{"paragraphs":[{"text":"%md\n\n### Setup\n\nAdd the following properties to the Spark interpreter (or create a new interpretter with the following properties added)\n\n```\nspark.kryo.registrator ->\torg.apache.mahout.sparkbindings.io.MahoutKryoRegistrator\nspark.serializer ->\torg.apache.spark.serializer.KryoSerializer\n```\n\nRun the following (is this nessecary?): \n```\n$MAHOUT_HOME/bin/mahout-load-spark-env.sh \n```\n\nRun the following (This is nessecary):\n```\nexport MAHOUT_HOME=[directory into which you checked out Mahout]\nexport SPARK_HOME=[directory where you unpacked Spark]\nexport MASTER=[url of the Spark master]\n```","authenticationInfo":{},"dateUpdated":"May 18, 2016 9:23:42 AM","config":{"colWidth":12,"graph":{"mode":"table","height":300,"optionOpen":false,"keys":[],"values":[],"groups":[],"scatter":{}},"enabled":true,"editorMode":"ace/mode/markdown","editorHide":true},"settings":{"params":{},"forms":{}},"jobName":"paragraph_1463541352726_-393281136","id":"20160517-221552_572661682","result":{"code":"SUCCESS","type":"HTML","msg":"

Setup

\n

Add the following properties to the Spark interpreter (or create a new interpretter with the following properties added)

\n
spark.kryo.registrator  ->  org.apache.mahout.sparkbindings.io.MahoutKryoRegistrator\nspark.serializer        ->  org.apache.spark.serializer.KryoSerializer\n
\n

Run the following (is this nessecary?):

\n
$MAHOUT_HOME/bin/mahout-load-spark-env.sh \n
\n

Run the following (This is nessecary):

