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+package com.tzld.piaoquan.recommend.server.service.rank.tansform;
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+
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+import com.tzld.piaoquan.recommend.server.service.rank.bo.UserSRBO;
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+import com.tzld.piaoquan.recommend.server.service.rank.bo.UserShareReturnProfile;
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+import com.tzld.piaoquan.recommend.server.service.rank.bo.VideoAttrSRBO;
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+import com.tzld.piaoquan.recommend.server.service.rank.extractor.ExtractorUtils;
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+import com.tzld.piaoquan.recommend.server.util.FeatureUtils;
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+import com.tzld.piaoquan.recommend.server.util.SimilarityUtils;
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+
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+import java.util.*;
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+
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+public class FeatureV6 {
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+ private static final int seqMaxN = 2;
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+ private static final int seqLastN = 2;
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+ private static final double smoothPlus = 5.0;
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+ private static final double log1Scale = 10.0;
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+ private static final List<String> c1Periods = Arrays.asList("72h", "168h");
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+ private static final List<String> c4Periods = Arrays.asList("72h", "168h");
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+ private static final List<String> b0Periods = Arrays.asList("1h", "3h", "6h", "12h");
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+ private static final List<String> b1Periods = Arrays.asList("1h", "3h", "24h", "72h", "168h");
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+ private static final List<String> b2Periods = Arrays.asList("1h", "3h", "24h");
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+ private static final List<String> b3Periods = Arrays.asList("24h", "168h");
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+ private static final List<String> b4Periods = Arrays.asList("1h", "12h");
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+ private static final List<String> b5Periods = Arrays.asList("72h", "168h");
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+ private static final List<String> b6Periods = Arrays.asList("1h", "24h");
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+ private static final List<String> b7Periods = Arrays.asList("24h", "168h");
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+ private static final List<String> b8Periods = Arrays.asList("24h");
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+ private static final List<String> b9Periods = Arrays.asList("24h");
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+ private static final List<String> b10Periods = Arrays.asList("1h", "12h");
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+ private static final List<String> b11Periods = Arrays.asList("12h", "168h");
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+ private static final List<String> b13Periods = Arrays.asList("24h", "168h");
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+ private static final List<String> dayPeriods = Arrays.asList("7d", "14d", "30d", "60d");
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+ private static final List<String> videoCateAttrs = Arrays.asList(FeatureUtils.cate1Attr, FeatureUtils.cate2Attr, FeatureUtils.festive1Attr, FeatureUtils.channelAttr);
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+ private static final List<String> videoSimAttrs = Arrays.asList("title", "cate2", "cate2_list", "keywords");
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+ private static final List<String> hVideoSimAttrs = Arrays.asList("title");
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+ private static final List<String> cfList = Arrays.asList("share", "return");
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+ private static final List<String> userAttrList = Arrays.asList("province", "city", "model", "brand", "system");
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+ private static final Set<String> hotSceneSet = new HashSet<>(Arrays.asList("1008", "1007", "1058", "1074", "1010"));
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+
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+ public static void getContextFeature(long currentMs, String appType, String hotSceneType, Map<String, Double> featureMap) {
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+ Calendar calendar = Calendar.getInstance();
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+ calendar.setTimeInMillis(currentMs);
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+
