hyperedges.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "from graphframes import *\n",
    "from functools import reduce\n",
    "from pyspark import *\n",
    "from pyspark.sql import *\n",
    "from operator import add\n",
    "import shortuuid"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "lines\n",
      "EDGESRCDEST\n",
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'he10734': ['125', '138'], 'he10735': ['138'], 'he10736': ['19', '37', '62', '114', '116', '125', '138'], 'he10737': ['19', '37', '62', '114', '116', '125', '138'], 'he10738': ['125', '138'], 'he10739': ['125', '138'], 'he10740': ['125', '138'], 'he10741': ['108', '138'], 'he10742': ['108', '138'], 'he10743': ['125', '138'], 'he10744': ['37', '116', '138'], 'he10745': ['19', '37', '62', '114', '116', '125', '138'], 'he10746': ['19', '37', '62', '114', '116', '125', '138'], 'he10747': ['125', '138'], 'he10748': ['104', '138'], 'he10749': ['125', '138'], 'he10750': ['114', '138'], 'he10751': ['138'], 'he10752': ['138'], 'he10753': ['138'], 'he10754': ['125', '138'], 'he10755': ['37', '138'], 'he10756': ['125', '138'], 'he10757': ['19', '37', '62', '114', '116', '125', '138'], 'he10758': ['125', '138'], 'he10759': ['19', '37', '62', '114', '116', '125', '138'], 'he10760': ['19', '37', '62', '114', '116', '125', '138'], 'he10761': ['19', '37', '62', '77', '114', '116', '125', '138'], 'he10762': ['125', '138'], 'he10763': ['125', '138'], 'he10764': ['125', '138'], 'he10765': ['125', '138'], 'he10766': ['125', '138'], 'he10767': ['125', '138'], 'he10768': ['125', '138'], 'he10769': ['125', '138'], 'he10770': ['125', '138'], 'he10771': ['138'], 'he10772': ['138'], 'he10773': ['138'], 'he10774': ['108', '138'], 'he10775': ['15', '138'], 'he10776': ['114', '138'], 'he10777': ['19', '37', '76', '77', '114', '116', '125', '138'], 'he10778': ['19', '37', '76', '77', '114', '116', '125', '138'], 'he10779': ['19', '37', '77', '114', '116', '138'], 'he10780': ['19', '138'], 'he10781': ['114', '138'], 'he10782': ['19', '138'], 'he10783': ['19', '37', '77', '114', '116', '138'], 'he10784': ['19', '37', '77', '114', '116', '138'], 'he10785': ['116', '138'], 'he10786': ['19', '37', '77', '114', '116', '138'], 'he10787': ['121', '138'], 'he10788': ['77', '138'], 'he10789': ['138'], 'he10790': ['19', '37', '77', '101', '114', '116', '138'], 'he10791': ['26', '36', '60', '139'], 'he10792': ['26', '139'], 'he10793': ['26', '139'], 'he10794': ['60', '139'], 'he10795': ['60', '139'], 'he10796': ['140'], 'he10797': ['140'], 'he10798': ['40', '140'], 'he10799': ['24', '140'], 'he10800': ['40', '63', '132', '140'], 'he10801': ['24', '132', '140'], 'he10802': ['40', '140'], 'he10803': ['132', '140'], 'he10804': ['91', '140'], 'he10805': ['24', '140'], 'he10806': ['58', '141'], 'he10807': ['58', '141'], 'he10808': ['56', '134', '141'], 'he10809': ['56', '141'], 'he10810': ['56', '141'], 'he10811': ['70', '141'], 'he10812': ['2', '141'], 'he10813': ['70', '141'], 'he10814': ['134', '141'], 'he10815': ['134', '141'], 'he10816': ['75', '141'], 'he10817': ['1', '141'], 'he10818': ['75', '141'], 'he10819': ['75', '141'], 'he10820': ['56', '141'], 'he10821': ['75', '141'], 'he10822': ['75', '141'], 'he10823': ['56', '141'], 'he10824': ['56', '141'], 'he10825': ['75', '141'], 'he10826': ['35', '141'], 'he10827': ['1', '141'], 'he10828': ['75', '141'], 'he10829': ['75', '141'], 'he10830': ['56', '141'], 'he10831': ['75', '141'], 'he10832': ['75', '141'], 'he10833': ['70', '141'], 'he10834': ['75', '141'], 'he10835': ['1', '141'], 'he10836': ['1', '141'], 'he10837': ['75', '141'], 'he10838': ['75', '141'], 'he10839': ['75', '141'], 'he10840': ['70', '141'], 'he10841': ['70', '141'], 'he10842': ['106', '141'], 'he10843': ['134', '141'], 'he10844': ['106', '141'], 'he10845': ['75', '141'], 'he10846': ['35', '141'], 'he10847': ['106', '141'], 'he10848': ['1', '141'], 'he10849': ['70', '141'], 'he10850': ['56', '58', '134', '141'], 'he10851': ['58', '141'], 'he10852': ['75', '141'], 'he10853': ['93', '142'], 'he10854': ['58', '142'], 'he10855': ['58', '142'], 'he10856': ['74', '142'], 'he10857': ['74', '142'], 'he10858': ['93', '142'], 'he10859': ['58', '142'], 'he10860': ['58', '142'], 'he10861': ['58', '142'], 'he10862': ['93', '142'], 'he10863': ['93', '142'], 'he10864': ['93', '142'], 'he10865': ['93', '142'], 'he10866': ['36', '142'], 'he10867': ['93', '142'], 'he10868': ['93', '142'], 'he10869': ['25', '142'], 'he10870': ['93', '142'], 'he10871': ['58', '142'], 'he10872': ['93', '142'], 'he10873': ['58', '142'], 'he10874': ['58', '142'], 'he10875': ['93', '142'], 'he10876': ['93', '142'], 'he10877': ['58', '142'], 'he10878': ['56', '142'], 'he10879': ['93', '142'], 'he10880': ['25', '93', '142'], 'he10881': ['25', '142'], 'he10882': ['134', '142'], 'he10883': ['93', '142'], 'he10884': ['25', '142'], 'he10885': ['25', '93', '142']}\n"
