Add OOC ExecType

src/main/java/org/apache/sysds/api/DMLOptions.java

@@ -65,6 +65,7 @@ public class DMLOptions {
 	public ExecMode             execMode      = OptimizerUtils.getDefaultExecutionMode();  // Execution mode standalone, MR, Spark or a hybrid
 	public boolean              gpu           = false;            // Whether to use the GPU
 	public boolean              forceGPU      = false;            // Whether to ignore memory & estimates and always use the GPU
+	public boolean              ooc           = false;            // Whether to use the OOC backend
 	public boolean              debug         = false;            // to go into debug mode to be able to step through a program
 	public String               filePath      = null;             // path to script
 	public String               script        = null;             // the script itself
@@ -109,6 +110,7 @@ public String toString() {
 			", execMode=" + execMode +
 			", gpu=" + gpu +
 			", forceGPU=" + forceGPU +
+			", ooc=" + ooc +
 			", debug=" + debug +
 			", filePath='" + filePath + '\'' +
 			", script='" + script + '\'' +
@@ -182,6 +184,7 @@ else if (lineageType.equalsIgnoreCase("debugger"))
 				}
 			}
 		}
+		dmlOptions.ooc = line.hasOption("ooc");
 		if (line.hasOption("exec")){
 			String execMode = line.getOptionValue("exec");
 			if (execMode.equalsIgnoreCase("singlenode")) dmlOptions.execMode = ExecMode.SINGLE_NODE;
@@ -388,6 +391,8 @@ private static Options createCLIOptions() {
 		Option gpuOpt = OptionBuilder.withArgName("force")
 			.withDescription("uses CUDA instructions when reasonable; set <force> option to skip conservative memory estimates and use GPU wherever possible; default off")
 			.hasOptionalArg().create("gpu");
+		Option oocOpt = OptionBuilder.withDescription("uses OOC backend")
+			.create("ooc");
 		Option debugOpt = OptionBuilder.withDescription("runs in debug mode; default off")
 			.create("debug");
 		Option pythonOpt = OptionBuilder
@@ -441,6 +446,7 @@ private static Options createCLIOptions() {
 		options.addOption(explainOpt);
 		options.addOption(execOpt);
 		options.addOption(gpuOpt);
+		options.addOption(oocOpt);
 		options.addOption(debugOpt);
 		options.addOption(lineageOpt);
 		options.addOption(fedOpt);

src/main/java/org/apache/sysds/api/DMLScript.java

@@ -147,6 +147,8 @@ public class DMLScript
 	public static boolean           FORCE_ACCELERATOR    = DMLOptions.defaultOptions.forceGPU;
 	// Enable synchronizing GPU after every instruction
 	public static boolean           SYNCHRONIZE_GPU      = true;
+	// Set OOC backend
+	public static boolean           USE_OOC              = DMLOptions.defaultOptions.ooc;
 	// Enable eager CUDA free on rmvar
 	public static boolean           EAGER_CUDA_FREE      = false;
 
@@ -266,6 +268,7 @@ public static boolean executeScript( String[] args )
 			JMLC_MEM_STATISTICS   = dmlOptions.memStats;
 			USE_ACCELERATOR       = dmlOptions.gpu;
 			FORCE_ACCELERATOR     = dmlOptions.forceGPU;
+			USE_OOC	              = dmlOptions.ooc;
 			EXPLAIN               = dmlOptions.explainType;
 			EXEC_MODE             = dmlOptions.execMode;
 			LINEAGE               = dmlOptions.lineage;

src/main/java/org/apache/sysds/common/Types.java

@@ -32,7 +32,7 @@ public interface Types {
 	 * Execution mode for entire script. This setting specify which {@link ExecType}s are allowed.
 	 */
 	public enum ExecMode {
-		/** Execute all operations in {@link ExecType#CP} and if available {@link ExecType#GPU} */
+		/** Execute all operations in {@link ExecType#CP}, {@link ExecType#OOC} and if available {@link ExecType#GPU} */
 		SINGLE_NODE,
 		/**
 		 * The default and encouraged ExecMode. Execute operations while leveraging all available options:
@@ -58,6 +58,8 @@ public enum ExecType {
 		GPU,
 		/** FED: indicate that the instruction should be executed as a Federated instruction */
 		FED,
+		/** Out of Core: indicate that the operation should be executed out of core. */
+		OOC,
 		/** invalid is used for debugging or if it is undecided where the current instruction should be executed */
 		INVALID
 	}

src/main/java/org/apache/sysds/hops/Hop.java

@@ -263,6 +263,9 @@ else if ( DMLScript.getGlobalExecMode() == ExecMode.SINGLE_NODE && _etypeForced
 				if(_etypeForced != ExecType.CP && _etypeForced != ExecType.GPU)
 					_etypeForced = ExecType.CP;
 			}
+			else if (DMLScript.USE_OOC){
+				_etypeForced = ExecType.OOC;
+			}
 			else {
 				// enabled with -exec singlenode option
 				_etypeForced = ExecType.CP;

