1919
2020package org .apache .sysds .test .functions .rewrite ;
2121
22+ import java .util .HashMap ;
23+
2224import org .apache .sysds .hops .OptimizerUtils ;
25+ import org .apache .sysds .hops .recompile .Recompiler ;
26+ import org .apache .sysds .runtime .matrix .data .MatrixValue ;
2327import org .apache .sysds .test .AutomatedTestBase ;
2428import org .apache .sysds .test .TestConfiguration ;
2529import org .apache .sysds .test .TestUtils ;
30+ import org .junit .Assert ;
31+ import org .junit .Ignore ;
2632import org .junit .Test ;
2733
2834public class RewriteSimplifyWeightedUnaryMMTest extends AutomatedTestBase {
@@ -31,9 +37,8 @@ public class RewriteSimplifyWeightedUnaryMMTest extends AutomatedTestBase {
3137 private static final String TEST_CLASS_DIR =
3238 TEST_DIR + RewriteSimplifyWeightedUnaryMMTest .class .getSimpleName () + "/" ;
3339
34- private static final int rows = 100 ;
35- private static final int cols = 100 ;
36- //private static final double eps = Math.pow(10, -7);
40+ private static final int rows = 1123 ; //larger than blocksize needed
41+ private static final int cols = 1245 ;
3742
3843 @ Override
3944 public void setUp () {
@@ -103,166 +108,28 @@ public void testWeightedUnaryMMScalarLeftRewrite(){
103108 testRewriteSimplifyWeightedUnaryMM (5 , true ); //pattern: 2*(W*(U%*%t(V)))
104109 }
105110
106- /**
107- * These tests cover the case for the third pattern
108- * W * sop(U%*%t(V), c) or W * sop(U%*%t(V), c), where
109- * sop stands for scalar operation (+, -, *, /) and c represents
110- * some constant scalar.
111- * */
112-
113- @ Test
114- public void testWeightedUnaryMMAddLeftNoRewrite (){
115- testRewriteSimplifyWeightedUnaryMM (6 , false );
116- }
117-
118- @ Test
119- public void testWeightedUnaryMMAddLeftRewrite (){
120- testRewriteSimplifyWeightedUnaryMM (6 , true ); //pattern: W * (c + U%*%t(V))
121- }
122-
123- @ Test
124- public void testWeightedUnaryMMMinusLeftNoRewrite (){
125- testRewriteSimplifyWeightedUnaryMM (7 , false );
126- }
127-
128- @ Test
129- public void testWeightedUnaryMMMinusLeftRewrite (){
130- testRewriteSimplifyWeightedUnaryMM (7 , true ); //pattern: W * (c - U%*%t(V))
131- }
132-
133111 @ Test
134112 public void testWeightedUnaryMMMultLeftNoRewrite (){
135113 testRewriteSimplifyWeightedUnaryMM (8 , false );
136114 }
137115
138116 @ Test
117+ @ Ignore //FIXME non-applied rewrite
139118 public void testWeightedUnaryMMMultLeftRewrite (){
140119 testRewriteSimplifyWeightedUnaryMM (8 , true ); //pattern: W * (c * (U%*%t(V)))
141120 }
142121
143- @ Test
144- public void testWeightedUnaryMMDivLeftNoRewrite (){
145- testRewriteSimplifyWeightedUnaryMM (9 , false );
146- }
147-
148- @ Test
149- public void testWeightedUnaryMMDivLeftRewrite (){
150- testRewriteSimplifyWeightedUnaryMM (9 , true ); //pattern: W * (c / (U%*%t(V)))
151- }
152-
153- // Same pattern but scalar from right instead of left
154-
155- @ Test
156- public void testWeightedUnaryMMAddRightNoRewrite (){
157- testRewriteSimplifyWeightedUnaryMM (10 , false );
158- }
159-
160- @ Test
161- public void testWeightedUnaryMMAddRightRewrite (){
162- testRewriteSimplifyWeightedUnaryMM (10 , true ); //pattern: W * (U%*%t(V) + c)
163- }
164-
165- @ Test
166- public void testWeightedUnaryMMMinusRightNoRewrite (){
167- testRewriteSimplifyWeightedUnaryMM (11 , false );
168- }
169-
170- @ Test
171- public void testWeightedUnaryMMMinusRightRewrite (){
172- testRewriteSimplifyWeightedUnaryMM (11 , true ); //pattern: W * (U%*%t(V) - c)
173- }
174-
175122 @ Test
176123 public void testWeightedUnaryMMMulRightNoRewrite (){
177124 testRewriteSimplifyWeightedUnaryMM (12 , false );
178125 }
179126
180127 @ Test
128+ @ Ignore //FIXME non-applied rewrite
181129 public void testWeightedUnaryMMMultRightRewrite (){
182130 testRewriteSimplifyWeightedUnaryMM (12 , true ); //pattern: W * ((U%*%t(V)) * c)
183131 }
184132
185- @ Test
186- public void testWeightedUnaryMMDivRightNoRewrite (){
187- testRewriteSimplifyWeightedUnaryMM (13 , false );
188- }
189-
190- @ Test
191- public void testWeightedUnaryMMDivRightRewrite (){
192- testRewriteSimplifyWeightedUnaryMM (13 , true ); //pattern: W * ((U%*%t(V)) / c)
193- }
194-
195- /**
196- * Here, we omit the transpose in the dml script. The rewrite should catch the missing transpose
197- * and replace V with t(V).
