├── .gitignore ├── ApacheSparkTutorial-01-SetupLearningEnvironment.ipynb ├── LICENSE ├── README.md └── data └── people.json /.gitignore: -------------------------------------------------------------------------------- 1 | *.class 2 | *.log 3 | -------------------------------------------------------------------------------- /ApacheSparkTutorial-01-SetupLearningEnvironment.ipynb: -------------------------------------------------------------------------------- 1 | { 2 | "cells": [ 3 | { 4 | "cell_type": "markdown", 5 | "metadata": {}, 6 | "source": [ 7 | "

Apache Spark Tutorial @ Learning Journal

\n", 8 | "\n", 9 | "---" 10 | ] 11 | }, 12 | { 13 | "cell_type": "markdown", 14 | "metadata": {}, 15 | "source": [ 16 | "## Spark-01 - Setup Learning Environment\n", 17 | "\n", 18 | "This tutorial outlines the step by step process to setup standalone Spark on a Linux Machine. It goes further and integrates Jupyter Notebook for Spark. By the end of this tutorial, you will be able to access Apache Spark using following methods.\n", 19 | "1. Spark Shell\n", 20 | "2. PySpark\n", 21 | "3. Scala Notebook\n", 22 | "4. Python Notebook\n", 23 | "\n", 24 | "A complete video compilation of this tutorial is available @ [Youtube](https://www.youtube.com/watch?v=AYZCpxYVxH4&list=PLkz1SCf5iB4dXiPdFD4hXwheRGRwhmd6K&index=1)." 25 | ] 26 | }, 27 | { 28 | "cell_type": "markdown", 29 | "metadata": {}, 30 | "source": [ 31 | "### 1. Download and Install JDK" 32 | ] 33 | }, 34 | { 35 | "cell_type": "markdown", 36 | "metadata": { 37 | "collapsed": true 38 | }, 39 | "source": [ 40 | "``` bash\n", 41 | "wget -c --header \"Cookie: oraclelicense=accept-securebackup-cookie\" http://download.oracle.com/otn-pub/java/jdk/8u144-b01/090f390dda5b47b9b721c7dfaa008135/jdk-8u144-linux-x64.rpm\n", 42 | "yum localinstall jdk-8u121-linux-x64.rpm\n", 43 | "```" 44 | ] 45 | }, 46 | { 47 | "cell_type": "markdown", 48 | "metadata": {}, 49 | "source": [ 50 | "### 2. Download and Install Spark" 51 | ] 52 | }, 53 | { 54 | "cell_type": "markdown", 55 | "metadata": { 56 | "collapsed": true 57 | }, 58 | "source": [ 59 | "``` bash\n", 60 | "wget -c https://d3kbcqa49mib13.cloudfront.net/spark-2.2.0-bin-hadoop2.7.tgz\n", 61 | "mkdir ~/spark\n", 62 | "tar -zxvf spark-2.2.0-bin-hadoop2.6.tgz -C ~/spark/\n", 63 | "```" 64 | ] 65 | }, 66 | { 67 | "cell_type": "markdown", 68 | "metadata": {}, 69 | "source": [ 70 | "### 3. Set Environment variables" 71 | ] 72 | }, 73 | { 74 | "cell_type": "markdown", 75 | "metadata": {}, 76 | "source": [ 77 | "Add following lines in your ***.bash_profile*** or ***.bashrc***" 78 | ] 79 | }, 80 | { 81 | "cell_type": "markdown", 82 | "metadata": { 83 | "collapsed": true 84 | }, 85 | "source": [ 86 | "```bash\n", 87 | "export SPARK_HOME=~/spark/spark-2.2.0-bin-hadoop2.7\n", 88 | "export PATH=$PATH:$SPARK_HOME/bin\n", 89 | "```" 90 | ] 91 | }, 92 | { 93 | "cell_type": "markdown", 94 | "metadata": {}, 95 | "source": [ 96 | "### 4. Test Spark Installation" 97 | ] 98 | }, 99 | { 100 | "cell_type": "markdown", 101 | "metadata": {}, 102 | "source": [ 103 | "You can start Spark shell and Python shell by typing below commands" 104 | ] 105 | }, 106 | { 107 | "cell_type": "markdown", 108 | "metadata": { 109 | "collapsed": true 110 | }, 111 | "source": [ 112 | "```bash\n", 113 | "#To start spark shell\n", 114 | "spark-shell\n", 115 | "#To start python shell\n", 116 | "pyspark\n", 117 | "```" 118 | ] 119 | }, 120 | { 121 | "cell_type": "markdown", 122 | "metadata": {}, 123 | "source": [ 124 | "Test Spark by typing below code on Spark shell. The data file used in this tutorial is available in this repo. Look for *data* folder." 