     ]
    }
   ],
   "source": [
    "#with open(\"com-orkut.top5000.cmty.txt\", 'r') as file:\n",
    "with open(\"email-enron.txt\", 'r') as file:\n",
    "    lines = file.read().split(\"\\n\")\n",
    "\n",
    "print(\"lines\")\n",
    "#print(lines)\n",
    "vertices = []\n",
    "existing_vertices = set()\n",
    "edges = []\n",
    "hyperedges = {}\n",
    "counter=0\n",
    "for l in lines:\n",
    "    if l == \"\":\n",
    "        continue\n",
    "    counter+=1\n",
    "    all_line_vertices = l.split(\" \")\n",
    "    hypid = \"he\" + str(counter)\n",
    "    try:\n",
    "        all_line_vertices.remove(\"\")\n",
    "    except:\n",
    "        pass\n",
    "    hyperedges[hypid] = all_line_vertices\n",
    "    for v in all_line_vertices:\n",
    "        if not v in existing_vertices:\n",
    "            vertices.append((v,\"vertex\"))\n",
    "            existing_vertices.add(v)\n",
    "        if not hypid in existing_vertices:\n",
    "            vertices.append((hypid,\"hyperedge\"))\n",
    "            existing_vertices.add(hypid)\n",
    "        edges.append((v,hypid))\n",
    "        edges.append((hypid,v))\n",
    "\n",
    "vertex_metadata = ['id','type']\n",
    "edges_metadata = ['src','dst']\n",
    "#print(vertices)\n",
    "#print(edges)\n",
    "\n",
    "vertices = spark.createDataFrame(vertices,vertex_metadata)\n",
    "edges = spark.createDataFrame(edges,edges_metadata)\n",
    "\n",
    "\n",
    "\n",
    "print(\"EDGESRCDEST\")\n",
    "print(hyperedges)\n",
    "hyp_deg = spark.sparkContext.broadcast(hyperedges)\n",
    "g = GraphFrame(vertices, edges)## Take a look at the DataFrames"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "+--------------------+---+\n",
      "|                  _1| _2|\n",
      "+--------------------+---+\n",
      "|[2, 5, 6, 37, 38,...|  1|\n",
      "|[2, 2838, 3406, 3...|  1|\n",
      "|[4389, 8407, 9492...|  1|\n",
      "|[6, 18, 19, 21, 2...|  1|\n",
      "|[8, 26646, 26648,...|  1|\n",
      "|[9, 39, 42, 65, 8...|  1|\n",
      "|[960274, 960277, ...|  1|\n",
      "|[14, 40, 102, 276...|  1|\n",
      "|[17, 1379, 1389, ...|  1|\n",
      "|[18, 5840, 5843, ...|  1|\n",
      "|[18, 722, 725, 72...|  1|\n",
      "|[20, 55, 61, 181,...|  1|\n",
      "|[20, 21, 96, 200,...|  1|\n",
      "|[21, 200, 2312, 2...|  1|\n",
      "|[22, 669, 1244, 1...|  1|\n",
      "|[24, 738, 747, 75...|  1|\n",
      "|[24, 595, 733, 73...|  1|\n",
      "|[25, 332, 399, 42...|  1|\n",
      "|[25, 2068, 4962, ...|  1|\n",
      "|[25, 5184, 5187, ...|  1|\n",
      "+--------------------+---+\n",
      "only showing top 20 rows\n",
      "\n",
      "+--------------------+---+---+\n",
      "|                  _1| _2| id|\n",
      "+--------------------+---+---+\n",
      "|[2, 5, 6, 37, 38,...|  1|  0|\n",
      "|[2, 2838, 3406, 3...|  1|  1|\n",
      "|[4389, 8407, 9492...|  1|  2|\n",
      "|[6, 18, 19, 21, 2...|  1|  3|\n",
      "|[8, 26646, 26648,...|  1|  4|\n",
      "|[9, 39, 42, 65, 8...|  1|  5|\n",
      "|[960274, 960277, ...|  1|  6|\n",
      "|[14, 40, 102, 276...|  1|  7|\n",
      "|[17, 1379, 1389, ...|  1|  8|\n",
      "|[18, 5840, 5843, ...|  1|  9|\n",
      "|[18, 722, 725, 72...|  1| 10|\n",
      "|[20, 55, 61, 181,...|  1| 11|\n",
      "|[20, 21, 96, 200,...|  1| 12|\n",
      "|[21, 200, 2312, 2...|  1| 13|\n",
      "|[22, 669, 1244, 1...|  1| 14|\n",
      "|[24, 738, 747, 75...|  1| 15|\n",
      "|[24, 595, 733, 73...|  1| 16|\n",
      "|[25, 332, 399, 42...|  1| 17|\n",
      "|[25, 2068, 4962, ...|  1| 18|\n",
      "|[25, 5184, 5187, ...|  1| 19|\n",
      "+--------------------+---+---+\n",
      "only showing top 20 rows\n",
      "\n",
      "+----+----+\n",
      "| src| dst|\n",
      "+----+----+\n",
      "|   2|hyp0|\n",
      "|hyp0|   2|\n",
      "|   5|hyp0|\n",
      "|hyp0|   5|\n",
      "|   6|hyp0|\n",
      "|hyp0|   6|\n",
      "|  37|hyp0|\n",
      "|hyp0|  37|\n",
      "|  38|hyp0|\n",
      "|hyp0|  38|\n",
      "|  41|hyp0|\n",
      "|hyp0|  41|\n",
      "|  44|hyp0|\n",
      "|hyp0|  44|\n",
      "|  47|hyp0|\n",
      "|hyp0|  47|\n",
      "|  53|hyp0|\n",
      "|hyp0|  53|\n",
      "|  56|hyp0|\n",
      "|hyp0|  56|\n",
      "+----+----+\n",
      "only showing top 20 rows\n",
      "\n",
      "+----+----+\n",
      "| src| dst|\n",
      "+----+----+\n",
      "|   2|hyp0|\n",
      "|hyp0|   2|\n",
      "|   5|hyp0|\n",
