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* Licensed to the Apache Software Foundation (ASF) under one
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* 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
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* KIND, either express or implied. See the License for the
* specific language governing permissions and limitations
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package org.apache.sysds.runtime.instructions.fed;
import java.util.ArrayList;
import java.util.List;
import org.apache.sysds.lops.PickByCount.OperationTypes;
import org.apache.sysds.runtime.DMLRuntimeException;
import org.apache.sysds.runtime.controlprogram.caching.MatrixObject;
import org.apache.sysds.runtime.controlprogram.context.ExecutionContext;
import org.apache.sysds.runtime.controlprogram.federated.FederatedRequest;
import org.apache.sysds.runtime.controlprogram.federated.FederatedResponse;
import org.apache.sysds.runtime.controlprogram.federated.FederatedUDF;
import org.apache.sysds.runtime.controlprogram.federated.FederationMap;
import org.apache.sysds.runtime.controlprogram.federated.FederationUtils;
import org.apache.sysds.runtime.instructions.InstructionUtils;
import org.apache.sysds.runtime.instructions.cp.CPOperand;
import org.apache.sysds.runtime.instructions.cp.Data;
import org.apache.sysds.runtime.instructions.cp.DoubleObject;
import org.apache.sysds.runtime.instructions.cp.ScalarObject;
import org.apache.sysds.runtime.matrix.data.MatrixBlock;
import org.apache.sysds.runtime.matrix.operators.Operator;
public class QuantilePickFEDInstruction extends BinaryFEDInstruction {
private final OperationTypes _type;
private QuantilePickFEDInstruction(Operator op, CPOperand in, CPOperand out, OperationTypes type, boolean inmem,
String opcode, String istr) {
this(op, in, null, out, type, inmem, opcode, istr);
}
private QuantilePickFEDInstruction(Operator op, CPOperand in, CPOperand in2, CPOperand out, OperationTypes type,
boolean inmem, String opcode, String istr) {
super(FEDType.QPick, op, in, in2, out, opcode, istr);
_type = type;
}
public static QuantilePickFEDInstruction parseInstruction ( String str ) {
String[] parts = InstructionUtils.getInstructionPartsWithValueType(str);
String opcode = parts[0];
if ( !opcode.equalsIgnoreCase("qpick") )
throw new DMLRuntimeException("Unknown opcode while parsing a QuantilePickCPInstruction: " + str);
//instruction parsing
if( parts.length == 4 ) {
//instructions of length 4 originate from unary - mr-iqm
//TODO this should be refactored to use pickvaluecount lops
CPOperand in1 = new CPOperand(parts[1]);
CPOperand in2 = new CPOperand(parts[2]);
CPOperand out = new CPOperand(parts[3]);
OperationTypes ptype = OperationTypes.IQM;
boolean inmem = false;
return new QuantilePickFEDInstruction(null, in1, in2, out, ptype, inmem, opcode, str);
}
else if( parts.length == 5 ) {
CPOperand in1 = new CPOperand(parts[1]);
CPOperand out = new CPOperand(parts[2]);
OperationTypes ptype = OperationTypes.valueOf(parts[3]);
boolean inmem = Boolean.parseBoolean(parts[4]);
return new QuantilePickFEDInstruction(null, in1, out, ptype, inmem, opcode, str);
}
else if( parts.length == 6 ) {
CPOperand in1 = new CPOperand(parts[1]);
CPOperand in2 = new CPOperand(parts[2]);
CPOperand out = new CPOperand(parts[3]);
OperationTypes ptype = OperationTypes.valueOf(parts[4]);
boolean inmem = Boolean.parseBoolean(parts[5]);
return new QuantilePickFEDInstruction(null, in1, in2, out, ptype, inmem, opcode, str);
}
return null;
}
@Override
public void processInstruction(ExecutionContext ec) {
MatrixObject in = ec.getMatrixObject(input1);
FederationMap fedMapping = in.getFedMapping();
List <Object> res = new ArrayList<>();
long varID = FederationUtils.getNextFedDataID();
fedMapping.mapParallel(varID, (range, data) -> {
FederatedResponse response;
try {
switch( _type )
{
case VALUEPICK:
if(input2.isScalar()) {
ScalarObject quantile = ec.getScalarInput(input2);
response = data.executeFederatedOperation(
new FederatedRequest(FederatedRequest.RequestType.EXEC_UDF,-1,
new QuantilePickFEDInstruction.ValuePick(data.getVarID(), quantile))).get();
}
else {
MatrixBlock quantiles = ec.getMatrixInput(input2.getName());
response = data.executeFederatedOperation(
new FederatedRequest(FederatedRequest.RequestType.EXEC_UDF,-1,
new QuantilePickFEDInstruction.ValuePick(data.getVarID(), quantiles))).get();
}
break;
case IQM:
response = data
.executeFederatedOperation(
new FederatedRequest(FederatedRequest.RequestType.EXEC_UDF, -1,
new QuantilePickFEDInstruction.IQM(data.getVarID()))).get();
break;
case MEDIAN:
response = data
.executeFederatedOperation(new FederatedRequest(FederatedRequest.RequestType.EXEC_UDF, -1,
new QuantilePickFEDInstruction.Median(data.getVarID()))).get();
break;
default:
throw new DMLRuntimeException("Unsupported qpick operation type: "+_type);
}
if(!response.isSuccessful())
response.throwExceptionFromResponse();
res.add(response.getData()[0]);
}
catch(Exception e) {
throw new DMLRuntimeException(e);
}
return null;
});
assert res.size() == 1;
if(output.isScalar())
ec.setScalarOutput(output.getName(), new DoubleObject((double) res.get(0)));
else
ec.setMatrixOutput(output.getName(), (MatrixBlock) res.get(0));
}
private static class ValuePick extends FederatedUDF {
private static final long serialVersionUID = -2594912886841345102L;
private final MatrixBlock _quantiles;
protected ValuePick(long input, ScalarObject quantile) {
super(new long[] {input});
_quantiles = new MatrixBlock(quantile.getDoubleValue());
}
protected ValuePick(long input, MatrixBlock quantiles) {
super(new long[] {input});
_quantiles = quantiles;
}
@Override
public FederatedResponse execute(ExecutionContext ec, Data... data) {
MatrixBlock mb = ((MatrixObject)data[0]).acquireReadAndRelease();
MatrixBlock picked;
if (_quantiles.getLength() == 1) {
return new FederatedResponse(FederatedResponse.ResponseType.SUCCESS,
new Object[] {mb.pickValue(_quantiles.getValue(0, 0))});
}
else {
picked = mb.pickValues(_quantiles, new MatrixBlock());
return new FederatedResponse(FederatedResponse.ResponseType.SUCCESS,
new Object[] {picked});
}
}
}
private static class IQM extends FederatedUDF {
private static final long serialVersionUID = 2223186699111957677L;
protected IQM(long input) {
super(new long[] {input});
}
@Override
public FederatedResponse execute(ExecutionContext ec, Data... data) {
MatrixBlock mb = ((MatrixObject)data[0]).acquireReadAndRelease();
return new FederatedResponse(FederatedResponse.ResponseType.SUCCESS,
new Object[] {mb.interQuartileMean()});
}
}
private static class Median extends FederatedUDF {
private static final long serialVersionUID = -2808597461054603816L;
protected Median(long input) {
super(new long[] {input});
}
@Override
public FederatedResponse execute(ExecutionContext ec, Data... data) {
MatrixBlock mb = ((MatrixObject)data[0]).acquireReadAndRelease();
return new FederatedResponse(FederatedResponse.ResponseType.SUCCESS,
new Object[] {mb.median()});
}
}
}