@Override
protected void map(LongWritable key, Text value, Mapper.Context context)
throws IOException, InterruptedException {
String line = value.toString();
StringTokenizer tokenizer = new StringTokenizer(line, "\t");
if (tokenizer.countTokens() == 4) { // u.data record
tokenizer.nextToken();
String itemid = tokenizer.nextToken();
String rating = tokenizer.nextToken();
item.set(itemid);
fields.set(rating);
context.write(item, fields);
} else { // u.item record
tokenizer = new StringTokenizer(line, "|");
String itemid = tokenizer.nextToken();
String title = tokenizer.nextToken();
String release = tokenizer.nextToken();
// tokenizer.nextToken();
String imdb = tokenizer.nextToken();
fields.set(title + "\t" + release + "\t" + imdb);
item.set(itemid);
context.write(item, fields);
}
// TotalRecords counter
Counter counter = context.getCounter("MyCounter", "TOTALRECORDS");
counter.increment(1);
}
@Override
protected void setup(Mapper.Context context) throws IOException, InterruptedException {
super.setup(context);
logger.info("in setup of " + context.getTaskAttemptID().toString());
String fileName = ((FileSplit) context.getInputSplit()).getPath() + "";
System.out.println("in stdout" + context.getTaskAttemptID().toString() + " " + fileName);
System.err.println("in stderr" + context.getTaskAttemptID().toString());
}
private BWAAlnInstance(Mapper.Context context, String bin)
throws IOException, URISyntaxException {
super(context, bin);
taskId = context.getTaskAttemptID().toString();
taskId = taskId.substring(taskId.indexOf("m_"));
ref = HalvadeFileUtils.downloadBWAIndex(context, taskId);
alnCustomArgs = HalvadeConf.getCustomArgs(context.getConfiguration(), "bwa", "aln");
}
private void flush(final Mapper.Context context) throws IOException, InterruptedException {
for (final FaunusVertex vertex : this.map.values()) {
this.longWritable.set(vertex.getIdAsLong());
context.write(this.longWritable, vertex);
context.getCounter(Counters.VERTICES_EMITTED).increment(1l);
}
this.map.clear();
this.counter = 0;
}
@Test(expected = IOException.class)
public final void testMapperForNullKeyValue() throws IOException, InterruptedException {
Mapper.Context context = mock(Mapper.Context.class);
Counters counters = new Counters();
Counter counter = counters.findCounter(MergeRecordCounter.BAD_RECORD);
when(context.getCounter(MergeRecordCounter.BAD_RECORD)).thenReturn(counter);
MergeKeyMapper mapper = new MergeKeyMapper();
Text val = new Text("valueOfKey");
mapper.map(null, val, context);
}
@Override
public void setup(final Mapper.Context context) throws IOException, InterruptedException {
final FileSystem fs = FileSystem.get(context.getConfiguration());
try {
this.engine.eval(
new InputStreamReader(fs.open(new Path(context.getConfiguration().get(SCRIPT_PATH)))));
this.engine.put(ARGS, context.getConfiguration().getStrings(SCRIPT_ARGS));
this.engine.eval(SETUP_ARGS);
} catch (Exception e) {
throw new InterruptedException(e.getMessage());
}
this.outputs = new SafeMapperOutputs(context);
}
@Override
public void setup(final Mapper.Context context) throws IOException, InterruptedException {
this.map = new CounterMap<Object>();
this.property = context.getConfiguration().get(PROPERTY);
this.isVertex =
context
.getConfiguration()
.getClass(CLASS, Element.class, Element.class)
.equals(Vertex.class);
this.handler =
new WritableHandler(
context.getConfiguration().getClass(TYPE, Text.class, WritableComparable.class));
this.outputs = new SafeMapperOutputs(context);
}
public void map(LongWritable key, Text value, Mapper.Context context)
throws IOException, InterruptedException {
parser.parse(value);
if (parser.isValidTemperature()) {
int airTemperature = parser.getAirTemperature();
if (airTemperature > 1000) {
