Author: tdunning
Date: Thu Jan 2 06:41:51 2014
New Revision: 1554748
URL: http://svn.apache.org/r1554748
Log:
MAHOUT-1390 - Fixes for SVD hang.
Added:
mahout/trunk/math/src/test/resources/hanging-svd.tsv
Modified:
mahout/trunk/math/src/main/java/org/apache/mahout/math/SingularValueDecomposition.java
mahout/trunk/math/src/test/java/org/apache/mahout/math/TestSingularValueDecomposition.java
Modified:
mahout/trunk/math/src/main/java/org/apache/mahout/math/SingularValueDecomposition.java
URL:
http://svn.apache.org/viewvc/mahout/trunk/math/src/main/java/org/apache/mahout/math/SingularValueDecomposition.java?rev=1554748&r1=1554747&r2=1554748&view=diff
==============================================================================
---
mahout/trunk/math/src/main/java/org/apache/mahout/math/SingularValueDecomposition.java
(original)
+++
mahout/trunk/math/src/main/java/org/apache/mahout/math/SingularValueDecomposition.java
Thu Jan 2 06:41:51 2014
@@ -268,8 +268,9 @@ public class SingularValueDecomposition
// Main iteration loop for the singular values.
int pp = p - 1;
- //int iter = 0;
+ int iter = 0;
double eps = Math.pow(2.0, -52.0);
+ double tiny = Math.pow(2.0,-966.0);
while (p > 0) {
int k;
@@ -289,7 +290,7 @@ public class SingularValueDecomposition
if (k == -1) {
break;
}
- if (Math.abs(e[k]) <= eps * (Math.abs(s[k]) + Math.abs(s[k + 1]))) {
+ if (Math.abs(e[k]) <= tiny +eps * (Math.abs(s[k]) + Math.abs(s[k +
1]))) {
e[k] = 0.0;
break;
}
@@ -303,8 +304,10 @@ public class SingularValueDecomposition
if (ks == k) {
break;
}
- double t = (ks == p ? 0.0 : Math.abs(e[ks])) + (ks == k + 1 ? 0.0 :
Math.abs(e[ks - 1]));
- if (Math.abs(s[ks]) <= eps * t) {
+ double t =
+ (ks != p ? Math.abs(e[ks]) : 0.) +
+ (ks != k + 1 ? Math.abs(e[ks-1]) : 0.);
+ if (Math.abs(s[ks]) <= tiny + eps * t) {
s[ks] = 0.0;
break;
}
@@ -436,7 +439,7 @@ public class SingularValueDecomposition
}
}
e[p - 2] = f;
- //iter += 1;
+ iter = iter + 1;
}
break;
@@ -480,7 +483,7 @@ public class SingularValueDecomposition
}
k++;
}
- //iter = 0;
+ iter = 0;
p--;
}
break;
Modified:
mahout/trunk/math/src/test/java/org/apache/mahout/math/TestSingularValueDecomposition.java
URL:
http://svn.apache.org/viewvc/mahout/trunk/math/src/test/java/org/apache/mahout/math/TestSingularValueDecomposition.java?rev=1554748&r1=1554747&r2=1554748&view=diff
==============================================================================
---
mahout/trunk/math/src/test/java/org/apache/mahout/math/TestSingularValueDecomposition.java
(original)
+++
mahout/trunk/math/src/test/java/org/apache/mahout/math/TestSingularValueDecomposition.java
Thu Jan 2 06:41:51 2014
@@ -17,10 +17,28 @@
package org.apache.mahout.math;
+import com.google.common.base.Charsets;
+import com.google.common.base.Splitter;
+import com.google.common.collect.Iterables;
+import com.google.common.io.Resources;
+import org.apache.commons.math3.linear.Array2DRowRealMatrix;
+import org.apache.commons.math3.linear.RealMatrix;
import org.apache.mahout.common.RandomUtils;
+import org.apache.mahout.math.function.Functions;
import org.junit.Test;
+import java.io.IOException;
+import java.util.List;
import java.util.Random;
+import java.util.concurrent.Callable;
+import java.util.concurrent.ExecutionException;
+import java.util.concurrent.ExecutorService;
+import java.util.concurrent.Executors;
+import java.util.concurrent.Future;
+import java.util.concurrent.TimeUnit;
+import java.util.concurrent.TimeoutException;
+
+import static org.junit.Assert.assertEquals;
//To launch this test only : mvn test
