| | |
| | | "strings" |
| | | "time" |
| | | |
| | | bigCache "basic.com/pubsub/cache.git" |
| | | "basic.com/pubsub/protomsg.git" |
| | | "github.com/knetic/govaluate" |
| | | ) |
| | | |
| | | func init () { |
| | | bigCache.Init() |
| | | } |
| | | // 任务 |
| | | type Task struct { |
| | | camID string //摄像机ID |
| | |
| | | IsYolo bool // 是否是yolo数据 |
| | | Location Rect // 记下每个目标的位置参数,最后给结果装配人脸数据的时候用的到 |
| | | SdkName string |
| | | Feature []byte |
| | | ThftRes protomsg.ThftResult |
| | | Liker []*protomsg.Baseinfo |
| | | } |
| | |
| | | IsYolo bool // 是否是yolo数据 |
| | | SdkName string |
| | | ThftRes protomsg.ThftResult |
| | | Liker []*protomsg.Baseinfo // 如果是人脸的话尤其是比对,应存下他跟底库的人员的相似情况 yolo的话给nil就行 |
| | | Feature []byte |
| | | } |
| | | |
| | | // 每个算法对于当前帧画面自己提取的数据 |
| | |
| | | func GetPolygons(cameraId string) []protomsg.CameraPolygon { |
| | | //var api dbapi.CameraApi |
| | | //data := api.FindAllPolygons() |
| | | ////fmt.Println("查到的所有区域:", data) |
| | | ////logger.Info("查到的所有区域:", data) |
| | | //// 根据id从map中拿到区域 |
| | | var cameraPolygons []protomsg.CameraPolygon |
| | | //for _, item := range data { |
| | |
| | | } |
| | | } |
| | | } |
| | | func Compare(args *SdkDatas, groupRule *protomsg.GroupRule) { |
| | | compareFlag := false |
| | | // 看看是否有只配人脸比对算法但没有配对比库的规则,如果有,则比对对象为全部底库 |
| | | for j := 0; j < len(groupRule.Rules); j++ { |
| | | if groupRule.Rules[j].SdkId == "812b674b-2375-4589-919a-5c1c3278a972" { |
| | | if groupRule.Rules[j].SdkArgAlias == "compareBase" { |
| | | compareFlag = true |
| | | } |
| | | } |
| | | } |
| | | if compareFlag { |
| | | logger.Info("配置了对比底库参数") |
| | | } else { |
| | | logger.Info("没有配置对比底库参数") |
| | | } |
| | | for j := 0; j < len(groupRule.Rules); j++ { |
| | | // 只有是人脸对比并且配置的参数是对比底库才走(若配的对比阈值则不走) |
| | | if groupRule.Rules[j].SdkId == "812b674b-2375-4589-919a-5c1c3278a972" && groupRule.Rules[j].SdkArgAlias == "compareBase" { |
| | | for _, sdkData := range args.Sdkdata { |
| | | if sdkData.SdkId == "812b674b-2375-4589-919a-5c1c3278a97e" { // 搜索到人脸检测的sdkdata 现在关于人脸的只有他一个sdk,全找他 |
| | | for _, areaMap := range sdkData.AreaMapList { |
| | | // 拿区域中每个人脸特征值去对比,填充其liker |
| | | if groupRule.Rules[j].PolygonId == areaMap.areaId { |
| | | for _, arg := range areaMap.args { |
| | | bytes := bigCache.Getdbpersonmsg("", arg.Feature, true) |
| | | var m map[string]float32 |
| | | json.Unmarshal(bytes, &m) |
| | | for key, val := range m { |
| | | fmt.Println(key) |
| | | baseinfo := protomsg.Baseinfo{} |
| | | baseinfo.CompareScore = val |
| | | arg.Liker = append(arg.Liker, &baseinfo) |
| | | } |
| | | logger.Info("-------------------成功给liker赋值:", arg.Liker) |
| | | } |
| | | } |
| | | } |
| | | } |
| | | } |
| | | } |
| | | } |
| | | } |
| | | func RunRule(args *SdkDatas, groupRule *protomsg.GroupRule, taskId string) bool { |
| | | defer func() { |
| | | if err := recover(); err != nil { |