\n
export MAHOUT_HOME=[directory into which you checked out Mahout]\nexport SPARK_HOME=[directory where you unpacked Spark]\nexport MASTER=[url of the Spark master]\n
\n"},"dateCreated":"May 17, 2016 10:15:52 PM","dateStarted":"May 18, 2016 9:23:34 AM","dateFinished":"May 18, 2016 9:23:34 AM","status":"FINISHED","progressUpdateIntervalMs":500,"$$hashKey":"object:261","focus":true},{"text":"%spark\n// things that get loaded by the shell\n\nimport org.apache.mahout.sparkbindings.shell.Main\nimport org.apache.mahout.drivers.ItemSimilarityDriver\nimport org.apache.mahout.drivers.RowSimilarityDriver\nimport org.apache.mahout.drivers.TrainNBDriver\nimport org.apache.mahout.drivers.TestNBDriver\n\n\n//import org.apache.mahout.driver.MahoutDriver","authenticationInfo":{},"dateUpdated":"May 18, 2016 8:39:07 AM","config":{"colWidth":12,"graph":{"mode":"table","height":300,"optionOpen":false,"keys":[],"values":[],"groups":[],"scatter":{}},"enabled":true,"editorMode":"ace/mode/scala","title":true},"settings":{"params":{},"forms":{}},"jobName":"paragraph_1463426249157_-920488739","id":"20160516-141729_2021992019","result":{"code":"SUCCESS","type":"TEXT","msg":"import org.apache.mahout.sparkbindings.shell.Main\nimport org.apache.mahout.drivers.ItemSimilarityDriver\nimport org.apache.mahout.drivers.RowSimilarityDriver\nimport org.apache.mahout.drivers.TrainNBDriver\nimport org.apache.mahout.drivers.TestNBDriver\n"},"dateCreated":"May 16, 2016 2:17:29 PM","dateStarted":"May 18, 2016 8:26:02 AM","dateFinished":"May 18, 2016 8:26:04 AM","status":"FINISHED","progressUpdateIntervalMs":500,"$$hashKey":"object:262","title":"Shell Drivers (redundant?) "},{"text":"%spark\n\n// https://github.com/apache/mahout/blob/master/examples/bin/spark-shell-plot.mscala\nimport org.apache.mahout.math._\nimport org.apache.mahout.math.scalabindings._\nimport org.apache.mahout.math.drm._\nimport org.apache.mahout.math.scalabindings.RLikeOps._\nimport org.apache.mahout.math.drm.RLikeDrmOps._\nimport org.apache.mahout.sparkbindings._\n\nimplicit val sdc: org.apache.mahout.sparkbindings.SparkDistributedContext = sc2sdc(sc)\n\nval mxRnd = Matrices.symmetricUniformView(5000, 2, 1234)\nval drmRand = drmParallelize(mxRnd)\n\n\nval drmSin = drmRand.mapBlock() {case (keys, block) => \n val blockB = block.like()\n for (i <- 0 until block.nrow) {\n blockB(i, 0) = block(i, 0) \n blockB(i, 1) = Math.sin((block(i, 0) * 8))\n }\n keys -> blockB\n}\n\n// make some 2d plots here sample 1000 units\n/*\nval mxRnd3d = Matrices.symmetricUniformView(50000, 3, 1234)\nval drmRand3d = drmParallelize(mxRnd3d)\n\nval drmGauss = drmRand3d.mapBlock() {case (keys, block) =>\n val blockB = block.like()\n for (i <- 0 until block.nrow) {\n val x: Double = block(i, 0)\n val y: Double = block(i, 1)\n val z: Double = block(i, 2)\n\n blockB(i, 0) = x\n blockB(i, 1) = y\n blockB(i, 2) = Math.exp(-((Math.pow(x, 2)) + (Math.pow(y, 2)))/2)\n }\n keys -> blockB\n}\n*/","authenticationInfo":{},"dateUpdated":"May 18, 2016 8:38:39 AM","config":{"colWidth":12,"graph":{"mode":"table","height":300,"optionOpen":false,"keys":[],"values":[],"groups":[],"scatter":{}},"enabled":true,"editorMode":"ace/mode/scala","editorHide":false,"title":true},"settings":{"params":{},"forms":{}},"jobName":"paragraph_1463429883345_-1761895189","id":"20160516-151803_2005744291","result":{"code":"SUCCESS","type":"TEXT","msg":"import org.apache.mahout.math._\nimport org.apache.mahout.math.scalabindings._\nimport org.apache.mahout.math.drm._\nimport org.apache.mahout.math.scalabindings.RLikeOps._\nimport org.apache.mahout.math.drm.RLikeDrmOps._\nimport org.apache.mahout.sparkbindings._\nsdc: org.apache.mahout.sparkbindings.SparkDistributedContext = org.apache.mahout.sparkbindings.SparkDistributedContext@73ffd2b4\nmxRnd: org.apache.mahout.math.Matrix = \n{\n 0 =>\t{0:0.4586377101191827,1:0.07261898163580698}\n 1 =>\t{0:0.48977896201757654,1:0.2695201068510176}\n 2 =>\t{0:0.33215452109376786,1:0.2148377346657124}\n 3 =>\t{0:0.4497098649240723,1:0.4331127334380502}\n 4 =>\t{0:-0.03782634247193647,1:-0.32353833540588983}\n 5 =>\t{0:0.15137106418749705,1:0.422446220403861}\n 6 =>\t{0:0.2714115385692545,1:-0.4495233989067956}\n 7 =>\t{0:0.02468155133492185,1:0.49474128114887833}\n 8 =>\t{0:-0.2269662536373416,1:-0.14808249195411455}\n 9 =>\t{0:0.050870692759856756,1:-0.4797329808849356}\n... }\ndrmRand: org.apache.mahout.math.drm.CheckpointedDrm[Int] = org.apache.mahout.sparkbindings.drm.CheckpointedDrmSpark@66f9cc0e\ndrmSin: org.apache.mahout.math.drm.DrmLike[Int] = OpMapBlock(org.apache.mahout.sparkbindings.drm.CheckpointedDrmSpark@66f9cc0e,,-1,-1,true)\n"},"dateCreated":"May 16, 2016 3:18:03 PM","dateStarted":"May 18, 2016 8:33:58 AM","dateFinished":"May 18, 2016 8:34:02 AM","status":"FINISHED","progressUpdateIntervalMs":500,"$$hashKey":"object:263","title":"Create Random Matrices","focus":true},{"text":"%spark\n\nval maxSample = 1000 // Note there is a setting for this in Zepplin, that is by default 1000 (max.results). \nval mPlotMatrix = drmSampleKRows(drmSin, 1000, replacement = false)\n","authenticationInfo":{},"dateUpdated":"May 18, 2016 8:38:10 AM","config":{"colWidth":12,"graph":{"mode":"table","height":300,"optionOpen":false,"keys":[],"values":[],"groups":[],"scatter":{}},"enabled":true,"editorMode":"ace/mode/scala","title":true},"settings":{"params":{},"forms":{}},"jobName":"paragraph_1463434516912_-567647236","id":"20160516-163516_906796617","result":{"code":"SUCCESS","type":"TEXT","msg":"mPlotMatrix: org.apache.mahout.math.Matrix = \n{\n 0 =>\t{0:-0.44606495202393864,1:0.4140755527126958}\n 1 =>\t{0:-0.4604339132666591,1:0.5157464200221917}\n 2 =>\t{0:-0.12101983248760623,1:-0.8238434068310297}\n 3 =>\t{0:-0.14069298095388852,1:-0.9025019549828354}\n 4 =>\t{0:-0.25079937114799467,1:-0.906617605686223}\n 5 =>\t{0:0.4585584223870575,1:-0.5028343678081484}\n 6 =>\t{0:0.40953765273159676,1:-0.13430152519972566}\n 7 =>\t{0:0.06640937221590827,1:0.5066329898152366}\n 8 =>\t{0:0.0358858161348064,1:0.2831591997623002}\n 9 =>\t{0:-0.48640270499457855,1:0.6813672465698075}\n... }\n"},"dateCreated":"May 16, 2016 4:35:16 PM","dateStarted":"May 18, 2016 8:34:03 AM","dateFinished":"May 18, 2016 8:34:04 AM","status":"FINISHED","progressUpdateIntervalMs":500,"$$hashKey":"object:264","title":"Sample From Matrix","focus":true},{"text":"%spark \n\nvar str = \"\"\n//println(\"matrix collected\")\nfor (i <- 0 until mPlotMatrix.numRows()) {\n //println(\"i: \" + i.toString)\n for (j <- 0 until mPlotMatrix.numCols()) {\n str += mPlotMatrix(i, j)\n if (j <= mPlotMatrix.numCols() - 2) { str += \"\\t\" }\n }\n str += \"\\n\"\n }\n\nval tableStr = \"col1\\tcol2\\n\"+ str\nprintln(\"%table\\n\"+tableStr)\n\n","authenticationInfo":{},"dateUpdated":"May 18, 2016 9:16:14 AM","config":{"colWidth":12,"graph":{"mode":"multiBarChart","height":300,"optionOpen":false,"keys":[{"name":"col1","index":0,"aggr":"sum"}],"values":[{"name":"col2","index":1,"aggr":"sum"}],"groups":[],"scatter":{"xAxis":{"name":"col1","index":0,"aggr":"sum"},"yAxis":{"name":"col2","index":1,"aggr":"sum"}}},"enabled":true,"title":true},"settings":{"params":{},"forms":{}},"jobName":"paragraph_1463576505347_-1792634558","id":"20160518-080145_1651156937","result":{"code":"SUCCESS","type":"TABLE","msg":"col1\tcol2\n-0.44606495202393864\t0.4140755527126958\n-0.4604339132666591\t0.5157464200221917\n-0.12101983248760623\t-0.8238434068310297\n-0.14069298095388852\t-0.9025019549828354\n-0.25079937114799467\t-0.906617605686223\n0.4585584223870575\t-0.5028343678081484\n0.40953765273159676\t-0.13430152519972566\n0.06640937221590827\t0.5066329898152366\n0.0358858161348064\t0.2831591997623002\n-0.48640270499457855\t0.6813672465698075\n0.13308553574540477\t0.874635919773234\n0.19581738704307441\t0.9999909380081332\n-0.13874399205549307\t-0.895677312631741\n-0.1679985747854798\t-0.9743891988009794\n-0.34424260208