      "|hyp0|   5|\n",
      "|   6|hyp0|\n",
      "|hyp0|   6|\n",
      "|  37|hyp0|\n",
      "|hyp0|  37|\n",
      "|  38|hyp0|\n",
      "|hyp0|  38|\n",
      "|  41|hyp0|\n",
      "|hyp0|  41|\n",
      "|  44|hyp0|\n",
      "|hyp0|  44|\n",
      "|  47|hyp0|\n",
      "|hyp0|  47|\n",
      "|  53|hyp0|\n",
      "|hyp0|  53|\n",
      "|  56|hyp0|\n",
      "|hyp0|  56|\n",
      "+----+----+\n",
      "only showing top 20 rows\n",
      "\n",
      "df edge None\n",
      "+-------+------+\n",
      "|     id|  type|\n",
      "+-------+------+\n",
      "|    875|vertex|\n",
      "|  70395|vertex|\n",
      "|  73242|vertex|\n",
      "| 287634|vertex|\n",
      "| 764572|vertex|\n",
      "|1968319|vertex|\n",
      "|2368106|vertex|\n",
      "|2408366|vertex|\n",
      "|  20163|vertex|\n",
      "|  66913|vertex|\n",
      "| 654675|vertex|\n",
      "|  93069|vertex|\n",
      "| 151760|vertex|\n",
      "|2037144|vertex|\n",
      "| 142709|vertex|\n",
      "| 288719|vertex|\n",
      "| 309770|vertex|\n",
      "| 164248|vertex|\n",
      "|  27637|vertex|\n",
      "| 214165|vertex|\n",
      "+-------+------+\n",
      "only showing top 20 rows\n",
      "\n",
      "df vert None\n"
     ]
    }
   ],
   "source": [
    "from pyspark.sql.types import Row\n",
    "import uuid\n",
    "from pyspark.sql.functions import monotonically_increasing_id\n",
    "from uuid import UUID\n",
    "\n",
    "def f(x, uuid):\n",
    "    d = {}\n",
    "    elements = x.value.split(\" \")\n",
    "    for i in range(len(elements)):\n",
    "        yield elements[i],uuid\n",
    "        yield uuid, elements[i]\n",
    "    #for i in range(len(x)):\n",
    "    #    d[\"abc\"] = x[i]\n",
    "    #return d\n",
    "\n",
    "def make_edge_df(edge):\n",
    "    d = {}\n",
    "    d[\"src\"] = edge[0]\n",
    "    d[\"dst\"] = edge[1]\n",
    "    return d\n",
    "\n",
    "def make_vertex_df(edge):\n",
    "    yield edge.src,\"vertex\"\n",
    "    yield edge.dst, \"vertex\"\n",
    "    \n",
    "        \n",
    "def hyp_df(x, delimit):\n",
    "    hyper_return =  x.value.split(delimit)\n",
    "    try:\n",
    "        hyper_return.remove(\"\")\n",
    "    except:\n",
    "        pass\n",
    "    return (hyper_return),1\n",
    "\n",
    "def parse_hyp(x):\n",
    "    hypid = \"hyp\" + str(x[len(x)-1])\n",
    "    for i in range(len(x[0])):\n",
    "        yield x[0][i],hypid\n",
    "        yield hypid,x[0][i]\n",
    "\n",
    "def parse_vert(x):\n",
    "    hypid = \"hyp\" + str(x[len(x)-1])\n",
    "    yield hypid,\"hyperedge\"\n",
    "    for i in range(len(x[0])):\n",
    "        yield x[0][i],\"vertex\"\n",
    "\n",
    "def broadcast_hyp(x):\n",
    "    hypid = \"hyp\" + str(x[len(x)-1])\n",
    "    ar = []\n",
    "    for i in range(len(x[0])):\n",
    "        ar.append(x[0][i])\n",
    "    \n",
    "    return hypid,ar\n",
    "\n",
    "hyp_lines = spark.read.text(\"com-orkut.top5000.cmty.txt\").rdd.map(lambda x: hyp_df(x, \"\\t\")).toDF()\n",
    "hyp_lines.show()\n",
    "hyp_lines = hyp_lines.withColumn(\"id\", monotonically_increasing_id())\n",
    "hyp_lines.show()\n",
    "\n",
    "df_edge = hyp_lines.rdd.flatMap(lambda x: parse_hyp(x)).toDF([\"src\",\"dst\"])\n",
    "df_edge.show()\n",
    "df_vert = hyp_lines.rdd.flatMap(lambda x: parse_vert(x)).toDF([\"id\",\"type\"]).dropDuplicates()\n",
    "df_hyp = hyp_lines.rdd.map(lambda x: broadcast_hyp(x))\n",
    "print(\"df edge\",df_edge.show())\n",
    "print(\"df vert\",df_vert.show())\n",
    "#print(\"df hyp\", df_hyp.collectAsMap())\n",
    "new_g = GraphFrame(df_vert, df_edge)\n",
    "new_hyperedges = df_hyp.collectAsMap()\n",
    "\n",
    "#hyp_lines.show()\n",
    "    "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "+---+------+\n",
      "| id|  type|\n",
      "+---+------+\n",
      "|  2|vertex|\n",
      "+---+------+\n",
      "\n"
     ]
    }
   ],
   "source": [
    "df_vert.filter('id==\"2\"').show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "df_vertices.filter('id == \"56d21a1f-4342-4d22-a486-3ae4960c9890\"').show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "vertex_metadata = ['id','type']\n",
    "edges_metadata = ['src','dst']\n",
    "vertices = []\n",
    "existing_vertices = set()\n",
    "vex = []\n",
    "hyperedges = {}\n",
    "counter=0\n",
    "existing_vertices = set()\n",
    "with open(\"com-orkut.top5000.cmty.txt\", 'r') as file:\n",
    "    lines = file.read().split(\"\\n\")\n",
    "\n",
    "for l in lines:\n",
    "    if l == \"\":\n",
    "        continue\n",
    "    counter+=1\n",
    "    all_line_vertices = l.split(\"\\t\")\n",
