@Override
public void keyTyped(KeyEvent e) {
if (e.getKeyChar() == 's') {
System.out.println("Writing config!");
try {
IOUtils.writeASCII(new File("camera.conf"), this.touchTable.cameraConfig);
System.out.println("Camera config written");
} catch (Exception e1) {
System.out.println("Failed to write camera.conf: " + e1.getMessage());
}
} else if (e.getKeyChar() == 'c') {
this.touchTable.clear();
} else if (e.getKeyChar() == 'l') {
System.out.println("Loading config!");
try {
TriangleCameraConfig newCC =
IOUtils.read(new File("camera.conf"), new TriangleCameraConfig());
this.touchTable.setCameraConfig(newCC);
System.out.println("Read camera config");
} catch (Exception e1) {
System.out.println("Failed to read camera config");
}
} else if (e.getKeyChar() == 't') {
if (this.touchTable.mode instanceof Mode.DRAWING_TRACKED)
this.touchTable.mode = new Mode.DRAWING(this.touchTable);
else this.touchTable.mode = new Mode.DRAWING_TRACKED(this.touchTable);
} else if (e.getKeyChar() == 'm') {
this.touchTable.mode = new Mode.SERVER(this.touchTable);
} else if (e.getKeyChar() == 'p') {
this.touchTable.mode = new Mode.PONG(this.touchTable);
}
}
@Override
public void map(
final Text key,
BytesWritable value,
final Mapper<Text, BytesWritable, Text, LongWritable>.Context context)
throws InterruptedException {
try {
final long[] largest = new long[] {0};
final boolean[] anyDayOverLimit = new boolean[] {false};
IOUtils.deserialize(
value.getBytes(),
new ReadableListBinary<Object>(new ArrayList<Object>()) {
@Override
protected Object readValue(DataInput in) throws IOException {
WordDFIDF idf = new WordDFIDF();
idf.readBinary(in);
if (idf.wf > wordTimeCountThresh) {
anyDayOverLimit[0] = true;
}
if (largest[0] < idf.Twf) largest[0] = idf.Twf;
return new Object();
}
});
if (anyDayOverLimit[0]) // One of the days was over the day limit
context.write(key, new LongWritable(largest[0]));
} catch (IOException e) {
System.err.println("Couldnt read word: " + key);
}
}
@Override
protected void map(
final Text key,
BytesWritable value,
final Mapper<Text, BytesWritable, Text, BytesWritable>.Context context)
throws java.io.IOException, InterruptedException {
if (wordlist.contains(key.toString())) {
IOUtils.deserialize(
value.getBytes(),
new ReadableListBinary<Object>(new ArrayList<Object>()) {
@Override
protected Object readValue(DataInput in) throws IOException {
WordDFIDF idf = new WordDFIDF();
idf.readBinary(in);
try {
ByteArrayOutputStream baos = new ByteArrayOutputStream();
IOUtils.writeBinary(baos, idf);
context.write(key, new BytesWritable(baos.toByteArray()));
} catch (InterruptedException e) {
throw new IOException("");
}
return NullWritable.get();
}
});
}
};
@Override
public void performExperiment() throws IOException {
BilinearLearnerParameters params = new BilinearLearnerParameters();
params.put(BilinearLearnerParameters.ETA0_U, 0.02);
params.put(BilinearLearnerParameters.ETA0_W, 0.02);
params.put(BilinearLearnerParameters.LAMBDA, 0.001);
params.put(BilinearLearnerParameters.BICONVEX_TOL, 0.01);
params.put(BilinearLearnerParameters.BICONVEX_MAXITER, 10);
params.put(BilinearLearnerParameters.BIAS, true);
params.put(BilinearLearnerParameters.ETA0_BIAS, 0.5);
params.put(BilinearLearnerParameters.WINITSTRAT, new SingleValueInitStrat(0.1));
params.put(BilinearLearnerParameters.UINITSTRAT, new SparseZerosInitStrategy());
BillMatlabFileDataGenerator bmfdg =
new BillMatlabFileDataGenerator(new File(BILL_DATA()), 98, true);
prepareExperimentLog(params);
for (int i = 0; i < bmfdg.nFolds(); i++) {
logger.debug("Fold: " + i);
BilinearSparseOnlineLearner learner = new BilinearSparseOnlineLearner(params);
learner.reinitParams();
bmfdg.setFold(i, Mode.TEST);
List<Pair<Matrix>> testpairs = new ArrayList<Pair<Matrix>>();
while (true) {
Pair<Matrix> next = bmfdg.generate();
if (next == null) break;
testpairs.add(next);
}
logger.debug("...training");
bmfdg.setFold(i, Mode.TRAINING);
int j = 0;
while (true) {
Pair<Matrix> next = bmfdg.generate();
if (next == null) break;
logger.debug("...trying item " + j++);
learner.process(next.firstObject(), next.secondObject());
Matrix u = learner.getU();
Matrix w = learner.getW();
Matrix bias = MatrixFactory.getDenseDefault().copyMatrix(learner.getBias());
BilinearEvaluator eval = new RootMeanSumLossEvaluator();
eval.setLearner(learner);
double loss = eval.evaluate(testpairs);
logger.debug(String.format("Saving learner, Fold %d, Item %d", i, j));
File learnerOut = new File(FOLD_ROOT(i), String.format("learner_%d", j));
IOUtils.writeBinary(learnerOut, learner);
logger.debug("W row sparcity: " + SandiaMatrixUtils.rowSparcity(w));
logger.debug("U row sparcity: " + SandiaMatrixUtils.rowSparcity(u));
Boolean biasMode = learner.getParams().getTyped(BilinearLearnerParameters.BIAS);
if (biasMode) {
logger.debug("Bias: " + SandiaMatrixUtils.diag(bias));
}
logger.debug(String.format("... loss: %f", loss));
}
}
}
@Override
public void failedURL(URL url, String reason) {
try {
StringWriter writer = new StringWriter();
if (url == null) return;
IOUtils.writeASCII(writer, new WriteableFailedURL(url, reason));
publisher.send("FAIL".getBytes("UTF-8"), ZMQ.SNDMORE);
boolean sent = publisher.send(writer.toString().getBytes("UTF-8"), 0);
if (!sent) {
throw new IOException("Send failed");
}
} catch (IOException e) {
logger.error("Unable to send failure!");
}
}
@Override
public void newImageDownloaded(WriteableImageOutput written) {
try {
StringWriter writer = new StringWriter();
IOUtils.writeASCII(writer, written);
publisher.send("IMAGE".getBytes("UTF-8"), ZMQ.SNDMORE);
boolean sent = publisher.send(writer.toString().getBytes("UTF-8"), 0);
if (!sent) {
throw new IOException("Send failed");
}
} catch (IOException e) {
logger.error("Unable to send written image: " + written.url);
logger.error(e.getMessage());
}
}
