write code for real time data compute shell
This commit is contained in:
parent
fca6905d74
commit
a7d894d2de
|
|
@ -0,0 +1,156 @@
|
|||
// Package main implement redis test data injection
|
||||
package main
|
||||
|
||||
import (
|
||||
"context"
|
||||
"fmt"
|
||||
"log"
|
||||
"math/rand"
|
||||
"strconv"
|
||||
"time"
|
||||
|
||||
"modelRT/orm"
|
||||
|
||||
util "modelRT/deploy/redis-test-data/util"
|
||||
|
||||
"gorm.io/driver/postgres"
|
||||
"gorm.io/gorm"
|
||||
)
|
||||
|
||||
var (
|
||||
highEnd, highStart, lowStart, lowEnd int
|
||||
totalLength int
|
||||
highSegmentLength int
|
||||
lowSegmentLength int
|
||||
)
|
||||
|
||||
func selectRandomInt() int {
|
||||
options := []int{0, 2}
|
||||
randomIndex := rand.Intn(len(options))
|
||||
return options[randomIndex]
|
||||
}
|
||||
|
||||
// GenerateMixedData 生成满足特定条件的一组浮点数数据
|
||||
func GenerateMixedData(highMin, lowMin, highBase, lowBase, baseValue, normalBase float64) []string {
|
||||
totalLength = 500
|
||||
highSegmentLength = 20
|
||||
lowSegmentLength = 20
|
||||
|
||||
seed := time.Now().UnixNano()
|
||||
source := rand.NewSource(seed)
|
||||
r := rand.New(source)
|
||||
|
||||
data := make([]string, totalLength)
|
||||
highStart = rand.Intn(totalLength - highSegmentLength - lowSegmentLength - 1)
|
||||
highEnd = highStart + highSegmentLength
|
||||
lowStart = rand.Intn(totalLength-lowSegmentLength-highEnd) + highEnd
|
||||
lowEnd = lowStart + lowSegmentLength
|
||||
|
||||
for i := 0; i < totalLength; i++ {
|
||||
if i >= highStart && i < highStart+highSegmentLength {
|
||||
// 数据值均大于 55.0,在 [55.5, 60.0] 范围内随机
|
||||
// rand.Float64() 生成 [0.0, 1.0) 范围的浮点数
|
||||
data[i] = strconv.FormatFloat(highMin+r.Float64()*(highBase), 'f', 2, 64)
|
||||
} else if i >= lowStart && i < lowStart+lowSegmentLength {
|
||||
// 数据值均小于 45.0,在 [40.0, 44.5] 范围内随机
|
||||
data[i] = strconv.FormatFloat(lowMin+r.Float64()*(lowBase), 'f', 2, 64)
|
||||
} else {
|
||||
// 数据在 [45.0, 55.0] 范围内随机 (baseValue ± 5)
|
||||
// 50 + rand.Float64() * 10 - 5
|
||||
change := normalBase - r.Float64()*normalBase*2
|
||||
data[i] = strconv.FormatFloat(baseValue+change, 'f', 2, 64)
|
||||
}
|
||||
}
|
||||
return data
|
||||
}
|
||||
|
||||
func main() {
|
||||
rootCtx := context.Background()
|
||||
|
||||
pgURI := fmt.Sprintf("host=%s port=%d user=%s password=%s dbname=%s", "192.168.1.101", 5432, "postgres", "coslight", "demo")
|
||||
|
||||
postgresDBClient, err := gorm.Open(postgres.Open(pgURI))
|
||||
if err != nil {
|
||||
panic(err)
|
||||
}
|
||||
defer func() {
|
||||
sqlDB, err := postgresDBClient.DB()
|
||||
if err != nil {
|
||||
panic(err)
|
||||
}
|
||||
sqlDB.Close()
|
||||
}()
|
||||
|
||||
cancelCtx, cancel := context.WithTimeout(rootCtx, 5*time.Second)
|
||||
defer cancel()
|
||||
var measurements []orm.Measurement
|
||||
result := postgresDBClient.WithContext(cancelCtx).Find(&measurements)
|
||||
if result.Error != nil {
|
||||
panic(result.Error)
|
||||
}
|
||||
log.Println("总共读取到测量点数量:", len(measurements))
|
||||
measInfos := util.ProcessMeasurements(measurements)
|
||||
|
||||
for key, measInfo := range measInfos {
