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use specialized axpy in RowMatrix for SVD #1378

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vrilleup wants to merge 19 commits into from
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use specialized axpy in RowMatrix for SVD #1378

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e1db950
SPARK-1782: svd for sparse matrix using ARPACK
Jun 4, 2014
96d2ecb
improve eigenvalue sorting
Jun 4, 2014
fe983b0
improve scala style
Jun 4, 2014
9c80515
use non-sparse implementation when k = n
Jun 4, 2014
827411b
fix EOF new line
Jun 4, 2014
e7850ed
use aggregate and axpy
Jun 4, 2014
4c7aec3
improve comments
Jun 7, 2014
eb15100
fix binary compatibility
Jun 13, 2014
819824b
add flag for dense svd or sparse svd
Jun 18, 2014
5543cce
improve svd api
Jun 23, 2014
7148426
improve RowMatrix multiply
Jun 26, 2014
c273771
automatically determine SVD compute mode and parameters
Jul 7, 2014
62969fa
use BDV directly in symmetricEigs
mengxr Jul 9, 2014
861ec48
simplify axpy
mengxr Jul 9, 2014
a461082
make superscript show up correctly in doc
mengxr Jul 9, 2014
4c618e9
Merge pull request #1 from mengxr/vrilleup-master
vrilleup Jul 9, 2014
7312ec1
very minor comment fix
Jul 9, 2014
5255f2a
Merge remote-tracking branch 'upstream/master'
Jul 10, 2014
6fb01a3
use specialized axpy in RowMatrix
Jul 11, 2014
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use specialized axpy in RowMatrix
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Li Pu committed Jul 11, 2014
commit 6fb01a31ad967b849f5b738f22a64f8616d3177b
8 changes: 7 additions & 1 deletion mllib/src/main/scala/org/apache/spark/mllib/linalg/distributed/RowMatrix.scala
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Expand Up @@ -214,7 +214,13 @@ class RowMatrix(
seqOp = (U, r) => {
val rBrz = r.toBreeze
val a = rBrz.dot(vbr.value)
brzAxpy(a, rBrz, U.asInstanceOf[BV[Double]])
rBrz match {
// use specialized axpy for better performance
case _: BDV[_] => brzAxpy(a, rBrz.asInstanceOf[BDV[Double]], U)
case _: BSV[_] => brzAxpy(a, rBrz.asInstanceOf[BSV[Double]], U)
case _ => throw new UnsupportedOperationException(
s"Do not support vector operation from type ${rBrz.getClass.getName}.")
}
U
},
combOp = (U1, U2) => U1 += U2
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