// specify input and out keys
public void map(
LongWritable key, Text value, OutputCollector<Text, Text> output, Reporter reporter)
throws IOException {
String line = value.toString(); // define new variable to be string
ArrayList<Integer> range = new ArrayList<Integer>();
for (int i = 2000; i <= 2010; i++) {
range.add(i);
}
// String[] inputs = line.split(",(?=([^\"]*\"[^\"]*\")*[^\"]*$)");
String[] inputs = line.split(",");
try {
int year = Integer.parseInt(inputs[165]);
if (range.contains(year)) {
String dur = inputs[3];
String artist_name = inputs[2];
String song_title = inputs[1];
String final_input = artist_name + ',' + dur + ',' + song_title;
Final_Value.set(final_input);
output.collect(Final_Value, dummy);
}
} catch (NumberFormatException e) {
// do nothing
}
}
/** Check whether the file list have duplication. */
private static void checkDuplication(FileSystem fs, Path file, Path sorted, Configuration conf)
throws IOException {
SequenceFile.Reader in = null;
try {
SequenceFile.Sorter sorter =
new SequenceFile.Sorter(fs, new Text.Comparator(), Text.class, Text.class, conf);
sorter.sort(file, sorted);
in = new SequenceFile.Reader(fs, sorted, conf);
Text prevdst = null, curdst = new Text();
Text prevsrc = null, cursrc = new Text();
for (; in.next(curdst, cursrc); ) {
if (prevdst != null && curdst.equals(prevdst)) {
throw new DuplicationException(
"Invalid input, there are duplicated files in the sources: "
+ prevsrc
+ ", "
+ cursrc);
}
prevdst = curdst;
curdst = new Text();
prevsrc = cursrc;
cursrc = new Text();
}
} finally {
checkAndClose(in);
}
}
public void map(LongWritable key, Text value, OutputCollector output, Reporter reporter)
throws IOException {
String line = value.toString();
StringTokenizer tokenizer = new StringTokenizer(line);
while (tokenizer.hasMoreTokens()) {
word.set(tokenizer.nextToken());
output.collect(word, one);
}
}
public void testInputFormat() {
try {
JobConf conf = new JobConf();
String TMP_DIR = System.getProperty("test.build.data", "/tmp");
Path filename = new Path("file:///" + TMP_DIR + "/tmpSeqFile");
SequenceFile.Writer sfw =
SequenceFile.createWriter(
FileSystem.getLocal(conf),
conf,
filename,
ChukwaArchiveKey.class,
ChunkImpl.class,
SequenceFile.CompressionType.NONE,
Reporter.NULL);
StringBuilder buf = new StringBuilder();
int offsets[] = new int[lines.length];
for (int i = 0; i < lines.length; ++i) {
buf.append(lines[i]);
buf.append("\n");
offsets[i] = buf.length() - 1;
}
ChukwaArchiveKey key = new ChukwaArchiveKey(0, "datatype", "sname", 0);
ChunkImpl val = new ChunkImpl("datatype", "sname", 0, buf.toString().getBytes(), null);
val.setRecordOffsets(offsets);
sfw.append(key, val);
sfw.append(key, val); // write it twice
sfw.close();
long len = FileSystem.getLocal(conf).getFileStatus(filename).getLen();
InputSplit split = new FileSplit(filename, 0, len, (String[]) null);
ChukwaInputFormat in = new ChukwaInputFormat();
RecordReader<LongWritable, Text> r = in.getRecordReader(split, conf, Reporter.NULL);
LongWritable l = r.createKey();
Text line = r.createValue();
for (int i = 0; i < lines.length * 2; ++i) {
boolean succeeded = r.next(l, line);
assertTrue(succeeded);
assertEquals(i, l.get());
assertEquals(lines[i % lines.length], line.toString());
System.out.println("read line: " + l.get() + " " + line);
}
boolean succeeded = r.next(l, line);
assertFalse(succeeded);
} catch (IOException e) {
e.printStackTrace();
fail("IO exception " + e);
}
}
public void map(
LongWritable key, Text value, OutputCollector<LongWritable, Text> output, Reporter reporter)
throws IOException {
String line = value.toString();
if (validate(line, reporter)) output.collect(key, value);
}
public void map(
LongWritable key,
Text value,
OutputCollector<IntWritable, DoubleWritable> output,
Reporter reporter)
throws IOException {
/*
* It implements the mapper. It outputs the numbers of weight and updated weights.