|
||||
var highMin, highBase float64
|
||||
var lowMin, lowBase float64
|
||||
var normalBase float64
|
||||
|
||||
// TODO 生成一次测试数据
|
||||
changes := measInfo.Changes
|
||||
baseValue := measInfo.BaseValue
|
||||
if len(changes) == 2 {
|
||||
highMin = baseValue + changes[0]
|
||||
lowMin = baseValue + changes[1]
|
||||
highBase = changes[0]
|
||||
lowBase = changes[1]
|
||||
normalBase = changes[0]
|
||||
} else {
|
||||
randomIndex := selectRandomInt()
|
||||
fmt.Println(randomIndex)
|
||||
highMin = baseValue + changes[randomIndex]
|
||||
lowMin = baseValue + changes[randomIndex+1]
|
||||
highBase = changes[randomIndex]
|
||||
lowBase = changes[randomIndex+1]
|
||||
normalBase = changes[0]
|
||||
}
|
||||
|
||||
datas := GenerateMixedData(highMin, lowMin, highBase, lowBase, baseValue, normalBase)
|
||||
|
||||
fmt.Printf("key:%s\n datas:%v\n", key, datas)
|
||||
// 检查高值段是否满足 > 55
|
||||
allHigh := true
|
||||
|
||||
for i := highStart; i < highEnd; i++ {
|
||||
value, _ := strconv.ParseFloat(datas[i], 10)
|
||||
if value <= highMin {
|
||||
allHigh = false
|
||||
break
|
||||
}
|
||||
}
|
||||
fmt.Printf("\n// 验证结果 (高值段在 %d-%d): 所有值是否 > %.2f? %t\n", highStart, highEnd-1, highMin, allHigh)
|
||||
|
||||
// 检查低值段是否满足 < 45
|
||||
allLow := true
|
||||
for i := lowStart; i < lowEnd; i++ {
|
||||
value, _ := strconv.ParseFloat(datas[i], 10)
|
||||
if value >= lowMin {
|
||||
allLow = false
|
||||
break
|
||||
}
|
||||
}
|
||||
fmt.Printf("// 验证结果 (低值段在 %d-%d): 所有值是否 < %.2f? %t\n", lowStart, lowEnd-1, lowMin, allLow)
|
||||
|
||||
allTrue := true
|
||||
for i := 0; i < totalLength-1; i++ {
|
||||
value, _ := strconv.ParseFloat(datas[i], 10)
|
||||
if i < highStart || (i >= highEnd && i < lowStart) || i >= lowEnd {
|
||||
fmt.Printf("index:%d, value:%.2f\n", i, value)
|
||||
if value >= highMin && value <= lowMin {
|
||||
allTrue = false
|
||||
}
|
||||
}
|
||||
}
|
||||
fmt.Printf("// 验证结果 (正常段在 %d-%d): 所有值是否 <= %.2f或>= %.2f? %t\n", 0, totalLength-1, highMin, lowMin, allTrue)
|
||||
}
|
||||
}
|
||||
|
|
@ -12,6 +12,7 @@ import (
|
|||
"syscall"
|
||||
"time"
|
||||
|
||||
"modelRT/deploy/redis-test-data/util"
|
||||
"modelRT/orm"
|
||||
|
||||
redis "github.com/redis/go-redis/v9"
|
||||
|
|
@ -43,292 +44,6 @@ func initRedisClient() *redis.Client {
|
|||
return rdb
|
||||
}
|
||||
|
||||
func processMeasurements(measurements []orm.Measurement) map[string]calculationResult {
|
||||
results := make(map[string]calculationResult, len(measurements))
|
||||
for _, measurement := range measurements {
|
||||
// 检查 DataSource 是否存在且 type 为 1
|
||||
if measurement.DataSource == nil {
|
||||
continue
|
||||
}
|
||||
|
||||
// 检查 type 是否为 1
|
||||
dataType, typeExists := measurement.DataSource["type"]
|
||||
if !typeExists {
|
||||
continue
|
||||
}
|
||||
|
||||
// 类型断言,处理不同的数字类型
|
||||
var typeValue int
|
||||
switch v := dataType.(type) {
|
||||
case int:
|
||||
typeValue = v
|
||||
case float64:
|
||||
typeValue = int(v)
|
||||
case int64:
|
||||
typeValue = int(v)
|
||||
default:
|
||||
continue
|
||||
}
|
||||
|
||||
if typeValue != 1 {
|
||||
continue
|
||||