System.err.println("Temperature over 100 degrees for input: " + value);
context.setStatus("Detected possibly corrupt record: see logs.");
context.getCounter(Temperature.OVER_100).increment(1);
}
LOG.info("Map key:" + key);
if (LOG.isDebugEnabled()) {
LOG.debug("Map value" + value);
}
context.write(new Text(parser.getYear()), new IntWritable(airTemperature));
}
}
@Override
protected void cleanup(org.apache.hadoop.mapreduce.Mapper.Context context)
throws IOException, InterruptedException {
for (WordCount entries : this.sortValues.tailSet(this.sortValues.first())) {
context.write(entries.getKey(), entries.getValue());
}
}
@Override
public void setup(final Mapper.Context context) throws IOException, InterruptedException {
this.isVertex =
context
.getConfiguration()
.getClass(CLASS, Element.class, Element.class)
.equals(Vertex.class);
}
@Override
protected void setup(org.apache.hadoop.mapreduce.Mapper.Context context)
throws IOException, InterruptedException {
kMaxValues = context.getConfiguration().getInt("map.numberOfKWords", 10);
this.sortValues = new TreeSet<WordCount>();
}
@Override
protected void map(LongWritable k1, Text v1, org.apache.hadoop.mapreduce.Mapper.Context context)
throws IOException, InterruptedException {
final String[] split = v1.toString().split(" ");
String ip = split[0];
String time = split[3].replace("[", "");
String path = split[6];
String v2 = "ip=" + ip + "|" + "time=" + time + "|" + "path=" + path;
context.write(k1, new Text(v2));
}
@Test
public final void testMapperValidValues() throws IOException, InterruptedException {
Mapper.Context context = mock(Mapper.Context.class);
Counters counters = new Counters();
Counter counter = counters.findCounter(MergeRecordCounter.TOTAL_RECORDS_NEW);
when(context.getCounter(MergeRecordCounter.TOTAL_RECORDS_NEW)).thenReturn(counter);
MergeKeyMapper mapper = new MergeKeyMapper();
Text key = new Text("abc123");
Text val = new Text("valueOfKey");
mapper.isOld = false;
mapper.map(key, val, context);
HihoValue hihoValue = new HihoValue();
hihoValue.setVal(val);
hihoValue.setIsOld(false);
HihoTuple hihoTuple = new HihoTuple();
hihoTuple.setKey(key);
verify(context).write(hihoTuple, hihoValue);
assertEquals(1, context.getCounter(MergeRecordCounter.TOTAL_RECORDS_NEW).getValue());
}
@Override
protected void map(LongWritable key, Text lines, Mapper.Context context)
throws IOException, InterruptedException {
String line = lines.toString();
String[] tokens = line.split(",");
// YYYY = tokens[0]
// MM = tokens[1]
// count = tokens[2]
String yearMonth = tokens[0] + "-" + tokens[1];
int count = Integer.parseInt(tokens[2]);
entry.setYearMonth(yearMonth);
entry.setCount(count);
value.set(tokens[2]);
context.write(entry, value);
}
public MemoryMapContext(final Mapper.Context context) throws IOException, InterruptedException {
super(
context.getConfiguration(),
context.getTaskAttemptID() == null ? new TaskAttemptID() : context.getTaskAttemptID(),
null,
null,
context.getOutputCommitter(),
null,
context.getInputSplit());
this.context = context;
this.globalConfiguration = context.getConfiguration();
}
@Override
protected void map(LongWritable key, Text value, Mapper.Context context)
throws IOException, InterruptedException {
String document = value.toString();
System.out.println("'" + document + "'");
try {
XMLStreamReader reader =
XMLInputFactory.newInstance()
.createXMLStreamReader(new ByteArrayInputStream(document.getBytes()));
String propertyName = "";
String propertyValue = "";
String currentElement = "";
while (reader.hasNext()) {
int code = reader.next();
switch (code) {
case XMLStreamConstants.START_ELEMENT: // START_ELEMENT:
currentElement = reader.getLocalName();
break;
