com.caseystella.analytics.outlier.streaming.OutlierConfig Maven / Gradle / Ivy
/**
* Copyright (C) 2016 Hurence ([email protected])
*
* 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 com.caseystella.analytics.outlier.streaming;
import com.caseystella.analytics.distribution.GlobalStatistics;
import com.caseystella.analytics.distribution.config.RotationConfig;
import com.caseystella.analytics.distribution.scaling.ScalingFunctions;
import com.caseystella.analytics.outlier.batch.rpca.RPCAOutlierAlgorithm;
import com.caseystella.analytics.outlier.streaming.mad.SketchyMovingMAD;
import com.google.common.collect.ImmutableList;
import java.io.Serializable;
import java.util.HashMap;
import java.util.List;
import java.util.Map;
public class OutlierConfig implements Serializable {
private RotationConfig rotationPolicy = new RotationConfig();
private RotationConfig chunkingPolicy = new RotationConfig();
private GlobalStatistics globalStatistics = new GlobalStatistics();
private OutlierAlgorithm sketchyOutlierAlgorithm;
private com.caseystella.analytics.outlier.batch.OutlierAlgorithm batchOutlierAlgorithm;
private ScalingFunctions scalingFunction = null;
private List percentilesToTrack = ImmutableList.of(0.50d, 0.75d, 0.90d, 0.95d, 0.99d);
private List groupingKeys;
private Map config = new HashMap<>();
public List getPercentilesToTrack() {
return percentilesToTrack;
}
public void setPercentilesToTrack(List percentilesToTrack) {
this.percentilesToTrack = percentilesToTrack;
}
public List getGroupingKeys() {
return groupingKeys;
}
public void setGroupingKeys(List groupingKeys) {
this.groupingKeys = groupingKeys;
}
public Map getConfig() {
return config;
}
public GlobalStatistics getGlobalStatistics() {
return globalStatistics;
}
public OutlierAlgorithm getSketchyOutlierAlgorithm() {
return sketchyOutlierAlgorithm;
}
public void setSketchyOutlierAlgorithm(String sketchyOutlierAlgorithm) {
this.sketchyOutlierAlgorithm = OutlierAlgorithms.newInstance(sketchyOutlierAlgorithm);
}
public com.caseystella.analytics.outlier.batch.OutlierAlgorithm getBatchOutlierAlgorithm() {
return batchOutlierAlgorithm;
}
public void setBatchOutlierAlgorithm(String batchOutlierAlgorithm) {
this.batchOutlierAlgorithm= com.caseystella.analytics.outlier.batch.OutlierAlgorithms.newInstance(batchOutlierAlgorithm);
}
public void setGlobalStatistics(GlobalStatistics globalStatistics) {
this.globalStatistics = globalStatistics;
}
public void setConfig(Map config) {
this.config = config;
}
public ScalingFunctions getScalingFunction() {
if(scalingFunction != null) {
return scalingFunction;
}
else {
if(globalStatistics != null && globalStatistics.getMin() != null && globalStatistics.getMin() < 0) {
scalingFunction = ScalingFunctions.SHIFT_TO_POSITIVE;
}
else {
scalingFunction = ScalingFunctions.NONE;
}
return scalingFunction;
}
}
public void setScalingFunction(ScalingFunctions scalingFunction) {
this.scalingFunction = scalingFunction;
}
public RotationConfig getRotationPolicy() {
return rotationPolicy;
}
public void setRotationPolicy(RotationConfig rotationPolicy) {
this.rotationPolicy = rotationPolicy;
}
public RotationConfig getChunkingPolicy() {
return chunkingPolicy;
}
public void setChunkingPolicy(RotationConfig chunkingPolicy) {
this.chunkingPolicy = chunkingPolicy;
}
}
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