| | | fmt.Println("比对规则有误", err.(string)) |
| | | logger.Error("比对规则有误", err.(string)) |
| | | } |
| | | }() |
| | | logger.Info("+++++++++++规则开始运行+++++++++++++++++当前规则--:", (*groupRule).GroupText) |
| | | logger.Info("+++++++++++规则开始运行+++++++++++++++++当前规则--:", *groupRule) |
| | | Compare(args, groupRule) |
| | | resultSplice := []*LittleRuleResult{} |
| | | // 先过完条件规则 |
| | | for j := 0; j < len(groupRule.Rules); j++ { |
| | |
| | | if strings.HasPrefix(completeFormula, "&&") || strings.HasPrefix(completeFormula, "||") || strings.HasPrefix(completeFormula, ">=") || strings.HasPrefix(completeFormula, "<=") || strings.HasPrefix(completeFormula, "==") || strings.HasPrefix(completeFormula, "!=") || strings.HasPrefix(completeFormula, ">") || strings.HasPrefix(completeFormula, "<") { |
| | | // 以这些开头的基本是联动任务 |
| | | if strings.HasPrefix(completeFormula, "&&") || strings.HasPrefix(completeFormula, "||") || strings.HasPrefix(completeFormula, ">=") || strings.HasPrefix(completeFormula, "<=") || strings.HasPrefix(completeFormula, "==") || strings.HasPrefix(completeFormula, "!=") { |
| | | completeFormula = completeFormula[2 :] |
| | | completeFormula = completeFormula[2:] |
| | | } |
| | | if strings.HasPrefix(completeFormula, ">") || strings.HasPrefix(completeFormula, "<") { |
| | | completeFormula = completeFormula[1 :] |
| | | completeFormula = completeFormula[1:] |
| | | } |
| | | logger.Info("-------------------看看拔毛后的表达式:",completeFormula) |
| | | logger.Info("-------------------看看拔毛后的表达式:", completeFormula) |
| | | expression, _ := govaluate.NewEvaluableExpression(completeFormula) |
| | | result, _ := expression.Evaluate(nil) // 得到数学公式的结果 |
| | | return result.(bool) |
| | |
| | | timeEle.N = timeEle.InitN // 重置定时器 |
| | | } |
| | | } |
| | | logger.Info("--------------------走这里了吗---------------") |
| | | logger.Info("-------------------重置定时器并返回false---------------") |
| | | return false |
| | | } else { |
| | | // 最后成功报警才把符合条件的人脸数据塞进结果标签里 |
| | |
| | | // 配了人脸的算法才把人脸的数据甩出来打标签 |
| | | flag11 := false |
| | | for j := 0; j < len(groupRule.Rules); j++ { |
| | | if groupRule.Rules[j].SdkId == "812b674b-2375-4589-919a-5c1c3278a97e" || groupRule.Rules[j].SdkId == "812b674b-2375-4589-919a-5c1c3278a971" { |
| | | if groupRule.Rules[j].SdkId == "812b674b-2375-4589-919a-5c1c3278a97e" || groupRule.Rules[j].SdkId == "812b674b-2375-4589-919a-5c1c3278a972" { |
| | | flag11 = true |
| | | } |
| | | } |
| | |
| | | } |
| | | } |
| | | if flag { |
| | | fmt.Println("___________________________________________________________________________终于走完万里长征") |
| | | logger.Warn("___________________________________________________________________________终于走完万里长征") |
| | | // 如果成功了我应该找到规则中涉及到的sdk,记录下他们的sdkname |
| | | sdkName := "" |
| | | for j := 0; j < len(groupRule.Rules); j++ { |
| | |
| | | //if flag11 { |
| | | // args.RuleResult["face"] = faces |
