每日一题 为了工作 2020 0510 第六十八题

Posted 2020-11-28 walxt

package com.swust.action;

import com.alibaba.fastjson.JSONObject;
import com.swust.constant.Constants;
import com.swust.skynet.SelfDefineAccumulator;
import com.swust.utils.StringUtils;
import org.apache.spark.api.java.JavaPairRDD;
import org.apache.spark.api.java.JavaRDD;
import org.apache.spark.api.java.JavaSparkContext;
import org.apache.spark.api.java.Optional;
import org.apache.spark.api.java.function.PairFlatMapFunction;
import org.apache.spark.api.java.function.PairFunction;
import org.apache.spark.sql.Dataset;
import org.apache.spark.sql.Row;
import org.apache.spark.sql.SparkSession;
import scala.Tuple2;

import java.util.ArrayList;
import java.util.Arrays;
import java.util.Iterator;
import java.util.List;

/**
 *
 * @author 雪瞳
 * @Slogan 时钟尚且前行，人怎能就此止步！
 * @Function 检测路口状态
 *
 */
public class CheckMonitorState {
    public static JavaPairRDD<Integer,String> checkMonitorState(JavaSparkContext jsc,
                                                                SparkSession session,
                                                                JavaPairRDD<String,String> startMonitorInfos,
                                                                final long taskId,
                                                                JSONObject taskParamsJsonObject,
                                                                SelfDefineAccumulator  accumulator){
        //从monitor_camera_info标准表中查询出来每一个卡口对应的camera的数量
        String sqlText = "select * from monitor_camera_info";
        Dataset<Row> standDataFrame = session.sql(sqlText);
        JavaRDD<Row> standRdd = standDataFrame.toJavaRDD();

        //转换成k-v格式RDD
        JavaPairRDD<String, String> monitorRdd = standRdd.mapToPair(new PairFunction<Row, String, String>() {
            @Override
            public Tuple2<String, String> call(Row row) throws Exception {

                String key = row.getString(0);
                String value = row.getString(1);
                Tuple2<String, String> tp = new Tuple2<>(key, value);
                return tp;
            }
        });
        /**
         * 对每一个卡扣下面的信息进行统计，统计出来camera_count（这个卡扣下一共有多少个摄像头）,camera_ids(这个卡扣下，所有的摄像头编号拼接成的字符串)
         * 返回：
         * 	("monitorId","cameraIds=xxx|cameraCount=xxx")
         * 例如：
         * 	("0008","cameraIds=02322,01213,03442|cameraCount=3")
         * 如何来统计？
         * 	1、按照monitor_id分组
         * 	2、使用mapToPair遍历，遍历的过程可以统计
         */
        JavaPairRDD<String, Iterable<String>> monitorGroupRdd = monitorRdd.groupByKey();
        JavaPairRDD<String, String> monitorGroupInfosRdd = monitorGroupRdd.mapToPair(new PairFunction<Tuple2<String, Iterable<String>>, String, String>() {
            @Override
            public Tuple2<String, String> call(Tuple2<String, Iterable<String>> tuple) throws Exception {
                String monitorId = tuple._1();
                Iterator<String> cameraIterator = tuple._2().iterator();
                int count = 0;
                StringBuilder cameraIds = new StringBuilder();

                while (cameraIterator.hasNext()) {
                    String next = cameraIterator.next();
                    count++;
                    cameraIds.append(next);
                }
                String cameraInfos = Constants.FIELD_CAMERA_IDS + "=" + cameraIds.toString().substring(1) + "|"
                        + Constants.FIELD_CAR_COUNT + "=" + count;