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+ int week = calendar.get(Calendar.DAY_OF_WEEK);
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+ int hour = calendar.get(Calendar.HOUR_OF_DAY) + 1;
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+ featureMap.put(String.format("%s@%d", "week", week), 1.0);
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+ featureMap.put(String.format("%s@%d", "hour", hour), 1.0);
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+ featureMap.put("hour", hour * 1.0);
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+ featureMap.put(String.format("%s@%s", "app", appType), 1.0);
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+ String hot;
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+ if (hotSceneSet.contains(hotSceneType)) {
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+ hot = hotSceneType;
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+ } else {
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+ hot = "other";
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+ }
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+ featureMap.put(String.format("%s@%s", "hot", hot), 1.0);
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+ }
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+
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+ public static void getUserFeature(Map<String, Map<String, String>> userOriginInfo, Map<String, Double> featMap) {
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+ oneTypeStatFeature("c1", "return_1_uv", c1Periods, userOriginInfo.get("mid_global_feature_20250212"), featMap);
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+ }
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+
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+ public static void getUserProfileFeature(UserShareReturnProfile profile, Map<String, String> userInfo, Map<String, Double> featMap) {
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+ if (null != profile) {
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+ long s_pv = profile.getS_pv(); // share_pv(分享pv)
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+ long s_cnt = profile.getS_cnt(); // share_cnt(分享次数)
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+ long r_pv = profile.getR_pv(); // return_pv(回流pv)
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+ long r_uv = profile.getR_uv(); // return_uv(回流uv)
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+ long m_s_cnt = profile.getM_s_cnt(); // max_share_cnt(最大分享次数)
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+ long m_r_uv = profile.getM_r_uv(); // max_return_uv(最大回流uv)
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+ if (s_pv > 0) {
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+ double s_pv_s = FeatureUtils.log1(s_pv, log1Scale);
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+ double s_cnt_s = FeatureUtils.log1(s_cnt, log1Scale);
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+ double r_pv_s = FeatureUtils.log1(r_pv, log1Scale);
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+ double r_uv_s = FeatureUtils.log1(r_uv, log1Scale);
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+ double m_s_cnt_s = FeatureUtils.log1(m_s_cnt, log1Scale);
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+ double m_r_uv_s = FeatureUtils.log1(m_r_uv, log1Scale);
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+ double ros_one = FeatureUtils.wilsonScore(r_pv, s_pv);
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+ double ros = FeatureUtils.plusSmooth(r_uv, s_pv, smoothPlus);
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+ double ros_minus = FeatureUtils.plusSmooth(r_uv, r_pv, smoothPlus);
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+ featMap.put("c9@s_pv", s_pv_s);
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+ featMap.put("c9@s_cnt", s_cnt_s);
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+ featMap.put("c9@r_pv", r_pv_s);
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+ featMap.put("c9@r_uv", r_uv_s);
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+ featMap.put("c9@m_s_cnt", m_s_cnt_s);
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+ featMap.put("c9@m_r_uv", m_r_uv_s);
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+ featMap.put("c9@ros_one", ros_one);
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+ featMap.put("c9@ros", ros);
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+ featMap.put("c9@ros_minus", ros_minus);
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+ }
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+ }
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+ if (null != userInfo && !userInfo.isEmpty()) {
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+ for (String attr : userAttrList) {
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+ if (userInfo.containsKey(attr)) {
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+ String value = userInfo.get(attr).trim().replaceAll("(\\s+|\\t|:)", "_");
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+ if (!value.isEmpty()) {
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+ String key = String.format("%s@%s", attr, value.toLowerCase());
