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Commit ff3c72db authored by Meihua Wu's avatar Meihua Wu Committed by Xiangrui Meng
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[SPARK-9175] [MLLIB] BLAS.gemm fails to update matrix C when alpha==0 and beta!=1

Fix BLAS.gemm to update matrix C when alpha==0 and beta!=1
Also include unit tests to verify the fix.

mengxr brkyvz

Author: Meihua Wu <meihuawu@umich.edu>

Closes #7503 from rotationsymmetry/fix_BLAS_gemm and squashes the following commits:

fce199c [Meihua Wu] Fix BLAS.gemm to update C when alpha==0 and beta!=1
parent a5d05819
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......@@ -303,8 +303,8 @@ private[spark] object BLAS extends Serializable with Logging {
C: DenseMatrix): Unit = {
require(!C.isTransposed,
"The matrix C cannot be the product of a transpose() call. C.isTransposed must be false.")
if (alpha == 0.0) {
logDebug("gemm: alpha is equal to 0. Returning C.")
if (alpha == 0.0 && beta == 1.0) {
logDebug("gemm: alpha is equal to 0 and beta is equal to 1. Returning C.")
} else {
A match {
case sparse: SparseMatrix => gemm(alpha, sparse, B, beta, C)
......
......@@ -200,8 +200,14 @@ class BLASSuite extends SparkFunSuite {
val C10 = C1.copy
val C11 = C1.copy
val C12 = C1.copy
val C13 = C1.copy
val C14 = C1.copy
val C15 = C1.copy
val C16 = C1.copy
val expected2 = new DenseMatrix(4, 2, Array(2.0, 1.0, 4.0, 2.0, 4.0, 0.0, 4.0, 3.0))
val expected3 = new DenseMatrix(4, 2, Array(2.0, 2.0, 4.0, 2.0, 8.0, 0.0, 6.0, 6.0))
val expected4 = new DenseMatrix(4, 2, Array(5.0, 0.0, 10.0, 5.0, 0.0, 0.0, 5.0, 0.0))
val expected5 = C1.copy
gemm(1.0, dA, B, 2.0, C1)
gemm(1.0, sA, B, 2.0, C2)
......@@ -248,6 +254,16 @@ class BLASSuite extends SparkFunSuite {
assert(C10 ~== expected2 absTol 1e-15)
assert(C11 ~== expected3 absTol 1e-15)
assert(C12 ~== expected3 absTol 1e-15)
gemm(0, dA, B, 5, C13)
gemm(0, sA, B, 5, C14)
gemm(0, dA, B, 1, C15)
gemm(0, sA, B, 1, C16)
assert(C13 ~== expected4 absTol 1e-15)
assert(C14 ~== expected4 absTol 1e-15)
assert(C15 ~== expected5 absTol 1e-15)
assert(C16 ~== expected5 absTol 1e-15)
}
test("gemv") {
......
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