HumanVehicleAssociationServiceImpl.java
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package com.objecteye.service.impl;
import com.alibaba.fastjson.JSONArray;
import com.alibaba.fastjson.JSONObject;
import com.objecteye.entity.PageResult;
import com.objecteye.pojo.*;
import com.objecteye.service.HumanVehicleAssociationService;
import com.objecteye.utils.CompareDistance;
import com.objecteye.utils.HttpClientUtils;
import com.objecteye.utils.UserTools;
import com.objecteye.utils.VehicleEngine;
import lombok.extern.slf4j.Slf4j;
import org.springframework.beans.factory.annotation.Autowired;
import org.springframework.beans.factory.annotation.Value;
import org.springframework.data.domain.Sort;
import org.springframework.data.mongodb.core.MongoTemplate;
import org.springframework.data.mongodb.core.query.Criteria;
import org.springframework.data.mongodb.core.query.Query;
import org.springframework.stereotype.Service;
import org.springframework.web.multipart.MultipartFile;
import java.math.BigDecimal;
import java.math.RoundingMode;
import java.text.SimpleDateFormat;
import java.util.*;
import java.util.stream.Collectors;
/**
* @author yumiu
*/
@Service
@Slf4j
public class HumanVehicleAssociationServiceImpl implements HumanVehicleAssociationService {
@Autowired
private MongoTemplate mongoTemplate;
@Autowired
private HttpClientUtils httpClientUtils;
@Autowired
private VehicleEngine vehicleEngine;
@Autowired
private CompareDistance compareDistance;
@Value("${topN}")
private int topN;
@Value("${threadNum}")
private int threadNum;
private SimpleDateFormat simpleDateFormat = new SimpleDateFormat("yyyy-MM-dd HH:mm:ss");
/**
* 以人搜车
*
* @param currentpage
* @param pagevolume
* @param picfile
* @return
*/
@Override
public PageResult searchVehicleFromHuman(Long starttime, Long endtime, Float thresholds, int currentpage, int pagevolume, MultipartFile picfile) {
if (null == picfile || picfile.equals("undefined")) {
return null;
}
//创建返回的数据对象
Vector<SearchVehicleFromPeopleInfo> searchVehicleFromPeopleInfos = new Vector<>();
String peopleFace = httpClientUtils.multiToPeople(picfile);
JSONObject peopleFaceJson = JSONObject.parseObject(peopleFace);
Integer code = peopleFaceJson.getInteger("code");
if (code == 0) {
JSONObject result = peopleFaceJson.getJSONObject("result");
if (result == null) {
return null;
}
Integer count = result.getInteger("count");
if (count > 0) {
JSONArray info = result.getJSONArray("info");
//创建treeMap,设置为降序排列
TreeMap<Integer, JSONArray> treeMap = new TreeMap<>((a, b) -> b - a);
for (int i = 0; i < info.size(); i++) {
int size = 0;
JSONObject peopleInfoSingle = info.getJSONObject(i);
JSONObject faceDetectInfoParam = peopleInfoSingle.getJSONObject("faceDetectInfoParam");
JSONObject face_position = faceDetectInfoParam.containsKey("face_position") ? faceDetectInfoParam.getJSONObject("face_position") : null;
Integer width = 0;
Integer height = 0;
if (null != face_position) {
width = face_position.getInteger("width");
height = face_position.getInteger("height");
}
//获取到面积
size = width * height;
JSONArray featureArray = peopleInfoSingle.containsKey("feature") ? peopleInfoSingle.getJSONArray("feature") : null;
treeMap.put(size, featureArray);
}
//获取到最大的人像
JSONArray maxFeaArr = treeMap.get(treeMap.firstKey());
//将JSONArr转换为float[]
float[] feaFloats = new float[512];
for (int i = 0; i < feaFloats.length; i++) {
feaFloats[i] = maxFeaArr.getFloat(i);
}
//调用人脸检索接口获取相似的人像的RetrieveKey
int localTopN = 20000;
SearchDataFromRetrieveDb searchDataFromRetrieveDb = vehicleEngine.searchDataFromRetrieveDb(localTopN, thresholds, threadNum, feaFloats);
List<SearchDataFromRetrieveDbResult> list = searchDataFromRetrieveDb.getResult();
Map<String, SearchDataFromRetrieveDbResult> retrieveKeyDbResultMap = list.stream()
.collect(Collectors.toMap(SearchDataFromRetrieveDbResult::getRetrieveKey, a -> a, (k1, k2) -> k1));
Criteria criteria = new Criteria();
if (starttime == null) {
if (endtime != null) {
criteria.and("pictime").lte(endtime);
