|
@@ -1,10 +1,12 @@
|
|
|
package com.tzld.piaoquan.ad.engine.service.score;
|
|
|
|
|
|
+import com.alibaba.fastjson.JSON;
|
|
|
import com.google.gson.Gson;
|
|
|
import com.tzld.piaoquan.ad.engine.commons.redis.AlgorithmRedisHelper;
|
|
|
import com.tzld.piaoquan.ad.engine.commons.score.ScoreParam;
|
|
|
import com.tzld.piaoquan.ad.engine.service.score.dto.AdPlatformCreativeDTO;
|
|
|
import com.tzld.piaoquan.recommend.feature.domain.ad.base.AdRankItem;
|
|
|
+import org.apache.commons.lang3.StringUtils;
|
|
|
import org.apache.commons.math3.distribution.BetaDistribution;
|
|
|
import org.slf4j.Logger;
|
|
|
import org.slf4j.LoggerFactory;
|
|
@@ -13,6 +15,7 @@ import org.springframework.beans.factory.annotation.Value;
|
|
|
import org.springframework.stereotype.Component;
|
|
|
|
|
|
import java.util.*;
|
|
|
+import java.util.stream.Collectors;
|
|
|
|
|
|
@Component
|
|
|
public class VideoAdThompsonScorerV2 {
|
|
@@ -25,10 +28,16 @@ public class VideoAdThompsonScorerV2 {
|
|
|
//redis:vid_cid_action:{$vid}_{$cid}
|
|
|
private String redisVideoCreativeStatisticsPrefix="redis:vid_cid_action:";
|
|
|
|
|
|
+ private String rediCidActionKeyV1 = "redis:cid_action_v1:";
|
|
|
+ private String rediCidVidActionKeyV1 = "redis:vid_cid_action_v1:";
|
|
|
+
|
|
|
private Map<String,Double> exp663Param=new HashMap<>();
|
|
|
private Map<String,Double> exp664Param=new HashMap<>();
|
|
|
private Map<String,Double> exp665Param=new HashMap<>();
|
|
|
private Map<String,Double> exp666Param=new HashMap<>();
|
|
|
+ private Map<String,Double> exp669Param=new HashMap<>();
|
|
|
+ private Map<String,Double> exp670Param=new HashMap<>();
|
|
|
+
|
|
|
Random random=new Random();
|
|
|
Gson gson=new Gson();
|
|
|
public List<AdRankItem> thompsonScorerByExp663(ScoreParam param, List<AdPlatformCreativeDTO> adIdList){
|
|
@@ -231,6 +240,122 @@ public class VideoAdThompsonScorerV2 {
|
|
|
return result;
|
|
|
}
|
|
|
|
|
|
+ public List<AdRankItem> thompsonScorerByExp669(ScoreParam param, List<AdPlatformCreativeDTO> adIdList) {
|
|
|
+ Map<Long, CreativeStatistic> creativeStatisticsMap = this.batchFindCreativeRedisCache(rediCidActionKeyV1, adIdList);
|
|
|
+ Map<Long, CreativeStatistic> videoCreativeStatisticsMap = this.batchFindCreativeRedisCache(rediCidVidActionKeyV1 + param.getVideoId() + "_", adIdList);
|
|
|
+ Double creativeExpSum = this.sumCreativeStatisticExp(creativeStatisticsMap.values());
|
|
|
+ Double videoCreativeExpSum = this.sumCreativeStatisticExp(videoCreativeStatisticsMap.values());
|
|
|
+
|
|
|
+ List<AdRankItem> result = new ArrayList<>(adIdList.size());
|
|
|
+ this.calcScore(result, adIdList,1d, creativeExpSum, videoCreativeExpSum, creativeStatisticsMap, videoCreativeStatisticsMap, exp669Param);
|
|
|
+ result.sort(equalsRandomComparator());
|
|
|
+
|
|
|
+ for (AdRankItem adRankItem : result) {
|
|
|
+ adRankItem.setVideoId(param.getVideoId());
|
|
|
+ adRankItem.setScore_type(699);
|
|
|
+ }
|
|
|
+
|
|
|
+ return result;
|
|
|
+ }
|
|
|
+
|
|
|
+ public List<AdRankItem> thompsonScorerByExp670(ScoreParam param, List<AdPlatformCreativeDTO> adIdList) {
|
|
|
+ Map<Long, CreativeStatistic> creativeStatisticsMap = this.batchFindCreativeRedisCache(rediCidActionKeyV1, adIdList);
|
|
|
+ Map<Long, CreativeStatistic> videoCreativeStatisticsMap = this.batchFindCreativeRedisCache(rediCidVidActionKeyV1 + param.getVideoId() + "_", adIdList);
|
|
|
+
|
|
|
