|
@@ -1,195 +0,0 @@
|
|
-package com.tzld.piaoquan.recommend.server.dataloader;
|
|
|
|
-
|
|
|
|
-
|
|
|
|
-import com.aliyun.odps.Instance;
|
|
|
|
-import com.aliyun.odps.Odps;
|
|
|
|
-import com.aliyun.odps.OdpsException;
|
|
|
|
-import com.aliyun.odps.account.Account;
|
|
|
|
-import com.aliyun.odps.account.AliyunAccount;
|
|
|
|
-import com.aliyun.odps.data.Record;
|
|
|
|
-import com.aliyun.odps.task.SQLTask;
|
|
|
|
-import com.aliyun.odps.tunnel.InstanceTunnel;
|
|
|
|
-import com.aliyun.odps.tunnel.io.TunnelRecordReader;
|
|
|
|
-import com.tzld.piaoquan.recommend.feature.domain.video.base.ItemFeature;
|
|
|
|
-import com.tzld.piaoquan.recommend.feature.domain.video.base.RequestContext;
|
|
|
|
-import com.tzld.piaoquan.recommend.feature.domain.video.base.UserActionFeature;
|
|
|
|
-import com.tzld.piaoquan.recommend.feature.domain.video.base.UserFeature;
|
|
|
|
-
|
|
|
|
-import java.io.IOException;
|
|
|
|
-import java.util.ArrayList;
|
|
|
|
-import java.util.HashMap;
|
|
|
|
-import java.util.List;
|
|
|
|
-import java.util.Map;
|
|
|
|
-
|
|
|
|
-public class FeatureConstructor {
|
|
|
|
-
|
|
|
|
- private static final String BUCKET_NAME = "ali-recommend";
|
|
|
|
- private static final Map<String, String> ODPS_CONFIG = new HashMap<String, String>();
|
|
|
|
-
|
|
|
|
- static {
|
|
|
|
- ODPS_CONFIG.put("ENDPOINT", "http://service.cn.maxcompute.aliyun.com/api");
|
|
|
|
- ODPS_CONFIG.put("ACCESSID", "LTAIWYUujJAm7CbH");
|
|
|
|
- ODPS_CONFIG.put("ACCESSKEY", "RfSjdiWwED1sGFlsjXv0DlfTnZTG1P");
|
|
|
|
- }
|
|
|
|
-
|
|
|
|
- ;
|
|
|
|
-
|
|
|
|
- private static final Account account = new AliyunAccount(ODPS_CONFIG.get("ACCESSID"), ODPS_CONFIG.get("ACCESSKEY"));
|
|
|
|
-
|
|
|
|
-
|
|
|
|
- public static TunnelRecordReader loadDataFromOSSSession(String sql) {
|
|
|
|
- Odps odps = new Odps(account);
|
|
|
|
- odps.setEndpoint(ODPS_CONFIG.get("ENDPOINT"));
|
|
|
|
- odps.setDefaultProject("loghubods");
|
|
|
|
- TunnelRecordReader reader = null;
|
|
|
|
- try {
|
|
|
|
- Instance instance = SQLTask.run(odps, sql);
|
|
|
|
- instance.waitForSuccess();
|
|
|
|
- InstanceTunnel tunnel = new InstanceTunnel(odps);
|
|
|
|
- InstanceTunnel.DownloadSession session = tunnel.createDownloadSession(odps.getDefaultProject(), instance.getId());
|
|
|
|
- long count = session.getRecordCount();
|
|
|
|
- reader = session.openRecordReader(0, count);
|
|
|
|
- } catch (OdpsException e) {
|
|
|
|
- e.printStackTrace();
|
|
|
|
- } catch (IOException e) {
|
|
|
|
- e.printStackTrace();
|
|
|
|
- }
|
|
|
|
- return reader;
|
|
|
|
- }
|
|
|
|
-
|
|
|
|
-
|
|
|
|
- public static RequestContext constructRequestContext(Record record) {
|
|
|
|
- RequestContext requestContext = new RequestContext();
|
|
|
|
- requestContext.setApptype(record.getString("apptype"));
|
|
|
|
- requestContext.setMachineinfo_brand(record.getString("machineinfo_brand"));
|
|
|
|
- requestContext.setMachineinfo_model(record.getString("machineinfo_model"));
|
|
|
|
- requestContext.setMachineinfo_platform(record.getString("machineinfo_platform"));
|
|
|
|
- requestContext.setMachineinfo_sdkversion(record.getString("machineinfo_sdkversion"));
|
|
|
|
- requestContext.setMachineinfo_system(record.getString("machineinfo_system"));
|
|
|
|
- requestContext.setMachineinfo_wechatversion(record.getString("machineinfo_wechatversion"));
|
|
|
|
- requestContext.setDay(record.getString("ctx_day"));
|
|
|
|
- requestContext.setWeek(record.getString("ctx_week"));
|
|
|
|
- requestContext.setHour(record.getString("ctx_hour"));
|
|
|
|
- requestContext.setRegion(record.getString("ctx_region"));
|
|
|
|
- requestContext.setCity(record.getString("ctx_city"));
|
|
|
|
- return requestContext;
|
|
|
|
- }
|
|
|
|
-
|
|
|
|
-
|
|
|
|