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+ featMap.put(key, 1.0);
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+ }
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+ }
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+ }
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+ }
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+ }
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+
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+ public static void getUserTagsCrossVideoFeature(String prefix, Map<String, String> videoInfo, Map<String, String> infoMap, Map<String, Double> featMap) {
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+ if (null == videoInfo || videoInfo.isEmpty() || null == infoMap || infoMap.isEmpty()) {
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+ return;
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+ }
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+ String title = videoInfo.getOrDefault("title", "");
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+ if (title.isEmpty()) {
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+ return;
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+ }
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+ for (String period : Arrays.asList("tags_1d", "tags_3d", "tags_7d")) {
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+ String tags = infoMap.getOrDefault(period, "");
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+ if (!tags.isEmpty()) {
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+ Double[] doubles = ExtractorUtils.funcC34567ForTagsNew(tags, title);
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+ featMap.put(prefix + "_" + period + "@matchnum", doubles[0]);
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+ featMap.put(prefix + "_" + period + "@maxscore", doubles[1]);
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+ featMap.put(prefix + "_" + period + "@avgscore", doubles[2]);
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+ }
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+ }
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+ }
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+
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+ public static void getUserCFFeature(String prefix, String vid, Map<String, Map<String, String[]>> infoMap, Map<String, Double> featMap) {
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+ if (vid.isEmpty() || null == infoMap || infoMap.isEmpty()) {
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+ return;
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+ }
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+ for (String cfType : cfList) {
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+ if (infoMap.containsKey(cfType)) {
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+ Map<String, String[]> cfScoresMap = infoMap.get(cfType);
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+ if (null != cfScoresMap && cfScoresMap.containsKey(vid)) {
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+ String[] scores = cfScoresMap.get(vid);
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+ Double score1 = Double.parseDouble(scores[0]);
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+ Double score2 = Double.parseDouble(scores[1]);
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+ Double score3 = Double.parseDouble(scores[2]) <= 0 ? 0D : 1.0 / Double.parseDouble(scores[2]);
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+ featMap.put(prefix + "_" + cfType + "@score", score1);
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+ featMap.put(prefix + "_" + cfType + "@num", score2);
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+ featMap.put(prefix + "_" + cfType + "@rank", score3);
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+ }
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+ }
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+ }
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+ }
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+
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+ public static void getVideoFeature(String vid, Map<String, Map<String, Map<String, String>>> videoOriginInfo, Map<String, Double> featMap) {
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+ oneTypeStatFeature("b0", b0Periods, videoOriginInfo.getOrDefault(vid, new HashMap<>()).get("alg_recsys_feature_video_clean_stat"), featMap);
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+ oneTypeStatFeature("b1", "return_1_uv", b1Periods, videoOriginInfo.getOrDefault(vid, new HashMap<>()).get("alg_vid_global_feature_20250212"), featMap);
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+ oneTypeStatFeature("b2", "return_n_uv", b2Periods, videoOriginInfo.getOrDefault(vid, new HashMap<>()).get("alg_vid_recommend_exp_feature_20250212"), featMap);
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+ oneTypeStatFeature("b3", "return_n_uv", b3Periods, videoOriginInfo.getOrDefault(vid, new HashMap<>()).get("alg_vid_recommend_flowpool_exp_feature_20250212"), featMap);