}
|
||||
|
||||
// 获取 io_address
|
||||
ioAddressRaw, ioExists := measurement.DataSource["io_address"]
|
||||
if !ioExists {
|
||||
continue
|
||||
}
|
||||
|
||||
ioAddress, ok := ioAddressRaw.(map[string]any)
|
||||
if !ok {
|
||||
continue
|
||||
}
|
||||
|
||||
station, _ := ioAddress["station"].(string)
|
||||
device, _ := ioAddress["device"].(string)
|
||||
channel, _ := ioAddress["channel"].(string)
|
||||
|
||||
result := fmt.Sprintf("%s:%s:phasor:%s", station, device, channel)
|
||||
if measurement.EventPlan == nil {
|
||||
continue
|
||||
}
|
||||
|
||||
causeValue, causeExist := measurement.EventPlan["cause"]
|
||||
if !causeExist {
|
||||
continue
|
||||
}
|
||||
causeMap, ok := causeValue.(map[string]any)
|
||||
if !ok {
|
||||
continue
|
||||
}
|
||||
calResult, err := calculateBaseValueEnhanced(causeMap)
|
||||
if err != nil {
|
||||
continue
|
||||
}
|
||||
calResult.Size = measurement.Size
|
||||
results[result] = calResult
|
||||
}
|
||||
return results
|
||||
}
|
||||
|
||||
func calculateBaseValue(data map[string]any) (float64, error) {
|
||||
// 检查边沿触发类型
|
||||
if edge, exists := data["edge"]; exists {
|
||||
return calculateEdgeValue(edge)
|
||||
}
|
||||
|
||||
// 检查上下限和预警上下限
|
||||
hasUpDown := hasKeys(data, "up", "down")
|
||||
hasUpUpDownDown := hasKeys(data, "upup", "downdown")
|
||||
|
||||
switch {
|
||||
case hasUpDown && hasUpUpDownDown:
|
||||
// 同时包含四个键,使用 up 和 down 计算基准值
|
||||
return calculateAverage(data, "up", "down")
|
||||
|
||||
case hasUpDown:
|
||||
// 只有上下限
|
||||
return calculateAverage(data, "up", "down")
|
||||
|
||||
case hasUpUpDownDown:
|
||||
// 只有预警上上限与下下限
|
||||
return calculateAverage(data, "upup", "downdown")
|
||||
|
||||
default:
|
||||
return 0, fmt.Errorf("不支持的数据结构: %v", data)
|
||||
}
|
||||
}
|
||||
|
||||
func calculateEdgeValue(edge any) (float64, error) {
|
||||
edgeStr, ok := edge.(string)
|
||||
if !ok {
|
||||
return 0, fmt.Errorf("edge 字段类型错误,期望 string,得到 %T", edge)
|
||||
}
|
||||
|
||||
switch edgeStr {
|
||||
case "raising":
|
||||
return 1.0, nil
|
||||
case "falling":
|
||||
return 0.0, nil
|
||||
default:
|
||||
return 0, fmt.Errorf("不支持的 edge 值: %s", edgeStr)
|
||||
}
|
||||
}
|
||||
|
||||
func calculateAverage(data map[string]any, key1, key2 string) (float64, error) {
|
||||
val1, err := getFloatValue(data, key1)
|
||||
if err != nil {
|
||||
return 0, err
|
||||
}
|
||||
|
||||
val2, err := getFloatValue(data, key2)
|
||||
if err != nil {
|
||||
return 0, err
|
||||
}
|
||||
|
||||
return (val1 + val2) / 2.0, nil
|
||||
}
|
||||
|
||||
func calculateChanges(data map[string]any, baseValue float64, maxLimt bool, limitNum int) ([]float64, error) {
|
||||
results := make([]float64, 0, limitNum)
|
||||
switch limitNum {
|
||||
case 2:
|
||||
var key1, key2 string
|
||||
if maxLimt {
|
||||
key1 = "upup"
|
||||
key2 = "downdown"
|
||||
} else {
|
||||
key1 = "up"
|
||||
key2 = "down"
|
||||
}
|
||||
val1, err := getFloatValue(data, key1)
|
||||
if err != nil {
|
||||
return nil, err
|
||||
}
|
||||
results = append(results, val1-baseValue)
|
||||
|
||||
val2, err := getFloatValue(data, key2)