}
} else {
if (endtime == null) {
criteria.and("pictime").gte(starttime);
} else {
criteria.and("pictime").gte(starttime).lte(endtime);
}
}
Query primaryStepQuery = Query.query(criteria).with(Sort.by(Sort.Order.desc("pictime")));
primaryStepQuery.fields().include("id");
primaryStepQuery.fields().include("personid");
primaryStepQuery.fields().include("pictime");
primaryStepQuery.fields().include("vehicle_plate_hphm");
primaryStepQuery.fields().include("picurl");
primaryStepQuery.fields().include("personUrl");
// 数据库过滤结果
List<RabbitMQVehicle> rabbitMqVehicles = mongoTemplate.find(primaryStepQuery, RabbitMQVehicle.class);
for (RabbitMQVehicle rabbitMqVehicle : rabbitMqVehicles) {
if (rabbitMqVehicle == null) {
continue;
}
if (retrieveKeyDbResultMap.containsKey(rabbitMqVehicle.getPersonid())) {
SearchDataFromRetrieveDbResult searchDataFromRetrieveDbResult = retrieveKeyDbResultMap.get(rabbitMqVehicle.getPersonid());
SearchVehicleFromPeopleInfo searchVehicleFromPeopleSingle = new SearchVehicleFromPeopleInfo(rabbitMqVehicle.getId(),
simpleDateFormat.format(new Date(rabbitMqVehicle.getPictime())),
rabbitMqVehicle.getVehicle_plate_hphm(), searchDataFromRetrieveDbResult.getScore(), rabbitMqVehicle.getPicurl(), rabbitMqVehicle.getPersonUrl());
searchVehicleFromPeopleInfos.add(searchVehicleFromPeopleSingle);
}
}
return UserTools.makePageResultByBaseList(searchVehicleFromPeopleInfos, currentpage, pagevolume);
}
}
return null;
}
/**
* 根据精准车辆号牌查询人像
*
* @param currentpage
* @param pagevolume
* @param hphm
* @return
*/
@Override
public SearchPeopleOfhphmResult searchPeopleFromHphm(Long starttime, Long endtime, Integer currentpage, Integer pagevolume, String hphm) {
SearchPeopleOfhphmResult searchPeopleOfhphmResult = new SearchPeopleOfhphmResult();
List<SearchPeopleOfHphmInfo> list = null;
if (!"".equals(hphm)) {
list = new ArrayList<SearchPeopleOfHphmInfo>();
//首先根据车辆号牌查询到相关的车辆
List<RabbitMQVehicle> byHphm = findByHphm(starttime, endtime, hphm, currentpage, pagevolume);
for (RabbitMQVehicle rmqv : byHphm) {
Long pictime = rmqv.getPictime();
//获取时间范围
starttime = (starttime == null) ? 0 : starttime;
endtime = (endtime == null) ? 9999999999999L : endtime;
if (pictime <= endtime && pictime >= starttime) {
SearchPeopleOfHphmInfo searchPeopleOfHphmInfo = new SearchPeopleOfHphmInfo(rmqv.getId(),
simpleDateFormat.format(new Date(rmqv.getPictime())),
rmqv.getVehicle_plate_hphm(), rmqv.getPersonUrl());
list.add(searchPeopleOfHphmInfo);
}
}
searchPeopleOfhphmResult.setTotal((int) Math.ceil((double) list.size() / pagevolume));
searchPeopleOfhphmResult.setRow(list);
}
return searchPeopleOfhphmResult;
}
/**
* 通过personid获取到车辆信息
*
* @return
*/
@Override
public RabbitMQVehicle findVehicleByRetrieveKey(String personid) {
Query query = new Query();
Criteria criteria = Criteria.where("personid").is(personid);
query.addCriteria(criteria);
return mongoTemplate.findOne(query, RabbitMQVehicle.class);
}
/**
* 通过车辆号牌获取到车辆信息
*
* @return
*/
@Override
public List<RabbitMQVehicle> findByHphm(Long starttime, Long endtime, String hphm, int currentPage, int pageSize) {
Query query = new Query();
query.with(Sort.by(Sort.Order.desc("pictime")));
int skip = (currentPage - 1) * pageSize;
query.addCriteria(new Criteria().andOperator(Criteria.where("vehicle_plate_hphm").is(hphm), Criteria.where("personUrl").ne(null)));
query.skip(skip);
query.limit(pageSize);
return mongoTemplate.find(query, RabbitMQVehicle.class);
}
/**
* 通过retrieveKey获取到人信息
*
* @return
*/
@Override
public FaceInfoParam findPeopleByRetrieveKey(String retrieveKey, int currentPage, int pageSize) {
Query query = new Query();
int skip = (currentPage - 1) * pageSize;
Criteria criteria = Criteria.where("retrieveKey").is(retrieveKey);
query.addCriteria(criteria);
query.skip(skip);// 从那条记录开始
query.limit(pageSize);// 取多少条记录
return mongoTemplate.findOne(query, FaceInfoParam.class);
}
/**
* 根据车辆图片查询关联的人
*
* @param number
* @param threshold
* @param currentpage
* @param pagevolume
* @param picfile