*
* Note that the format of intermediate output is <IntWritable, DoubleWritable>,
* because the key is the number of weight (an integer), and the value is the weight's value (double)
*/
inputData = value.toString();
// go through the process
initialize();
getposphase();
getnegphase();
update();
// output the intermediate data
// The <key, value> pairs are <weightID, weightUpdate>
double[][] vishidinc_array = vishidinc.getArray();
for (int i = 0; i < numdims; i++) {
for (int j = 0; j < numhid; j++) {
weightPos.set(i * numhid + j);
weightValue.set(vishidinc_array[i][j]);
output.collect(weightPos, weightValue);
}
}
}
@Override
public void reduce(
Text key, Iterator<Text> values, OutputCollector<Text, Text> output, Reporter reporter)
throws IOException {
String line = "";
String header = "";
TreeMap<String, String> ciudades = new TreeMap<String, String>();
// Obtenemos los datos y los metemos a un treemap para que los ordene por ciudad
while (values.hasNext()) {
String[] tmp = values.next().toString().split(",");
String ciudad = tmp[0];
String mes = tmp[1];
String temperatura = tmp[2];
String fecha = tmp[3];
ciudades.put(ciudad, tmp[1] + "," + tmp[2] + "," + tmp[3]);
}
// Recorremos las ciudades y vamos imprimiendo
for (String ciudad : ciudades.keySet()) {
header += ciudad + ",,";
String[] temporal = ciudades.get(ciudad).split(",");
line += temporal[2] + "," + temporal[1] + ",";
}
if (c == 0) { // Imprimimos cabezera
output.collect(new Text("Año,"), new Text(header));
c++;
}
output.collect(new Text(key.toString() + ","), new Text(line));
}
/** Implements the map-method of the Mapper-interface */
@Override
public void map(
LongWritable key, Text value, OutputCollector<Text, IntWritable> output, Reporter reporter)
throws IOException {
String line = value.toString();
StringTokenizer tokenizer = new StringTokenizer(line);
while (tokenizer.hasMoreTokens()) {
String token = tokenizer.nextToken();
if (token.length() > 3) {
word.set(token);
output.collect(word, one);
}
}
}
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);
}
/*
* Finds a full file and sets it as the value.
*/
public synchronized boolean next(LongWritable key, Text value) throws IOException {
Text line = new Text();
boolean retrieved = true;
String result = "";
value.clear();
while (retrieved) {
retrieved = recordReader.next(key, line);
if (line.toString().length() > 0) {
String lineValue = line.toString();
result += lineValue + "\n";
}
}
value.set(result);
return true;
}
public void map(
LongWritable key, Text value, OutputCollector<IntWritable, Text> output, Reporter reporter)
throws IOException {
String arr[] = value.toString().split("\\r?\\n");
for (String row : arr) {
if (row.startsWith("\"")) {
continue;
}
String parts[] = row.split(",");
output.collect(new IntWritable(new Integer(parts[1])), new Text(parts[4]));
}
}
public void map(
LongWritable key,
Text value,
OutputCollector<IntWritable, IntWritable> output,
Reporter reporter)
throws IOException {
String line = value.toString();
IntWritable clave = new IntWritable();
IntWritable valor = new IntWritable();
clave.set(Integer.parseInt(line));
valor.set(Integer.parseInt(line) + 1);
output.collect(clave, valor);
}
public void map(
LongWritable key,
Text value,
OutputCollector<DoubleWritable, DoubleWritable> output,
Reporter reporter)
throws IOException {
String line = value.toString();
DoubleWritable clave = new DoubleWritable();
DoubleWritable valor = new DoubleWritable();
clave.set(Double.parseDouble(line));
valor.set(Math.sqrt(Double.parseDouble(line)));
output.collect(clave, valor);
}
@SuppressWarnings("unchecked")
public void reduce(
Text key,
Iterator<Text> values,
OutputCollector<NullWritable, Text> output,
Reporter reporter)
throws IOException {
OutputCollector collector =
multipleOutputs.getCollector("station", key.toString().replace("-", ""), reporter);
while (values.hasNext()) {
collector.collect(NullWritable.get(), values.next());
}
}
/* Finds a full sentence and sets it as the value.
* If the sentence is shorter than the full line, the rest is stored to use later.
*/
public synchronized boolean next(LongWritable key, Text value) throws IOException {
Text line = new Text();
boolean getMore = true;
boolean retrieved = false;
String result = leftovers;
leftovers = "";
value.clear();
while (getMore) {
retrieved = recordReader.next(key, line);
if (retrieved) {
String lineValue = line.toString();
// here, we assume sentences run until the period.
