forked from GiteaTest2015/streamsql
345 lines
10 KiB
Go
345 lines
10 KiB
Go
package aggregator
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import (
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"fmt"
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"reflect"
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"strings"
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"sync"
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"github.com/rulego/streamsql/functions"
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"github.com/rulego/streamsql/utils/cast"
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)
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type Aggregator interface {
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Add(data interface{}) error
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Put(key string, val interface{}) error
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GetResults() ([]map[string]interface{}, error)
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Reset()
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// RegisterExpression 注册表达式计算器
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RegisterExpression(field, expression string, fields []string, evaluator func(data interface{}) (interface{}, error))
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}
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type GroupAggregator struct {
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fieldMap map[string]AggregateType
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groupFields []string
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aggregators map[string]AggregatorFunction
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groups map[string]map[string]AggregatorFunction
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mu sync.RWMutex
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context map[string]interface{}
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fieldAlias map[string]string
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// 表达式计算器
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expressions map[string]*ExpressionEvaluator
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}
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// ExpressionEvaluator 包装表达式计算功能
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type ExpressionEvaluator struct {
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Expression string // 完整表达式
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Field string // 主字段名
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Fields []string // 表达式中引用的所有字段
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evaluateFunc func(data interface{}) (interface{}, error)
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}
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func NewGroupAggregator(groupFields []string, fieldMap map[string]AggregateType, fieldAlias map[string]string) *GroupAggregator {
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aggregators := make(map[string]AggregatorFunction)
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// 重新组织映射关系
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// fieldMap: 输入字段名 -> 聚合类型
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// fieldAlias: 输入字段名 -> 输出别名
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// 需要转换为:输出别名 -> 聚合类型,输出别名 -> 输入字段名
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newFieldMap := make(map[string]AggregateType) // 输出字段名 -> 聚合类型
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newFieldAlias := make(map[string]string) // 输出字段名 -> 输入字段名
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for inputField, aggType := range fieldMap {
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outputField := inputField // 默认输出字段名 = 输入字段名
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if alias, exists := fieldAlias[inputField]; exists {
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outputField = alias // 如果有别名,使用别名作为输出字段名
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}
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newFieldMap[outputField] = aggType
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newFieldAlias[outputField] = inputField
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aggregators[outputField] = CreateBuiltinAggregator(aggType)
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}
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return &GroupAggregator{
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fieldMap: newFieldMap, // 输出字段名 -> 聚合类型
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groupFields: groupFields,
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aggregators: aggregators,
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groups: make(map[string]map[string]AggregatorFunction),
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fieldAlias: newFieldAlias, // 输出字段名 -> 输入字段名
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expressions: make(map[string]*ExpressionEvaluator),
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}
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}
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// RegisterExpression 注册表达式计算器
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func (ga *GroupAggregator) RegisterExpression(field, expression string, fields []string, evaluator func(data interface{}) (interface{}, error)) {
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ga.mu.Lock()
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defer ga.mu.Unlock()
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ga.expressions[field] = &ExpressionEvaluator{
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Expression: expression,
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Field: field,
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Fields: fields,
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evaluateFunc: evaluator,
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}
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}
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func (ga *GroupAggregator) Put(key string, val interface{}) error {
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ga.mu.Lock()
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defer ga.mu.Unlock()
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if ga.context == nil {
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ga.context = make(map[string]interface{})
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}
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ga.context[key] = val
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return nil
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}
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// isNumericAggregator 检查聚合器是否需要数值类型输入
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func (ga *GroupAggregator) isNumericAggregator(aggType AggregateType) bool {
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// 通过functions模块动态检查函数类型
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if fn, exists := functions.Get(string(aggType)); exists {
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switch fn.GetType() {
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case functions.TypeMath:
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// 数学函数通常需要数值输入
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return true
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case functions.TypeAggregation:
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// 检查是否是数值聚合函数
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switch string(aggType) {
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case functions.SumStr, functions.AvgStr, functions.MinStr, functions.MaxStr, functions.CountStr,
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functions.StdDevStr, functions.MedianStr, functions.PercentileStr,
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functions.VarStr, functions.VarSStr, functions.StdDevSStr:
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return true
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case functions.CollectStr, functions.MergeAggStr, functions.DeduplicateStr, functions.LastValueStr:
