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/*
* 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.fed;
import java.util.concurrent.Future;
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.FederatedRequest.RequestType;
import org.apache.sysds.runtime.controlprogram.federated.FederatedResponse;
import org.apache.sysds.runtime.controlprogram.federated.FederationMap;
import org.apache.sysds.runtime.controlprogram.federated.FederationUtils;
import org.apache.sysds.runtime.instructions.cp.CPOperand;
import org.apache.sysds.runtime.matrix.operators.Operator;
public class QuaternaryWSigmoidFEDInstruction extends QuaternaryFEDInstruction {
/**
* This instruction performs:
*
* UV = U %*% t(V); Z = X * log(1 / (1 + exp(-UV)));
*
* @param operator Weighted Sigmoid Federated Instruction.
* @param in1 X
* @param in2 U
* @param in3 V
* @param out The Federated Result Z
* @param opcode ...
* @param instruction_str ...
*/
protected QuaternaryWSigmoidFEDInstruction(Operator operator, CPOperand in1, CPOperand in2, CPOperand in3,
CPOperand out, String opcode, String instruction_str) {
super(FEDType.Quaternary, operator, in1, in2, in3, out, opcode, instruction_str);
}
@Override
public void processInstruction(ExecutionContext ec) {
MatrixObject X = ec.getMatrixObject(input1);
MatrixObject U = ec.getMatrixObject(input2);
MatrixObject V = ec.getMatrixObject(input3);
if(!(X.isFederated() && !U.isFederated() && !V.isFederated()))
throw new DMLRuntimeException("Unsupported federated inputs (X, U, V) = (" + X.isFederated() + ", "
+ U.isFederated() + ", " + V.isFederated() + ")");
FederationMap fedMap = X.getFedMapping();
FederatedRequest[] frInit1 = fedMap.broadcastSliced(U, false);
FederatedRequest frInit2 = fedMap.broadcast(V);
FederatedRequest frCompute1 = FederationUtils.callInstruction(instString,
output,
new CPOperand[] {input1, input2, input3},
new long[] {fedMap.getID(), frInit1[0].getID(), frInit2.getID()});
// get partial results from federated workers
FederatedRequest frGet1 = new FederatedRequest(RequestType.GET_VAR, frCompute1.getID());
FederatedRequest frCleanup1 = fedMap.cleanup(getTID(), frCompute1.getID());
FederatedRequest frCleanup2 = fedMap.cleanup(getTID(), frInit1[0].getID());
FederatedRequest frCleanup3 = fedMap.cleanup(getTID(), frInit2.getID());
// execute federated instructions
Future<FederatedResponse>[] response = fedMap
.execute(getTID(), true, frInit1, frInit2, frCompute1, frGet1, frCleanup1, frCleanup2, frCleanup3);
// bind partial results from federated responses
ec.setMatrixOutput(output.getName(), FederationUtils.bind(response, false));
}
}