public String getDocString() {
StringBuffer buf = new StringBuffer();
buf.append("Example data: ");
for (Iterator<String> it = sampleStrs.iterator(); it.hasNext(); ) {
String tokStr = it.next();
buf.append("'" + tokStr + "'");
if (it.hasNext()) {
buf.append(", ");
}
}
return buf.toString();
}
long computeContentsLength() {
long total = computeFileLength();
for (Iterator it = children.values().iterator(); it.hasNext(); ) {
INode child = (INode) it.next();
total += child.computeContentsLength();
}
return total;
}
int numItemsInTree() {
int total = 0;
for (Iterator it = children.values().iterator(); it.hasNext(); ) {
INode child = (INode) it.next();
total += child.numItemsInTree();
}
return total + 1;
}
public void reduce(
Text key,
Iterator<CrawlDatum> values,
OutputCollector<Text, CrawlDatum> output,
Reporter reporter)
throws IOException {
boolean oldSet = false;
boolean injectedSet = false;
while (values.hasNext()) {
CrawlDatum val = values.next();
if (val.getStatus() == CrawlDatum.STATUS_INJECTED) {
injected.set(val);
injected.setStatus(CrawlDatum.STATUS_DB_UNFETCHED);
injectedSet = true;
} else {
old.set(val);
oldSet = true;
}
}
CrawlDatum res = null;
/**
* Whether to overwrite, ignore or update existing records
*
* @see https://issues.apache.org/jira/browse/NUTCH-1405
*/
// Injected record already exists and overwrite but not update
if (injectedSet && oldSet && overwrite) {
res = injected;
if (update) {
LOG.info(key.toString() + " overwritten with injected record but update was specified.");
}
}
// Injected record already exists and update but not overwrite
if (injectedSet && oldSet && update && !overwrite) {
res = old;
old.putAllMetaData(injected);
old.setScore(injected.getScore() != scoreInjected ? injected.getScore() : old.getScore());
old.setFetchInterval(
injected.getFetchInterval() != interval
? injected.getFetchInterval()
: old.getFetchInterval());
}
// Old default behaviour
if (injectedSet && !oldSet) {
res = injected;
} else {
res = old;
}
output.collect(key, res);
}
void listContents(Vector v) {
if (parent != null && blocks != null) {
v.add(this);
}
for (Iterator it = children.values().iterator(); it.hasNext(); ) {
INode child = (INode) it.next();
v.add(child);
}
}
/**
* Collect all the blocks at this INode and all its children. This operation is performed after
* a node is removed from the tree, and we want to GC all the blocks at this node and below.
*/
void collectSubtreeBlocks(Vector v) {
if (blocks != null) {
for (int i = 0; i < blocks.length; i++) {
v.add(blocks[i]);
}
}
for (Iterator it = children.values().iterator(); it.hasNext(); ) {
INode child = (INode) it.next();
child.collectSubtreeBlocks(v);
}
}
public void reduce(
Text key,
Iterator<IntWritable> values,
OutputCollector<Text, IntWritable> output,
Reporter reporter)
throws IOException {
int sum = 0;
while (values.hasNext()) {
sum += values.next().get();
}
output.collect(key, new IntWritable(sum));
}
public void reduce(
Text key,
Iterator<IntWritable> value,
OutputCollector<Text, IntWritable> output,
Reporter reporter)
throws IOException {
// TODO Auto-generated method stub
int maxAvg = 30;
int val = Integer.MIN_VALUE;
while (value.hasNext()) {
if ((val = value.next().get()) > maxAvg) {
output.collect(key, new IntWritable(val));
}
}
}
void saveImage(String parentPrefix, DataOutputStream out) throws IOException {
String fullName = "";
if (parent != null) {
fullName = parentPrefix + "/" + name;
new UTF8(fullName).write(out);
if (blocks == null) {
out.writeInt(0);
} else {
out.writeInt(blocks.length);
for (int i = 0; i < blocks.length; i++) {
blocks[i].write(out);
}
}
}
for (Iterator it = children.values().iterator(); it.hasNext(); ) {
INode child = (INode) it.next();
child.saveImage(fullName, out);
}
}
@Override
protected void cleanup(Context context) throws IOException, InterruptedException {
Iterator it = carrierAvgDelay.entrySet().iterator();
while (it.hasNext()) {
Map.Entry pair = (Map.Entry) it.next();
TreeSet<Pair<Float, String>> ts = (TreeSet<Pair<Float, String>>) pair.getValue();
for (Pair<Float, String> item : ts) {
String[] strings = {pair.getKey() + "-" + item.second, item.first.toString()};
TextArrayWritable val = new TextArrayWritable(strings);
context.write(NullWritable.get(), val);
}
/*
String[] strings = {pair.getKey()+"-XYZ", "7.1"};
TextArrayWritable val = new TextArrayWritable(strings);
context.write(NullWritable.get(), val);
*/
}
}
/**
* Get a listing of files given path 'src'
*
* <p>This function is admittedly very inefficient right now. We'll make it better later.