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// 这些函数可以处理任意类型
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return false
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default:
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// 对于未知的聚合函数,尝试检查函数名称模式
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funcName := string(aggType)
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if strings.Contains(funcName, functions.SumStr) || strings.Contains(funcName, functions.AvgStr) ||
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strings.Contains(funcName, functions.MinStr) || strings.Contains(funcName, functions.MaxStr) ||
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strings.Contains(funcName, functions.StdStr) || strings.Contains(funcName, functions.VarStr) {
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return true
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}
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return false
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}
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case functions.TypeAnalytical:
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// 分析函数通常可以处理任意类型
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return false
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default:
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// 其他类型的函数,保守起见认为不需要数值转换
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return false
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}
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}
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// 如果函数不存在,根据名称模式判断
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funcName := string(aggType)
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if strings.Contains(funcName, functions.SumStr) || strings.Contains(funcName, functions.AvgStr) ||
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strings.Contains(funcName, functions.MinStr) || strings.Contains(funcName, functions.MaxStr) ||
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strings.Contains(funcName, functions.CountStr) || strings.Contains(funcName, functions.StdStr) ||
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strings.Contains(funcName, functions.VarStr) {
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return true
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}
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return false
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}
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// prepareDataValue 准备数据的反射值
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func (ga *GroupAggregator) prepareDataValue(data interface{}) reflect.Value {
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switch data.(type) {
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case map[string]interface{}:
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return reflect.ValueOf(data.(map[string]interface{}))
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default:
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v := reflect.ValueOf(data)
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if v.Kind() == reflect.Ptr {
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v = v.Elem()
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}
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return v
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}
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}
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// buildGroupKey 构建分组键
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func (ga *GroupAggregator) buildGroupKey(v reflect.Value) (string, error) {
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key := ""
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for _, field := range ga.groupFields {
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fieldValue, err := ga.getFieldValue(v, field)
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if err != nil {
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return "", err
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}
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if fieldValue == nil {
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return "", fmt.Errorf("field %s has nil value", field)
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}
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if str, ok := fieldValue.(string); ok {
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key += fmt.Sprintf("%s|", str)
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} else {
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key += fmt.Sprintf("%v|", fieldValue)
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}
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}
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return key, nil
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}
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// getFieldValue 获取字段值
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func (ga *GroupAggregator) getFieldValue(v reflect.Value, fieldName string) (interface{}, error) {
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var f reflect.Value
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if v.Kind() == reflect.Map {
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keyVal := reflect.ValueOf(fieldName)
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f = v.MapIndex(keyVal)
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} else {
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f = v.FieldByName(fieldName)
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}
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if !f.IsValid() {
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return nil, fmt.Errorf("field %s not found", fieldName)
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}
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return f.Interface(), nil
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}
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// ensureAggregators 确保聚合器实例存在
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func (ga *GroupAggregator) ensureAggregators(key string) {
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if _, exists := ga.groups[key]; !exists {
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ga.groups[key] = make(map[string]AggregatorFunction)
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}
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// 为每个字段创建聚合器实例
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for field, agg := range ga.aggregators {
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if _, exists := ga.groups[key][field]; !exists {
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ga.groups[key][field] = agg.New()
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}
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}
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}
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// processFieldAggregation 处理字段聚合
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func (ga *GroupAggregator) processFieldAggregation(key, field string, data interface{}, v reflect.Value) error {
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// 检查是否有表达式计算器
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if expr, hasExpr := ga.expressions[field]; hasExpr {
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return ga.processExpressionField(key, field, expr, data)
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}
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// 获取实际的输入字段名
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inputFieldName := ga.getInputFieldName(field)
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// 特殊处理count(*)的情况
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if inputFieldName == "*" {
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return ga.addValueToAggregator(key, field, 1)
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}
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// 获取字段值并处理