+ List<AdRankItem> result = new ArrayList<>(adIdList.size());
|
|
|
+ this.calcScore(result, adIdList, 0.0, 0.0, 0.0, creativeStatisticsMap, videoCreativeStatisticsMap, exp670Param);
|
|
|
+ result.sort(equalsRandomComparator());
|
|
|
+
|
|
|
+ for (AdRankItem adRankItem : result) {
|
|
|
+ adRankItem.setVideoId(param.getVideoId());
|
|
|
+ adRankItem.setScore_type(670);
|
|
|
+ }
|
|
|
+
|
|
|
+ return result;
|
|
|
+ }
|
|
|
+
|
|
|
+ private void calcScore(List<AdRankItem> result, List<AdPlatformCreativeDTO> adIdList,Double alpha, Double cidBeta, Double vidCidBeta, Map<Long, CreativeStatistic> cidMap, Map<Long, CreativeStatistic> vidCidMap, Map<String, Double> expParam) {
|
|
|
+ for (AdPlatformCreativeDTO dto : adIdList) {
|
|
|
+
|
|
|
+ CreativeStatistic cidStatistic = cidMap.getOrDefault(dto.getCreativeId(), new CreativeStatistic());
|
|
|
+ CreativeStatistic vidCidStatistic = vidCidMap.getOrDefault(dto.getCreativeId(), new CreativeStatistic());
|
|
|
+
|
|
|
+ log.info("cid: {} statistics: {}", dto.getCreativeId(), JSON.toJSONString(cidStatistic));
|
|
|
+ log.info("cid: {} vidCidStatistic: {}", dto.getCreativeId(), JSON.toJSONString(vidCidStatistic));
|
|
|
+
|
|
|
+ double cidScore = this.calcThompsonScore(expParam, cidStatistic, alpha, cidBeta);
|
|
|
+ double vidCidScore = this.calcThompsonScore(expParam, vidCidStatistic, alpha, vidCidBeta);
|
|
|
+ double w1 = expParam.getOrDefault("w1", 1d);
|
|
|
+ double w2 = expParam.getOrDefault("w2", 1d);
|
|
|
+ double score = ((w1 * vidCidScore + w2 * cidScore) / (w1 + w2)) * dto.getCpa();
|
|
|
+
|
|
|
+ log.info("calcScore w1: {}, w1: {}, cidScore: {}, vidCidScore: {}", w1, w2, cidScore, vidCidScore);
|
|
|
+
|
|
|
+ AdRankItem item = new AdRankItem();
|
|
|
+ item.setCpa(dto.getCpa());
|
|
|
+ item.setAdId(dto.getCreativeId());
|
|
|
+ item.setScore(score);
|
|
|
+
|
|
|
+ result.add(item);
|
|
|
+ }
|
|
|
+ }
|
|
|
+
|
|
|
+
|
|
|
+ private Map<Long, CreativeStatistic> batchFindCreativeRedisCache(String keyPrefix, List<AdPlatformCreativeDTO> adIdList) {
|
|
|
+ Map<Long, CreativeStatistic> resultMap = new HashMap<>();
|
|
|
+ List<String> redisKeys = adIdList.stream()
|
|
|
+ .map(dto -> keyPrefix + dto.getCreativeId())
|
|
|
+ .collect(Collectors.toList());
|
|
|
+
|
|
|
+ List<String> values = redisHelper.getValues(redisKeys);
|
|
|
+ for (int i = 0; i < adIdList.size(); i++) {
|
|
|
+ Long cid = adIdList.get(i).getCreativeId();
|
|
|
+ String value = values.get(i);
|
|
|
+ if (StringUtils.isNotBlank(value)) {
|
|
|
+ resultMap.put(cid, gson.fromJson(value, CreativeStatistic.class));
|
|
|
+ }
|
|
|
+ }
|
|
|
+
|
|
|
+ return resultMap;
|
|
|
+ }
|
|
|
+
|
|
|
+ private double calcThompsonScore(Map<String, Double> expParam, CreativeStatistic creativeStatistic, Double defaultAlpha, Double defaultBeta) {
|
|
|
+ Double alpha = expParam.getOrDefault("alpha", defaultAlpha);
|
|
|
+ Double beta = expParam.getOrDefault("beta", defaultBeta);
|
|
|
+
|
|
|
+ double order = creativeStatistic.parseOrderToDouble() + alpha;
|
|
|
+ double exp = creativeStatistic.parseExpToDouble() + beta;
|
|
|
+
|
|
|
+ if (order == 0 || exp == 0) {
|
|
|
+ return 0.0;
|
|
|
+ }
|
|
|
+ log.info("calcThompsonScore.order: {}, exp: {}", order, exp);
|
|
|
+ return this.betaSampler(order, exp);
|
|
|
+ }
|
|
|
+
|
|
|
+ private Double sumCreativeStatisticExp(Collection<CreativeStatistic> creativeStatistics) {
|
|
|
+ return creativeStatistics.stream()