case XMLStreamConstants.CHARACTERS: // CHARACTERS:
if (currentElement.equalsIgnoreCase("uid")) {
propertyName += reader.getText().trim();
System.out.println(propertyName);
} else if (currentElement.equalsIgnoreCase("location")) {
propertyValue += reader.getText().trim();
System.out.println(propertyValue);
} else if (currentElement.equalsIgnoreCase("age")) {
propertyValue += ("," + reader.getText().trim());
System.out.println(propertyValue);
}
break;
}
}
reader.close();
context.write(new Text(propertyName.trim()), new Text(propertyValue.trim()));
} catch (Exception e) {
throw new IOException(e);
}
}
protected void setup(org.apache.hadoop.mapreduce.Mapper.Context context)
throws IOException, InterruptedException {
sourceColumn = ByteBuffer.wrap(context.getConfiguration().get(CONF_COLUMN_NAME).getBytes());
}
protected void setup(Mapper.Context context) throws IOException, InterruptedException {
Configuration config = context.getConfiguration();
this.caseSensitive = config.getBoolean("wordcount.case.sensitive", false);
}
@Override
protected void setup(Mapper.Context ctx) throws IOException, InterruptedException {
maxSimilaritiesPerRow = ctx.getConfiguration().getInt(MAX_SIMILARITIES_PER_ROW, 0);
Preconditions.checkArgument(
maxSimilaritiesPerRow > 0, "Incorrect maximum number of similarities per row!");
}
/**
* execute the blat command and return a list of sequence ids that match
*
* @param seqDatabase is the key/value map of sequences that act as reference keyed by name
* @param seqQueryFilepath is the path the the blast output results
* @return a list of sequence ids in the reference that match the cazy database
*/
public Set<String> exec(
Map<String, String> seqDatabase, String seqQueryFilepath, Mapper.Context context)
throws IOException, InterruptedException {
/*
first, take the blatInputFile and find the corresponding sequence in the
seqMap. find both the exact sequence id, as well as its matching pair
and write to temporary file.
*/
// Map<String,String> l = new HashMap<String,String>();
File seqQueryFile = null;
log.info("Preparing Blat execution");
if (context != null) context.setStatus("Preparing Blat execution");
Map<String, String> l = new HashMap<String, String>();
int numGroups = 0;
int numReads = 0;
/*
open query file.
*/
Configuration conf = new Configuration();
FileSystem fs = FileSystem.get(conf);
for (Path filenamePath : MetaUtils.findAllPaths(new Path(seqQueryFilepath))) {
if (!fs.exists(filenamePath)) {
throw new IOException("file not found: " + seqQueryFilepath);
}
FSDataInputStream in = fs.open(filenamePath);
BufferedReader bufRead = new BufferedReader(new InputStreamReader(in));
/*
Filter FileReader through a Buffered read to read a line at a time
*/
String line = bufRead.readLine(); // String that holds current file line
/*
read the line into key/value with key being the first column, value is all the
remaining columns
*/
while (line != null) {
numGroups++;
String[] a = line.split("\t", 2);
l.put(a[0], a[1]);
numReads += a[1].split("\t").length;
line = bufRead.readLine();
}
bufRead.close();
}
if (context != null)
context.getCounter("blat.input", "NUMBER_OF_INPUT_READS").increment(numReads);
if (context != null)
context.getCounter("blat.input", "NUMBER_OF_INPUT_GROUPS").increment(numGroups);
log.info("read " + numReads + " Reads in " + numGroups + " gene groups");
/*
now dump the database from the map to a file
*/
String seqFilepath = dumpToFile(seqDatabase);
if (seqFilepath == null) {
/*
return with fail
*/
throw new IOException("unable to write " + seqDatabase + " to filesystem");
}
Map<String, Set<String>> s = new HashMap<String, Set<String>>();
/*
now loop through all the lines previously read in, write out a seqfile in temp directory
then execute blat.