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return ga.processRegularField(key, field, inputFieldName, v)
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}
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// processExpressionField 处理表达式字段
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func (ga *GroupAggregator) processExpressionField(key, field string, expr *ExpressionEvaluator, data interface{}) error {
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result, err := expr.evaluateFunc(data)
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if err != nil {
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return nil // 继续处理其他字段
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}
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return ga.addValueToAggregator(key, field, result)
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}
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// getInputFieldName 获取输入字段名
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func (ga *GroupAggregator) getInputFieldName(field string) string {
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if mappedField, exists := ga.fieldAlias[field]; exists {
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return mappedField
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}
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return field
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}
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// processRegularField 处理常规字段
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func (ga *GroupAggregator) processRegularField(key, field, inputFieldName string, v reflect.Value) error {
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fieldVal, err := ga.getFieldValue(v, inputFieldName)
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if err != nil {
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// 尝试从context中获取
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return ga.tryContextAggregation(key, field)
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}
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aggType := ga.fieldMap[field]
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if ga.isNumericAggregator(aggType) {
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return ga.processNumericField(key, field, inputFieldName, fieldVal, aggType)
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}
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return ga.addValueToAggregator(key, field, fieldVal)
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}
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// tryContextAggregation 尝试从context中获取值进行聚合
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func (ga *GroupAggregator) tryContextAggregation(key, field string) error {
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if ga.context == nil {
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return nil
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}
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if groupAgg, exists := ga.groups[key][field]; exists {
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if contextAgg, ok := groupAgg.(ContextAggregator); ok {
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contextKey := contextAgg.GetContextKey()
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if val, exists := ga.context[contextKey]; exists {
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groupAgg.Add(val)
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}
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}
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}
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return nil
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}
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// processNumericField 处理数值字段
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func (ga *GroupAggregator) processNumericField(key, field, inputFieldName string, fieldVal interface{}, aggType AggregateType) error {
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numVal, err := cast.ToFloat64E(fieldVal)
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if err != nil {
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return fmt.Errorf("cannot convert field %s value %v to numeric type for aggregator %s", inputFieldName, fieldVal, aggType)
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}
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return ga.addValueToAggregator(key, field, numVal)
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}
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// addValueToAggregator 向聚合器添加值
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func (ga *GroupAggregator) addValueToAggregator(key, field string, value interface{}) error {
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if groupAgg, exists := ga.groups[key][field]; exists {
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groupAgg.Add(value)
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}
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return nil
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}
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func (ga *GroupAggregator) Add(data interface{}) error {
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ga.mu.Lock()
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defer ga.mu.Unlock()
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v := ga.prepareDataValue(data)
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key, err := ga.buildGroupKey(v)
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if err != nil {
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return err
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}
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ga.ensureAggregators(key)
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for field := range ga.fieldMap {
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if err := ga.processFieldAggregation(key, field, data, v); err != nil {
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return err
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}
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}
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return nil
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}
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func (ga *GroupAggregator) GetResults() ([]map[string]interface{}, error) {
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ga.mu.RLock()
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defer ga.mu.RUnlock()
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result := make([]map[string]interface{}, 0, len(ga.groups))
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for key, aggregators := range ga.groups {
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group := make(map[string]interface{})
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fields := strings.Split(key, "|")
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for i, field := range ga.groupFields {
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if i < len(fields) {
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group[field] = fields[i]
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}
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}
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for field, agg := range aggregators {
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group[field] = agg.Result()
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}
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result = append(result, group)
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}
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return result, nil
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}
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func (ga *GroupAggregator) Reset() {
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ga.mu.Lock()
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defer ga.mu.Unlock()
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ga.groups = make(map[string]map[string]AggregatorFunction)
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}
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