-Dtest=org.apache.mahout.math.TestSingularValueDecomposition
public final class TestSingularValueDecomposition extends MahoutTestCase {
@@ -225,6 +243,57 @@ public final class TestSingularValueDeco
// replace 1.0e-15 with 1.5e-15
assertEquals(3.0, svd.cond(), 1.5e-15);
}
+
+ @Test
+ public void testSvdHang() throws IOException, InterruptedException,
ExecutionException, TimeoutException {
+ for (String s : new String[]{"hanging-svd", }) {
+ System.out.printf("starting %s\n", s);
+ final Matrix m = readTsv(s + ".tsv");
+ try {
+ SingularValueDecomposition svd = timeout(2000, new
Callable<SingularValueDecomposition>() {
+ @Override
+ public SingularValueDecomposition call() throws Exception {
+ return new SingularValueDecomposition(m);
+ }
+ });
+ assertEquals(0,
m.minus(svd.getU().times(svd.getS()).times(svd.getV().transpose())).aggregate(Functions.PLUS,
Functions.ABS), 1e-10);
+ System.out.printf("%s worked\n", s);
+ } catch (ExecutionException e) {
+ System.out.printf("Failed during %s\n", s);
+ throw e;
+ } catch (TimeoutException e) {
+ System.out.printf("%s timed out\n", s);
+ throw e;
+ }
+ }
+ }
+
+ <T> T timeout(int timeLimit, Callable<T> toDo) throws InterruptedException,
ExecutionException, TimeoutException {
+ ExecutorService pool = Executors.newFixedThreadPool(1);
+ Future<T> f = pool.submit(toDo);
+ pool.shutdown();
+ return f.get(timeLimit, TimeUnit.MILLISECONDS);
+ }
+
+ Matrix readTsv(String name) throws IOException {
+ Splitter onTab = Splitter.on("\t");
+ List<String> lines = Resources.readLines((Resources.getResource(name)),
Charsets.UTF_8);
+ int rows = lines.size();
+ int columns = Iterables.size(onTab.split(lines.get(0)));
+ Matrix r = new DenseMatrix(rows, columns);
+ int row = 0;
+ for (String line : lines) {
+ Iterable<String> values = onTab.split(line);
+ int column = 0;
+ for (String value : values) {
+ r.set(row, column, Double.parseDouble(value));
+ column++;
+ }
+ row++;
+ }
+ return r;
+ }
+
private static Matrix createTestMatrix(Random r, int rows, int columns,
double[] singularValues) {
Matrix u = createOrthogonalMatrix(r, rows);
Added: mahout/trunk/math/src/test/resources/hanging-svd.tsv
URL:
http://svn.apache.org/viewvc/mahout/trunk/math/src/test/resources/hanging-svd.tsv?rev=1554748&view=auto
==============================================================================
--- mahout/trunk/math/src/test/resources/hanging-svd.tsv (added)
+++ mahout/trunk/math/src/test/resources/hanging-svd.tsv Thu Jan 2 06:41:51
2014
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0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0
0.0 0.0 0.0 0.0
+0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0
0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0
0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0
0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0
0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0
0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0
0.0 0.0 0.0 0.0
+0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0
0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0
0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0
0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0
0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0
0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0
0.0 0.0 0.0 0.0
+0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0
0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0
0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0
0.0 0.0 0.0 0.0 0.0 0.0
