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com.tencent.angel.sona.psf.embedding.bad.W2VRandom Maven / Gradle / Ivy
/*
* Tencent is pleased to support the open source community by making Angel available.
*
* Copyright (C) 2017-2018 THL A29 Limited, a Tencent company. All rights reserved.
*
* Licensed 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
*
* https://opensource.org/licenses/Apache-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 com.tencent.angel.sona.psf.embedding.bad;
import com.tencent.angel.PartitionKey;
import com.tencent.angel.ml.matrix.psf.update.base.PartitionUpdateParam;
import com.tencent.angel.ml.matrix.psf.update.base.UpdateFunc;
import com.tencent.angel.ml.matrix.psf.update.base.UpdateParam;
import com.tencent.angel.ps.storage.partition.RowBasedPartition;
import com.tencent.angel.ps.storage.vector.ServerIntDoubleRow;
import com.tencent.angel.ps.storage.vector.ServerIntFloatRow;
import com.tencent.angel.ps.storage.vector.ServerRowUtils;
import java.util.Random;
public class W2VRandom extends UpdateFunc {
public W2VRandom(int matrixId, int dimension) {
this(new W2VRandomParam(matrixId, dimension));
}
public W2VRandom(UpdateParam param) {
super(param);
}
public W2VRandom() {
super(null);
}
@Override
public void partitionUpdate(PartitionUpdateParam partParam) {
if (partParam instanceof W2VRandomPartitionParam) {
W2VRandomPartitionParam param = (W2VRandomPartitionParam) partParam;
int dimension = param.dimension;
RowBasedPartition partition = (RowBasedPartition) psContext.getMatrixStorageManager()
.getPart(param.getPartKey());
update(partition, param.getPartKey(), dimension);
}
}
private void update(RowBasedPartition partition,
PartitionKey pkey,
int dimension) {
int startRow = pkey.getStartRow();
int endRow = pkey.getEndRow();
Random random = new Random(System.currentTimeMillis());
for (int r = startRow; r < endRow; r++) {
float[] values = ServerRowUtils.getVector((ServerIntFloatRow) partition.getRow(r)
).getStorage()
.getValues();
assert values.length % (dimension * 2) == 0;
int numRows = values.length / dimension / 2;
for (int a = 0; a < numRows; a++) {
int offset = a * dimension * 2;
for (int b = 0; b < dimension; b++)
// values[b + offset] = (random.nextFloat() - 0.5f) / dimension;
{
values[b + offset] = 0.01f;
}
}
}
}
}
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