsystem for Linux. Configure environment variables for Spark Let us see how we can configure environment variables of Spark Skip this for Mac or Linux Why to setup Environment Variables? To run spark-submit, spark-shell from any where on the PC using the jar file. How to configure Environment Variables? Let us assume that Spark is setup under C:\\spark-2.3.0-bin-hadoop2.7 Setup new environment variable SPARK_HOME Search for Environment Variables on Windows search bar Click on Add Environment Variables There will be 2 categories of environment variables User Variables on top System Variables on bottom Make sure to click on Add for System Variables Name: SPARK_HOME Value: C:\\spark-2.3.0-bin-hadoop2.7 (don't include bin) Also choose Path and click on Edit Click on Add Add new entry %SPARK_HOME%\\bin How to validate? Go to any directory and run spark-shell Run Spark job using spark-shell Using spark-shell we can validate ad hoc code to confirm it is working. It will also confirm whether the installation is successful or not. Skip this for Mac or Linux Run spark-shell Execute this code and make sure it return results val orderItems = sc.textFile("C:\\\\data\\\\retail_db\\\\order_items") val revenuePerOrder = orderItems. map(oi => (oi.split(",")(1).toInt, oi.split(",")(4).toFloat)). reduceByKey(_ + _). map(oi => oi._1 + "," + oi._2) revenuePerOrder.take(10).foreach(println) On Windows after showing the output, it might throw the exception. Run Spark application using Spark submit We can validate the jar file by using spark-submit Skip this for Mac or Linux spark-submit is the main command to submit the job --class retail_db.GetRevenuePerOrder, to pass the class name By default master is local, if you want to override we can use --master After spark-submit and control arguments we have to give jar file name followed by arguments spark-submit --class retail_db.GetRevenuePerOrder local Setup Ubuntu using Windows subsystem for Linux Now let us see how we can setup Ubuntu on Windows 10 Skip this for Mac or Linux Why to setup Ubuntu? Windows is not completely fool proof in running spark jobs. Using Ubuntu is better alternative and you will run into fewer issues Using Windows subsystem for Linux we can quickly set up Ubuntu virtual machine How to setup Ubuntu using Windows subsystem for Linux? Follow this link to setup Ubuntu using Windows subsystem for Linux Complete the setup process by giving username for the Ubuntu virtual machine Accessing C Drive using Ubuntu built using Windows subsystem for Linux Skip this for Mac or Linux It is better to understand how we can access C drive in Ubuntu built using subsystem for Linux It will facilitate us to access files in C drive In Linux root file system starts with / and does not have partitions like C drive The location of C drive is /mnt/C Setup Java and JDK on Ubuntu Skip this for Mac or Linux Before getting started check whether Java and JDK are installed or not Launch command prompt - Go to search bar on windows laptop, type cmd and hit enter Type java -version If it return version, check whether 1.8 or not. It is better to have 1.8 version. If you have other version, consider uninstall and install 1.8 (Search for programs installed and uninstall Java) Type javac -version If it return version, check whether 1.8 or not. It is better to have 1.8 version. If you have other version, consider uninstall and install 1.8 (Search for programs installed and uninstall Java) If you need other versions, make sure environment variables point to 1.8 If you do not have Java at all, make sure to follow the instructions and install 1.8 version of JRE and JDK. Why do we need to install Java and JDK? Scala, Spark and many other technologies require Java and JDK to develop and build the applications. Scala is JVM based programming language. How to install Java and JDK on Ubuntu? sudo add-apt-repository ppa:webupd8team/java sudo apt-get update sudo apt-get install oracle-java8-installer How to validate? Use java -version and javac -version commands in command prompt and see they return 1.8 or not Download and Untar Spark Now let us see the details about setting up Spark on Ubuntu or any Linux flavor or Mac. Why to setup Spark? Before deploying on the cluster, it is good practice to test the script using spark-submit. To run using spark-submit locally, it is nice to setup Spark on Windows How to setup Spark? Download spark 2.3 tar ball by going here. We can use wget to download the tar ball. Choose Spark Release: 2.3.0 Choose a package type: Pre-built for Hadoop 2.7 or later It gives the appropriate link pointing to mirror Click on it go to mirror and click on it to download Use tar xzf command to untar and unzip tar ball - tar xzf spark-2.3.0-bin-hadoop2.7.tgz We need to configure environment variables to run Spark any where Setup Environment Variables - Mac or Linux Let us see how we can configure environment variables of Spark Why to setup Environment Variables? To run spark-submit, spark-shell from any where on the PC using the jar file. How to configure Environment Variables? Let us assume that Spark is setup under /Users/itversity/spark-2.3.0-bin-hadoop2.7 on Mac /mnt/c/spark-2.3.0-bin-hadoop2.7 on Ubuntu built using Windows subsystem Setup new environment variable SPARK_HOME and update PATH Make sure to restart terminal (no need to reboot the machine) # On Mac - .bash_profile export SPARK_HOME=/Users/itversity/spark export PATH=$PATH:$SPARK_HOME/bin:$SPARK_HOME/sbin # On Ubuntu built using Windows subsystem for Linux - .profile export SPARK_HOME=/mnt/c/spark-2.3.0-bin-hadoop2.7 export PATH=$PATH:$SPARK_HOME/bin How to validate? Go to any directory and run spark-shell val orderItems = sc.textFile("C:\\\\data\\\\retail_db\\\\order_items") val revenuePerOrder = orderItems. map(oi => (oi.split(",")(1).toInt, oi.split(",")(4).toFloat)). reduceByKey(_ + _). map(oi => oi._1 + "," + oi._2) revenuePerOrder.take(10).foreach(println) Run jar file using Spark Submit We can validate the jar file by using spark-submit spark-submit is the main command to submit the job --class retail_db.GetRevenuePerOrder, to pass the class name By default master is local, if you want to override we can use --master After spark-submit and control arguments we have to give jar file name followed by arguments spark-submit --class retail_db.GetRevenuePerOrder local Conclusion and where to go from here This post covers how to set up development environment to work on Spark projects using Scala as a team However to gain in-depth knowledge of Spark, you can follow our content and practice on our state of the art big data cluster Click here for the coupons for our content Click here to go to our state of the art lab to practice Spark hands on for more realistic experience
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