|
||||
if err != nil {
|
||||
return nil, err
|
||||
}
|
||||
results = append(results, val2-baseValue)
|
||||
case 4:
|
||||
key1 := "up"
|
||||
key2 := "down"
|
||||
key3 := "upup"
|
||||
key4 := "downdown"
|
||||
|
||||
val1, err := getFloatValue(data, key1)
|
||||
if err != nil {
|
||||
return nil, err
|
||||
}
|
||||
results = append(results, val1-baseValue)
|
||||
|
||||
val2, err := getFloatValue(data, key2)
|
||||
if err != nil {
|
||||
return nil, err
|
||||
}
|
||||
results = append(results, val2-baseValue)
|
||||
|
||||
val3, err := getFloatValue(data, key3)
|
||||
if err != nil {
|
||||
return nil, err
|
||||
}
|
||||
results = append(results, val3-baseValue)
|
||||
|
||||
val4, err := getFloatValue(data, key4)
|
||||
if err != nil {
|
||||
return nil, err
|
||||
}
|
||||
results = append(results, val4-baseValue)
|
||||
}
|
||||
|
||||
return results, nil
|
||||
}
|
||||
|
||||
func getFloatValue(data map[string]any, key string) (float64, error) {
|
||||
value, exists := data[key]
|
||||
if !exists {
|
||||
return 0, fmt.Errorf("缺少必需的键:%s", key)
|
||||
}
|
||||
|
||||
switch v := value.(type) {
|
||||
case float64:
|
||||
return v, nil
|
||||
case int:
|
||||
return float64(v), nil
|
||||
case float32:
|
||||
return float64(v), nil
|
||||
default:
|
||||
return 0, fmt.Errorf("键 %s 的值类型错误,期望数字类型,得到 %T", key, value)
|
||||
}
|
||||
}
|
||||
|
||||
func hasKeys(data map[string]any, keys ...string) bool {
|
||||
for _, key := range keys {
|
||||
if _, exists := data[key]; !exists {
|
||||
return false
|
||||
}
|
||||
}
|
||||
return true
|
||||
}
|
||||
|
||||
type calculationResult struct {
|
||||
BaseValue float64
|
||||
Changes []float64
|
||||
Size int
|
||||
BaseType string // "normal", "warning", "edge"
|
||||
Message string
|
||||
}
|
||||
|
||||
func calculateBaseValueEnhanced(data map[string]any) (calculationResult, error) {
|
||||
result := calculationResult{}
|
||||
if edge, exists := data["edge"]; exists {
|
||||
value, err := calculateEdgeValue(edge)
|
||||
if err != nil {
|
||||
return result, err
|
||||
}
|
||||
if edge == "raising" {
|
||||
result.Changes = []float64{1.0}
|
||||
} else {
|
||||
result.Changes = []float64{0.0}
|
||||
}
|
||||
|
||||
result.BaseValue = value
|
||||
result.BaseType = "TI"
|
||||
result.Message = "边沿触发基准值"
|
||||
return result, nil
|
||||
}
|
||||
|
||||
hasUpDown := hasKeys(data, "up", "down")
|
||||
hasUpUpDownDown := hasKeys(data, "upup", "downdown")
|
||||
result.BaseType = "TE"
|
||||
switch {
|
||||
case hasUpDown && hasUpUpDownDown:
|
||||
value, err := calculateAverage(data, "up", "down")
|
||||
if err != nil {
|
||||
return result, err
|
||||
}
|
||||
result.BaseValue = value
|
||||
result.Changes, err = calculateChanges(data, value, false, 4)
|
||||
if err != nil {
|
||||
return result, err
|
||||
}
|
||||
result.Message = "上下限基准值(忽略预警上上下下限)"
|
||||
return result, nil
|
||||
|
||||
case hasUpDown:
|
||||
value, err := calculateAverage(data, "up", "down")
|
||||
if err != nil {
|
||||
return result, err
|
||||
}
|
||||
result.BaseValue = value
|
||||
result.Changes, err = calculateChanges(data, value, false, 2)