int endOfSentence = lineValue.indexOf('.');
if (endOfSentence == -1) {
result += " " + lineValue;
} else {
result += " " + lineValue.substring(0, endOfSentence + 1);
leftovers = lineValue.substring(endOfSentence + 1);
getMore = false;
}
} else {
getMore = false;
value.set(result);
return false;
}
}
value.set(result);
return true;
}
public void map(
LongWritable key, Text value, OutputCollector<Text, IntWritable> output, Reporter reporter)
throws IOException {
String line = value.toString();
String lastToken = null;
StringTokenizer s = new StringTokenizer(line, "\t");
String year = s.nextToken();
while (s.hasMoreTokens()) {
lastToken = s.nextToken();
}
int averagePrice = Integer.parseInt(lastToken);
output.collect(new Text(year), new IntWritable(averagePrice));
}
@Override
public void map(
LongWritable key, Text value, OutputCollector<Text, Text> output, Reporter reporter)
throws IOException {
String line = value.toString();
StringTokenizer tokens = new StringTokenizer(line);
String[] keys = tokens.nextToken().toString().split("-");
String date_temp = tokens.nextToken();
String country = keys[0];
String year = keys[1];
// Mandamos año y un iterable de [ciudad,mes,temperatura,fecha]
output.collect(new Text(year), new Text(country + "," + date_temp));
}
public void map(
LongWritable key,
Text value,
OutputCollector<IntWritable, DoubleWritable> output,
Reporter reporter)
throws IOException {
String line = value.toString();
StringTokenizer tokenizer = new StringTokenizer(line);
int rowIdx = 0;
double xValue = 0;
if (tokenizer.hasMoreTokens()) {
rowIdx = Integer.parseInt(tokenizer.nextToken());
xValue = Double.parseDouble(tokenizer.nextToken());
}
double xResult = (resVec[rowIdx] - (sumVec[rowIdx] * xValue)) / diaVec[rowIdx];
output.collect(new IntWritable(rowIdx), new DoubleWritable(xResult));
}
@Override
public void map(
LongWritable key,
Text value,
/*[*/ OutputCollector<Text, IntWritable> output,
Reporter reporter /*]*/)
throws IOException {
String line = value.toString();
String year = line.substring(15, 19);
int airTemperature;
if (line.charAt(87) == '+') { // parseInt doesn't like leading plus signs
airTemperature = Integer.parseInt(line.substring(88, 92));
} else {
airTemperature = Integer.parseInt(line.substring(87, 92));
}
String quality = line.substring(92, 93);
if (airTemperature != MISSING && quality.matches("[01459]")) {
/*[*/ output.collect /*]*/(new Text(year), new IntWritable(airTemperature));
}
}
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 write(DataOutput out) throws IOException {
input.write(out);
Text.writeString(out, output);
}
public void readFields(DataInput in) throws IOException {
input.readFields(in);
output = Text.readString(in);
}
/** Delete the dst files/dirs which do not exist in src */
private static void deleteNonexisting(
FileSystem dstfs,
FileStatus dstroot,
Path dstsorted,
FileSystem jobfs,
Path jobdir,
JobConf jobconf,
Configuration conf)
throws IOException {
if (!dstroot.isDir()) {
throw new IOException(
"dst must be a directory when option "
+ Options.DELETE.cmd
+ " is set, but dst (= "
+ dstroot.getPath()
+ ") is not a directory.");
}
// write dst lsr results
final Path dstlsr = new Path(jobdir, "_distcp_dst_lsr");
final SequenceFile.Writer writer =
SequenceFile.createWriter(
jobfs,
jobconf,
dstlsr,
Text.class,
FileStatus.class,
SequenceFile.CompressionType.NONE);
try {
// do lsr to get all file statuses in dstroot
final Stack<FileStatus> lsrstack = new Stack<FileStatus>();
for (lsrstack.push(dstroot); !lsrstack.isEmpty(); ) {
final FileStatus status = lsrstack.pop();
if (status.isDir()) {
for (FileStatus child : dstfs.listStatus(status.getPath())) {
String relative = makeRelative(dstroot.getPath(), child.getPath());
writer.append(new Text(relative), child);
lsrstack.push(child);
}
}
}
} finally {
checkAndClose(writer);
}
// sort lsr results
final Path sortedlsr = new Path(jobdir, "_distcp_dst_lsr_sorted");
SequenceFile.Sorter sorter =
new SequenceFile.Sorter(
jobfs, new Text.Comparator(), Text.class, FileStatus.class, jobconf);
sorter.sort(dstlsr, sortedlsr);
// compare lsr list and dst list
SequenceFile.Reader lsrin = null;
SequenceFile.Reader dstin = null;
try {
lsrin = new SequenceFile.Reader(jobfs, sortedlsr, jobconf);
dstin = new SequenceFile.Reader(jobfs, dstsorted, jobconf);
// compare sorted lsr list and sorted dst list
final Text lsrpath = new Text();
final FileStatus lsrstatus = new FileStatus();
final Text dstpath = new Text();
final Text dstfrom = new Text();
final FsShell shell = new FsShell(conf);
final String[] shellargs = {"-rmr", null};
boolean hasnext = dstin.next(dstpath, dstfrom);
for (; lsrin.next(lsrpath, lsrstatus); ) {
int dst_cmp_lsr = dstpath.compareTo(lsrpath);
for (; hasnext && dst_cmp_lsr < 0; ) {
hasnext = dstin.next(dstpath, dstfrom);
dst_cmp_lsr = dstpath.compareTo(lsrpath);
}
if (dst_cmp_lsr == 0) {
// lsrpath exists in dst, skip it
hasnext = dstin.next(dstpath, dstfrom);
} else {
// lsrpath does not exist, delete it
String s = new Path(dstroot.getPath(), lsrpath.toString()).toString();
if (shellargs[1] == null || !isAncestorPath(shellargs[1], s)) {
shellargs[1] = s;
int r = 0;
try {
r = shell.run(shellargs);
} catch (Exception e) {
throw new IOException("Exception from shell.", e);
}
if (r != 0) {
throw new IOException(
"\"" + shellargs[0] + " " + shellargs[1] + "\" returns non-zero value " + r);
}
}
}
}
} finally {
checkAndClose(lsrin);
checkAndClose(dstin);
}
}