blob: 9f295712c082a8ac5299627d4ae3f3f7ec8f8908 [file] [log] [blame]
/*
* Licensed to the Apache Software Foundation (ASF) under one
* or more contributor license agreements. See the NOTICE file
* distributed with this work for additional information
* regarding copyright ownership. The ASF licenses this file
* to you under the Apache License, Version 2.0 (the
* "License"); you may not use this file except in compliance
* with the License. You may obtain a copy of the License at
*
* http://www.apache.org/licenses/LICENSE-2.0
*
* Unless required by applicable law or agreed to in writing,
* software distributed under the License is distributed on an
* "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY
* KIND, either express or implied. See the License for the
* specific language governing permissions and limitations
* under the License.
*/
package org.apache.sysds.test.functions.reorg;
import java.util.HashMap;
import org.junit.Test;
import org.apache.sysds.api.DMLScript;
import org.apache.sysds.common.Types.ExecMode;
import org.apache.sysds.hops.OptimizerUtils;
import org.apache.sysds.hops.ReorgOp;
import org.apache.sysds.lops.LopProperties.ExecType;
import org.apache.sysds.runtime.matrix.data.MatrixValue.CellIndex;
import org.apache.sysds.test.AutomatedTestBase;
import org.apache.sysds.test.TestConfiguration;
import org.apache.sysds.test.TestUtils;
/**
* TODO add tests for dynamically computed ordering parameters; in hybrid execution mode
* this works via dag splits and dynamic recompilation; however in this test we cannot force
* MR and use dynamic recompilation recompilation at the same time.
*
*/
public class FullOrderTest extends AutomatedTestBase
{
private final static String TEST_NAME1 = "Order";
private final static String TEST_NAME2 = "OrderDyn";
private final static String TEST_DIR = "functions/reorg/";
private static final String TEST_CLASS_DIR = TEST_DIR + FullOrderTest.class.getSimpleName() + "/";
private final static double eps = 1e-10;
private final static int rows1 = 1017;
private final static int rows2 = 42057;
private final static int cols1 = 7;
private final static int by = 3;
private final static double sparsity1 = 0.7;
private final static double sparsity2 = 0.1;
public enum InputType {
DENSE,
SPARSE,
EMPTY,
}
@Override
public void setUp()
{
TestUtils.clearAssertionInformation();
addTestConfiguration(TEST_NAME1,
new TestConfiguration(TEST_CLASS_DIR, TEST_NAME1,new String[]{"B"}));
addTestConfiguration(TEST_NAME2,
new TestConfiguration(TEST_CLASS_DIR, TEST_NAME2,new String[]{"B"}));
}
@Test
public void testOrderMatrixDataAscDenseCP()
{
runOrderTest(true, InputType.DENSE, false, false, true, ExecType.CP);
}
@Test
public void testOrderMatrixIndexAscDenseCP()
{
runOrderTest(true, InputType.DENSE, false, true, true, ExecType.CP);
}
@Test
public void testOrderMatrixDataAscSparseCP()
{
runOrderTest(true, InputType.SPARSE, false, false, true, ExecType.CP);
}
@Test
public void testOrderMatrixIndexAscSparseCP()
{
runOrderTest(true, InputType.SPARSE, false, true, true, ExecType.CP);
}
@Test
public void testOrderMatrixDataAscEmptyCP()
{
runOrderTest(true, InputType.EMPTY, false, false, true, ExecType.CP);
}
@Test
public void testOrderMatrixIndexAscEmptyCP()
{
runOrderTest(true, InputType.EMPTY, false, true, true, ExecType.CP);
}
@Test
public void testOrderMatrixDataDescDenseCP()
{
runOrderTest(true, InputType.DENSE, true, false, true, ExecType.CP);
}
@Test
public void testOrderMatrixIndexDescDenseCP()
{
runOrderTest(true, InputType.DENSE, true, true, true, ExecType.CP);
}
@Test
public void testOrderMatrixDataDescSparseCP()
{
runOrderTest(true, InputType.SPARSE, true, false, true, ExecType.CP);
