io.seldon.api.service.ABTestingServer.java Source code

Java tutorial

Introduction

Here is the source code for io.seldon.api.service.ABTestingServer.java

Source

/*
 * Seldon -- open source prediction engine
 * =======================================
 *
 * Copyright 2011-2015 Seldon Technologies Ltd and Rummble Ltd (http://www.seldon.io/)
 *
 * ********************************************************************************************
 *
 * 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 io.seldon.api.service;

import java.util.Map;
import java.util.concurrent.ConcurrentHashMap;

import io.seldon.memcache.MemCacheKeys;
import io.seldon.memcache.MemCachePeer;
import io.seldon.recommendation.CFAlgorithm;

import org.apache.commons.lang.StringUtils;
import org.apache.log4j.Logger;

public class ABTestingServer {

    private static Logger logger = Logger.getLogger(ABTestingServer.class.getName());

    private static Map<String, ABTest> tests = new ConcurrentHashMap<>();
    //max period for the a/b testing
    private final static int CACHING_TIME = 86400;

    private static String getABTestKey(String consumer, String recTag) {
        return recTag == null ? consumer : consumer + ":" + recTag;
    }

    //GET ALGORITHM FOR A USER
    public static CFAlgorithm getUserTest(String consumer, String recTag, String clientUserId) {
        CFAlgorithm res = null;
        final String abTestKey = getABTestKey(consumer, recTag);
        ABTest abTest = tests.get(abTestKey);
        if (abTest != null) {
            String mKey = MemCacheKeys.getABTestingUser(abTestKey, clientUserId,
                    abTest.getAlgorithm().getAbTestingKey());
            Boolean inTest = (Boolean) MemCachePeer.get(mKey);
            if (inTest == null) {
                // decide whether this user should be in test and store in memcache
                if (Math.random() <= abTest.getPercentage()) {
                    MemCachePeer.put(mKey, new Boolean(true), CACHING_TIME);
                    res = abTest.getAlgorithm();
                } else {
                    //Store the fact this user is not in the test
                    MemCachePeer.put(mKey, new Boolean(false), CACHING_TIME);
                }
            } else if (inTest) {
                res = abTest.getAlgorithm();
            }

        }
        return res;
    }

    public static void setABTest(String consumer, ABTest abTest) {
        if (abTest == null) {
            logger.error("Attempt to store null abTest for consumer " + consumer);
        } else if (abTest.getAlgorithm() == null) {
            logger.error("Attempt to store null algorithm for consumer " + consumer);
        } else if (StringUtils.isEmpty(abTest.getAlgorithm().getAbTestingKey())) {
            logger.error("Empty AB Test key for consumer " + consumer);
        } else {
            final String abTestKey = getABTestKey(consumer, abTest.getAlgorithm().getRecTag());
            logger.info("Adding new AB Test for consumer " + abTestKey + " with key "
                    + abTest.getAlgorithm().getAbTestingKey() + " Algoritm:" + abTest.getAlgorithm().toString());
            tests.put(abTestKey, abTest);
        }
    }

    public static ABTest getABTest(String consumer, String recTag) {
        final String abTestKey = getABTestKey(consumer, recTag);
        return tests.get(abTestKey);
    }
}