|
||||
if err != nil {
|
||||
return result, err
|
||||
}
|
||||
result.Message = "上下限基准值"
|
||||
return result, nil
|
||||
|
||||
case hasUpUpDownDown:
|
||||
value, err := calculateAverage(data, "upup", "downdown")
|
||||
if err != nil {
|
||||
return result, err
|
||||
}
|
||||
result.BaseValue = value
|
||||
result.Changes, err = calculateChanges(data, value, true, 2)
|
||||
if err != nil {
|
||||
return result, err
|
||||
}
|
||||
result.Message = "上上下下限基准值"
|
||||
return result, nil
|
||||
|
||||
default:
|
||||
return result, fmt.Errorf("不支持的数据结构: %v", data)
|
||||
}
|
||||
}
|
||||
|
||||
// outlierConfig 异常段配置
|
||||
type outlierConfig struct {
|
||||
Enabled bool // 是否启用异常段
|
||||
|
|
@ -609,7 +324,7 @@ func generateRandomData(baseValue float64, changes []float64, size int) []float6
|
|||
}
|
||||
|
||||
// simulateDataWrite 定时生成并写入模拟数据到 Redis ZSet
|
||||
func simulateDataWrite(ctx context.Context, rdb *redis.Client, redisKey string, config outlierConfig, measInfo calculationResult) {
|
||||
func simulateDataWrite(ctx context.Context, rdb *redis.Client, redisKey string, config outlierConfig, measInfo util.CalculationResult) {
|
||||
log.Printf("启动数据写入程序, Redis Key: %s, 基准值: %.4f, 变化范围: %+v\n", redisKey, measInfo.BaseValue, measInfo.Changes)
|
||||
ticker := time.NewTicker(3 * time.Second)
|
||||
defer ticker.Stop()
|
||||
|
|
@ -723,7 +438,7 @@ func main() {
|
|||
panic(result.Error)
|
||||
}
|
||||
log.Println("总共读取到测量点数量:", len(measurements))
|
||||
measInfos := processMeasurements(measurements)
|
||||
measInfos := util.ProcessMeasurements(measurements)
|
||||
|
||||
// 测量点数据生成(包含异常数据)
|
||||
// 配置异常段参数
|
||||
|
|
@ -0,0 +1,266 @@
|
|||
// Package util provide some utility fun
|
||||
package util
|
||||
|
||||
import (
|
||||
"fmt"
|
||||
|
||||
"modelRT/orm"
|
||||
)
|
||||
|
||||
type CalculationResult struct {
|
||||
BaseValue float64
|
||||
Changes []float64
|
||||
Size int
|
||||
BaseType string // "normal", "warning", "edge"
|
||||
Message string
|
||||
}
|
||||
|
||||
func ProcessMeasurements(measurements []orm.Measurement) map[string]CalculationResult {
|
||||
results := make(map[string]CalculationResult, len(measurements))
|
||||
for _, measurement := range measurements {
|
||||
// 检查 DataSource 是否存在且 type 为 1
|
||||
if measurement.DataSource == nil {
|
||||
continue
|
||||
}
|
||||
|
||||
// 检查 type 是否为 1
|
||||
dataType, typeExists := measurement.DataSource["type"]
|
||||
if !typeExists {
|
||||
continue
|
||||
}
|
||||
|
||||
// 类型断言,处理不同的数字类型
|
||||
var typeValue int
|
||||
switch v := dataType.(type) {
|
||||
case int:
|
||||
typeValue = v
|
||||
case float64:
|
||||
typeValue = int(v)
|
||||
case int64:
|
||||
typeValue = int(v)
|
||||
default:
|
||||
continue
|
||||
}
|
||||
|
||||
if typeValue != 1 {
|
||||
continue
|
||||
}
|
||||
|
||||
// 获取 io_address
|
||||
ioAddressRaw, ioExists := measurement.DataSource["io_address"]
|
||||
if !ioExists {
|
||||
continue
|
||||
}
|
||||
|
||||
ioAddress, ok := ioAddressRaw.(map[string]any)
|
||||
if !ok {
|
||||
continue
|
||||
}
|
||||
|
||||
station, _ := ioAddress["station"].(string)