    "    hypid = \"he\" + str(counter)\n",
    "    try:\n",
    "        all_line_vertices.remove(\"\")\n",
    "    except:\n",
    "        pass\n",
    "    hyperedges[hypid] = all_line_vertices\n",
    "    for v in all_line_vertices:\n",
    "        if not v in existing_vertices:\n",
    "            try:\n",
    "                frame_vertices = frame_vertices.union(spark.createDataFrame([(v,\"vertex\")],vertex_metadata))\n",
    "            except:\n",
    "                frame_vertices = spark.createDataFrame([(v,\"vertex\")],vertex_metadata)\n",
    "            vex.append((v,\"vertex\"))\n",
    "            existing_vertices.add(v)\n",
    "        if not hypid in existing_vertices:\n",
    "            try:\n",
    "                frame_vertices = frame_vertices.union(spark.createDataFrame([(hypid,\"hyperedge\")],vertex_metadata))\n",
    "            except:\n",
    "                frame_vertices = spark.createDataFrame([(hypid,\"hyperedge\")],vertex_metadata)\n",
    "            vex.append((hypid,\"hyperedge\"))\n",
    "            existing_vertices.add(hypid)\n",
    "        if \"ev\" in locals() or \"ev\" in globals():\n",
    "            ev = ev.union(spark.createDataFrame([(v,hypid)],edges_metadata))\n",
    "            ev = ev.union(spark.createDataFrame([(hypid,v)],edges_metadata))\n",
    "        else:\n",
    "            ev = spark.createDataFrame([(v,hypid)],edges_metadata)\n",
    "            ev = evg.union(spark.createDataFrame([(hypid,v)],edges_metadata))\n",
    "#         edges.append((v,hypid))\n",
    "#         edges.append((hypid,v))\n",
    "\n",
    "edges.show()\n",
    "frame_vertices.show()\n",
    "print(vex)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "+-------+------+\n",
      "|     id|  type|\n",
      "+-------+------+\n",
      "|    875|vertex|\n",
      "|  70395|vertex|\n",
      "|  73242|vertex|\n",
      "| 287634|vertex|\n",
      "| 764572|vertex|\n",
      "|1968319|vertex|\n",
      "|2368106|vertex|\n",
      "|2408366|vertex|\n",
      "|  20163|vertex|\n",
      "|  66913|vertex|\n",
      "| 654675|vertex|\n",
      "|  93069|vertex|\n",
      "| 151760|vertex|\n",
      "|2037144|vertex|\n",
      "| 142709|vertex|\n",
      "| 288719|vertex|\n",
      "| 309770|vertex|\n",
      "| 164248|vertex|\n",
      "|  27637|vertex|\n",
      "| 214165|vertex|\n",
      "+-------+------+\n",
      "only showing top 20 rows\n",
      "\n",
      "+----+----+\n",
      "| src| dst|\n",
      "+----+----+\n",
      "|   2|hyp0|\n",
      "|hyp0|   2|\n",
      "|   5|hyp0|\n",
      "|hyp0|   5|\n",
      "|   6|hyp0|\n",
      "|hyp0|   6|\n",
      "|  37|hyp0|\n",
      "|hyp0|  37|\n",
      "|  38|hyp0|\n",
      "|hyp0|  38|\n",
      "|  41|hyp0|\n",
      "|hyp0|  41|\n",
      "|  44|hyp0|\n",
      "|hyp0|  44|\n",
      "|  47|hyp0|\n",
      "|hyp0|  47|\n",
      "|  53|hyp0|\n",
      "|hyp0|  53|\n",
      "|  56|hyp0|\n",
      "|hyp0|  56|\n",
      "+----+----+\n",
      "only showing top 20 rows\n",
      "\n"
     ]
    }
   ],
   "source": [
    "new_g.vertices.show()\n",
    "new_g.edges.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "+---+---+\n",
      "|src|dst|\n",
      "+---+---+\n",
      "|  0|he1|\n",
      "|he1|  0|\n",
      "|  3|he1|\n",
      "|he1|  3|\n",
      "|  0|he2|\n",
      "|he2|  0|\n",
      "|112|he2|\n",
      "|he2|112|\n",
      "|123|he2|\n",
      "|he2|123|\n",
      "|  0|he3|\n",
      "|he3|  0|\n",
      "| 46|he3|\n",
      "|he3| 46|\n",
      "|  0|he4|\n",
      "|he4|  0|\n",
      "| 46|he4|\n",
      "|he4| 46|\n",
      "|  0|he5|\n",
      "|he5|  0|\n",
      "+---+---+\n",
      "only showing top 20 rows\n",
      "\n",
      "+----+---------+\n",
      "|  id|     type|\n",
      "+----+---------+\n",
      "|   0|   vertex|\n",
      "| he1|hyperedge|\n",
      "|   3|   vertex|\n",
      "| he2|hyperedge|\n",
      "| 112|   vertex|\n",
      "| 123|   vertex|\n",
      "| he3|hyperedge|\n",
      "|  46|   vertex|\n",
      "| he4|hyperedge|\n",
      "| he5|hyperedge|\n",
      "|  36|   vertex|\n",
      "| he6|hyperedge|\n",
      "| he7|hyperedge|\n",
      "| he8|hyperedge|\n",
      "|  60|   vertex|\n",
      "| he9|hyperedge|\n",
      "|he10|hyperedge|\n",
      "| 102|   vertex|\n",
      "|he11|hyperedge|\n",
      "|he12|hyperedge|\n",
      "+----+---------+\n",
      "only showing top 20 rows\n",
      "\n"
     ]
    }
   ],
   "source": [
    "g.edges.show()\n",
    "g.vertices.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "\n",
    "def initialize_page_rank(vertex, count):\n",
    "    return 1/count\n",
    "\n",