| | | //} |
| | | args.RuleResult["yolo"] = append(args.RuleResult["yolo"].([]Result), Result{taskId, sdkName, groupRule.GroupId, groupRule.AlarmLevel, groupRule.GroupText,locations}) |
| | | args.RuleResult["yolo"] = append(args.RuleResult["yolo"].([]Result), Result{taskId, sdkName, groupRule.GroupId, groupRule.AlarmLevel, groupRule.GroupText, locations}) |
| | | logger.Info("-------------------yolo结果标签", args.RuleResult["yolo"].([]Result)) |
| | | } |
| | | if args.RuleResult["face"] != nil { |
| | |
| | | |
| | | func putFaceToResult(rule *protomsg.Rule, am *AreaMap) []Arg { |
| | | faces := []Arg{} |
| | | if rule.SdkId == am.sdkId && rule.SdkId == "812b674b-2375-4589-919a-5c1c3278a97e" || rule.SdkId == "812b674b-2375-4589-919a-5c1c3278a971" { |
| | | if rule.SdkId == am.sdkId && rule.SdkId == "812b674b-2375-4589-919a-5c1c3278a97e" || rule.SdkId == "812b674b-2375-4589-919a-5c1c3278a972" { |
| | | if len(am.filterData) > 0 { |
| | | for _, data := range am.filterData { |
| | | faces = append(faces, data) |
| | |
| | | |
| | | func putYolosToResult(rule *protomsg.Rule, am *AreaMap) []Rect { |
| | | locations := []Rect{} |
| | | if rule.SdkId == am.sdkId && rule.SdkId != "812b674b-2375-4589-919a-5c1c3278a97e" && rule.SdkId != "812b674b-2375-4589-919a-5c1c3278a971" { |
| | | if rule.SdkId == am.sdkId && rule.SdkId != "812b674b-2375-4589-919a-5c1c3278a97e" && rule.SdkId != "812b674b-2375-4589-919a-5c1c3278a972" { |
| | | if len(am.filterData) > 0 { |
| | | for _, data := range am.filterData { |
| | | locations = append(locations, data.Location) |
| | |
| | | if threshold <= obj.Score && size <= float64(obj.Rects.Width*obj.Rects.Height) && intersectionper <= PgsInterPercent(areaPoints, obj.Rects, widthScale, heigthScale) { |
| | | // 这步要备齐表达式里所需要的所有参数 |
| | | a.targetNum++ |
| | | arg1 := Arg{obj.Score, PgsInterPercent(areaPoints, obj.Rects, widthScale, heigthScale), float64(obj.Rects.Width * obj.Rects.Height), obj.IsYolo, obj.Rects, obj.SdkName, obj.ThftRes, obj.Liker} |
| | | arg1 := Arg{obj.Score, PgsInterPercent(areaPoints, obj.Rects, widthScale, heigthScale), float64(obj.Rects.Width * obj.Rects.Height), obj.IsYolo, obj.Rects, obj.SdkName, obj.Feature, obj.ThftRes, []*protomsg.Baseinfo{}} |
| | | //logger.Println("放进去的arg:-------", arg1) |
| | | a.args = append(a.args, arg1) |
| | | a.filterData = append(a.filterData, arg1) |
| | |
| | | } else { |
| | | err := json.Unmarshal([]byte(areaPoints), &pts) |
| | | if err != nil { |
| | | fmt.Println("json.Unmarshal错误", err) |
| | | logger.Error("json.Unmarshal错误", err) |
| | | panic("序列化坐标异常,程序退出") |
| | | } |
| | | } |
| | |
| | | // 第一步查出跟这个摄像机相关的group_id(大规则) |
| | | //var api dbapi.CameraTaskArgsApi |
| | | // |
| | | ////fmt.Println("所有规则:", all) |
| | | ////logger.Info("所有规则:", all) |
| | | //var taskArgs []*protomsg.TaskGroupArgs |
| | | //for _, camArg := range all { |