|
||||
device, _ := ioAddress["device"].(string)
|
||||
channel, _ := ioAddress["channel"].(string)
|
||||
|
||||
result := fmt.Sprintf("%s:%s:phasor:%s", station, device, channel)
|
||||
if measurement.EventPlan == nil {
|
||||
continue
|
||||
}
|
||||
|
||||
causeValue, causeExist := measurement.EventPlan["cause"]
|
||||
if !causeExist {
|
||||
continue
|
||||
}
|
||||
causeMap, ok := causeValue.(map[string]any)
|
||||
if !ok {
|
||||
continue
|
||||
}
|
||||
calResult, err := calculateBaseValueEnhanced(causeMap)
|
||||
if err != nil {
|
||||
continue
|
||||
}
|
||||
calResult.Size = measurement.Size
|
||||
results[result] = calResult
|
||||
}
|
||||
return results
|
||||
}
|
||||
|
||||
func calculateBaseValueEnhanced(data map[string]any) (CalculationResult, error) {
|
||||
result := CalculationResult{}
|
||||
if edge, exists := data["edge"]; exists {
|
||||
value, err := calculateEdgeValue(edge)
|
||||
if err != nil {
|
||||
return result, err
|
||||
}
|
||||
if edge == "raising" {
|
||||
result.Changes = []float64{1.0}
|
||||
} else {
|
||||
result.Changes = []float64{0.0}
|
||||
}
|
||||
|
||||
result.BaseValue = value
|
||||
result.BaseType = "TI"
|
||||
result.Message = "边沿触发基准值"
|
||||
return result, nil
|
||||
}
|
||||
|
||||
hasUpDown := HasKeys(data, "up", "down")
|
||||
hasUpUpDownDown := HasKeys(data, "upup", "downdown")
|
||||
result.BaseType = "TE"
|
||||
switch {
|
||||
case hasUpDown && hasUpUpDownDown:
|
||||
value, err := calculateAverage(data, "up", "down")
|
||||
if err != nil {
|
||||
return result, err
|
||||
}
|
||||
result.BaseValue = value
|
||||
result.Changes, err = calculateChanges(data, value, false, 4)
|
||||
if err != nil {
|
||||
return result, err
|
||||
}
|
||||
result.Message = "上下限基准值(忽略预警上上下下限)"
|
||||
return result, nil
|
||||
|
||||
case hasUpDown:
|
||||
value, err := calculateAverage(data, "up", "down")
|
||||
if err != nil {
|
||||
return result, err
|
||||
}
|
||||
result.BaseValue = value
|
||||
result.Changes, err = calculateChanges(data, value, false, 2)
|
||||
if err != nil {
|
||||
return result, err
|
||||
}
|
||||
result.Message = "上下限基准值"
|
||||
return result, nil
|
||||
|
||||
case hasUpUpDownDown:
|
||||
value, err := calculateAverage(data, "upup", "downdown")
|
||||
if err != nil {
|
||||
return result, err
|
||||
}
|
||||
result.BaseValue = value
|
||||
result.Changes, err = calculateChanges(data, value, true, 2)
|
||||
if err != nil {
|
||||
return result, err
|
||||
}
|
||||
result.Message = "上上下下限基准值"
|
||||
return result, nil
|
||||
|
||||
default:
|
||||
return result, fmt.Errorf("不支持的数据结构: %v", data)
|
||||
}
|
||||
}
|
||||
|
||||
func calculateAverage(data map[string]any, key1, key2 string) (float64, error) {
|
||||
val1, err := getFloatValue(data, key1)
|
||||
if err != nil {
|
||||
return 0, err
|
||||
}
|
||||
|
||||
val2, err := getFloatValue(data, key2)
|
||||
if err != nil {
|
||||
return 0, err
|
||||
}
|
||||
|
||||
return (val1 + val2) / 2.0, nil
|
||||
}
|
||||
|
||||
func calculateChanges(data map[string]any, baseValue float64, maxLimt bool, limitNum int) ([]float64, error) {