                return new Tuple2<>(monitorId, cameraInfos);
            }
        });
        //左外连接两个RDD
        JavaPairRDD<String, Tuple2<String, Optional<String>>> resultRdd = monitorGroupInfosRdd.leftOuterJoin(startMonitorInfos);
        JavaPairRDD<Integer, String> res = resultRdd.mapPartitionsToPair(new PairFlatMapFunction<Iterator<Tuple2<String, Tuple2<String, Optional<String>>>>, Integer, String>() {
            @Override
            public Iterator<Tuple2<Integer, String>> call(Iterator<Tuple2<String, Tuple2<String, Optional<String>>>> iterator) throws Exception {
                List<Tuple2<Integer, String>> list = new ArrayList<>();
                while (iterator.hasNext()) {
                    Tuple2<String, Tuple2<String, Optional<String>>> tuple2 = iterator.next();
                    String monitorId = tuple2._1();
                    String standCameraInfos = tuple2._2()._1();
                    Optional<String> factCameraInfosOptional = tuple2._2()._2();
                    String factCameraInfo = "";
                    if (factCameraInfosOptional.isPresent()) {
                        factCameraInfo = factCameraInfosOptional.get();
                    } else {
                        String standCameraIds = StringUtils.
                                getFieldFromConcatString(
                                        standCameraInfos, "\|", Constants.FIELD_CAMERA_IDS);
                        String abnoramlCameraCount = StringUtils.
                                getFieldFromConcatString(
                                        standCameraInfos,"\|", Constants.FIELD_CAMERA_COUNT);
                        accumulator.add(
                                Constants.FIELD_ABNORMAL_MONITOR_COUNT + "=1|"
                                        + Constants.FIELD_ABNORMAL_CAMERA_COUNT + "=" + abnoramlCameraCount + "|"
                                        + Constants.FIELD_ABNORMAL_MONITOR_CAMERA_INFOS + "=" + monitorId + ":" + standCameraIds
                        );
                        continue;
                    }
                    //实际摄像头个数
                    int factCameraCount = Integer.parseInt(StringUtils.
                            getFieldFromConcatString(
                                    factCameraInfo,"\|", Constants.FIELD_CAMERA_COUNT));
                    //标准摄像头个数
                    int standCameraCount = Integer.parseInt(StringUtils.
                            getFieldFromConcatString(
                                    standCameraInfos, "\|", Constants.FIELD_CAMERA_COUNT));
                    if (standCameraCount == factCameraCount) {
                        /**
                         * 1 正常路口的数量
                         * 2 异常路口的数量
                         * 3 正常通道个数
                         * 4 摄像头异常的个数
                         */
                        accumulator.add(Constants.FIELD_NORMAL_MONITOR_COUNT + "=1|" + Constants.FIELD_NORMAL_CAMERA_COUNT + "=" + factCameraCount);
                    } else {
                        //获取实际摄像头编号
                        String factCameraIds = StringUtils.getFieldFromConcatString(
                                factCameraInfo, "\|", Constants.FIELD_CAMERA_IDS);
                        //获取标准摄像头编号
                        String standCameraIds = StringUtils.getFieldFromConcatString(
                                standCameraInfos, "\|", Constants.FIELD_CAMERA_IDS);

                        List<String> factCameraIdList = Arrays.asList(factCameraIds.split(","));
                        List<String> standCameraIdList = Arrays.asList(standCameraIds.split(","));
                        StringBuilder abnormalCameraInfos = new StringBuilder();
                        int abnormalCameraCount = 0;
                        int normalCameraCount = 0;
                        for (String cameraId : standCameraIdList) {
                            if (!factCameraIdList.contains(cameraId)) {
                                abnormalCameraCount++;
                                abnormalCameraInfos.append("," + cameraId);
                            }
                        }
                        normalCameraCount = standCameraIdList.size() - abnormalCameraCount;
                        //往累加器中更新状态
                        accumulator.add(
                                Constants.FIELD_ABNORMAL_MONITOR_COUNT + "=1|"
                                        + Constants.FIELD_NORMAL_CAMERA_COUNT + "=" + normalCameraCount + "|"
                                        + Constants.FIELD_ABNORMAL_CAMERA_COUNT + "=" + abnormalCameraCount + "|"
                                        + Constants.FIELD_ABNORMAL_MONITOR_CAMERA_INFOS + "=" + monitorId + ":" + abnormalCameraInfos.toString().substring(1));
                    }
                    //从实际数据拼接到字符串中获取车流量
                    int carCount = Integer.parseInt(
                            StringUtils.getFieldFromConcatString(
                                    factCameraInfo, "\|", Constants.FIELD_CAMERA_COUNT));
                    list.add(new Tuple2<>(carCount, monitorId));
                }
                return list.iterator();
            }
        });
    return res;
    }
}