src/main/java/org/apache/sysds/runtime/instructions/Instruction.java

@@ -35,7 +35,8 @@ public enum IType {
 		BREAKPOINT,
 		SPARK,
 		GPU,
-		FEDERATED
+		FEDERATED,
+		OUT_OF_CORE
 	}
 
 	protected static final Log LOG = LogFactory.getLog(Instruction.class.getName());
@@ -53,6 +54,7 @@ protected Instruction(Operator _optr){
 	public static final String SP_INST_PREFIX = "sp_";
 	public static final String GPU_INST_PREFIX = "gpu_";
 	public static final String FEDERATED_INST_PREFIX = "fed_";
+	public static final String OOC_INST_PREFIX = "ooc_";
 
 	//basic instruction meta data
 	protected String instString = null;
@@ -184,6 +186,8 @@ else if( getType() == IType.GPU )
 				extendedOpcode = GPU_INST_PREFIX + getOpcode();
 			else if( getType() == IType.FEDERATED)
 				extendedOpcode = FEDERATED_INST_PREFIX + getOpcode();
+			else if( getType() == IType.OUT_OF_CORE)
+				extendedOpcode = OOC_INST_PREFIX + getOpcode();
 			else
 				extendedOpcode = getOpcode();
 		}

src/main/java/org/apache/sysds/runtime/instructions/InstructionParser.java

@@ -53,6 +53,11 @@ public static Instruction parseSingleInstruction ( String str ) {
 				if( fedtype == null )
 					throw new DMLRuntimeException("Unknown FEDERATED instruction: " + str);
 				return FEDInstructionParser.parseSingleInstruction (fedtype, str);
+			case OOC:
+				InstructionType ooctype = InstructionUtils.getOOCType(str);
+				if( ooctype == null )
+					throw new DMLRuntimeException("Unknown OOC instruction: " + str);
+				return OOCInstructionParser.parseSingleInstruction (ooctype, str);
 			default:
 				throw new DMLRuntimeException("Unknown execution type in instruction: " + str);
 		}

src/main/java/org/apache/sysds/runtime/instructions/InstructionUtils.java

@@ -281,6 +281,11 @@ public static InstructionType getFEDType(String str) {
 		return Opcodes.getTypeByOpcode(op, Types.ExecType.FED);
 	}
 
+	public static InstructionType getOOCType(String str) {
+		String op = getOpCode(str);
+		return Opcodes.getTypeByOpcode(op, Types.ExecType.OOC);
+	}
+
 	public static boolean isBuiltinFunction( String opcode ) {
 		Builtin.BuiltinCode bfc = Builtin.String2BuiltinCode.get(opcode);
 		return (bfc != null);

src/main/java/org/apache/sysds/runtime/instructions/OOCInstructionParser.java

@@ -0,0 +1,56 @@
+/*
+ * 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.runtime.instructions;
+
+import org.apache.commons.logging.Log;
+import org.apache.commons.logging.LogFactory;
+import org.apache.sysds.common.InstructionType;
+import org.apache.sysds.runtime.DMLRuntimeException;
+import org.apache.sysds.runtime.instructions.ooc.OOCInstruction;
+
+public class OOCInstructionParser extends InstructionParser {
+	protected static final Log LOG = LogFactory.getLog(OOCInstructionParser.class.getName());
+
+	public static OOCInstruction parseSingleInstruction(String str) {
+		if(str == null || str.isEmpty())
+			return null;
+		InstructionType ooctype = InstructionUtils.getOOCType(str);
+		if(ooctype == null)
+			throw new DMLRuntimeException("Unable derive ooctype for instruction: " + str);
+		OOCInstruction oocinst = parseSingleInstruction(ooctype, str);
+		if(oocinst == null)
+			throw new DMLRuntimeException("Unable to parse instruction: " + str);
+		return oocinst;
+	}
+
+	public static OOCInstruction parseSingleInstruction(InstructionType ooctype, String str) {
+		if(str == null || str.isEmpty())
+			return null;
+		switch(ooctype) {
+
+			// TODO:
+			case AggregateUnary:
+			case Binary:
+
+			default:
+				throw new DMLRuntimeException("Invalid OOC Instruction Type: " + ooctype);
+		}
+	}
+}

