
hivemall.mix.store.PartialArgminKLD Maven / Gradle / Ivy
The newest version!
/*
* Hivemall: Hive scalable Machine Learning Library
*
* Copyright (C) 2015 Makoto YUI
* Copyright (C) 2013-2015 National Institute of Advanced Industrial Science and Technology (AIST)
*
* 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
*
* 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.mix.store;
import javax.annotation.Nonnegative;
import javax.annotation.concurrent.GuardedBy;
public final class PartialArgminKLD extends PartialResult {
@GuardedBy("lock()")
private double sum_mean_div_covar;
@GuardedBy("lock()")
private float sum_inv_covar;
public PartialArgminKLD() {
super();
this.sum_mean_div_covar = 0.f;
this.sum_inv_covar = 0.f;
}
@Override
public float getCovariance(float scale) {
return 1.f / (sum_inv_covar * scale);
}
@Override
public void add(float localWeight, float covar, int deltaUpdates, float scale) {
assert (deltaUpdates > 0) : deltaUpdates;
addWeight(localWeight, covar, scale);
incrClock(deltaUpdates);
}
private void addWeight(float localWeight, float covar, float scale) {
this.sum_mean_div_covar += (localWeight / covar) / scale;
this.sum_inv_covar += (1.f / covar) / scale;
}
@Override
public void subtract(float localWeight, float covar, @Nonnegative int deltaUpdates, float scale) {
this.sum_mean_div_covar -= (localWeight / covar) / scale;
this.sum_inv_covar -= (1.f / covar) / scale;
}
@Override
public float getWeight(float scale) {
return (float) (sum_mean_div_covar / sum_inv_covar);
}
}
© 2015 - 2025 Weber Informatics LLC | Privacy Policy