125 | ] 126 | }, 127 | { 128 | "cell_type": "code", 129 | "execution_count": 4, 130 | "metadata": {}, 131 | "outputs": [ 132 | { 133 | "name": "stdout", 134 | "output_type": "stream", 135 | "text": [ 136 | "+-----+---+\n", 137 | "| name|age|\n", 138 | "+-----+---+\n", 139 | "| Andy| 30|\n", 140 | "|Abdul| 22|\n", 141 | "|Robin| 45|\n", 142 | "|Larry| 37|\n", 143 | "+-----+---+\n", 144 | "\n" 145 | ] 146 | } 147 | ], 148 | "source": [ 149 | "val df = spark.read.json(\"data/people.json\")\n", 150 | "df.filter(\"age > 21\").select(\"name\",\"age\").show()" 151 | ] 152 | }, 153 | { 154 | "cell_type": "code", 155 | "execution_count": 5, 156 | "metadata": {}, 157 | "outputs": [ 158 | { 159 | "name": "stdout", 160 | "output_type": "stream", 161 | "text": [ 162 | "+---+-----+\n", 163 | "|age| name|\n", 164 | "+---+-----+\n", 165 | "| 30| Andy|\n", 166 | "| 22|Abdul|\n", 167 | "| 45|Robin|\n", 168 | "| 37|Larry|\n", 169 | "+---+-----+\n", 170 | "\n" 171 | ] 172 | } 173 | ], 174 | "source": [ 175 | "df.createOrReplaceTempView(\"people\")\n", 176 | "spark.sql(\"SELECT * FROM people where age > 21\").show()" 177 | ] 178 | }, 179 | { 180 | "cell_type": "markdown", 181 | "metadata": {}, 182 | "source": [ 183 | "### 5. Download and Install Anaconda" 184 | ] 185 | }, 186 | { 187 | "cell_type": "markdown", 188 | "metadata": { 189 | "collapsed": true 190 | }, 191 | "source": [ 192 | "```bash\n", 193 | "wget -c https://repo.continuum.io/archive/Anaconda3-5.0.0.1-Linux-x86_64.sh\n", 194 | "bash Anaconda3-5.0.0.1-Linux-x86_64.sh\n", 195 | "```" 196 | ] 197 | }, 198 | { 199 | "cell_type": "markdown", 200 | "metadata": {}, 201 | "source": [ 202 | "### 6. Download and Install Apache Toree" 203 | ] 204 | }, 205 | { 206 | "cell_type": "markdown", 207 | "metadata": { 208 | "collapsed": true 209 | }, 210 | "source": [ 211 | "```bash\n", 212 | "wget -c https://dist.apache.org/repos/dist/dev/incubator/toree/0.2.0/snapshots/dev1/toree-pip/toree-0.2.0.dev1.tar.gz\n", 213 | "pip install toree-0.2.0.dev1.tar.gz\n", 214 | "jupyter toree install --spark_home=$SPARK_HOME --interpreters=Scala,PySpark,SQL --user\n", 215 | "```" 216 | ] 217 | }, 218 | { 219 | "cell_type": "markdown", 220 | "metadata": {}, 221 | "source": [ 222 | "### 7. Start Jupyter Server ( for local machine)" 223 | ] 224 | }, 225 | { 226 | "cell_type": "markdown", 227 | "metadata": { 228 | "collapsed": true 229 | }, 230 | "source": [ 231 | "```bash\n", 232 | "jupyter notebook --no-browser\n", 233 | "```" 234 | ] 235 | }, 236 | { 237 | "cell_type": "markdown", 238 | "metadata": {}, 239 | "source": [ 240 | "The Jypyter server will show you a http link with a token. Copy and paste the link in your browser." 241 | ] 242 | }, 243 | { 244 | "cell_type": "markdown", 245 | "metadata": {}, 246 | "source": [ 247 | "### 8. Start Jupyter Server ( for a VM in Google cloud )" 248 | ] 249 | }, 250 | { 251 | "cell_type": "markdown", 252 | "metadata": {}, 253 | "source": [ 254 | "If you are using a VM in Google cloud, perform following steps before starting your Jupyter Server.\n", 255 | "1. Upgrade external IP address of your VM to a static IP\n", 256 | "2. Add a firewall rule to open TCP 8888 port\n", 257 | "\n", 258 | "Start your Jupyter Server using below command." 