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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.controlprogram.paramserv.dp;
import org.apache.sysds.parser.Statement;
import org.apache.sysds.runtime.DMLRuntimeException;
import org.apache.sysds.runtime.controlprogram.caching.MatrixObject;
public class FederatedDataPartitioner {
private final DataPartitionFederatedScheme _scheme;
private final int _seed;
public FederatedDataPartitioner(Statement.FederatedPSScheme scheme, int seed) {
_seed = seed;
switch (scheme) {
case KEEP_DATA_ON_WORKER:
_scheme = new KeepDataOnWorkerFederatedScheme();
break;
case SHUFFLE:
_scheme = new ShuffleFederatedScheme();
break;
case REPLICATE_TO_MAX:
_scheme = new ReplicateToMaxFederatedScheme();
break;
case SUBSAMPLE_TO_MIN:
_scheme = new SubsampleToMinFederatedScheme();
break;
case BALANCE_TO_AVG:
_scheme = new BalanceToAvgFederatedScheme();
break;
default:
throw new DMLRuntimeException(String.format("FederatedDataPartitioner: not support data partition scheme '%s'", scheme));
}
}
public DataPartitionFederatedScheme.Result doPartitioning(MatrixObject features, MatrixObject labels) {
return _scheme.partition(features, labels, _seed);
}
}