- public static UserFeature constructUserFeature(Record record) {
|
|
|
|
- UserFeature userFeature = new UserFeature();
|
|
|
|
- userFeature.setUid(record.get("uid").toString());
|
|
|
|
- userFeature.setUser_cycle_bucket_7days(record.getString("u_cycle_bucket_7days"));
|
|
|
|
- userFeature.setUser_cycle_bucket_30days(record.getString("u_cycle_bucket_30days"));
|
|
|
|
- userFeature.setUser_share_bucket_30days(record.getString("u_share_bucket_30days"));
|
|
|
|
-
|
|
|
|
-
|
|
|
|
- // 1day features
|
|
|
|
- UserActionFeature user1dayActionFeature = new UserActionFeature();
|
|
|
|
- user1dayActionFeature.setExp_cnt(record.getString("u_1day_exp_cnt"));
|
|
|
|
- user1dayActionFeature.setClick_cnt(record.getString("u_1day_click_cnt"));
|
|
|
|
- user1dayActionFeature.setShare_cnt(record.getString("u_1day_share_cnt"));
|
|
|
|
- user1dayActionFeature.setReturn_cnt(record.getString("u_1day_return_cnt"));
|
|
|
|
- user1dayActionFeature.setCtr(record.getString("u_ctr_1day"));
|
|
|
|
- user1dayActionFeature.setStr(record.getString("u_str_1day"));
|
|
|
|
- user1dayActionFeature.setRov(record.getString("u_rov_1day"));
|
|
|
|
- user1dayActionFeature.setRos(record.getString("u_ros_1day"));
|
|
|
|
- userFeature.setDay1_cnt_features(user1dayActionFeature);
|
|
|
|
-
|
|
|
|
- // 3day features
|
|
|
|
- UserActionFeature user3dayActionFeature = new UserActionFeature();
|
|
|
|
- user3dayActionFeature.setExp_cnt(record.getString("u_3day_exp_cnt"));
|
|
|
|
- user3dayActionFeature.setClick_cnt(record.getString("u_3day_click_cnt"));
|
|
|
|
- user3dayActionFeature.setShare_cnt(record.getString("u_3day_share_cnt"));
|
|
|
|
- user3dayActionFeature.setReturn_cnt(record.getString("u_3day_return_cnt"));
|
|
|
|
- user3dayActionFeature.setCtr(record.getString("u_ctr_3day"));
|
|
|
|
- user3dayActionFeature.setStr(record.getString("u_str_3day"));
|
|
|
|
- user3dayActionFeature.setRov(record.getString("u_rov_3day"));
|
|
|
|
- user3dayActionFeature.setRos(record.getString("u_ros_3day"));
|
|
|
|
- userFeature.setDay3_cnt_features(user3dayActionFeature);
|
|
|
|
-
|
|
|
|
- // 7day features
|
|
|
|
- UserActionFeature user7dayActionFeature = new UserActionFeature();
|
|
|
|
- user7dayActionFeature.setExp_cnt(record.getString("u_7day_exp_cnt"));
|
|
|
|
- user7dayActionFeature.setClick_cnt(record.getString("u_7day_click_cnt"));
|
|
|
|
- user7dayActionFeature.setShare_cnt(record.getString("u_7day_share_cnt"));
|
|
|
|
- user7dayActionFeature.setReturn_cnt(record.getString("u_7day_return_cnt"));
|
|
|
|
- user7dayActionFeature.setCtr(record.getString("u_ctr_7day"));
|
|
|
|
- user7dayActionFeature.setStr(record.getString("u_str_7day"));
|
|
|
|
- user7dayActionFeature.setRov(record.getString("u_rov_7day"));
|
|
|
|
- user7dayActionFeature.setRos(record.getString("u_ros_7day"));
|
|
|
|
- userFeature.setDay7_cnt_features(user7dayActionFeature);
|
|
|
|
-
|
|
|
|
- // 3month features
|
|
|
|
- UserActionFeature user3monthActionFeature = new UserActionFeature();
|
|
|
|
- user3monthActionFeature.setExp_cnt(record.getString("u_3month_exp_cnt"));
|
|
|
|
- user3monthActionFeature.setClick_cnt(record.getString("u_3month_click_cnt"));
|
|
|
|
- user3monthActionFeature.setShare_cnt(record.getString("u_3month_share_cnt"));
|
|
|
|
- user3monthActionFeature.setReturn_cnt(record.getString("u_3month_return_cnt"));
|
|
|
|
- user3monthActionFeature.setCtr(record.getString("u_ctr_3month"));
|
|
|
|
- user3monthActionFeature.setStr(record.getString("u_str_3month"));
|
|
|
|
- user3monthActionFeature.setRov(record.getString("u_rov_3month"));
|
|
|
|
- user3monthActionFeature.setRos(record.getString("u_ros_3month"));
|
|
|
|
- userFeature.setMonth3_cnt_features(user3monthActionFeature);
|
|
|
|
-
|
|
|
|
- return userFeature;
|
|
|
|
- }
|
|
|
|
-
|
|
|
|
-
|
|
|