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+ oneTypeStatFeature("b4", "return_n_uv", b4Periods, videoOriginInfo.getOrDefault(vid, new HashMap<>()).get("alg_vid_apptype_recommend_exp_feature_20250212"), featMap);
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+ oneTypeStatFeature("b5", "return_n_uv", b5Periods, videoOriginInfo.getOrDefault(vid, new HashMap<>()).get("alg_vid_province_recommend_exp_feature_20250212"), featMap);
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+ oneTypeStatFeature("b6", "return_n_uv", b6Periods, videoOriginInfo.getOrDefault(vid, new HashMap<>()).get("alg_vid_brand_recommend_exp_feature_20250212"), featMap);
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+ oneTypeStatFeature("b7", "return_n_uv", b7Periods, videoOriginInfo.getOrDefault(vid, new HashMap<>()).get("alg_vid_hotsencetype_recommend_exp_feature_20250212"), featMap);
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+ oneTypeStatFeature("b8", "return_n_uv", b8Periods, videoOriginInfo.getOrDefault(vid, new HashMap<>()).get("alg_merge_cate1_recommend_exp_feature_20250212"), featMap);
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+ oneTypeStatFeature("b9", "return_n_uv", b9Periods, videoOriginInfo.getOrDefault(vid, new HashMap<>()).get("alg_merge_cate2_recommend_exp_feature_20250212"), featMap);
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+ oneTypeStatFeature("b10", "return_n_uv", b10Periods, videoOriginInfo.getOrDefault(vid, new HashMap<>()).get("alg_channel_recommend_exp_feature_20250212"), featMap);
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+ oneTypeStatFeature("b11", "return_n_uv", b11Periods, videoOriginInfo.getOrDefault(vid, new HashMap<>()).get("alg_festive_recommend_exp_feature_20250212"), featMap);
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+ oneTypeStatFeature("b13", "return_n_uv", b13Periods, videoOriginInfo.getOrDefault(vid, new HashMap<>()).get("alg_video_unionid_recommend_exp_feature_20250212"), featMap);
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+
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+ // head video cf
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+ headVideoCFD1Feature("d1", videoOriginInfo.getOrDefault(vid, new HashMap<>()).get("scene_type_vid_cf_feature_20250212"), featMap);
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+ headVideoCFD2Feature("d2", videoOriginInfo.getOrDefault(vid, new HashMap<>()).get("vid_click_cf_feature_20250212"), featMap);
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+ headVideoCFD3Feature("d3", videoOriginInfo.getOrDefault(vid, new HashMap<>()).get("alg_recsys_feature_cf_i2i_v2"), featMap);
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+ }
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+
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+ public static void getVideoBaseFeature(String prefix, long currentMs, Map<String, String> videoInfo, Map<String, Double> featMap) {
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+ if (null == videoInfo || videoInfo.isEmpty()) {
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+ return;
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+ }
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+ featMap.put(prefix + "@total_time", FeatureUtils.log1(Double.parseDouble(videoInfo.getOrDefault("total_time", "0")), log1Scale));
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+ featMap.put(prefix + "@bit_rate", FeatureUtils.log1(Double.parseDouble(videoInfo.getOrDefault("bit_rate", "0")), log1Scale));
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+ if (videoInfo.containsKey("width") && videoInfo.containsKey("height")) {
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+ String resolution = String.format("%s@%s@%s_%s", prefix, "wh", videoInfo.get("width"), videoInfo.get("height"));
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+ featMap.put(resolution, 1.0);
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+ }
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+
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+ // cate
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+ getVideoCateFeature(prefix, videoInfo, featMap);
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+ if (videoInfo.containsKey("title")) {
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+ int id = FeatureUtils.judgeVideoTimeType(videoInfo.get("title"));
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+ if (id > 0) {
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+ String key = String.format("%s@%s@%d", prefix, "tt", id);
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+ featMap.put(key, 1.0);
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+ }
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+ }
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+
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+ // time
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+ try {
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+ if (videoInfo.containsKey("gmt_create_timestamp")) {
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+ String createMsStr = videoInfo.get("gmt_create_timestamp");