| | | // if camArg.CameraId == cameraId { |
| | |
| | | timeEle := TimeElement{N: 3, InitN: 3, GroupId: groupRule.GroupId} // 扔进去一个定时器元素 |
| | | //TimeEleList = make(map[string]timeElement) |
| | | TimeEleList[groupRule.GroupId] = &timeEle // 定时器元素以规则组id为键 |
| | | fmt.Println("---------------------------------------------联动任务创建了计数器并且计数器集合为:", TimeEleList) |
| | | logger.Info("---------------------------------------------联动任务创建了计数器并且计数器集合为:", TimeEleList) |
| | | // 得出这组完整规则里涉及到几个摄像机,决定着数组里有几个结构体,去重添加方式 |
| | | for j := 0; j < len(groupRule.Rules); j++ { |
| | | var flag1 bool = true |
| | |
| | | // 往数组里赋值 |
| | | isOk := RunRule(args, groupRule, taskId) |
| | | if isOk { |
| | | fmt.Println("这帧图像在任务下的一整条规则下(联动任务下就是跟本摄像机像相关的小规则)的判断结果为true") |
| | | logger.Info("这帧图像在任务下的一整条规则下(联动任务下就是跟本摄像机像相关的小规则)的判断结果为true") |
| | | // 根据cameraId去更新或者插入结果,然后判断是否数组是否可以得出报警的结论 |
| | | // 往联动任务的结果数组里放值或更新 |
| | | for _, va := range timeEle.RuleResults { |
| | |
| | | } |
| | | } |
| | | if sdkName != "" { |
| | | args.RuleResult["yolo"] = append(args.RuleResult["yolo"].([]Result), Result{taskId, sdkName, groupRule.GroupId, groupRule.AlarmLevel, groupRule.GroupText,[]Rect{}}) |
| | | args.RuleResult["yolo"] = append(args.RuleResult["yolo"].([]Result), Result{taskId, sdkName, groupRule.GroupId, groupRule.AlarmLevel, groupRule.GroupText, []Rect{}}) |
| | | logger.Info("-------------------yolo结果标签", args.RuleResult["yolo"].([]Result)) |
| | | } |
| | | if args.RuleResult["face"] != nil { |
| | |
| | | } |
| | | } |
| | | } else { |
| | | fmt.Println("数组不圆满不打标签") |
| | | logger.Warn("数组不圆满不打标签") |
| | | } |
| | | } else { // 没有报警, |
| | | fmt.Println("这帧图像在任务下的一整条规则下(联动任务下就是跟本摄像机像相关的小规则)的判断结果为false") |
| | | logger.Info("这帧图像在任务下的一整条规则下(联动任务下就是跟本摄像机像相关的小规则)的判断结果为false") |
| | | // 所以也要去结果数组里放值或更新 |
| | | for _, va := range timeEle.RuleResults { |
| | | if args.CameraId != "" && va.CameraId == args.CameraId { // arg.CameraId 随便找一个数据 |
| | |
| | | |
| | | // 过滤规则先筛选出符合条件的目标数量 |
| | | func filterRule(rule *protomsg.Rule, am *AreaMap) LittleRuleResult { |
| | | if rule.SdkId == "812b674b-2375-4589-919a-5c1c3278a97e" || rule.SdkId == "812b674b-2375-4589-919a-5c1c3278a971" { |
| | | if rule.SdkId == "812b674b-2375-4589-919a-5c1c3278a97e" || rule.SdkId == "812b674b-2375-4589-919a-5c1c3278a972" { |
| | | // 处理的是人脸算法 如果这条规则配置的是人脸算法,过滤完条件之后直接得出结果,因为肯定没有数量条件,自己拼接 |
| | | |
| | | logger.Info("规则的算法id和区域的算法id:", rule.SdkId, "===", am.sdkId) |
| | | if rule.SdkId == am.sdkId && rule.PolygonId == am.areaId { // 算法和区域都得对的上 |
| | | |
| | | if rule.SdkId == "812b674b-2375-4589-919a-5c1c3278a971" { |
| | | if rule.SdkId == "812b674b-2375-4589-919a-5c1c3278a972" && rule.SdkArgAlias != "time_rule" { |
| | | // 只需要过滤阈值,过滤完后数组长度大于0即为报警,但要考虑如何对每一张都报警呢 |
| | | argValue, err := strconv.ParseFloat(rule.SdkArgValue, 64) |
| | | if err != nil { |
| | | logger.Info("规则配置的阈值非法") |
| | | logger.Error("规则配置的阈值非法") |
