From 520ad44b17f72e6465bf990f64b4e289f8a83447 Mon Sep 17 00:00:00 2001 From: Feynman Liang Date: Tue, 11 Aug 2015 12:49:47 -0700 Subject: [SPARK-9750] [MLLIB] Improve equals on SparseMatrix and DenseMatrix Adds unit test for `equals` on `mllib.linalg.Matrix` class and `equals` to both `SparseMatrix` and `DenseMatrix`. Supports equality testing between `SparseMatrix` and `DenseMatrix`. mengxr Author: Feynman Liang Closes #8042 from feynmanliang/SPARK-9750 and squashes the following commits: bb70d5e [Feynman Liang] Breeze compare for dense matrices as well, in case other is sparse ab6f3c8 [Feynman Liang] Sparse matrix compare for equals 22782df [Feynman Liang] Add equality based on matrix semantics, not representation 78f9426 [Feynman Liang] Add casts 43d28fa [Feynman Liang] Fix failing test 6416fa0 [Feynman Liang] Add failing sparse matrix equals tests --- .../scala/org/apache/spark/mllib/linalg/Matrices.scala | 8 ++++++-- .../org/apache/spark/mllib/linalg/MatricesSuite.scala | 18 ++++++++++++++++++ 2 files changed, 24 insertions(+), 2 deletions(-) diff --git a/mllib/src/main/scala/org/apache/spark/mllib/linalg/Matrices.scala b/mllib/src/main/scala/org/apache/spark/mllib/linalg/Matrices.scala index 1c858348bf..1139ce36d5 100644 --- a/mllib/src/main/scala/org/apache/spark/mllib/linalg/Matrices.scala +++ b/mllib/src/main/scala/org/apache/spark/mllib/linalg/Matrices.scala @@ -257,8 +257,7 @@ class DenseMatrix( this(numRows, numCols, values, false) override def equals(o: Any): Boolean = o match { - case m: DenseMatrix => - m.numRows == numRows && m.numCols == numCols && Arrays.equals(toArray, m.toArray) + case m: Matrix => toBreeze == m.toBreeze case _ => false } @@ -519,6 +518,11 @@ class SparseMatrix( rowIndices: Array[Int], values: Array[Double]) = this(numRows, numCols, colPtrs, rowIndices, values, false) + override def equals(o: Any): Boolean = o match { + case m: Matrix => toBreeze == m.toBreeze + case _ => false + } + private[mllib] def toBreeze: BM[Double] = { if (!isTransposed) { new BSM[Double](values, numRows, numCols, colPtrs, rowIndices) diff --git a/mllib/src/test/scala/org/apache/spark/mllib/linalg/MatricesSuite.scala b/mllib/src/test/scala/org/apache/spark/mllib/linalg/MatricesSuite.scala index a270ba2562..bfd6d5495f 100644 --- a/mllib/src/test/scala/org/apache/spark/mllib/linalg/MatricesSuite.scala +++ b/mllib/src/test/scala/org/apache/spark/mllib/linalg/MatricesSuite.scala @@ -74,6 +74,24 @@ class MatricesSuite extends SparkFunSuite { } } + test("equals") { + val dm1 = Matrices.dense(2, 2, Array(0.0, 1.0, 2.0, 3.0)) + assert(dm1 === dm1) + assert(dm1 !== dm1.transpose) + + val dm2 = Matrices.dense(2, 2, Array(0.0, 2.0, 1.0, 3.0)) + assert(dm1 === dm2.transpose) + + val sm1 = dm1.asInstanceOf[DenseMatrix].toSparse + assert(sm1 === sm1) + assert(sm1 === dm1) + assert(sm1 !== sm1.transpose) + + val sm2 = dm2.asInstanceOf[DenseMatrix].toSparse + assert(sm1 === sm2.transpose) + assert(sm1 === dm2.transpose) + } + test("matrix copies are deep copies") { val m = 3 val n = 2 -- cgit v1.2.3