Skip to content
New issue

Have a question about this project? Sign up for a free GitHub account to open an issue and contact its maintainers and the community.

By clicking “Sign up for GitHub”, you agree to our terms of service and privacy statement. We’ll occasionally send you account related emails.

Already on GitHub? Sign in to your account

[SPARK-9175] [MLlib] BLAS.gemm fails to update matrix C when alpha==0 and beta!=1 #7503

Closed
wants to merge 1 commit into from
Closed
Show file tree
Hide file tree
Changes from all commits
Commits
File filter

Filter by extension

Filter by extension

Conversations
Failed to load comments.
Loading
Jump to
Jump to file
Failed to load files.
Loading
Diff view
Diff view
4 changes: 2 additions & 2 deletions mllib/src/main/scala/org/apache/spark/mllib/linalg/BLAS.scala
Original file line number Diff line number Diff line change
Expand Up @@ -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)
Expand Down
16 changes: 16 additions & 0 deletions mllib/src/test/scala/org/apache/spark/mllib/linalg/BLASSuite.scala
Original file line number Diff line number Diff line change
Expand Up @@ -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)
Expand Down Expand Up @@ -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") {
Expand Down