|
- public static ItemFeature constructItemFeature(Record record) {
|
|
|
|
- ItemFeature itemFeature = new ItemFeature();
|
|
|
|
- itemFeature.setVideoId(record.get("videoid").toString());
|
|
|
|
- itemFeature.setUpId(record.get("uid").toString());
|
|
|
|
- //itemFeature.setTitleLength(record.get("play_count").toString());
|
|
|
|
- itemFeature.setPlayLength(record.get("total_time").toString());
|
|
|
|
- itemFeature.setTotalTime(record.get("total_time").toString());
|
|
|
|
- itemFeature.setDaysSinceUpload(record.get("existence_days").toString());
|
|
|
|
-
|
|
|
|
- UserActionFeature user1dayActionFeature = new UserActionFeature();
|
|
|
|
- user1dayActionFeature.setExp_cnt(record.getString("i_1day_exp_cnt"));
|
|
|
|
- user1dayActionFeature.setClick_cnt(record.getString("i_1day_click_cnt"));
|
|
|
|
- user1dayActionFeature.setShare_cnt(record.getString("i_1day_share_cnt"));
|
|
|
|
- user1dayActionFeature.setReturn_cnt(record.getString("i_1day_return_cnt"));
|
|
|
|
- user1dayActionFeature.setCtr(record.getString("i_ctr_1day"));
|
|
|
|
- user1dayActionFeature.setStr(record.getString("i_str_1day"));
|
|
|
|
- user1dayActionFeature.setRov(record.getString("i_rov_1day"));
|
|
|
|
- user1dayActionFeature.setRos(record.getString("i_ros_1day"));
|
|
|
|
- itemFeature.setDay1_cnt_features(user1dayActionFeature);
|
|
|
|
-
|
|
|
|
- UserActionFeature user3dayActionFeature = new UserActionFeature();
|
|
|
|
- user3dayActionFeature.setExp_cnt(record.getString("i_3day_exp_cnt"));
|
|
|
|
- user3dayActionFeature.setClick_cnt(record.getString("i_3day_click_cnt"));
|
|
|
|
- user3dayActionFeature.setShare_cnt(record.getString("i_3day_share_cnt"));
|
|
|
|
- user3dayActionFeature.setReturn_cnt(record.getString("i_3day_return_cnt"));
|
|
|
|
- user3dayActionFeature.setCtr(record.getString("i_ctr_3day"));
|
|
|
|
- user3dayActionFeature.setStr(record.getString("i_str_3day"));
|
|
|
|
- user3dayActionFeature.setRov(record.getString("i_rov_3day"));
|
|
|
|
- user3dayActionFeature.setRos(record.getString("i_ros_3day"));
|
|
|
|
- itemFeature.setDay3_cnt_features(user1dayActionFeature);
|
|
|
|
-
|
|
|
|
- UserActionFeature user7dayActionFeature = new UserActionFeature();
|
|
|
|
- user7dayActionFeature.setExp_cnt(record.getString("i_7day_exp_cnt"));
|
|
|
|
- user7dayActionFeature.setClick_cnt(record.getString("i_7day_click_cnt"));
|
|
|
|
- user7dayActionFeature.setShare_cnt(record.getString("i_7day_share_cnt"));
|
|
|
|
- user7dayActionFeature.setReturn_cnt(record.getString("i_7day_return_cnt"));
|
|
|
|
- user7dayActionFeature.setCtr(record.getString("i_ctr_7day"));
|
|
|
|
- user7dayActionFeature.setStr(record.getString("i_str_7day"));
|
|
|
|
- user7dayActionFeature.setRov(record.getString("i_rov_7day"));
|
|
|
|
- user7dayActionFeature.setRos(record.getString("i_ros_7day"));
|
|
|
|
- itemFeature.setDay7_cnt_features(user1dayActionFeature);
|
|
|
|
-
|
|
|
|
- UserActionFeature user3monthActionFeature = new UserActionFeature();
|
|
|
|
- user3monthActionFeature.setExp_cnt(record.getString("i_3month_exp_cnt"));
|
|
|
|
- user3monthActionFeature.setClick_cnt(record.getString("i_3month_click_cnt"));
|
|
|
|
- user3monthActionFeature.setShare_cnt(record.getString("i_3month_share_cnt"));
|
|
|
|
- user3monthActionFeature.setReturn_cnt(record.getString("i_3month_return_cnt"));
|
|
|
|
- user3monthActionFeature.setCtr(record.getString("i_ctr_3month"));
|
|
|
|
- user3monthActionFeature.setStr(record.getString("i_str_3month"));
|
|
|
|
- user3monthActionFeature.setRov(record.getString("i_rov_3month"));
|
|
|
|
- user3monthActionFeature.setRos(record.getString("i_ros_3month"));
|
|
|
|
- itemFeature.setMonth3_cnt_features(user3monthActionFeature);
|
|
|
|
- return itemFeature;
|
|
|
|
- }
|
|
|
|
-
|
|
|
|
-
|
|
|
|
-}
|
|
|