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+ long createMs = Long.parseLong(createMsStr);
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+ double createTime = FeatureUtils.getTimeDiff(currentMs, createMs);
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+ featMap.put(prefix + "@ts", 1 - createTime);
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+ }
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+ } catch (Exception ignored) {
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+ }
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+ }
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+
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+ public static void getHeadRankVideoCrossFeature(Map<String, String> headInfo, Map<String, String> rankInfo, Map<String, Double> featMap) {
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+ getTwoVideoCrossFeature("hr_sim", videoSimAttrs, headInfo, rankInfo, featMap);
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+ }
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+
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+ public static void getProfileVideoCrossFeature(long currentMs, UserShareReturnProfile profile, Map<String, String> rankVideo, Map<String, Map<String, String>> hVideoMap, Map<String, Double> featMap) {
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+ if (null == profile) {
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+ return;
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+ }
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+ getRSCrossFeature("c9_mss", currentMs, seqMaxN, profile.getM_s_s(), rankVideo, hVideoMap, featMap);
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+ getRSCrossFeature("c9_mrs", currentMs, seqMaxN, profile.getM_r_s(), rankVideo, hVideoMap, featMap);
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+ getRSCrossFeature("c9_lss", currentMs, seqLastN, profile.getL_s_s(), rankVideo, hVideoMap, featMap);
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+ getRSCrossFeature("c9_lrs", currentMs, seqLastN, profile.getL_r_s(), rankVideo, hVideoMap, featMap);
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+
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+ if (null == rankVideo || rankVideo.isEmpty()) {
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+ return;
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+ }
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+ getVideoAttrSRCrossFeature("c9_c1s", rankVideo.getOrDefault("merge_first_level_cate", ""), profile.getC1_s(), featMap);
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+ getVideoAttrSRCrossFeature("c9_c2s", rankVideo.getOrDefault("merge_second_level_cate", ""), profile.getC2_s(), featMap);
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+ getVideoAttrSRCrossFeature("c9_l1s", rankVideo.getOrDefault("festive_label1", ""), profile.getL1_s(), featMap);
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+ getVideoAttrSRCrossFeature("c9_l2s", rankVideo.getOrDefault("festive_label2", ""), profile.getL2_s(), featMap);
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+ }
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+
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+ private static void getRSCrossFeature(String prefix, long currentMs, int maxN, List<UserSRBO> list, Map<String, String> rankVideo, Map<String, Map<String, String>> hVideoMap, Map<String, Double> featMap) {
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+ if (null != list && !list.isEmpty()) {
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+ for (int i = 0; i < list.size() && i < maxN; i++) {
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+ UserSRBO u = list.get(i);
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+ if (null != u) {
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+ long id = u.getId();
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+ long cnt = u.getCnt();
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+ long uv = u.getUv();
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+ long ts = u.getTs();
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+ if (id > 0) {
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+ String vid = id + "";
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+ String baseKey = String.format("%s@%d", prefix, i + 1);
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+ if (cnt > 0) {
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+ featMap.put(baseKey + "@cnt", FeatureUtils.log1(cnt, log1Scale));
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+ }
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+ if (uv > 0) {
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+ featMap.put(baseKey + "@uv", FeatureUtils.log1(uv, log1Scale));
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+ }
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+ if (ts > 0) {
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+ long historyMs = ts * 1000;
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+ featMap.put(baseKey + "@ts", 1 - FeatureUtils.getTimeDiff(currentMs, historyMs));
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+