259 | ] 260 | }, 261 | { 262 | "cell_type": "markdown", 263 | "metadata": { 264 | "collapsed": true 265 | }, 266 | "source": [ 267 | "```bash\n", 268 | "jupyter notebook --ip=0.0.0.0 --port=8888 --no-browser\n", 269 | "```" 270 | ] 271 | }, 272 | { 273 | "cell_type": "markdown", 274 | "metadata": { 275 | "collapsed": true 276 | }, 277 | "source": [ 278 | "The Jupiter server will give you a URL.\n", 279 | "\n", 280 | "Copy the URL and replace the 0.0.0.0 by your VM's external IP address. Paste the new URL into your browser." 281 | ] 282 | }, 283 | { 284 | "cell_type": "markdown", 285 | "metadata": {}, 286 | "source": [ 287 | "### 9. Test your connection using below code." 288 | ] 289 | }, 290 | { 291 | "cell_type": "code", 292 | "execution_count": 6, 293 | "metadata": {}, 294 | "outputs": [ 295 | { 296 | "name": "stdout", 297 | "output_type": "stream", 298 | "text": [ 299 | "+-----+---+\n", 300 | "| name|age|\n", 301 | "+-----+---+\n", 302 | "| Andy| 30|\n", 303 | "|Abdul| 22|\n", 304 | "|Robin| 45|\n", 305 | "|Larry| 37|\n", 306 | "+-----+---+\n", 307 | "\n" 308 | ] 309 | } 310 | ], 311 | "source": [ 312 | "val df = spark.read.json(\"data/people.json\")\n", 313 | "df.filter(\"age > 21\").select(\"name\",\"age\").show()" 314 | ] 315 | }, 316 | { 317 | "cell_type": "code", 318 | "execution_count": 7, 319 | "metadata": { 320 | "collapsed": true 321 | }, 322 | "outputs": [], 323 | "source": [ 324 | "df.createOrReplaceTempView(\"people\")" 325 | ] 326 | }, 327 | { 328 | "cell_type": "code", 329 | "execution_count": 8, 330 | "metadata": {}, 331 | "outputs": [ 332 | { 333 | "data": { 334 | "text/plain": [ 335 | "+---+-----+\n", 336 | "|age| name|\n", 337 | "+---+-----+\n", 338 | "| 30| Andy|\n", 339 | "| 22|Abdul|\n", 340 | "+---+-----+\n", 341 | "\n" 342 | ] 343 | }, 344 | "execution_count": 8, 345 | "metadata": {}, 346 | "output_type": "execute_result" 347 | } 348 | ], 349 | "source": [ 350 | "%%sql\n", 351 | "select * from people where name like 'A%'" 352 | ] 353 | }, 354 | { 355 | "cell_type": "markdown", 356 | "metadata": {}, 357 | "source": [ 358 | "### 10. What's Next" 359 | ] 360 | }, 361 | { 362 | "cell_type": "markdown", 363 | "metadata": {}, 364 | "source": [ 365 | "1. Get more details about [How to use Jupyter Notebooks](https://jupyter-notebook.readthedocs.io/en/latest/examples/Notebook/examples_index.html)\n", 366 | "2. Download this Notebook from nbviewer [NB Viewer](https://nbviewer.jupyter.org/github/LearningJournal/Spark-Tutorials/blob/master/ApacheSparkTutorial-01-SetupLearningEnvironment.ipynb)\n", 367 | "3. Get more video tutorials - [Learning Journal @ Youtube](http://www.youtube.com/learningjournalin)" 368 | ] 369 | } 370 | ], 371 | "metadata": { 372 | "kernelspec": { 373 | "display_name": "Apache Toree - Scala", 374 | "language": "scala", 375 | "name": "apache_toree_scala" 376 | }, 377 | "language_info": { 378 | "file_extension": ".scala", 379 | "name": "scala", 380 | "version": "2.11.8" 381 | } 382 | }, 383 | "nbformat": 4, 384 | "nbformat_minor": 2 385 | } 386 | -------------------------------------------------------------------------------- /LICENSE: -------------------------------------------------------------------------------- 1 | Apache License 2 | Version 2.0, January 2004 3 | http://www.apache.org/licenses/ 4 | 5 | TERMS AND CONDITIONS FOR USE, REPRODUCTION, AND DISTRIBUTION 6 | 7 | 1. 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