| | | return LittleRuleResult{am.sdkName, rule.RuleWithPre + "" + "false", rule.Sort} |
| | | } |
| | | flag := "false" |
| | | for _, obj := range am.filterData { |
| | | for index := 0; index < len(obj.Liker); { |
| | | // 将达不到阈值的相似者从相似者数组中删除 |
| | | if float64(obj.Liker[index].CompareScore) < argValue { |
| | | logger.Warn("=======================相似值:", float64(obj.Liker[index].CompareScore*100)) |
| | | if float64(obj.Liker[index].CompareScore*100) < argValue { |
| | | // Go 语言中切片删除元素的本质是:以被删除元素为分界点,将前后两个部分的内存重新连接起来。不用怀疑,数组删除元素就这么坑爹 |
| | | obj.Liker = append(obj.Liker[:index], obj.Liker[index+1:]...) |
| | | } else { |
| | |
| | | for k, _ := range TimeEleList { |
| | | if k == am.taskId+" "+am.sdkId+" "+am.areaId { |
| | | flag = false // 有就置为false |
| | | fmt.Println("有这个定时器,不再创建了:") |
| | | logger.Info("有这个定时器,不再创建了:") |
| | | } |
| | | } |
| | | |
| | |
| | | timeEle := TimeElement{N: timeLength, InitN: timeLength} // 扔进去一个定时器元素 |
| | | //TimeEleList = make(map[string]timeElement) |
| | | TimeEleList[am.taskId+" "+am.sdkId+" "+am.areaId] = &timeEle // 定时器元素以摄像机id拼接区域id为键 |
| | | fmt.Println("创建了计数器并且计数器集合为:", TimeEleList) |
| | | logger.Info("创建了计数器并且计数器集合为:", TimeEleList) |
| | | } |
| | | } |
| | | } |
| | |
| | | func transferParameters(rule *protomsg.Rule, am *AreaMap) LittleRuleResult { |
| | | if rule.SdkId == am.sdkId && rule.PolygonId == am.areaId { // 首先规则所对应的区域id要跟区域数据的id对的上 |
| | | if rule.SdkArgAlias == "targetNum" { // 如果参数是要区域内目标数量 即yolo 人脸不会有数量 |
| | | //fmt.Println("得出结果阶段", "比较的规则是:", rule) |
| | | //logger.Info("得出结果阶段", "比较的规则是:", rule) |
| | | if rule.Operator == "" { |
| | | return LittleRuleResult{am.sdkName, strconv.Itoa(am.targetNum) + "" + rule.RuleWithPre, rule.Sort} // 如果后面不跟操作符就直接返回数量 比如要跟下一个区域比较数量的就直接返回本区域的数量 |
| | | } |
| | |
| | | if rule.SdkArgAlias == "time_rule" { // 判断是否符合时间规则 |
| | | logger.Info("----------当前时间规则:---------", rule) |
| | | // 根据放值字段里存的时间规则的id去另一个表里查需要比对的时间段(比如当前时间是周三,应根据区域id查出其周三的几个布防时间段,数组) |
| | | //fmt.Println("时间规则的测试") |
| | | //logger.Info("时间规则的测试") |
| | | now := time.Now() |
| | | index := getIndexOfWeek(now.Weekday().String()) |
| | | timeList := GetTimeById(rule.SdkArgValue, index) |
| | | logger.Info("当天的时间段集合:----------", timeList) |
| | | //fmt.Println("从数据库中查出的时间规则:", timeList) |
| | | //logger.Info("从数据库中查出的时间规则:", timeList) |
| | | // 判断图片数据的时间是否符合当前规则 在一个即为true,全不在为false |
| | | |
| | | if rule.Operator == "satisfy" || rule.Operator == "==" { // 满足所选的时间规则 |
| | |
| | | formula1 := "'" + timeSlot.End + "'" + ">" + "'" + am.time + "'" |
| | | expression1, _ := govaluate.NewEvaluableExpression(formula1) // 得到数学公式 |
| | | result1, _ := expression1.Evaluate(nil) // 得到数学公式的结果 |
| | | //fmt.Println("看看这两尊大神", result, result1) |
| | | //logger.Info("看看这两尊大神", result, result1) |
| | | if result.(bool) && result1.(bool) { |
| | | flag = "true" |
| | | break |