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+ // history week & hour
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+ Calendar calendar = Calendar.getInstance();
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+ calendar.setTimeInMillis(historyMs);
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+ featMap.put(String.format("%s_week@%d", baseKey, calendar.get(Calendar.DAY_OF_WEEK)), 1.0);
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+ featMap.put(String.format("%s_hour@%d", baseKey, calendar.get(Calendar.HOUR_OF_DAY) + 1), 1.0);
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+ }
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+ if (null != hVideoMap && hVideoMap.containsKey(vid)) {
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+ Map<String, String> hVideo = hVideoMap.get(vid);
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+ //getVideoCateFeature(baseKey, hVideo, featMap);
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+ getTwoVideoCrossFeature(baseKey, hVideoSimAttrs, hVideo, rankVideo, featMap);
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+ }
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+ }
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+ }
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+ }
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+ }
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+ }
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+
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+ private static void getVideoAttrSRCrossFeature(String prefix, String attr, Map<String, VideoAttrSRBO> attrMap, Map<String, Double> featMap) {
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+ if (null == attrMap || attrMap.isEmpty()) {
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+ return;
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+ }
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+ attr = attr.trim();
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+ if (attrMap.containsKey(attr)) {
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+ VideoAttrSRBO bo = attrMap.get(attr);
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+ if (null != bo) {
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+ long sp = bo.getSp(); // share_pv
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+ long rp = bo.getRp(); // return_n_pv_noself
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+ long ru = bo.getRu(); // return_n_uv_noself
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+ long mu = bo.getMu(); // max_return_uv
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+ if (sp > 0) {
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+ double sp_s = FeatureUtils.log1(sp, log1Scale);
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+ double rp_s = FeatureUtils.log1(rp, log1Scale);
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+ double ru_s = FeatureUtils.log1(ru, log1Scale);
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+ double mu_s = FeatureUtils.log1(mu, log1Scale);
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+
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+ double ros_one = FeatureUtils.wilsonScore(rp, sp);
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+ double ros = FeatureUtils.plusSmooth(ru, sp, smoothPlus);
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+ double ros_minus = FeatureUtils.plusSmooth(ru, rp, smoothPlus);
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+
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+ featMap.put(prefix + "@sp", sp_s);
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|
|
+ featMap.put(prefix + "@rp", rp_s);
|
|
|
+ featMap.put(prefix + "@ru", ru_s);
|
|
|
+ featMap.put(prefix + "@mu", mu_s);
|
|
|
+ featMap.put(prefix + "@ros_one", ros_one);
|
|
|
+ featMap.put(prefix + "@ros", ros);
|
|
|
+ featMap.put(prefix + "@ros_minus", ros_minus);
|
|
|
+ }
|
|
|
+ }
|
|
|
+ }
|
|
|
+ }
|
|
|
+
|
|
|
+ private static void getVideoCateFeature(String prefix, Map<String, String> videoInfo, Map<String, Double> featMap) {
|
|
|
+ if (null == videoInfo || videoInfo.isEmpty()) {
|
|
|
+ return;
|
|
|
+ }
|
|
|
+ for (String attr : videoCateAttrs) {
|
|
|
+ String attrVal = videoInfo.getOrDefault(attr, "");
|
|
|
+ attrVal = attrVal.trim();
|
|
|
+ if (!attrVal.isEmpty()) {
|
|
|
+ String key = String.format("%s@%s@%s", prefix, attr, attrVal);
|
|
|
+ featMap.put(key, 1.0);
|
|
|
+ }
|
|
|
+ }
|
|
|
+ if (videoInfo.containsKey("keywords")) {
|
|
|
+ String keywords = videoInfo.get("keywords");
|
|
|
+ if (null != keywords && !keywords.isEmpty()) {
|
|
|
+ for (String kw : keywords.split(",")) {
|
|
|
+ kw = kw.replaceAll("(\\s+|\\t|:)", "");
|
|
|
+ if (!kw.isEmpty()) {
|
|
|
+ String featKey = String.format("%s@kw@%s", prefix, kw);
|
|
|
+ featMap.put(featKey, 1.0);
|
|
|
+ }
|
|
|
+ }
|
|
|
+ }
|
|
|
+ }
|
|
|
+ }
|
|
|
+
|
|
|
+ private static void getTwoVideoCrossFeature(String prefix, List<String> attrs, Map<String, String> video1, Map<String, String> video2, Map<String, Double> featMap) {
|
|
|
+ if (null == video1 || video1.isEmpty() || null == video2 || video2.isEmpty()) {