116003\t-0.3780155316770705\n0.12084294187000488\t0.8230404646587026\n-0.42291699623421186\t0.23939561367106704\n-0.03774956141279094\t-0.29742693741733084\n-0.3348247843362718\t-0.4466292333618726\n-0.3562081705000575\t-0.2877985063300742\n0.402931171133269\t-0.08176533231211998\n-0.23555919986071444\t-0.9512053499268834\n0.2336655424150759\t0.9557704560250125\n0.11741011085164482\t0.8071337672916895\n0.40646856579112284\t-0.10993323016256616\n0.37229400612040864\t0.16251657777595127\n-0.46490999978862957\t0.5460880232337944\n0.460270906491216\t-0.5146287447360496\n-0.16982203075600447\t-0.9775657070560638\n0.10378502852519023\t0.7381204613539031\n0.22965669663359078\t0.9647098099923517\n0.10387035145487461\t0.7385808072127739\n-0.0031483286802806527\t-0.025183966601874806\n0.4992335710994846\t-0.7527805237845061\n0.19361882499968994\t0.9997613915999458\n-0.27765324055707435\t-0.7958237384319734\n0.0680800201264948\t0.5181103488087475\n-0.49626553171008353\t0.7369395883982925\n-0.46500770434605715\t0.5467426549427824\n0.30021926849094605\t0.6741686443449474\n-0.26073455566509496\t-0.8702532583388717\n-0.3801561788636045\t-0.10017491875701517\n-0.36470877683850933\t-0.22205583257829373\n-0.06797135164371393\t-0.5173665879090757\n-0.062281111357274266\t-0.47788806149173385\n-0.15324185606778304\t-0.9411222911722424\n0.3419608262805409\t0.3948513451397442\n-0.021723665933108018\t-0.17291582891199048\n0.17922072186494156\t0.9906259959717195\n-0.487880719396347\t0.6899739777629155\n-0.09991116512772492\t-0.716860774973318\n-0.1877816021675249\t-0.9976518132285642\n0.3202181253446911\t0.5478964960439188\n0.2634537137406341\t0.8593324500302904\n0.3027806360568614\t0.6588940273962554\n-0.20263464191070216\t-0.9987361864426295\n0.3237851152670465\t0.5238050621623067\n-0.420368159996731\t0.2195494476802213\n0.27217385332674227\t0.8215941614123439\n-0.33029530692685266\t-0.4787498319606242\n0.34375520404303295\t0.3816225108467546\n0.007512790684504052\t0.06006614751076438\n0.3596627143755015\t0.26122489251353065\n-0.4463305124826952\t0.41600841216720824\n-0.4903678300398359\t0.704238501899934\n-0.14516752781835723\t-0.917337489073574\n-0.07096513347732068\t-0.5377120138713194\n0.4407967364910704\t-0.3753563797978574\n0.2547101254550868\t0.8929748466063517\n0.42778658885618204\t-0.27702837462747965\n-0.44013315387341995\t0.37043061912648134\n0.12791688258378606\t0.8538487370772802\n-0.3073259016809295\t-0.6311116152104882\n0.027412830003160516\t0.21754901825171502\n0.29869165120731234\t0.6831441856388499\n0.23536303342321568\t0.9516884090744373\n0.2642863301099992\t0.855906895977382\n-0.03174303979527397\t-0.2512237238921191\n0.37344293721809607\t0.15344058465574367\n-0.2269662536373416\t-0.9701534037660837\n-0.18190187167854474\t-0.9933279080747011\n-0.31649945404121604\t-0.5725371128694923\n-0.40205699010315443\t0.07479335818884338\n0.05565193041861204\t0.43065233177387574\n-0.2520423669617135\t-0.9023769622558726\n-0.0436693549421347\t-0.34229169000069515\n-0.06591812522226652\t-0.5032408109029242\n-0.375580605208475\t-0.1365201438975301\n-0.4406345479286004\t0.3741534287579931\n0.46202559747202715\t-0.5266136064483593\n-0.3359816983601908\t-0.43832931750878446\n-0.4841299841219319\t0.667947367107604\n0.11548872548362854\t0.7979641709933192\n0.4182320448045917\t-0.20284622693247548\n-0.1968773609461737\t-0.9999910850034991\n0.4577653462998992\t-0.497340113539278\n-0.06743640826352883\t-0.5136995796646493\n-0.40782489900468694\t0.12071144654199256\n0.17357712327075012\t0.983451190279365\n-0.10172439855330644\t-0.7268987284485011\n-0.05007987119363307\t-0.3900067927003382\n0.49238490613717306\t-0.7156027211295148\n0.0035924552699806616\t0.028735685990412027\n0.3729336299334753\t0.15746550790274405\n-0.0038982183797835923\t-0.031180692330105952\n0.4780725539486003\t-0.6311134286655413\n-0.41295177806562133\t0.1613136296907241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