}
@Test
public void testOrderMatrixIndexDescSparseCP()
{
runOrderTest(true, InputType.SPARSE, true, true, true, ExecType.CP);
}
@Test
public void testOrderMatrixDataDescEmptyCP()
{
runOrderTest(true, InputType.EMPTY, true, false, true, ExecType.CP);
}
@Test
public void testOrderMatrixIndexDescEmptyCP()
{
runOrderTest(true, InputType.EMPTY, true, true, true, ExecType.CP);
}
@Test
public void testOrderVectorDataAscDenseCP()
{
runOrderTest(false, InputType.DENSE, false, false, true, ExecType.CP);
}
@Test
public void testOrderVectorIndexAscDenseCP()
{
runOrderTest(false, InputType.DENSE, false, true, true, ExecType.CP);
}
@Test
public void testOrderVectorDataAscSparseCP()
{
runOrderTest(false, InputType.SPARSE, false, false, true, ExecType.CP);
}
@Test
public void testOrderVectorIndexAscSparseCP()
{
runOrderTest(false, InputType.SPARSE, false, true, true, ExecType.CP);
}
@Test
public void testOrderVectorDataAscEmptyCP()
{
runOrderTest(false, InputType.EMPTY, false, false, true, ExecType.CP);
}
@Test
public void testOrderVectorIndexAscEmptyCP()
{
runOrderTest(false, InputType.EMPTY, false, true, true, ExecType.CP);
}
@Test
public void testOrderVectorDataDescDenseCP()
{
runOrderTest(false, InputType.DENSE, true, false, true, ExecType.CP);
}
@Test
public void testOrderVectorIndexDescDenseCP()
{
runOrderTest(false, InputType.DENSE, true, true, true, ExecType.CP);
}
@Test
public void testOrderVectorDataDescSparseCP()
{
runOrderTest(false, InputType.SPARSE, true, false, true, ExecType.CP);
}
@Test
public void testOrderVectorIndexDescSparseCP()
{
runOrderTest(false, InputType.SPARSE, true, true, true, ExecType.CP);
}
@Test
public void testOrderVectorDataDescEmptyCP()
{
runOrderTest(false, InputType.EMPTY, true, false, true, ExecType.CP);
}
@Test
public void testOrderVectorIndexDescEmptyCP()
{
runOrderTest(false, InputType.EMPTY, true, true, true, ExecType.CP);
}
@Test
public void testOrderMatrixDataAscEmptyNoRewriteCP()
{
runOrderTest(true, InputType.EMPTY, false, false, false, ExecType.CP);
}
@Test
public void testOrderMatrixIndexAscEmptyNoRewriteCP()
{
runOrderTest(true, InputType.EMPTY, false, true, false, ExecType.CP);
}
@Test
public void testOrderMatrixDataDescEmptyNoRewriteCP()
{
runOrderTest(true, InputType.EMPTY, true, false, false, ExecType.CP);
}
@Test
public void testOrderMatrixIndexDescEmptyNoRewriteCP()
{
runOrderTest(true, InputType.EMPTY, true, true, false, ExecType.CP);
}
@Test
public void testOrderVectorDataAscEmptyNoRewriteCP()
{
runOrderTest(false, InputType.EMPTY, false, false, false, ExecType.CP);
}
@Test
public void testOrderVectorIndexAscEmptyNoRewriteCP()
{
runOrderTest(false, InputType.EMPTY, false, true, false, ExecType.CP);
}
@Test
public void testOrderVectorDataDescEmptyNoRewriteCP()
{
runOrderTest(false, InputType.EMPTY, true, false, false, ExecType.CP);
}
@Test
public void testOrderVectorIndexDescEmptyNoRewriteCP()
{
runOrderTest(false, InputType.EMPTY, true, true, false, ExecType.CP);
}
// ----------------------------
@Test
public void testOrderMatrixDataAscDenseSP()
{
runOrderTest(true, InputType.DENSE, false, false, true, ExecType.SPARK);
}
@Test
public void testOrderMatrixIndexAscDenseSP()
{
runOrderTest(true, InputType.DENSE, false, true, true, ExecType.SPARK);
}
@Test
public void testOrderMatrixDataAscSparseSP()
{
runOrderTest(true, InputType.SPARSE, false, false, true, ExecType.SPARK);
}
@Test
public void testOrderMatrixIndexAscSparseSP()
{
runOrderTest(true, InputType.SPARSE, false, true, true, ExecType.SPARK);
}
@Test
public void testOrderMatrixDataAscEmptySP()
{
runOrderTest(true, InputType.EMPTY, false, false, true, ExecType.SPARK);
}
@Test
public void testOrderMatrixIndexAscEmptySP()