|
|
|
+ return;
|
|
|
+ }
|
|
|
+ for (String attr : attrs) {
|
|
|
+ String attr1 = video1.getOrDefault(attr, "");
|
|
|
+ String attr2 = video2.getOrDefault(attr, "");
|
|
|
+ if (!"".equals(attr1) && !"unknown".equals(attr1) && !"".equals(attr2) && !"unknown".equals(attr2)) {
|
|
|
+ double simScore = SimilarityUtils.word2VecSimilarity(attr1, attr2);
|
|
|
+ featMap.put(prefix + "@" + attr, simScore);
|
|
|
+ }
|
|
|
+ }
|
|
|
+ }
|
|
|
+
|
|
|
+ private static void headVideoCFD1Feature(String prefix, Map<String, String> infoMap, Map<String, Double> featMap) {
|
|
|
+ double ros_cf_score = getOneInfo("ros_cf_score", infoMap);
|
|
|
+ double ros_cf_rank = getOneInfo("ros_cf_rank", infoMap);
|
|
|
+ double rov_cf_score = getOneInfo("rov_cf_score", infoMap);
|
|
|
+ double rov_cf_rank = getOneInfo("rov_cf_rank", infoMap);
|
|
|
+ featMap.put(prefix + "@ros_cf_score", ros_cf_score);
|
|
|
+ featMap.put(prefix + "@ros_cf_rank", ros_cf_rank);
|
|
|
+ featMap.put(prefix + "@rov_cf_score", rov_cf_score);
|
|
|
+ featMap.put(prefix + "@rov_cf_rank", rov_cf_rank);
|
|
|
+ }
|
|
|
+
|
|
|
+ private static void headVideoCFD2Feature(String prefix, Map<String, String> infoMap, Map<String, Double> featMap) {
|
|
|
+ double score = getOneInfo("score", infoMap);
|
|
|
+ double rank = getOneInfo("rank", infoMap);
|
|
|
+ featMap.put(prefix + "@score", score);
|
|
|
+ featMap.put(prefix + "@rank", rank);
|
|
|
+ }
|
|
|
+
|
|
|
+ private static void headVideoCFD3Feature(String prefix, Map<String, String> infoMap, Map<String, Double> featMap) {
|
|
|
+ double exp = getOneInfo("exp", infoMap);
|
|
|
+ double return_n = getOneInfo("return_n", infoMap);
|
|
|
+ double rovn = FeatureUtils.plusSmooth(return_n, exp, smoothPlus);
|
|
|
+ featMap.put(prefix + "@exp", FeatureUtils.log1(exp, log1Scale));
|
|
|
+ featMap.put(prefix + "@return_n", FeatureUtils.log1(return_n, log1Scale));
|
|
|
+ featMap.put(prefix + "@rovn", rovn);
|
|
|
+ }
|
|
|
+
|
|
|
+ public static Map<String, Map<String, String[]>> parseUCFScore(Map<String, String> mapInfo) {
|
|
|
+ Map<String, Map<String, String[]>> allScoresMap = new HashMap<>();
|
|
|
+ for (String cfType : cfList) {
|
|
|
+ String data = mapInfo.getOrDefault(cfType, "");
|
|
|
+ if (!data.isEmpty()) {
|
|
|
+ Map<String, String[]> oneScoresMap = new HashMap<>();
|
|
|
+ String[] entries = data.split(",");
|
|
|
+ for (String entry : entries) {
|
|
|
+ String[] rList = entry.split(":");
|
|
|
+ if (rList.length >= 4) { // 确保分割后有四个元素
|
|
|
+ String key = rList[0];
|
|
|
+ String value1 = rList[1];
|
|
|
+ String value2 = rList[2];
|
|
|
+ String value3 = rList[3];
|
|
|
+ String[] strs = {value1, value2, value3};
|
|
|
+ oneScoresMap.put(key, strs);
|
|
|
+ }
|
|
|
+ }
|
|
|
+ if (!oneScoresMap.isEmpty()) {
|
|
|
+ allScoresMap.put(cfType, oneScoresMap);
|
|
|
+ }
|
|
|
+ }
|
|
|
+ }
|
|
|
+ return allScoresMap;
|
|
|
+ }
|
|
|
+
|
|
|
+ private static void getRateStatFeature(String prefix, String calType, List<String> periods, Map<String, String> infoMap, Map<String, Double> featMap) {
|
|
|
+ if (null == infoMap || infoMap.isEmpty()) {
|
|
|
+ return;
|
|
|
+ }
|
|
|
+ for (String period : periods) {
|
|
|
+ double str_one = getOneInfo(calType + "str_one_" + period, infoMap);
|
|
|
+ double ros_one = getOneInfo(calType + "ros_one_" + period, infoMap);
|
|
|
+ double str = getOneInfo(calType + "str_" + period, infoMap);
|
|
|
+ double ros = getOneInfo(calType + "ros_" + period, infoMap);
|
|
|
+ double str_plus = getOneInfo(calType + "str_plus_" + period, infoMap);
|
|
|
+ double ros_minus = getOneInfo(calType + "ros_minus_" + period, infoMap);
|
|
|
+ double rovn = getOneInfo(calType + "rovn_" + period, infoMap);
|
|
|
+
|
|
|
+ featMap.put(prefix + "_" + period + "@" + calType + "str_one", str_one);
|
|
|
+ featMap.put(prefix + "_" + period + "@" + calType + "ros_one", ros_one);
|
|
|
+ featMap.put(prefix + "_" + period + "@" + calType + "str", str);
|
|
|
+ featMap.put(prefix + "_" + period + "@" + calType + "ros", ros);
|
|
|
+ featMap.put(prefix + "_" + period + "@" + calType + "str_plus", str_plus);
|
|
|
+ featMap.put(prefix + "_" + period + "@" + calType + "ros_minus", ros_minus);
|
|
|
+ featMap.put(prefix + "_" + period + "@" + calType + "rovn", rovn);
|
|
|
+ }
|
|
|
+ }
|
|
|
+
|
|
|
+ private static void oneTypeStatFeature(String prefix, String uvPrefix, List<String> periods, Map<String, String> infoMap, Map<String, Double> featMap) {
|
|
|
+ if (null == infoMap || infoMap.isEmpty()) {
|
|
|
+ return;
|
|
|
+ }
|
|
|
+ for (String period : periods) {
|
|
|
+ double exp = getOneInfo("exp_" + period, infoMap);
|
|
|
+ if (!FeatureUtils.greaterThanZero(exp)) {
|
|
|
+ continue;
|
|
|
+ }
|
|
|
+ double is_share = getOneInfo("is_share_" + period, infoMap);
|
|
|
+ double share_cnt = getOneInfo("share_cnt_" + period, infoMap);
|
|
|
+ double is_return_1 = getOneInfo("is_return_1_" + period, infoMap);
|
|
|
+ double return_n_uv = getOneInfo(uvPrefix + "_" + period, infoMap);
|
|
|
+
|
|
|
+ double exp_s = FeatureUtils.log1(exp, log1Scale);
|
|
|
+ double is_share_s = FeatureUtils.log1(is_share, log1Scale);
|
|
|
+ double share_cnt_s = FeatureUtils.log1(share_cnt, log1Scale);