src/main/java/org/apache/sysds/runtime/instructions/ooc/OOCInstruction.java

@@ -0,0 +1,85 @@
+/*
+ * 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.runtime.instructions.ooc;
+
+import org.apache.commons.logging.Log;
+import org.apache.commons.logging.LogFactory;
+import org.apache.sysds.api.DMLScript;
+import org.apache.sysds.runtime.controlprogram.context.ExecutionContext;
+import org.apache.sysds.runtime.instructions.Instruction;
+import org.apache.sysds.runtime.matrix.operators.Operator;
+
+public abstract class OOCInstruction extends Instruction {
+	protected static final Log LOG = LogFactory.getLog(OOCInstruction.class.getName());
+
+	public enum OOCType {
+		AggregateUnary, Binary
+	}
+
+	protected final OOCInstruction.OOCType _ooctype;
+	protected final boolean _requiresLabelUpdate;
+
+	protected OOCInstruction(OOCInstruction.OOCType type, String opcode, String istr) {
+		this(type, null, opcode, istr);
+	}
+
+	protected OOCInstruction(OOCInstruction.OOCType type, Operator op, String opcode, String istr) {
+		super(op);
+		_ooctype = type;
+		instString = istr;
+		instOpcode = opcode;
+
+		_requiresLabelUpdate = super.requiresLabelUpdate();
+	}
+
+	@Override
+	public IType getType() {
+		return IType.OUT_OF_CORE;
+	}
+
+	public OOCInstruction.OOCType getOOCInstructionType() {
+		return _ooctype;
+	}
+
+	@Override
+	public boolean requiresLabelUpdate() {
+		return _requiresLabelUpdate;
+	}
+
+	@Override
+	public String getGraphString() {
+		return getOpcode();
+	}
+
+	@Override
+	public Instruction preprocessInstruction(ExecutionContext ec) {
+		// TODO
+		return null;
+	}
+
+	@Override
+	public abstract void processInstruction(ExecutionContext ec);
+
+	@Override
+	public void postprocessInstruction(ExecutionContext ec) {
+		if(DMLScript.LINEAGE_DEBUGGER)
+			ec.maintainLineageDebuggerInfo(this);
+	}
+}

src/test/java/org/apache/sysds/test/functions/ooc/SumScalarMultiplicationTest.java

@@ -0,0 +1,101 @@
+/*
+ * 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.ooc;
+
+import org.apache.sysds.common.Opcodes;
+import org.apache.sysds.common.Types;
+import org.apache.sysds.runtime.instructions.Instruction;
+import org.apache.sysds.runtime.matrix.data.MatrixValue;
+import org.apache.sysds.test.AutomatedTestBase;
+import org.apache.sysds.test.TestConfiguration;
+import org.apache.sysds.test.TestUtils;
+import org.apache.sysds.utils.Statistics;
+import org.junit.Assert;
+import org.junit.Test;
+
+import java.util.HashMap;
+
+public class SumScalarMultiplicationTest extends AutomatedTestBase {
+
+	private static final String TEST_NAME = "SumScalarMultiplication";
+	private static final String TEST_DIR = "functions/ooc/";
+	private static final String TEST_CLASS_DIR = TEST_DIR + SumScalarMultiplicationTest.class.getSimpleName() + "/";
+	private static final String INPUT_NAME = "X";
+	private static final String OUTPUT_NAME = "res";
+
+	@Override
+	public void setUp() {
+		TestUtils.clearAssertionInformation();
+		TestConfiguration config = new TestConfiguration(TEST_CLASS_DIR, TEST_NAME);
+		addTestConfiguration(TEST_NAME, config);
+	}
+
+	/**
+	 * Test the sum of scalar multiplication, "sum(X*7)", with OOC backend.
+	 */
+	@Test
+	public void testSumScalarMult() {
+
+		Types.ExecMode platformOld = rtplatform;
+		rtplatform = Types.ExecMode.SINGLE_NODE;
+
+		try {
+			getAndLoadTestConfiguration(TEST_NAME);
+			String HOME = SCRIPT_DIR + TEST_DIR;
+			fullDMLScriptName = HOME + TEST_NAME + ".dml";
+			programArgs = new String[] {"-explain", "-stats", "-ooc", "-args", input(INPUT_NAME), output(OUTPUT_NAME)};
+
+			int rows = 3;
+			int cols = 4;
+			double sparsity = 0.8;
+
+			double[][] X = getRandomMatrix(rows, cols, -1, 1, sparsity, 7);
+			writeInputMatrixWithMTD(INPUT_NAME, X, true);
+
+			runTest(true, false, null, -1);
+
+			HashMap<MatrixValue.CellIndex, Double> dmlfile = readDMLMatrixFromOutputDir(OUTPUT_NAME);
+			// only one entry
+			Double result = dmlfile.get(new MatrixValue.CellIndex(1, 1));
+
+			double expected = 0.0;
+			for(int i = 0; i < rows; i++) {
+				for(int j = 0; j < cols; j++) {
+					expected += X[i][j] * 7;
+				}
+			}
+
+			Assert.assertEquals(expected, result, 1e-10);
+
+			String prefix = Instruction.OOC_INST_PREFIX;
+
+			boolean usedOOCMult = Statistics.getCPHeavyHitterOpCodes().contains(prefix + Opcodes.MULT);
+			Assert.assertTrue("OOC wasn't used for MULT", usedOOCMult);
+
+			boolean usedOOCSum = Statistics.getCPHeavyHitterOpCodes().contains(prefix + Opcodes.UAKP);
+			Assert.assertTrue("OOC wasn't used for SUM", usedOOCSum);
+
+		}
+		finally {
+			// reset
+			rtplatform = platformOld;
+		}
+	}
+}