*/
public DFSFileInfo[] getListing(UTF8 src) {
String srcs = normalizePath(src);
synchronized (rootDir) {
INode targetNode = rootDir.getNode(srcs);
if (targetNode == null) {
return null;
} else {
Vector contents = new Vector();
targetNode.listContents(contents);
DFSFileInfo listing[] = new DFSFileInfo[contents.size()];
int i = 0;
for (Iterator it = contents.iterator(); it.hasNext(); i++) {
listing[i] = new DFSFileInfo((INode) it.next());
}
return listing;
}
}
}
public void reduce(
IntWritable sameNum,
Iterator<Text> data,
OutputCollector<Text, jBLASArrayWritable> output,
Reporter reporter)
throws IOException {
int totalBatchCount = exampleCount / batchSize;
DoubleMatrix weights = DoubleMatrix.randn(hiddenNodes, visibleNodes);
DoubleMatrix hbias = DoubleMatrix.zeros(hiddenNodes);
DoubleMatrix vbias = DoubleMatrix.zeros(visibleNodes);
DoubleMatrix label = DoubleMatrix.zeros(1);
DoubleMatrix hidden_chain = null;
DoubleMatrix vdata = DoubleMatrix.zeros(batchSize, visibleNodes);
ArrayList<DoubleMatrix> outputmatricies = new ArrayList<DoubleMatrix>();
outputmatricies.add(weights);
outputmatricies.add(hbias);
outputmatricies.add(vbias);
outputmatricies.add(label);
outputmatricies.add(vdata);
outputmatricies.add(hidden_chain);
int j;
for (int i = 0; i < totalBatchCount; i++) {
j = 0;
while (data.hasNext() && j < batchSize) {
j++;
StringTokenizer tk = new StringTokenizer(data.next().toString());
label.put(0, Double.parseDouble(tk.nextToken()));
String image = tk.nextToken();
for (int k = 0; k < image.length(); k++) {
Integer val = new Integer(image.charAt(k));
vdata.put(j, k, val.doubleValue());
}
dataArray = new jBLASArrayWritable(outputmatricies);
batchID.set("1\t" + i);
output.collect(batchID, dataArray);
}
}
}
@Override
public void reduce(NullWritable key, Iterable<TextArrayWritable> values, Context context)
throws IOException, InterruptedException {
for (TextArrayWritable val : values) {
Text[] pair = (Text[]) val.toArray();
String word = pair[0].toString();
Float avg = Float.parseFloat(pair[1].toString());
/*
Text tWord = new Text(word);
FloatWritable value = new FloatWritable(avg);
context.write(tWord, value);
*/
String[] parts = word.split("-");
String newKey = parts[0] + "-" + parts[1];
String carrier = parts[2];
if (!carrierAvgDelay.containsKey(newKey)) {
TreeSet<Pair<Float, String>> avgDelayMap = new TreeSet<Pair<Float, String>>();
carrierAvgDelay.put(newKey, avgDelayMap);
}
TreeSet<Pair<Float, String>> ts = carrierAvgDelay.get(newKey);
ts.add(new Pair<Float, String>(avg, carrier));
if (ts.size() > 10) {
ts.remove(ts.last());
}
carrierAvgDelay.put(newKey, ts);
}
Iterator it = carrierAvgDelay.entrySet().iterator();
while (it.hasNext()) {
Map.Entry pair = (Map.Entry) it.next();
TreeSet<Pair<Float, String>> ts = (TreeSet<Pair<Float, String>>) pair.getValue();
for (Pair<Float, String> item : ts) {
Text word = new Text(pair.getKey() + "-" + item.second);
FloatWritable value = new FloatWritable(item.first);
context.write(word, value);
}
}
}
public void reduce(
IntWritable key,
Iterator<Text> values,