|
||||
results := make([]float64, 0, limitNum)
|
||||
switch limitNum {
|
||||
case 2:
|
||||
var key1, key2 string
|
||||
if maxLimt {
|
||||
key1 = "upup"
|
||||
key2 = "downdown"
|
||||
} else {
|
||||
key1 = "up"
|
||||
key2 = "down"
|
||||
}
|
||||
val1, err := getFloatValue(data, key1)
|
||||
if err != nil {
|
||||
return nil, err
|
||||
}
|
||||
results = append(results, val1-baseValue)
|
||||
|
||||
val2, err := getFloatValue(data, key2)
|
||||
if err != nil {
|
||||
return nil, err
|
||||
}
|
||||
results = append(results, val2-baseValue)
|
||||
case 4:
|
||||
key1 := "up"
|
||||
key2 := "down"
|
||||
key3 := "upup"
|
||||
key4 := "downdown"
|
||||
|
||||
val1, err := getFloatValue(data, key1)
|
||||
if err != nil {
|
||||
return nil, err
|
||||
}
|
||||
results = append(results, val1-baseValue)
|
||||
|
||||
val2, err := getFloatValue(data, key2)
|
||||
if err != nil {
|
||||
return nil, err
|
||||
}
|
||||
results = append(results, val2-baseValue)
|
||||
|
||||
val3, err := getFloatValue(data, key3)
|
||||
if err != nil {
|
||||
return nil, err
|
||||
}
|
||||
results = append(results, val3-baseValue)
|
||||
|
||||
val4, err := getFloatValue(data, key4)
|
||||
if err != nil {
|
||||
return nil, err
|
||||
}
|
||||
results = append(results, val4-baseValue)
|
||||
}
|
||||
|
||||
return results, nil
|
||||
}
|
||||
|
||||
func getFloatValue(data map[string]any, key string) (float64, error) {
|
||||
value, exists := data[key]
|
||||
if !exists {
|
||||
return 0, fmt.Errorf("缺少必需的键:%s", key)
|
||||
}
|
||||
|
||||
switch v := value.(type) {
|
||||
case float64:
|
||||
return v, nil
|
||||
case int:
|
||||
return float64(v), nil
|
||||
case float32:
|
||||
return float64(v), nil
|
||||
default:
|
||||
return 0, fmt.Errorf("键 %s 的值类型错误,期望数字类型,得到 %T", key, value)
|
||||
}
|
||||
}
|
||||
|
||||
func HasKeys(data map[string]any, keys ...string) bool {
|
||||
for _, key := range keys {
|
||||
if _, exists := data[key]; !exists {
|
||||
return false
|
||||
}
|
||||
}
|
||||
return true
|
||||
}
|
||||
|
||||
func calculateEdgeValue(edge any) (float64, error) {
|
||||
edgeStr, ok := edge.(string)
|
||||
if !ok {
|
||||
return 0, fmt.Errorf("edge 字段类型错误,期望 string,得到 %T", edge)
|
||||
}
|
||||
|
||||
switch edgeStr {
|
||||
case "raising":
|
||||
return 1.0, nil
|
||||
case "falling":
|
||||
return 0.0, nil
|
||||
default:
|
||||
return 0, fmt.Errorf("不支持的 edge 值: %s", edgeStr)
|
||||
}
|
||||
}
|
||||
1
main.go
1
main.go
|
|
@ -158,7 +158,6 @@ func main() {
|
|||
logger.Error(ctx, "load topologic info from postgres failed", "error", err)
|
||||
panic(err)
|
||||
}
|
||||
|
||||
go realtimedata.StartRealTimeDataComputing(ctx, allMeasurement)
|
||||
|
||||
tree, err := database.QueryTopologicFromDB(ctx, tx)
|
||||
|
|
|
|||
|
|
@ -135,7 +135,6 @@ func analyzeTEDataLogic(ctx context.Context, conf *ComputeConfig, thresholds teE
|
|||
event.TriggerEventAction(ctx, command, content)
|
||||
return
|
||||
}
|
||||
logger.Info(ctx, "the real time data analysis has been completed. no continuous boundary violations were found, and no penalties will be imposed.")