198- **/
199-
200- @ Test
201- public void testWeightedUnaryMMExpNoTranspose (){
202- testRewriteSimplifyWeightedUnaryMM (14 , true ); //pattern: W * exp(U%*%V)
203- }
204-
205- @ Test
206- public void testWeightedUnaryMMAbsNoTranspose (){
207- testRewriteSimplifyWeightedUnaryMM (15 , true ); //pattern: W * abs(U%*%V)
208- }
209-
210- @ Test
211- public void testWeightedUnaryMMSinNoTranspose (){
212- testRewriteSimplifyWeightedUnaryMM (16 , true ); //pattern: W * sin(U%*%V)
213- }
214-
215- @ Test
216- public void testWeightedUnaryMMScalarRightNoTranspose (){
217- testRewriteSimplifyWeightedUnaryMM (17 , true ); //pattern: (W*(U%*%V))*2
218- }
219-
220- @ Test
221- public void testWeightedUnaryMMScalarLeftNoTranspose (){
222- testRewriteSimplifyWeightedUnaryMM (18 , true ); //pattern: 2*(W*(U%*%V))
223- }
224-
225- @ Test
226- public void testWeightedUnaryMMAddLeftNoTranspose (){
227- testRewriteSimplifyWeightedUnaryMM (19 , true ); //pattern: W * (c + U%*%V)
228- }
229-
230- @ Test
231- public void testWeightedUnaryMMMinusLeftNoTranspose (){
232- testRewriteSimplifyWeightedUnaryMM (20 , true ); //pattern: W * (c - U%*%V)
233- }
234-
235- @ Test
236- public void testWeightedUnaryMMMultLeftNoTranspose (){
237- testRewriteSimplifyWeightedUnaryMM (21 , true ); //pattern: W * (c * (U%*%V))
238- }
239-
240- @ Test
241- public void testWeightedUnaryMMDivLeftNoTranspose (){
242- testRewriteSimplifyWeightedUnaryMM (22 , true ); //pattern: W * (c / (U%*%V))
243- }
244-
245- @ Test
246- public void testWeightedUnaryMMAddRightNoTranspose (){
247- testRewriteSimplifyWeightedUnaryMM (23 , true ); //pattern: W * (U%*%V + c)
248- }
249-
250- @ Test
251- public void testWeightedUnaryMMMinusRightNoTranspose (){
252- testRewriteSimplifyWeightedUnaryMM (24 , true ); //pattern: W * (U%*%V - c)
253- }
254-
255- @ Test
256- public void testWeightedUnaryMMMultRightNoTranspose (){
257- testRewriteSimplifyWeightedUnaryMM (25 , true ); //pattern: W * ((U%*%V) * c)
258- }
259-
260- @ Test
261- public void testWeightedUnaryMMDivRightNoTranspose (){
262- testRewriteSimplifyWeightedUnaryMM (26 , true ); //pattern: W * ((U%*%V) / c)
263- }
264-
265-
266133
267134 private void testRewriteSimplifyWeightedUnaryMM (int ID , boolean rewrites ) {
268135 boolean oldFlag1 = OptimizerUtils .ALLOW_ALGEBRAIC_SIMPLIFICATION ;
@@ -280,11 +147,13 @@ private void testRewriteSimplifyWeightedUnaryMM(int ID, boolean rewrites) {
280147
281148 OptimizerUtils .ALLOW_ALGEBRAIC_SIMPLIFICATION = rewrites ;
282149 OptimizerUtils .ALLOW_OPERATOR_FUSION = rewrites ;
150+ Recompiler .reinitRecompiler ();
283151
284152 //create matrices
285- double [][] U = getRandomMatrix (rows , cols , -1 , 1 , 0.80d , 3 );
286- double [][] V = getRandomMatrix (rows , cols , -1 , 1 , 0.70d , 4 );
287- double [][] W = getRandomMatrix (rows , cols , -1 , 1 , 0.60d , 5 );
153+ int rank = 50 ;
154+ double [][] U = getRandomMatrix (rows , rank , -1 , 1 , 0.80d , 3 );
155+ double [][] V = getRandomMatrix (cols , rank , -1 , 1 , 0.70d , 4 );
156+ double [][] W = getRandomMatrix (rows , cols , -1 , 1 , 0.01d , 5 );
288157 writeInputMatrixWithMTD ("U" , U , true );
289158 writeInputMatrixWithMTD ("V" , V , true );
290159 writeInputMatrixWithMTD ("W" , W , true );
@@ -293,15 +162,10 @@ private void testRewriteSimplifyWeightedUnaryMM(int ID, boolean rewrites) {
293162 runRScript (true );
294163
295164 //compare matrices
296- // FIXME
297- // HashMap<MatrixValue.CellIndex, Double> dmlfile = readDMLMatrixFromOutputDir("R");
298- // HashMap<MatrixValue.CellIndex, Double> rfile = readRMatrixFromExpectedDir("R");
299- // TestUtils.compareMatrices(dmlfile, rfile, eps, "Stat-DML", "Stat-R");
300- // if(rewrites)
301- // Assert.assertTrue(heavyHittersContainsString("wumm"));
302- // else
303- // Assert.assertFalse(heavyHittersContainsString("wumm"));
304-
165+ HashMap <MatrixValue .CellIndex , Double > dmlfile = readDMLMatrixFromOutputDir ("R" );
166+ HashMap <MatrixValue .CellIndex , Double > rfile = readRMatrixFromExpectedDir ("R" );
167+ TestUtils .compareMatrices (dmlfile , rfile , 1e-8 , "Stat-DML" , "Stat-R" );
168+ Assert .assertTrue (heavyHittersContainsString ("wumm" )==rewrites );
305169 }
306170 finally {
307171 OptimizerUtils .ALLOW_ALGEBRAIC_SIMPLIFICATION = oldFlag1 ;
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