OutputCollector<IntWritable, Text> output,
Reporter reporter)
throws IOException {
HashMap<String, Integer> countries_map = new HashMap<String, Integer>();
ArrayList<Integer> counties = new ArrayList<>();
String cp = new String();
while (values.hasNext()) {
cp = values.next().toString();
if (countries_map.containsKey(cp)) {
countries_map.put(cp, countries_map.get(cp) + 1);
} else {
countries_map.put(cp, 1);
}
}
for (java.util.Map.Entry<String, Integer> entry : countries_map.entrySet()) {
counties.add(entry.getValue());
}
output.collect(
key,
new Text(
""
+ countries_map.entrySet().size()
+ " "
+ Collections.min(counties)
+ " "
+ median(counties)
+ " "
+ Collections.max(counties)
+ " "
+ mean(counties)
+ " "
+ standard_deviation(counties)));
}
boolean unprotectedRenameTo(UTF8 src, UTF8 dst) {
synchronized (rootDir) {
INode removedNode = rootDir.getNode(src.toString());
if (removedNode == null) {
return false;
}
removedNode.removeNode();
if (isDir(dst)) {
dst = new UTF8(dst.toString() + "/" + new File(src.toString()).getName());
}
INode newNode = rootDir.addNode(dst.toString(), removedNode.blocks);
if (newNode != null) {
newNode.children = removedNode.children;
for (Iterator it = newNode.children.values().iterator(); it.hasNext(); ) {
INode child = (INode) it.next();
child.parent = newNode;
}
return true;
} else {
rootDir.addNode(src.toString(), removedNode.blocks);
return false;
}
}
}
Block[] unprotectedDelete(UTF8 src) {
synchronized (rootDir) {
INode targetNode = rootDir.getNode(src.toString());
if (targetNode == null) {
return null;
} else {
//
// Remove the node from the namespace and GC all
// the blocks underneath the node.
//
if (!targetNode.removeNode()) {
return null;
} else {
Vector v = new Vector();
targetNode.collectSubtreeBlocks(v);
for (Iterator it = v.iterator(); it.hasNext(); ) {
Block b = (Block) it.next();
activeBlocks.remove(b);
}
return (Block[]) v.toArray(new Block[v.size()]);
}
}
}
}
public void map(
WritableComparable<?> key,
Text value,
OutputCollector<Text, CrawlDatum> output,
Reporter reporter)
throws IOException {
String url = value.toString(); // value is line of text
if (url != null && url.trim().startsWith("#")) {
/* Ignore line that start with # */
return;
}
// if tabs : metadata that could be stored
// must be name=value and separated by \t
float customScore = -1f;
int customInterval = interval;
int fixedInterval = -1;
Map<String, String> metadata = new TreeMap<String, String>();
if (url.indexOf("\t") != -1) {
String[] splits = url.split("\t");
url = splits[0];
for (int s = 1; s < splits.length; s++) {
// find separation between name and value
int indexEquals = splits[s].indexOf("=");
if (indexEquals == -1) {
// skip anything without a =
continue;
}
String metaname = splits[s].substring(0, indexEquals);
String metavalue = splits[s].substring(indexEquals + 1);
if (metaname.equals(nutchScoreMDName)) {
try {
customScore = Float.parseFloat(metavalue);
} catch (NumberFormatException nfe) {
}
} else if (metaname.equals(nutchFetchIntervalMDName)) {
try {
customInterval = Integer.parseInt(metavalue);