* @return
*/
@Override
public List<FaceInfoParam> searchPeopleOfVehiclePic(int number, double threshold, int currentpage, int pagevolume, MultipartFile picfile) {
List<FaceInfoParam> list = null;
//根据MultipartFile,调用接口获取到该车辆的信息
JSONObject byPic = findByPic(number, threshold, currentpage, pagevolume, picfile);
//根据查询到的车辆获取到每辆车的retrieveKey
if (byPic != null && byPic.getInteger("total") > 0) {
list = new ArrayList<FaceInfoParam>();
JSONArray rowArr = byPic.getJSONArray("row");
for (int i = 0; i < rowArr.size(); i++) {
String retrieveKey = rowArr.getJSONObject(i).getString("retrieveKey");
//根据retrieveKey查询到相关人
Query query = new Query();
query.addCriteria(Criteria.where("retrieveKey").is(retrieveKey));
FaceInfoParam faceInfoParamSingle = mongoTemplate.findOne(query, FaceInfoParam.class);
list.add(faceInfoParamSingle);
}
}
return list;
}
/**
* 通过过车序号和图片查询车辆集合
*
* @param number
* @param threshold
* @param currentpage
* @param pagevolume
* @param picfile
* @return
*/
public JSONObject findByPic(int number, double threshold, int currentpage, int pagevolume, MultipartFile picfile) {
JSONObject data = null;
//封装结果的对象
if (picfile == null) {
return data;
}
//查询到所有数据信息
List<RabbitMQVehicle> allRabbitMQVehicleList = mongoTemplate.findAll(RabbitMQVehicle.class);
String vehicleInfoByBase64 = httpClientUtils.multiToVehicle(picfile);
JSONArray infoArr = JSONObject.parseObject(vehicleInfoByBase64).getJSONObject("result").getJSONArray("info");
//获取到用户选中的车辆
int size = infoArr.size();
if (number < size) {
JSONObject vehicleSingleInfo = infoArr.getJSONObject(number);
//获取该车辆的特征信息
double[] currentFeature = new double[256];
JSONArray featureArr = vehicleSingleInfo.getJSONObject("vehicle_fea_res").getJSONArray("feature");
//将featureArr转换为double[]类型
for (int i = 0; i < featureArr.size(); i++) {
currentFeature[i] = featureArr.getDouble(i);
}
double currentFea = compareDistance.getDistance(currentFeature);
//遍历mongodb所有的车辆信息
List<PicVehicleCompare> pvc = new ArrayList<PicVehicleCompare>();
for (RabbitMQVehicle rabbitMQVehicle : allRabbitMQVehicleList) {
int vehicle_special_type = rabbitMQVehicle.getVehicle_special_type();
double[] dbFeature = rabbitMQVehicle.getVehicle_fea_feature();
//进行比对
double dbFea = compareDistance.getDistance(dbFeature);
double similar = compareDistance.simDistance(currentFeature, currentFea, dbFeature, dbFea);
if (threshold <= similar) {
similar = (double) Math.round(similar * 100) / 100;
similar = similar >= 1 ? 1 : similar;
PicVehicleCompare picVehicleCompare = new PicVehicleCompare();
picVehicleCompare.setSimilar(similar);
picVehicleCompare.setRabbitMQVehicle(rabbitMQVehicle);
pvc.add(picVehicleCompare);
}
}
//对row进行排序
pvc.sort((o1, o2) -> {
if (o2.getSimilar() == o1.getSimilar()) {
return 0;
} else {
return (o2.getSimilar() > o1.getSimilar()) ? 1 : -1;
}
});
//对row进行分页查询
List<PicVehicleCompare> picVehicleComparesNew = UserTools.getPagedResultByBaseList(pvc, currentpage, pagevolume);
//根据总条数获取总页数
int totalPage = UserTools.getPageTotalByBaseList(pvc, pagevolume);
//获取row数据
JSONArray row = new JSONArray();
for (PicVehicleCompare next : picVehicleComparesNew) {
JSONObject rowData = new JSONObject();
//获取id
RabbitMQVehicle rabbitMQVehicle1 = next.getRabbitMQVehicle();
String id = rabbitMQVehicle1.getId();
rowData.put("id", id);
rowData.put("hphm", rabbitMQVehicle1.getVehicle_plate_hphm());
Long pictime = rabbitMQVehicle1.getPictime();
rowData.put("phototime", simpleDateFormat.format(new Date(pictime)));
rowData.put("recordid", rabbitMQVehicle1.getRecordid());
// 新方法,如果不需要四舍五入,可以使用RoundingMode.DOWN
double similar = next.getSimilar();
BigDecimal bg = new BigDecimal(similar).setScale(2, RoundingMode.UP);
rowData.put("similar", bg.doubleValue());
rowData.put("retrieveKey", rabbitMQVehicle1.getPersonid());
//添加图片路径
rowData.put("picurl", rabbitMQVehicle1.getPicurl());
row.add(rowData);
}
data = new JSONObject();
if (pvc.size() > 0 && row.size() > 0) {
data.put("total", totalPage);
data.put("row", row);
}
}
return data;
}
}