{
runOrderTest(true, InputType.EMPTY, false, true, true, ExecType.SPARK);
}
@Test
public void testOrderMatrixDataDescDenseSP()
{
runOrderTest(true, InputType.DENSE, true, false, true, ExecType.SPARK, true);
}
@Test
public void testOrderMatrixIndexDescDenseSP()
{
runOrderTest(true, InputType.DENSE, true, true, true, ExecType.SPARK);
}
@Test
public void testOrderMatrixDataDescSparseSP()
{
runOrderTest(true, InputType.SPARSE, true, false, true, ExecType.SPARK);
}
@Test
public void testOrderMatrixIndexDescSparseSP()
{
runOrderTest(true, InputType.SPARSE, true, true, true, ExecType.SPARK);
}
@Test
public void testOrderMatrixDataDescEmptySP()
{
runOrderTest(true, InputType.EMPTY, true, false, true, ExecType.SPARK);
}
@Test
public void testOrderMatrixIndexDescEmptySP()
{
runOrderTest(true, InputType.EMPTY, true, true, true, ExecType.SPARK);
}
@Test
public void testOrderVectorDataAscDenseSP()
{
runOrderTest(false, InputType.DENSE, false, false, true, ExecType.SPARK);
}
@Test
public void testOrderVectorIndexAscDenseSP()
{
runOrderTest(false, InputType.DENSE, false, true, true, ExecType.SPARK);
}
@Test
public void testOrderVectorDataAscSparseSP()
{
runOrderTest(false, InputType.SPARSE, false, false, true, ExecType.SPARK);
}
@Test
public void testOrderVectorIndexAscSparseSP()
{
runOrderTest(false, InputType.SPARSE, false, true, true, ExecType.SPARK);
}
@Test
public void testOrderVectorDataAscEmptySP()
{
runOrderTest(false, InputType.EMPTY, false, false, true, ExecType.SPARK);
}
@Test
public void testOrderVectorIndexAscEmptySP()
{
runOrderTest(false, InputType.EMPTY, false, true, true, ExecType.SPARK);
}
@Test
public void testOrderVectorDataDescDenseSP()
{
runOrderTest(false, InputType.DENSE, true, false, true, ExecType.SPARK);
}
@Test
public void testOrderVectorIndexDescDenseSP()
{
runOrderTest(false, InputType.DENSE, true, true, true, ExecType.SPARK);
}
@Test
public void testOrderVectorDataDescSparseSP()
{
runOrderTest(false, InputType.SPARSE, true, false, true, ExecType.SPARK);
}
@Test
public void testOrderVectorIndexDescSparseSP()
{
runOrderTest(false, InputType.SPARSE, true, true, true, ExecType.SPARK);
}
@Test
public void testOrderVectorDataDescEmptySP()
{
runOrderTest(false, InputType.EMPTY, true, false, true, ExecType.SPARK);
}
@Test
public void testOrderVectorIndexDescEmptySP()
{
runOrderTest(false, InputType.EMPTY, true, true, true, ExecType.SPARK);
}
@Test
public void testOrderMatrixDataAscEmptyNoRewriteSP()
{
runOrderTest(true, InputType.EMPTY, false, false, false, ExecType.SPARK);
}
@Test
public void testOrderMatrixIndexAscEmptyNoRewriteSP()
{
runOrderTest(true, InputType.EMPTY, false, true, false, ExecType.SPARK);
}
@Test
public void testOrderMatrixDataDescEmptyNoRewriteSP()
{
runOrderTest(true, InputType.EMPTY, true, false, false, ExecType.SPARK);
}
@Test
public void testOrderMatrixIndexDescEmptyNoRewriteSP()
{
runOrderTest(true, InputType.EMPTY, true, true, false, ExecType.SPARK);
}
@Test
public void testOrderVectorDataAscEmptyNoRewriteSP()
{
runOrderTest(false, InputType.EMPTY, false, false, false, ExecType.SPARK);
}
@Test
public void testOrderVectorIndexAscEmptyNoRewriteSP()
{
runOrderTest(false, InputType.EMPTY, false, true, false, ExecType.SPARK);
}
@Test
public void testOrderVectorDataDescEmptyNoRewriteSP()
{
runOrderTest(false, InputType.EMPTY, true, false, false, ExecType.SPARK);
}
@Test
public void testOrderVectorIndexDescEmptyNoRewriteSP()
{
runOrderTest(false, InputType.EMPTY, true, true, false, ExecType.SPARK);
}
// ----------------------------
//SPECIFIC REWRITE TESTS
@Test
public void testOrderMatrixDynDynDenseCP()
{
runOrderTest(TEST_NAME2, true, InputType.DENSE, false, false, true, ExecType.CP);