} catch (NumberFormatException nfe) {
}
} else if (metaname.equals(nutchFixedFetchIntervalMDName)) {
try {
fixedInterval = Integer.parseInt(metavalue);
} catch (NumberFormatException nfe) {
}
} else metadata.put(metaname, metavalue);
}
}
try {
url = urlNormalizers.normalize(url, URLNormalizers.SCOPE_INJECT);
url = filters.filter(url); // filter the url
} catch (Exception e) {
if (LOG.isWarnEnabled()) {
LOG.warn("Skipping " + url + ":" + e);
}
url = null;
}
if (url == null) {
reporter.getCounter("injector", "urls_filtered").increment(1);
} else { // if it passes
value.set(url); // collect it
CrawlDatum datum = new CrawlDatum();
datum.setStatus(CrawlDatum.STATUS_INJECTED);
// Is interval custom? Then set as meta data
if (fixedInterval > -1) {
// Set writable using float. Flaot is used by AdaptiveFetchSchedule
datum
.getMetaData()
.put(Nutch.WRITABLE_FIXED_INTERVAL_KEY, new FloatWritable(fixedInterval));
datum.setFetchInterval(fixedInterval);
} else {
datum.setFetchInterval(customInterval);
}
datum.setFetchTime(curTime);
// now add the metadata
Iterator<String> keysIter = metadata.keySet().iterator();
while (keysIter.hasNext()) {
String keymd = keysIter.next();
String valuemd = metadata.get(keymd);
datum.getMetaData().put(new Text(keymd), new Text(valuemd));
}
if (customScore != -1) datum.setScore(customScore);
else datum.setScore(scoreInjected);
try {
scfilters.injectedScore(value, datum);
} catch (ScoringFilterException e) {
if (LOG.isWarnEnabled()) {
LOG.warn(
"Cannot filter injected score for url "
+ url
+ ", using default ("
+ e.getMessage()
+ ")");
}
}
reporter.getCounter("injector", "urls_injected").increment(1);
output.collect(value, datum);
}
}
public void reduce(
BlockIDWritable key,
Iterator<PairWritable> values,
OutputCollector<BlockIDWritable, PairWritable> output,
Reporter reporter)
throws IOException {
// Vector<Star> starV = new Vector<Star>();
int buketsizeX = 0;
int buketsizeY = 0;
double bwidth = maxAlphas[key.zoneNum]; // ra ,x
double bheight = theta; // dec ,y
/* add 10 more in each dimension to make sure there is no overflow. */
Vector<Star>[][] arrstarV =
new Vector[((int) (zoneHeight / bheight)) + 10]
[((int) (blockWidth / bwidth)) + 10]; // create bucket vector[Y][X]
int num = 0;
while (values.hasNext()) {
num++;
Star s = values.next().get(0);
// participant
double posx = (s.ra - blockRanges[key.raNum][0]) / bwidth;
int x = (int) posx + 1; // shit by 1 in case star comes from other block
double posy = (s.dec - zoneRanges[key.zoneNum][0]) / bheight;
int y = (int) posy + 1;
// set bucket size as max
if (buketsizeX < x) buketsizeX = x;
if (buketsizeY < y) buketsizeY = y;
// create according bucket
if (arrstarV[y][x] == null)
// TODO avaoid creating vectors here.
arrstarV[y][x] = new Vector<Star>();
// put star into bucket
arrstarV[y][x].add(s);
}
// start reducer
int i, j, row, col;
// for each bucket
for (row = 0; row <= buketsizeY; row++) {
for (col = 0; col <= buketsizeX; col++) {
// starV.clear();
// construct a new vector to do compare
// TODO we need to avoid searching objects in the border.