    "def parseNeighbors(edge):\n",
    "    dest_id = edge.dst\n",
    "    if edge.dst in new_hyperedges:\n",
    "        return edge.src, new_hyperedges[edge.dst]\n",
    "    return edge.src,[]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [],
   "source": [
    "def getContributions(ur):\n",
    "    len_urls = len(ur[1][0])\n",
    "    for site in sum(ur[1][0],[]):\n",
    "        yield site, ur[1][1]/(len_urls-1)\n",
    "    "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [],
   "source": [
    "def parallel_pagerank(iterations, graph):\n",
    "    all_vertices =graph.vertices.filter('type==\"vertex\"')\n",
    "    num_vertices = all_vertices.count()\n",
    "    all_edges = graph.edges\n",
    "    all_vertices.show()\n",
    "    all_edges.show()\n",
    "    ranks = all_vertices.rdd.map(lambda x:(x.id,initialize_page_rank(x, num_vertices))) #\n",
    "    hyperedge_links = all_edges.rdd.map(lambda el: parseNeighbors(el)).groupByKey().cache() # vertex hyp1 hyp2 hyp3\n",
    "    #for i in range(iterations):\n",
    "    print(\"hylinks\",hyperedge_links.take(5))\n",
    "    result_links = hyperedge_links.join(ranks).flatMap(lambda ur:getContributions(ur))\n",
    "    print(\"reslinks\",result_links.take(5))\n",
    "    ranks = result_links.reduceByKey(add).mapValues(lambda rank: rank * 0.85 + 0.15)\n",
    "    print(ranks.collect())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "+-------+------+\n",
      "|     id|  type|\n",
      "+-------+------+\n",
      "|    875|vertex|\n",
      "|  70395|vertex|\n",
      "|  73242|vertex|\n",
      "| 287634|vertex|\n",
      "| 764572|vertex|\n",
      "|1968319|vertex|\n",
      "|2368106|vertex|\n",
      "|2408366|vertex|\n",
      "|  20163|vertex|\n",
      "|  66913|vertex|\n",
      "| 654675|vertex|\n",
      "|  93069|vertex|\n",
      "| 151760|vertex|\n",
      "|2037144|vertex|\n",
      "| 142709|vertex|\n",
      "| 288719|vertex|\n",
      "| 309770|vertex|\n",
      "| 164248|vertex|\n",
      "|  27637|vertex|\n",
      "| 214165|vertex|\n",
      "+-------+------+\n",
      "only showing top 20 rows\n",
      "\n",
      "+----+----+\n",
      "| src| dst|\n",
      "+----+----+\n",
      "|   2|hyp0|\n",
      "|hyp0|   2|\n",
      "|   5|hyp0|\n",
      "|hyp0|   5|\n",
      "|   6|hyp0|\n",
      "|hyp0|   6|\n",
      "|  37|hyp0|\n",
      "|hyp0|  37|\n",
      "|  38|hyp0|\n",
      "|hyp0|  38|\n",
      "|  41|hyp0|\n",
      "|hyp0|  41|\n",
      "|  44|hyp0|\n",
      "|hyp0|  44|\n",
      "|  47|hyp0|\n",
      "|hyp0|  47|\n",
      "|  53|hyp0|\n",
      "|hyp0|  53|\n",
      "|  56|hyp0|\n",
      "|hyp0|  56|\n",
      "+----+----+\n",
      "only showing top 20 rows\n",
      "\n",
      "hylinks [('1045', <pyspark.resultiterable.ResultIterable object at 0x7f0028d845d0>), ('1071', <pyspark.resultiterable.ResultIterable object at 0x7f0028d84510>), ('3061', <pyspark.resultiterable.ResultIterable object at 0x7f0028d7e310>), ('4641', <pyspark.resultiterable.ResultIterable object at 0x7f0013ecf9d0>), ('4655', <pyspark.resultiterable.ResultIterable object at 0x7f0028dd60d0>)]\n"
     ]
    },
    {
     "ename": "Py4JJavaError",
     "evalue": "An error occurred while calling z:org.apache.spark.api.python.PythonRDD.runJob.\n: org.apache.spark.SparkException: Job aborted due to stage failure: Task 0 in stage 65.0 failed 4 times, most recent failure: Lost task 0.3 in stage 65.0 (TID 146, ip-172-31-23-232.ec2.internal, executor 6): ExecutorLostFailure (executor 6 exited caused by one of the running tasks) Reason: Container killed by YARN for exceeding memory limits.  5.2 GB of 5.0 GB physical memory used. Consider boosting spark.yarn.executor.memoryOverhead or disabling yarn.nodemanager.vmem-check-enabled because of YARN-4714.\nDriver stacktrace:\n\tat org.apache.spark.scheduler.DAGScheduler.org$apache$spark$scheduler$DAGScheduler$$failJobAndIndependentStages(DAGScheduler.scala:2080)\n\tat org.apache.spark.scheduler.DAGScheduler$$anonfun$abortStage$1.apply(DAGScheduler.scala:2068)\n\tat org.apache.spark.scheduler.DAGScheduler$$anonfun$abortStage$1.apply(DAGScheduler.scala:2067)\n\tat scala.collection.mutable.ResizableArray$class.foreach(ResizableArray.scala:59)\n\tat scala.collection.mutable.ArrayBuffer.foreach(ArrayBuffer.scala:48)\n\tat org.apache.spark.scheduler.DAGScheduler.abortStage(DAGScheduler.scala:2067)\n\tat org.apache.spark.scheduler.DAGScheduler$$anonfun$handleTaskSetFailed$1.apply(DAGScheduler.scala:988)\n\tat org.apache.spark.scheduler.DAGScheduler$$anonfun$handleTaskSetFailed$1.apply(DAGScheduler.scala:988)\n\tat scala.Option.foreach(Option.scala:257)\n\tat