/*
* 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 hivemall.mf;
import java.util.List;
import org.apache.hadoop.hive.ql.exec.Description;
import org.apache.hadoop.hive.ql.exec.UDF;
import org.apache.hadoop.hive.ql.metadata.HiveException;
import org.apache.hadoop.hive.ql.udf.UDFType;
import org.apache.hadoop.io.FloatWritable;
@Description(
name = "bprmf_predict",
value = "_FUNC_(List<Float> Pu, List<Float> Qi[, double Bi]) - Returns the prediction value")
@UDFType(deterministic = true, stateful = false)
public final class BPRMFPredictionUDF extends UDF {
public FloatWritable evaluate(List<Float> Pu, List<Float> Qi) throws HiveException {
return evaluate(Pu, Qi, 0.d);
}
public FloatWritable evaluate(List<Float> Pu, List<Float> Qi, double Bi) throws HiveException {
if (Pu == null && Qi == null) {
return new FloatWritable(0.f);
}
if (Pu == null) {
return new FloatWritable((float) Bi);
} else if (Qi == null) {
return new FloatWritable(0.f);
}
final int PuSize = Pu.size();
final int QiSize = Qi.size();
// workaround for TD
if (PuSize == 0) {
if (QiSize == 0) {
return new FloatWritable(0.f);
} else {
return new FloatWritable((float) Bi);
}
} else if (QiSize == 0) {
return new FloatWritable(0.f);
}
if (QiSize != PuSize) {
throw new HiveException("|Pu| " + PuSize + " was not equal to |Qi| " + QiSize);
}
float ret = (float) Bi;
for (int k = 0; k < PuSize; k++) {
ret += Pu.get(k) * Qi.get(k);
}
return new FloatWritable(ret);
}
}