|
|
|
+ .map(CreativeStatistic::getExp)
|
|
|
+ .filter(StringUtils::isNotBlank)
|
|
|
+ .collect(Collectors.summarizingDouble(Double::parseDouble))
|
|
|
+ .getSum();
|
|
|
+ }
|
|
|
+
|
|
|
+ private Comparator<AdRankItem> equalsRandomComparator() {
|
|
|
+ return new Comparator<AdRankItem>() {
|
|
|
+ @Override
|
|
|
+ public int compare(AdRankItem o1, AdRankItem o2) {
|
|
|
+ int comparison = o1.compareTo(o2);
|
|
|
+ if (comparison != 0) {
|
|
|
+ return comparison;
|
|
|
+ }
|
|
|
+ // 数字相等时随机排列
|
|
|
+ return random.nextInt(3) - 1; // 产生-1、0或1的随机值
|
|
|
+ }
|
|
|
+ };
|
|
|
+ }
|
|
|
+
|
|
|
+
|
|
|
private Map<String, Object> extMap(CreativeStatistic statistic, String abCode, Double cpa, Double viewThreshold, Double alpha, Double beta, Double beta_k) {
|
|
|
Map<String, Object> map = new HashMap<>();
|
|
|
map.put("abCode", abCode);
|
|
@@ -250,6 +375,12 @@ public class VideoAdThompsonScorerV2 {
|
|
|
}
|
|
|
|
|
|
class CreativeStatistic{
|
|
|
+
|
|
|
+ private String exp;
|
|
|
+ private String click;
|
|
|
+ private String order;
|
|
|
+ private String cpa;
|
|
|
+
|
|
|
public CreativeStatistic() {
|
|
|
}
|
|
|
|
|
@@ -257,11 +388,6 @@ public class VideoAdThompsonScorerV2 {
|
|
|
this.cpa = cpa;
|
|
|
}
|
|
|
|
|
|
- private String exp;
|
|
|
- private String click;
|
|
|
- private String order;
|
|
|
- private String cpa;
|
|
|
-
|
|
|
public String getExp() {
|
|
|
if (exp == null || "".equals(exp)) {
|
|
|
return "0";
|
|
@@ -269,6 +395,13 @@ public class VideoAdThompsonScorerV2 {
|
|
|
return exp;
|
|
|
}
|
|
|
|
|
|
+ public Double parseExpToDouble() {
|
|
|
+ if (StringUtils.isBlank(exp)) {
|
|
|
+ return 0.0;
|
|
|
+ }
|
|
|
+ return Double.parseDouble(exp);
|
|
|
+ }
|
|
|
+
|
|
|
public void setExp(String exp) {
|
|
|
this.exp = exp;
|
|
|
}
|
|
@@ -280,6 +413,13 @@ public class VideoAdThompsonScorerV2 {
|
|
|
return click;
|
|
|
}
|
|
|
|
|
|
+ public Double parseClickToDouble(){
|
|
|
+ if (StringUtils.isBlank(click)){
|
|
|
+ return 0.0;
|
|
|
+ }
|
|
|
+ return Double.parseDouble(click);
|
|
|
+ }
|
|
|
+
|
|
|
public void setClick(String click) {
|
|
|
this.click = click;
|
|
|
}
|
|
@@ -291,6 +431,13 @@ public class VideoAdThompsonScorerV2 {
|
|
|
return order;
|
|
|
}
|
|
|
|
|
|
+ public Double parseOrderToDouble(){
|
|
|
+ if (StringUtils.isBlank(order)){
|
|
|
+ return 0.0;
|
|
|
+ }
|
|
|
+ return Double.parseDouble(order);
|
|
|
+ }
|
|
|
+
|
|
|
public void setOrder(String order) {
|
|
|
this.order = order;
|
|
|
}
|
|
@@ -301,6 +448,13 @@ public class VideoAdThompsonScorerV2 {
|
|
|
}
|
|
|
return cpa;
|
|
|
}
|
|
|
+
|
|
|
+ public Double parseCpaToDouble() {
|
|
|
+ if (StringUtils.isBlank(cpa)) {
|
|
|
+ return 0.0;
|
|
|
+ }
|
|
|
+ return Double.parseDouble(cpa);
|
|
|
+ }
|
|
|
}
|
|
|
double betaSampler(double alpha, double beta) {
|
|
|
BetaDistribution betaSample = new BetaDistribution(alpha, beta);
|
|
@@ -322,4 +476,13 @@ public class VideoAdThompsonScorerV2 {
|
|
|
public void setExp666Param(String str){
|
|
|
this.exp663Param=gson.fromJson(str,Map.class);
|
|
|
}
|
|
|
+
|
|
|
+ @Value("${ad.engine.new.thompson.exp.V2.669:{}}")
|
|
|
+ public void setExp669Param(String str){
|
|
|
+ this.exp669Param=gson.fromJson(str,Map.class);
|
|
|
+ }
|
|
|
+ @Value("${ad.engine.new.thompson.exp.V2.670:{}}")
|
|
|
+ public void setExp670Param(String str){
|
|
|
+ this.exp670Param=gson.fromJson(str,Map.class);
|
|
|
+ }
|
|
|
}
|