|
|
|
+ double is_return_1_s = FeatureUtils.log1(is_return_1, log1Scale);
|
|
|
+ double return_n_uv_s = FeatureUtils.log1(return_n_uv, log1Scale);
|
|
|
+
|
|
|
+ double str = FeatureUtils.wilsonScore(is_share, exp);
|
|
|
+ double str_plus = FeatureUtils.wilsonScore(is_return_1, exp);
|
|
|
+ double ros_one = FeatureUtils.wilsonScore(is_return_1, is_share);
|
|
|
+
|
|
|
+ double rovn = FeatureUtils.plusSmooth(return_n_uv, exp, smoothPlus);
|
|
|
+ double ros = FeatureUtils.plusSmooth(return_n_uv, is_share, smoothPlus);
|
|
|
+ double ros_n = FeatureUtils.plusSmooth(return_n_uv, share_cnt, smoothPlus);
|
|
|
+ double ros_minus = FeatureUtils.plusSmooth(return_n_uv, is_return_1, smoothPlus);
|
|
|
+
|
|
|
+ featMap.put(prefix + "_" + period + "@" + "exp", exp_s);
|
|
|
+ featMap.put(prefix + "_" + period + "@" + "is_share", is_share_s);
|
|
|
+ featMap.put(prefix + "_" + period + "@" + "share_cnt", share_cnt_s);
|
|
|
+ featMap.put(prefix + "_" + period + "@" + "is_return_1", is_return_1_s);
|
|
|
+ featMap.put(prefix + "_" + period + "@" + "return_n_uv", return_n_uv_s);
|
|
|
+ featMap.put(prefix + "_" + period + "@" + "str", str);
|
|
|
+ featMap.put(prefix + "_" + period + "@" + "str_plus", str_plus);
|
|
|
+ featMap.put(prefix + "_" + period + "@" + "ros_one", ros_one);
|
|
|
+ featMap.put(prefix + "_" + period + "@" + "rovn", rovn);
|
|
|
+ featMap.put(prefix + "_" + period + "@" + "ros", ros);
|
|
|
+ featMap.put(prefix + "_" + period + "@" + "ros_n", ros_n);
|
|
|
+ featMap.put(prefix + "_" + period + "@" + "ros_minus", ros_minus);
|
|
|
+ }
|
|
|
+ }
|
|
|
+
|
|
|
+ private static void oneTypeStatFeature(String prefix, List<String> periods, Map<String, String> infoMap, Map<String, Double> featMap) {
|
|
|
+ if (null == infoMap || infoMap.isEmpty()) {
|
|
|
+ return;
|
|
|
+ }
|
|
|
+ for (String period : periods) {
|
|
|
+ double exp = getOneInfo("exp_" + period, infoMap);
|
|
|
+ if (!FeatureUtils.greaterThanZero(exp)) {
|
|
|
+ continue;
|
|
|
+ }
|
|
|
+ double is_share = getOneInfo("is_share_" + period, infoMap);
|
|
|
+ double share_cnt = getOneInfo("share_cnt_" + period, infoMap);
|
|
|
+ double is_return_1 = getOneInfo("is_return_1_" + period, infoMap);
|
|
|
+ double return_1_uv = getOneInfo("return_1_uv_" + period, infoMap);
|
|
|
+ double return_n_uv = getOneInfo("return_n_uv_" + period, infoMap);
|
|
|
+
|
|
|
+ double exp_s = FeatureUtils.log1(exp, log1Scale);
|
|
|
+ double is_share_s = FeatureUtils.log1(is_share, log1Scale);
|
|
|
+ double share_cnt_s = FeatureUtils.log1(share_cnt, log1Scale);
|
|
|
+ double is_return_1_s = FeatureUtils.log1(is_return_1, log1Scale);
|
|
|
+ double return_1_uv_s = FeatureUtils.log1(return_1_uv, log1Scale);
|
|
|
+ double return_n_uv_s = FeatureUtils.log1(return_n_uv, log1Scale);
|
|
|
+
|
|
|
+ double str = FeatureUtils.wilsonScore(is_share, exp);
|
|
|
+ double str_plus = FeatureUtils.wilsonScore(is_return_1, exp);
|
|
|
+ double ros_one = FeatureUtils.wilsonScore(is_return_1, is_share);
|
|
|
+
|
|
|
+ double rovn1 = FeatureUtils.plusSmooth(return_1_uv, exp, smoothPlus);
|
|
|
+ double ros1 = FeatureUtils.plusSmooth(return_1_uv, is_share, smoothPlus);
|
|
|
+ double ros_n1 = FeatureUtils.plusSmooth(return_1_uv, share_cnt, smoothPlus);
|
|
|
+ double ros_minus1 = FeatureUtils.plusSmooth(return_1_uv, is_return_1, smoothPlus);
|
|
|
+
|
|
|
+ double rovn = FeatureUtils.plusSmooth(return_n_uv, exp, smoothPlus);
|
|
|
+ double ros = FeatureUtils.plusSmooth(return_n_uv, is_share, smoothPlus);
|
|
|
+ double ros_n = FeatureUtils.plusSmooth(return_n_uv, share_cnt, smoothPlus);
|
|
|
+ double ros_minus = FeatureUtils.plusSmooth(return_n_uv, is_return_1, smoothPlus);
|
|
|
+
|
|
|
+ featMap.put(prefix + "_" + period + "@" + "exp", exp_s);
|
|
|
+ featMap.put(prefix + "_" + period + "@" + "is_share", is_share_s);
|
|
|
+ featMap.put(prefix + "_" + period + "@" + "share_cnt", share_cnt_s);
|
|
|
+ featMap.put(prefix + "_" + period + "@" + "is_return_1", is_return_1_s);
|
|
|
+ featMap.put(prefix + "_" + period + "@" + "return_1_uv", return_1_uv_s);
|
|
|
+ featMap.put(prefix + "_" + period + "@" + "return_n_uv", return_n_uv_s);
|
|
|
+ featMap.put(prefix + "_" + period + "@" + "str", str);
|
|
|
+ featMap.put(prefix + "_" + period + "@" + "str_plus", str_plus);
|
|
|
+ featMap.put(prefix + "_" + period + "@" + "ros_one", ros_one);
|
|
|
+ featMap.put(prefix + "_" + period + "@" + "rovn1", rovn1);
|
|
|
+ featMap.put(prefix + "_" + period + "@" + "ros1", ros1);
|
|
|
+ featMap.put(prefix + "_" + period + "@" + "ros_n1", ros_n1);
|
|
|
+ featMap.put(prefix + "_" + period + "@" + "ros_minus1", ros_minus1);
|
|
|
+ featMap.put(prefix + "_" + period + "@" + "rovn", rovn);
|
|
|
+ featMap.put(prefix + "_" + period + "@" + "ros", ros);
|
|
|
+ featMap.put(prefix + "_" + period + "@" + "ros_n", ros_n);
|
|
|
+ featMap.put(prefix + "_" + period + "@" + "ros_minus", ros_minus);
|
|
|
+ }
|
|
|
+ }
|
|
|
+
|
|
|
+ private static double getOneInfo(String name, Map<String, String> map) {
|
|
|
+ if (null == map) {
|
|
|
+ return 0.0;
|
|
|
+ }
|
|
|
+ return map.isEmpty() ? 0 : Double.parseDouble(map.getOrDefault(name, "0.0"));
|
|
|
+ }
|
|
|
+}
|