if (arrstarV[row][col] != null) {
// old method to generate output
for (i = 0; i < arrstarV[row][col].size(); i++) {
for (j = i + 1; j < arrstarV[row][col].size(); j++) {
Star star1 = arrstarV[row][col].get(i);
Star star2 = arrstarV[row][col].get(j);
// what is this margin about
if (star1.margin && star2.margin) continue;
double dist = star1.x * star2.x + star1.y * star2.y + star1.z * star2.z;
if (dist > costheta) {
p.set(star1, star2, dist);
output.collect(key, p);
p.set(star2, star1, dist);
output.collect(key, p);
// num += 2;
}
}
} // end for i,j
} // end if
else {
continue;
}
// 4 more neighbors
// right upper arrstarV[row-1][col+1] vs arrstarV[row][col]
if (row != 0 && arrstarV[row - 1][col + 1] != null) {
search(arrstarV[row][col], arrstarV[row - 1][col + 1], key, output);
}
// right arrstarV[row][col+1] vs arrstarV[row][col]
if (arrstarV[row][col + 1] != null) {
search(arrstarV[row][col], arrstarV[row][col + 1], key, output);
}
// right lower
if (arrstarV[row + 1][col + 1] != null) {
search(arrstarV[row][col], arrstarV[row + 1][col + 1], key, output);
}
// lower
if (arrstarV[row + 1][col] != null) {
search(arrstarV[row][col], arrstarV[row + 1][col], key, output);
} // end if
} // end colum
} // end row
}
/**
* Initialize DFSCopyFileMapper specific job-configuration.
*
* @param conf : The dfs/mapred configuration.
* @param jobConf : The handle to the jobConf object to be initialized.
* @param args Arguments
*/
private static void setup(Configuration conf, JobConf jobConf, final Arguments args)
throws IOException {
jobConf.set(DST_DIR_LABEL, args.dst.toUri().toString());
// set boolean values
final boolean update = args.flags.contains(Options.UPDATE);
final boolean overwrite = !update && args.flags.contains(Options.OVERWRITE);
jobConf.setBoolean(Options.UPDATE.propertyname, update);
jobConf.setBoolean(Options.OVERWRITE.propertyname, overwrite);
jobConf.setBoolean(
Options.IGNORE_READ_FAILURES.propertyname,
args.flags.contains(Options.IGNORE_READ_FAILURES));
jobConf.setBoolean(
Options.PRESERVE_STATUS.propertyname, args.flags.contains(Options.PRESERVE_STATUS));
final String randomId = getRandomId();
JobClient jClient = new JobClient(jobConf);
Path jobDirectory = new Path(jClient.getSystemDir(), NAME + "_" + randomId);
jobConf.set(JOB_DIR_LABEL, jobDirectory.toString());
FileSystem dstfs = args.dst.getFileSystem(conf);
boolean dstExists = dstfs.exists(args.dst);
boolean dstIsDir = false;
if (dstExists) {
dstIsDir = dstfs.getFileStatus(args.dst).isDir();
}
// default logPath
Path logPath = args.log;
if (logPath == null) {
String filename = "_distcp_logs_" + randomId;
if (!dstExists || !dstIsDir) {
Path parent = args.dst.getParent();
if (!dstfs.exists(parent)) {
dstfs.mkdirs(parent);
}
logPath = new Path(parent, filename);
} else {
logPath = new Path(args.dst, filename);
}
}
FileOutputFormat.setOutputPath(jobConf, logPath);
// create src list, dst list
FileSystem jobfs = jobDirectory.getFileSystem(jobConf);
Path srcfilelist = new Path(jobDirectory, "_distcp_src_files");
jobConf.set(SRC_LIST_LABEL, srcfilelist.toString());
SequenceFile.Writer src_writer =
SequenceFile.createWriter(
jobfs,
jobConf,
srcfilelist,
LongWritable.class,
FilePair.class,
SequenceFile.CompressionType.NONE);
Path dstfilelist = new Path(jobDirectory, "_distcp_dst_files");
SequenceFile.Writer dst_writer =
SequenceFile.createWriter(
jobfs, jobConf, dstfilelist, Text.class, Text.class, SequenceFile.CompressionType.NONE);
Path dstdirlist = new Path(jobDirectory, "_distcp_dst_dirs");
jobConf.set(DST_DIR_LIST_LABEL, dstdirlist.toString());
SequenceFile.Writer dir_writer =
SequenceFile.createWriter(
jobfs,
jobConf,
dstdirlist,
Text.class,
FilePair.class,
SequenceFile.CompressionType.NONE);
// handle the case where the destination directory doesn't exist
// and we've only a single src directory OR we're updating/overwriting
// the contents of the destination directory.