*/
int numBlats = 0;
int totalBlats = l.size();
for (String k : l.keySet()) {
numBlats++;
/*
k is a grouping key
*/
log.info("processing group " + k);
if (context != null) {
context.setStatus("Executing Blat " + numBlats + "/" + totalBlats);
}
/*
create a new file in temp direectory
*/
seqQueryFile = new File(tmpDirFile, "blatquery.fa");
BufferedWriter out = new BufferedWriter(new FileWriter(seqQueryFile.getPath()));
/*
look up all the sequences and write them to the file. include the paired ends
*/
int queryCount = 0;
for (String key : l.get(k).split("\t")) {
if (paired) {
/*
for paired end data, look for both pairs
*/
String key1 = key + "/1"; // forward
String key2 = key + "/2"; // backward
if (seqDatabase.containsKey(key1)) {
queryCount++;
out.write(">" + key1 + "\n");
out.write(seqDatabase.get(key1) + "\n");
}
if (seqDatabase.containsKey(key2)) {
queryCount++;
out.write(">" + key2 + "\n");
out.write(seqDatabase.get(key2) + "\n");
}
} else {
/*
if data is not paired, just look up key
*/
if (seqDatabase.containsKey(key)) {
queryCount++;
out.write(">" + key + "\n");
out.write(seqDatabase.get(key) + "\n");
}
}
}
/*
close the temporary file
*/
out.close();
if (queryCount == 0) {
/*
means that none of these queries were in this portion of the database. no point
executing blat, so just return
*/
log.info("skipping blat since i didn't find any query sequences in this database");
continue;
}
/*
now set up a blat execution
*/
List<String> commands = new ArrayList<String>();
commands.add("/bin/sh");
commands.add("-c");
commands.add(
commandPath
+ " "
+ commandLine
+ " "
+ seqFilepath
+ " "
+ seqQueryFile.getPath()
+ " "
+ tmpDirFile.getPath()
+ "/blat.output");
log.info("command = " + commands);
SystemCommandExecutor commandExecutor = new SystemCommandExecutor(commands);
exitValue = commandExecutor.executeCommand();
// stdout and stderr of the command are returned as StringBuilder objects
stdout = commandExecutor.getStandardOutputFromCommand().toString();
stderr = commandExecutor.getStandardErrorFromCommand().toString();
log.debug("exit = " + exitValue);
log.debug("stdout = " + stdout);
log.debug("stderr = " + stderr);
/*
now parse the output and clean up
*/
log.debug("reading outputfile: " + tmpDirFile.getPath() + "/blat.output");
FileReader input = new FileReader(tmpDirFile.getPath() + "/blat.output");
/*
Filter FileReader through a Buffered read to read a line at a time
*/
BufferedReader bufRead2 = new BufferedReader(input);
String line2; // String that holds current file line
int count = 0; // Line number of count
// Read first line
line2 = bufRead2.readLine();
// Read through file one line at time. Print line # and line
while (line2 != null) {
String[] a = line2.split("\t", 3);
if (s.containsKey(k)) {
s.get(k).add(a[1]);
} else {
s.put(k, new HashSet<String>());
s.get(k).add(a[1]);
}
line2 = bufRead2.readLine();
count++;
}
bufRead2.close();
log.debug("done reading file");
/*
should clean up - note: files get overwritten, so don't worry about it. :-)
*/
}
if (context != null) context.setStatus("Postprocessing Blat output");
/*
post processing. since i need to return in the format of
<groupid> <readid1> <readid2> <readid3> ...
as a single string (one string per line).
*/
log.info("Postprocessing Blat");
log.info(" numGroups = " + s.keySet().size());
Set<String> ss = new HashSet<String>();
for (String k : s.keySet()) {
StringBuilder stringBuilder = new StringBuilder();
for (Iterator iter = s.get(k).iterator(); iter.hasNext(); ) {
stringBuilder.append(", " + iter.next());
}
ss.add(k + stringBuilder);
}
return ss;
}