org.apache.spark.scheduler.DAGScheduler.handleTaskSetFailed(DAGScheduler.scala:988)\n\tat org.apache.spark.scheduler.DAGSchedulerEventProcessLoop.doOnReceive(DAGScheduler.scala:2301)\n\tat org.apache.spark.scheduler.DAGSchedulerEventProcessLoop.onReceive(DAGScheduler.scala:2250)\n\tat org.apache.spark.scheduler.DAGSchedulerEventProcessLoop.onReceive(DAGScheduler.scala:2239)\n\tat org.apache.spark.util.EventLoop$$anon$1.run(EventLoop.scala:49)\n\tat org.apache.spark.scheduler.DAGScheduler.runJob(DAGScheduler.scala:799)\n\tat org.apache.spark.SparkContext.runJob(SparkContext.scala:2061)\n\tat org.apache.spark.SparkContext.runJob(SparkContext.scala:2082)\n\tat org.apache.spark.SparkContext.runJob(SparkContext.scala:2101)\n\tat org.apache.spark.api.python.PythonRDD$.runJob(PythonRDD.scala:153)\n\tat org.apache.spark.api.python.PythonRDD.runJob(PythonRDD.scala)\n\tat sun.reflect.NativeMethodAccessorImpl.invoke0(Native Method)\n\tat sun.reflect.NativeMethodAccessorImpl.invoke(NativeMethodAccessorImpl.java:62)\n\tat sun.reflect.DelegatingMethodAccessorImpl.invoke(DelegatingMethodAccessorImpl.java:43)\n\tat java.lang.reflect.Method.invoke(Method.java:498)\n\tat py4j.reflection.MethodInvoker.invoke(MethodInvoker.java:244)\n\tat py4j.reflection.ReflectionEngine.invoke(ReflectionEngine.java:357)\n\tat py4j.Gateway.invoke(Gateway.java:282)\n\tat py4j.commands.AbstractCommand.invokeMethod(AbstractCommand.java:132)\n\tat py4j.commands.CallCommand.execute(CallCommand.java:79)\n\tat py4j.GatewayConnection.run(GatewayConnection.java:238)\n\tat java.lang.Thread.run(Thread.java:748)\n",
     "output_type": "error",
     "traceback": [
      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[0;31mPy4JJavaError\u001b[0m                             Traceback (most recent call last)",
      "\u001b[0;32m<ipython-input-15-f80959cf7c47>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m\u001b[0m\n\u001b[0;32m----> 1\u001b[0;31m \u001b[0mparallel_pagerank\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;36m5\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0mnew_g\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m",
      "\u001b[0;32m<ipython-input-14-c4531f59bb48>\u001b[0m in \u001b[0;36mparallel_pagerank\u001b[0;34m(iterations, graph)\u001b[0m\n\u001b[1;32m     10\u001b[0m     \u001b[0mprint\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m\"hylinks\"\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0mhyperedge_links\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mtake\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;36m5\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m     11\u001b[0m     \u001b[0mresult_links\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mhyperedge_links\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mjoin\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mranks\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mflatMap\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;32mlambda\u001b[0m \u001b[0mur\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0mgetContributions\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mur\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m---> 12\u001b[0;31m     \u001b[0mprint\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m\"reslinks\"\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0mresult_links\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mtake\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;36m5\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m     13\u001b[0m     \u001b[0mranks\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mresult_links\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mreduceByKey\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0madd\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mmapValues\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;32mlambda\u001b[0m \u001b[0mrank\u001b[0m\u001b[0;34m:\u001b[0m \u001b[0mrank\u001b[0m \u001b[0;34m*\u001b[0m \u001b[0;36m0.85\u001b[0m \u001b[0;34m+\u001b[0m \u001b[0;36m0.15\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m     14\u001b[0m     \u001b[0mprint\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mranks\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mcollect\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;32m/usr/lib/spark/python/pyspark/rdd.py\u001b[0m in \u001b[0;36mtake\u001b[0;34m(self, num)\u001b[0m\n\u001b[1;32m   1358\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   1359\u001b[0m             \u001b[0mp\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mrange\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mpartsScanned\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mmin\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mpartsScanned\u001b[0m \u001b[0;34m+\u001b[0m \u001b[0mnumPartsToTry\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mtotalParts\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m-> 1360\u001b[0;31m             \u001b[0mres\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mcontext\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mrunJob\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mtakeUpToNumLeft\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mp\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m   1361\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   1362\u001b[0m             \u001b[0mitems\u001b[0m \u001b[0;34m+=\u001b[0m \u001b[0mres\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;32m/usr/lib/spark/python/pyspark/context.py\u001b[0m in \u001b[0;36mrunJob\u001b[0;34m(self, rdd, partitionFunc, partitions, allowLocal)\u001b[0m\n\u001b[1;32m   1075\u001b[0m         \u001b[0;31m# SparkContext#runJob.\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   1076\u001b[0m         \u001b[0mmappedRDD\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mrdd\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mmapPartitions\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mpartitionFunc\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m-> 1077\u001b[0;31m         \u001b[0msock_info\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_jvm\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mPythonRDD\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mrunJob\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_jsc\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0msc\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mmappedRDD\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_jrdd\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mpartitions\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m   1078\u001b[0m         \u001b[0;32mreturn\u001b[0m \u001b[0mlist\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0m_load_from_socket\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0msock_info\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mmappedRDD\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_jrdd_deserializer\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   1079\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;32m/usr/lib/spark/python/lib/py4j-0.10.7-src.zip/py4j/java_gateway.py\u001b[0m in \u001b[0;36m__call__\u001b[0;34m(self, *args)\u001b[0m\n\u001b[1;32m   1255\u001b[0m         \u001b[0manswer\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mgateway_client\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0msend_command\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mcommand\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   1256\u001b[0m         return_value = get_return_value(\n\u001b[0;32m-> 1257\u001b[0;31m             answer, self.gateway_client, self.target_id, self.name)\n\u001b[0m\u001b[1;32m   1258\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   1259\u001b[0m         \u001b[0;32mfor\u001b[0m \u001b[0mtemp_arg\u001b[0m \u001b[0;32min\u001b[0m \u001b[0mtemp_args\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;32m/usr/lib/spark/python/pyspark/sql/utils.py\u001b[0m in \u001b[0;36mdeco\u001b[0;34m(*a, **kw)\u001b[0m\n\u001b[1;32m     61\u001b[0m     \u001b[0;32mdef\u001b[0m \u001b[0mdeco\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m*\u001b[0m\u001b[0ma\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m**\u001b[0m\u001b[0mkw\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m     62\u001b[0m         \u001b[0;32mtry\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m---> 63\u001b[0;31m             \u001b[0;32mreturn\u001b[0m \u001b[0mf\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m*\u001b[0m\u001b[0ma\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m**\u001b[0m\u001b[0mkw\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m     64\u001b[0m         \u001b[0;32mexcept\u001b[0m \u001b[0mpy4j\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mprotocol\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mPy4JJavaError\u001b[0m \u001b[0;32mas\u001b[0m \u001b[0me\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m     65\u001b[0m             \u001b[0ms\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0me\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mjava_exception\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mtoString\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;32m/usr/lib/spark/python/lib/py4j-0.10.7-src.zip/py4j/protocol.py\u001b[0m in \u001b[0;36mget_return_value\u001b[0;34m(answer, gateway_client, target_id, name)\u001b[0m\n\u001b[1;32m    326\u001b[0m                 raise Py4JJavaError(\n\u001b[1;32m    327\u001b[0m                     \u001b[0;34m\"An error occurred while calling {0}{1}{2}.\\n\"\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 328\u001b[0;31m                     format(target_id, \".\", name), value)\n\u001b[0m\u001b[1;32m    329\u001b[0m             \u001b[0;32melse\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    330\u001b[0m                 raise Py4JError(\n",