|
||||
}
|
||||
|
||||
func genTEEventCommandAndContent(action map[string]any) (command string, content string) {
|
||||
|
|
@ -298,7 +297,6 @@ func analyzeTIDataLogic(ctx context.Context, conf *ComputeConfig, thresholds tiE
|
|||
event.TriggerEventAction(ctx, command, content)
|
||||
return
|
||||
}
|
||||
logger.Info(ctx, "the real time data analysis has been completed. no continuous boundary violations were found, and no penalties will be imposed.")
|
||||
}
|
||||
|
||||
func genTIEventCommandAndContent(action map[string]any) (command string, content string) {
|
||||
|
|
|
|||
|
|
@ -216,7 +216,7 @@ func continuousComputation(ctx context.Context, conf *ComputeConfig) {
|
|||
continue
|
||||
}
|
||||
|
||||
realTimedatas := util.ConvertZSetMembersToFloat64(ctx, members)
|
||||
realTimedatas := util.ConvertZSetMembersToFloat64(members)
|
||||
if conf.Analyzer != nil {
|
||||
conf.Analyzer.AnalyzeAndTriggerEvent(ctx, conf, realTimedatas)
|
||||
} else {
|
||||
|
|
|
|||
|
|
@ -2,32 +2,26 @@
|
|||
package util
|
||||
|
||||
import (
|
||||
"context"
|
||||
"strconv"
|
||||
|
||||
"modelRT/logger"
|
||||
"sort"
|
||||
|
||||
"github.com/redis/go-redis/v9"
|
||||
)
|
||||
|
||||
// ConvertZSetMembersToFloat64 define func to conver zset member type to float64
|
||||
func ConvertZSetMembersToFloat64(ctx context.Context, members []redis.Z) []float64 {
|
||||
func ConvertZSetMembersToFloat64(members []redis.Z) []float64 {
|
||||
dataFloats := make([]float64, 0, len(members))
|
||||
|
||||
// recovery time sorted in ascending order
|
||||
sortRedisZByTimeMemberAscending(members)
|
||||
for _, member := range members {
|
||||
valStr, ok := member.Member.(string)
|
||||
if !ok {
|
||||
logger.Warn(ctx, "redis zset member value is not a string,skipping")
|
||||
continue
|
||||
}
|
||||
|
||||
valFloat, err := strconv.ParseFloat(valStr, 64)
|
||||
if err != nil {
|
||||
logger.Error(ctx, "failed to parse zset member string to float64", "value", valStr, "error", err)
|
||||
continue
|
||||
}
|
||||
dataFloats = append(dataFloats, valFloat)
|
||||
dataFloats = append(dataFloats, member.Score)
|
||||
}
|
||||
|
||||
return dataFloats
|
||||
}
|
||||
|
||||
func sortRedisZByTimeMemberAscending(data []redis.Z) {
|
||||
sort.Slice(data, func(i, j int) bool {
|
||||
memberI := data[i].Member.(string)
|
||||
memberJ := data[j].Member.(string)
|
||||
return memberI < memberJ
|
||||
})
|
||||
}
|
||||
|
|
|
|||
Loading…
Reference in New Issue