def test3(self): ''' Test the case where alpha=0. ''' random.seed(13) m, n = 33, 77 transA, transB = False, False alpha, beta = 0.0, 0.5 sparsityA, sparsityB = 0.0, 0.0 protocolA, protocolB = MatrixWrapper.RAW, MatrixWrapper.RAW dfsDirA, dfsDirB = None, None maxCoresA, maxCoresB = 7, 5 maxTotalBlocks = 7 # instantiate A A = randomSparseMatrix(m, n, sparsityA) Awrap = MatrixWrapper.wrapMatrix(A, protocolA, dfsDirA, maxCoresA) # instantiate B B = randomSparseMatrix(m, n, sparsityB) Bwrap = MatrixWrapper.wrapMatrix(B, protocolB, dfsDirB, maxCoresB) # add Zwrap = dgema(disco, transA, transB, m, n, alpha, Awrap, Bwrap, beta, maxTotalBlocks) Z = Zwrap.unwrapMatrix(m, n).todense() # clean up disco.purge(jobname(Zwrap.urls[0])) # validate self.validate(alpha, beta, transA, transB, A, B, Z)
def test1(self): ''' Test the case where size of matrix is smaller than the number of inputs for A and B. ''' random.seed(13) m, n = 3, 3 transA, transB = False, False alpha, beta = -1.2, 0.8 sparsityA, sparsityB = 0.0, 0.0 protocolA, protocolB = MatrixWrapper.RAW, MatrixWrapper.RAW dfsDirA, dfsDirB = None, None maxCoresA, maxCoresB = 13, 11 maxTotalBlocks = 10 # instantiate A A = randomSparseMatrix(m, n, sparsityA) Awrap = MatrixWrapper.wrapMatrix(A, protocolA, dfsDirA, maxCoresA) # instantiate B B = randomSparseMatrix(m, n, sparsityB) Bwrap = MatrixWrapper.wrapMatrix(B, protocolB, dfsDirB, maxCoresB) # add Zwrap = dgema(disco, transA, transB, m, n, alpha, Awrap, Bwrap, beta, maxTotalBlocks) Z = Zwrap.unwrapMatrix(m, n).todense() # clean up disco.purge(jobname(Zwrap.urls[0])) # validate self.validate(alpha, beta, transA, transB, A, B, Z)
def test2(self): ''' Test transpose. ''' random.seed(13) m, n = 33, 3 transA, transB = True, True alpha, beta = 0.2, 0.4 sparsityA, sparsityB = 0.1, 0.1 protocolA, protocolB = MatrixWrapper.RAW, MatrixWrapper.RAW dfsDirA, dfsDirB = None, None maxCoresA, maxCoresB = 5, 5 maxTotalBlocks = 3 # instantiate A A = randomSparseMatrix(n, m, sparsityA) Awrap = MatrixWrapper.wrapMatrix(A, protocolA, dfsDirA, maxCoresA) # instantiate B B = randomSparseMatrix(n, m, sparsityB) Bwrap = MatrixWrapper.wrapMatrix(B, protocolB, dfsDirB, maxCoresB) # add Zwrap = dgema(disco, transA, transB, m, n, alpha, Awrap, Bwrap, beta, maxTotalBlocks) Z = Zwrap.unwrapMatrix(m, n).todense() # clean up disco.purge(jobname(Zwrap.urls[0])) # validate self.validate(alpha, beta, transA, transB, A, B, Z)
def test0(self): ''' Test normal basic usage. ''' random.seed(13) m, n = 30, 30 transA, transB = False, False alpha, beta = 1.0, 1.0 sparsityA, sparsityB = 0.3, 0.0 protocolA, protocolB = MatrixWrapper.RAW, MatrixWrapper.RAW dfsDirA, dfsDirB = None, None maxCoresA, maxCoresB = 13, 11 maxTotalBlocks = 10 # instantiate A A = randomSparseMatrix(m, n, sparsityA) Awrap = MatrixWrapper.wrapMatrix(A, protocolA, dfsDirA, maxCoresA) # instantiate B B = randomSparseMatrix(m, n, sparsityB) Bwrap = MatrixWrapper.wrapMatrix(B, protocolB, dfsDirB, maxCoresB) # add Zwrap = dgema(disco, transA, transB, m, n, alpha, Awrap, Bwrap, beta, maxTotalBlocks) Z = Zwrap.unwrapMatrix(m, n).todense() # clean up disco.purge(jobname(Zwrap.urls[0])) # validate self.validate(alpha, beta, transA, transB, A, B, Z)