      "\u001b[0;31mPy4JJavaError\u001b[0m: An error occurred while calling z:org.apache.spark.api.python.PythonRDD.runJob.\n: org.apache.spark.SparkException: Job aborted due to stage failure: Task 0 in stage 65.0 failed 4 times, most recent failure: Lost task 0.3 in stage 65.0 (TID 146, ip-172-31-23-232.ec2.internal, executor 6): ExecutorLostFailure (executor 6 exited caused by one of the running tasks) Reason: Container killed by YARN for exceeding memory limits.  5.2 GB of 5.0 GB physical memory used. Consider boosting spark.yarn.executor.memoryOverhead or disabling yarn.nodemanager.vmem-check-enabled because of YARN-4714.\nDriver stacktrace:\n\tat org.apache.spark.scheduler.DAGScheduler.org$apache$spark$scheduler$DAGScheduler$$failJobAndIndependentStages(DAGScheduler.scala:2080)\n\tat org.apache.spark.scheduler.DAGScheduler$$anonfun$abortStage$1.apply(DAGScheduler.scala:2068)\n\tat org.apache.spark.scheduler.DAGScheduler$$anonfun$abortStage$1.apply(DAGScheduler.scala:2067)\n\tat scala.collection.mutable.ResizableArray$class.foreach(ResizableArray.scala:59)\n\tat scala.collection.mutable.ArrayBuffer.foreach(ArrayBuffer.scala:48)\n\tat org.apache.spark.scheduler.DAGScheduler.abortStage(DAGScheduler.scala:2067)\n\tat org.apache.spark.scheduler.DAGScheduler$$anonfun$handleTaskSetFailed$1.apply(DAGScheduler.scala:988)\n\tat org.apache.spark.scheduler.DAGScheduler$$anonfun$handleTaskSetFailed$1.apply(DAGScheduler.scala:988)\n\tat scala.Option.foreach(Option.scala:257)\n\tat org.apache.spark.scheduler.DAGScheduler.handleTaskSetFailed(DAGScheduler.scala:988)\n\tat org.apache.spark.scheduler.DAGSchedulerEventProcessLoop.doOnReceive(DAGScheduler.scala:2301)\n\tat org.apache.spark.scheduler.DAGSchedulerEventProcessLoop.onReceive(DAGScheduler.scala:2250)\n\tat org.apache.spark.scheduler.DAGSchedulerEventProcessLoop.onReceive(DAGScheduler.scala:2239)\n\tat org.apache.spark.util.EventLoop$$anon$1.run(EventLoop.scala:49)\n\tat org.apache.spark.scheduler.DAGScheduler.runJob(DAGScheduler.scala:799)\n\tat org.apache.spark.SparkContext.runJob(SparkContext.scala:2061)\n\tat org.apache.spark.SparkContext.runJob(SparkContext.scala:2082)\n\tat org.apache.spark.SparkContext.runJob(SparkContext.scala:2101)\n\tat org.apache.spark.api.python.PythonRDD$.runJob(PythonRDD.scala:153)\n\tat org.apache.spark.api.python.PythonRDD.runJob(PythonRDD.scala)\n\tat sun.reflect.NativeMethodAccessorImpl.invoke0(Native Method)\n\tat sun.reflect.NativeMethodAccessorImpl.invoke(NativeMethodAccessorImpl.java:62)\n\tat sun.reflect.DelegatingMethodAccessorImpl.invoke(DelegatingMethodAccessorImpl.java:43)\n\tat java.lang.reflect.Method.invoke(Method.java:498)\n\tat py4j.reflection.MethodInvoker.invoke(MethodInvoker.java:244)\n\tat py4j.reflection.ReflectionEngine.invoke(ReflectionEngine.java:357)\n\tat py4j.Gateway.invoke(Gateway.java:282)\n\tat py4j.commands.AbstractCommand.invokeMethod(AbstractCommand.java:132)\n\tat py4j.commands.CallCommand.execute(CallCommand.java:79)\n\tat py4j.GatewayConnection.run(GatewayConnection.java:238)\n\tat java.lang.Thread.run(Thread.java:748)\n"
     ]
    }
   ],
   "source": [
    "parallel_pagerank(5,new_g)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "g.edges.filter('src == \"1\"').show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "def get_outgoing(node_id, graph):\n",
    "    df2 = g.edges.filter('src==\"'+node_id+'\"')\n",
    "    df2.show()\n",
    "    df1 = graph.edges\n",
    "    df3 = df1.alias(\"df1\").join(broadcast(df2.alias(\"df2\")), col(\"df2.dst\") == col(\"df1.src\")).select(df1[\"dst\"])\n",
    "    df3.distinct().show() \n",
    "\n",
    "def get_incoming(node_id, graph):\n",
    "    df2 = g.edges.filter('dst==\"'+node_id+'\"')\n",
    "    df2.show()\n",
    "    df1 = graph.edges\n",
    "    df3 = df1.alias(\"df1\").join(broadcast(df2.alias(\"df2\")), col(\"df2.src\") == col(\"df1.dst\")).select(df1[\"src\"])\n",
    "    df3.distinct().show() "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
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