final boolean special = (args.srcs.size() == 1 && !dstExists) || update || overwrite;
int srcCount = 0, cnsyncf = 0, dirsyn = 0;
long fileCount = 0L, byteCount = 0L, cbsyncs = 0L;
try {
for (Iterator<Path> srcItr = args.srcs.iterator(); srcItr.hasNext(); ) {
final Path src = srcItr.next();
FileSystem srcfs = src.getFileSystem(conf);
FileStatus srcfilestat = srcfs.getFileStatus(src);
Path root = special && srcfilestat.isDir() ? src : src.getParent();
if (srcfilestat.isDir()) {
++srcCount;
}
Stack<FileStatus> pathstack = new Stack<FileStatus>();
for (pathstack.push(srcfilestat); !pathstack.empty(); ) {
FileStatus cur = pathstack.pop();
FileStatus[] children = srcfs.listStatus(cur.getPath());
for (int i = 0; i < children.length; i++) {
boolean skipfile = false;
final FileStatus child = children[i];
final String dst = makeRelative(root, child.getPath());
++srcCount;
if (child.isDir()) {
pathstack.push(child);
} else {
// skip file if the src and the dst files are the same.
skipfile = update && sameFile(srcfs, child, dstfs, new Path(args.dst, dst));
// skip file if it exceed file limit or size limit
skipfile |=
fileCount == args.filelimit || byteCount + child.getLen() > args.sizelimit;
if (!skipfile) {
++fileCount;
byteCount += child.getLen();
if (LOG.isTraceEnabled()) {
LOG.trace("adding file " + child.getPath());
}
++cnsyncf;
cbsyncs += child.getLen();
if (cnsyncf > SYNC_FILE_MAX || cbsyncs > BYTES_PER_MAP) {
src_writer.sync();
dst_writer.sync();
cnsyncf = 0;
cbsyncs = 0L;
}
}
}
if (!skipfile) {
src_writer.append(
new LongWritable(child.isDir() ? 0 : child.getLen()), new FilePair(child, dst));
}
dst_writer.append(new Text(dst), new Text(child.getPath().toString()));
}
if (cur.isDir()) {
String dst = makeRelative(root, cur.getPath());
dir_writer.append(new Text(dst), new FilePair(cur, dst));
if (++dirsyn > SYNC_FILE_MAX) {
dirsyn = 0;
dir_writer.sync();
}
}
}
}
} finally {
checkAndClose(src_writer);
checkAndClose(dst_writer);
checkAndClose(dir_writer);
}
FileStatus dststatus = null;
try {
dststatus = dstfs.getFileStatus(args.dst);
} catch (FileNotFoundException fnfe) {
LOG.info(args.dst + " does not exist.");
}
// create dest path dir if copying > 1 file
if (dststatus == null) {
if (srcCount > 1 && !dstfs.mkdirs(args.dst)) {
throw new IOException("Failed to create" + args.dst);
}
}
final Path sorted = new Path(jobDirectory, "_distcp_sorted");
checkDuplication(jobfs, dstfilelist, sorted, conf);
if (dststatus != null && args.flags.contains(Options.DELETE)) {
deleteNonexisting(dstfs, dststatus, sorted, jobfs, jobDirectory, jobConf, conf);
}
Path tmpDir =
new Path(
(dstExists && !dstIsDir) || (!dstExists && srcCount == 1)
? args.dst.getParent()
: args.dst,
"_distcp_tmp_" + randomId);
jobConf.set(TMP_DIR_LABEL, tmpDir.toUri().toString());
LOG.info("srcCount=" + srcCount);
jobConf.setInt(SRC_COUNT_LABEL, srcCount);
jobConf.setLong(TOTAL_SIZE_LABEL, byteCount);
setMapCount(byteCount, jobConf);
}
protected void reduce(Text key, Iterable<Text> values, Context context)
throws IOException, InterruptedException {
Iterator<Text> itr = values.iterator();
Text input = new Text();