}
//-----------------------------
@Test
public void testOrderMatrixIndexAscDenseSP_ForceDist()
{
runOrderTest(true, InputType.DENSE, false, true, true, ExecType.SPARK, true);
}
@Test
public void testOrderMatrixDataDescSparseSP_ForceDist()
{
runOrderTest(true, InputType.SPARSE, true, false, true, ExecType.SPARK, true);
}
@Test
public void testOrderVectorDataDescDenseSP_ForceDist()
{
runOrderTest(false, InputType.DENSE, true, false, true, ExecType.SPARK, true);
}
/**
*
* @param matrix
* @param dtype
* @param desc
* @param ixreturn
* @param rewrite
* @param instType
*/
private void runOrderTest( boolean matrix, InputType dtype, boolean desc, boolean ixreturn, boolean rewrite, ExecType instType)
{
runOrderTest(TEST_NAME1, matrix, dtype, desc, ixreturn, rewrite, instType, false);
}
private void runOrderTest( String testname, boolean matrix, InputType dtype, boolean desc, boolean ixreturn, boolean rewrite, ExecType instType)
{
runOrderTest(TEST_NAME1, matrix, dtype, desc, ixreturn, rewrite, instType, false);
}
private void runOrderTest( boolean matrix, InputType dtype, boolean desc, boolean ixreturn, boolean rewrite, ExecType instType, boolean forceDistSort)
{
runOrderTest(TEST_NAME1, matrix, dtype, desc, ixreturn, rewrite, instType, forceDistSort);
}
/**
*
* @param sparseM1
* @param sparseM2
* @param instType
*/
private void runOrderTest( String testname, boolean matrix, InputType dtype, boolean desc, boolean ixreturn, boolean rewrite, ExecType instType, boolean forceDistSort)
{
ExecMode platformOld = rtplatform;
boolean rewriteOld = OptimizerUtils.ALLOW_ALGEBRAIC_SIMPLIFICATION;
boolean forceOpOld = ReorgOp.FORCE_DIST_SORT_INDEXES;
boolean sparkConfigOld = DMLScript.USE_LOCAL_SPARK_CONFIG;
try
{
String TEST_NAME = testname;
//set flags
if(instType == ExecType.SPARK) {
rtplatform = ExecMode.SPARK;
}
else {
rtplatform = ExecMode.HYBRID;
}
if( rtplatform == ExecMode.SPARK )
DMLScript.USE_LOCAL_SPARK_CONFIG = true;
OptimizerUtils.ALLOW_ALGEBRAIC_SIMPLIFICATION = rewrite;
ReorgOp.FORCE_DIST_SORT_INDEXES = forceDistSort;
int rows = matrix ? rows1 : rows2;
int cols = matrix ? cols1 : 1;
int bycol = matrix ? by : 1;
double sparsity = dtype==InputType.DENSE ? sparsity1 : sparsity2;
getAndLoadTestConfiguration(TEST_NAME);
/* This is for running the junit test the new way, i.e., construct the arguments directly */
String HOME = SCRIPT_DIR + TEST_DIR;
fullDMLScriptName = HOME + TEST_NAME + ".dml";
programArgs = new String[]{"-explain","-args", input("A"), Integer.toString(bycol),
Boolean.toString(desc).toUpperCase(), Boolean.toString(ixreturn).toUpperCase(), output("B") };
fullRScriptName = HOME + TEST_NAME + ".R";
rCmd = "Rscript" + " " + fullRScriptName + " " + inputDir() + " " +
bycol + " " + Boolean.toString(desc).toUpperCase() + " " +
Boolean.toString(ixreturn).toUpperCase() + " " + expectedDir();
//generate actual dataset
double min = (dtype==InputType.EMPTY)? 0 : -1;
double max = (dtype==InputType.EMPTY)? 0 : 1;
int nnz = (dtype==InputType.EMPTY)? 0 : -1;
double[][] A = getRandomMatrix(rows, cols, min, max, sparsity, 7);
writeInputMatrixWithMTD("A", A, nnz, true);
boolean exceptionExpected = false;
runTest(true, exceptionExpected, null, -1);
runRScript(true);
//compare matrices
HashMap<CellIndex, Double> dmlfile = readDMLMatrixFromOutputDir("B");
HashMap<CellIndex, Double> rfile = readRMatrixFromExpectedDir("B");
TestUtils.compareMatrices(dmlfile, rfile, eps, "Stat-DML", "Stat-R");
}
finally
{
//reset flags
rtplatform = platformOld;
OptimizerUtils.ALLOW_ALGEBRAIC_SIMPLIFICATION = rewriteOld;
ReorgOp.FORCE_DIST_SORT_INDEXES = forceOpOld;
DMLScript.USE_LOCAL_SPARK_CONFIG = sparkConfigOld;
}
}
}