String[] inputTokens = null;
// initialize/reset all variables
Double pageRankOld = 0.0;
Double residualError = 0.0;
String output = "";
Integer maxNode = 0;
ArrayList<String> temp = new ArrayList<String>();
Double tempBC = 0.0;
vList.clear();
newPR.clear();
BE.clear();
BC.clear();
nodeDataMap.clear();
while (itr.hasNext()) {
input = itr.next();
inputTokens = input.toString().split(" ");
// if first element is PR, it is the node ID, previous pagerank and outgoing edgelist for this
// node
if (inputTokens[0].equals("PR")) {
String nodeID = inputTokens[1];
pageRankOld = Double.parseDouble(inputTokens[2]);
newPR.put(nodeID, pageRankOld);
NodeData node = new NodeData();
node.setNodeID(nodeID);
node.setPageRank(pageRankOld);
if (inputTokens.length == 4) {
node.setEdgeList(inputTokens[3]);
node.setDegrees(inputTokens[3].split(",").length);
}
vList.add(nodeID);
nodeDataMap.put(nodeID, node);
// keep track of the max nodeID for this block
if (Integer.parseInt(nodeID) > maxNode) {
maxNode = Integer.parseInt(nodeID);
}
// if BE, it is an in-block edge
} else if (inputTokens[0].equals("BE")) {
if (BE.containsKey(inputTokens[2])) {
// Initialize BC for this v
temp = BE.get(inputTokens[2]);
} else {
temp = new ArrayList<String>();
}
temp.add(inputTokens[1]);
BE.put(inputTokens[2], temp);
// if BC, it is an incoming node from outside of the block
} else if (inputTokens[0].equals("BC")) {
if (BC.containsKey(inputTokens[2])) {
// Initialize BC for this v
tempBC = BC.get(inputTokens[2]);
} else {
tempBC = 0.0;
}
tempBC += Double.parseDouble(inputTokens[3]);
BC.put(inputTokens[2], tempBC);
}
}
int i = 0;
do {
i++;
residualError = IterateBlockOnce();
// System.out.println("Block " + key + " pass " + i + " resError:" + residualError);
} while (residualError > threshold);
// i < maxIterations &&
// compute the ultimate residual error for each node in this block
residualError = 0.0;
for (String v : vList) {
NodeData node = nodeDataMap.get(v);
residualError += Math.abs(node.getPageRank() - newPR.get(v)) / newPR.get(v);
}
residualError = residualError / vList.size();
// System.out.println("Block " + key + " overall resError for iteration: " + residualError);
// add the residual error to the counter that is tracking the overall sum (must be expressed as
// a long value)
long residualAsLong = (long) Math.floor(residualError * PageRankBlock.precision);
long numberOfIterations = (long) (i);
context.getCounter(PageRankBlock.ProjectCounters.RESIDUAL_ERROR).increment(residualAsLong);
context
.getCounter(PageRankBlock.ProjectCounters.AVERAGE_ITERATIONS)
.increment(numberOfIterations);
// output should be
// key:nodeID (for this node)
// value:<pageRankNew> <degrees> <comma-separated outgoing edgeList>
for (String v : vList) {
NodeData node = nodeDataMap.get(v);
output = newPR.get(v) + " " + node.getDegrees() + " " + node.getEdgeList();
Text outputText = new Text(output);
Text outputKey = new Text(v);
context.write(outputKey, outputText);
if (v.equals(maxNode.toString())) {
System.out.println("Block:" + key + " | node:" + v + " | pageRank:" + newPR.get(v));
}
}
cleanup(context);
}