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291 lines
8.0 KiB
Go
291 lines
8.0 KiB
Go
package agg
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import (
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"fmt"
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"reflect"
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"regexp"
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"strings"
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"github.com/milvus-io/milvus-proto/go-api/v3/schemapb"
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"github.com/milvus-io/milvus/pkg/v3/proto/planpb"
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"github.com/milvus-io/milvus/pkg/v3/util/merr"
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)
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const (
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kSum = "sum"
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kCount = "count"
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kAvg = "avg"
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kMin = "min"
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kMax = "max"
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)
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var (
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// Define the regular expression pattern once to avoid repeated concatenation.
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aggregationTypes = kSum + `|` + kCount + `|` + kAvg + `|` + kMin + `|` + kMax
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aggregationPattern = regexp.MustCompile(`(?i)^(` + aggregationTypes + `)\s*\(\s*([\w\*]*)\s*\)$`)
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)
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// MatchAggregationExpression return isAgg, operator name, operator parameter
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func MatchAggregationExpression(expression string) (bool, string, string) {
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// FindStringSubmatch returns the full match and submatches.
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matches := aggregationPattern.FindStringSubmatch(expression)
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if len(matches) > 0 {
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// Return true, the operator, and the captured parameter.
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return true, strings.ToLower(matches[1]), strings.TrimSpace(matches[2])
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}
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return false, "", ""
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}
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type AggregateBase interface {
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Name() string
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Update(target *FieldValue, new *FieldValue) error
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NewState() []*FieldValue
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UpdateState(slots []*FieldValue, new *FieldValue) error
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Terminate(slots []*FieldValue) (any, error)
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ToPB() *planpb.Aggregate
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FieldID() int64
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OriginalName() string
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}
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func isSupportedAggregateName(aggregateName string) bool {
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switch aggregateName {
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case kCount, kSum, kAvg, kMin, kMax:
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return true
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default:
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return false
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}
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}
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func NewAggregate(aggregateName string, aggFieldID int64, originalName string, fieldType schemapb.DataType) ([]AggregateBase, error) {
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if !isSupportedAggregateName(aggregateName) {
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return nil, merr.WrapErrParameterInvalidMsg("invalid Aggregation operator %s", aggregateName)
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}
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if err := ValidateAggFieldType(aggregateName, fieldType); err != nil {
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return nil, err
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}
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switch aggregateName {
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case kCount:
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return []AggregateBase{&CountAggregate{fieldID: aggFieldID, originalName: originalName, isAvg: false}}, nil
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case kSum:
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return []AggregateBase{&SumAggregate{fieldID: aggFieldID, originalName: originalName, isAvg: false}}, nil
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case kAvg:
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avg := NewAvgAggregate(aggFieldID, originalName)
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return []AggregateBase{avg.sum, avg.count}, nil
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case kMin:
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return []AggregateBase{&MinAggregate{fieldID: aggFieldID, originalName: originalName}}, nil
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case kMax:
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return []AggregateBase{&MaxAggregate{fieldID: aggFieldID, originalName: originalName}}, nil
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default:
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// should never happen due to isSupportedAggregateName check
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return nil, merr.WrapErrParameterInvalidMsg("invalid Aggregation operator %s", aggregateName)
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}
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}
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func FromPB(pb *planpb.Aggregate) (AggregateBase, error) {
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switch pb.Op {
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case planpb.AggregateOp_count:
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return &CountAggregate{fieldID: pb.GetFieldId(), isAvg: false}, nil
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case planpb.AggregateOp_sum:
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return &SumAggregate{fieldID: pb.GetFieldId(), isAvg: false}, nil
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case planpb.AggregateOp_min:
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return &MinAggregate{fieldID: pb.GetFieldId()}, nil
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case planpb.AggregateOp_max:
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return &MaxAggregate{fieldID: pb.GetFieldId()}, nil
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default:
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return nil, merr.WrapErrParameterInvalidMsg("invalid Aggregation operator %d", pb.Op)
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}
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}
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func AccumulateFieldValue(target *FieldValue, new *FieldValue) error {
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if target == nil || new == nil {
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return merr.WrapErrServiceInternalMsg("target or new field value is nil")
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}
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// Skip null values during accumulation
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if new.IsNull() {
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return nil
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}
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// If target is null and new is not null, initialize target with new value
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if target.IsNull() {
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target.val = new.val
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target.isNull = false
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return nil
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}
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// Handle nil `val` for initialization (backward compatibility)
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if target.val == nil {
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target.val = new.val
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return nil
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}
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// Verify types match
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if reflect.TypeOf(target.val) != reflect.TypeOf(new.val) {
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return merr.WrapErrParameterInvalidMsg("type mismatch: target is %T, new is %T", target.val, new.val)
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}
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switch target.val.(type) {
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case int:
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target.val = target.val.(int) + new.val.(int)
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case int32:
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target.val = target.val.(int32) + new.val.(int32)
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case int64:
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target.val = target.val.(int64) + new.val.(int64)
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case float32:
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target.val = target.val.(float32) + new.val.(float32)
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case float64:
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target.val = target.val.(float64) + new.val.(float64)
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default:
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return merr.WrapErrParameterInvalidMsg("unsupported type: %T", target.val)
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}
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return nil
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}
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func AggregatesToPB(aggregates []AggregateBase) []*planpb.Aggregate {
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ret := make([]*planpb.Aggregate, len(aggregates))
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for idx, agg := range aggregates {
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ret[idx] = agg.ToPB()
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}
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return ret
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}
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type FieldValue struct {
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val interface{}
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isNull bool
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}
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func NewFieldValue(v interface{}) *FieldValue {
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return &FieldValue{val: v, isNull: false}
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}
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func NewNullFieldValue() *FieldValue {
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return &FieldValue{val: nil, isNull: true}
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}
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func (fv *FieldValue) IsNull() bool {
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return fv.isNull
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}
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// Value returns the underlying accumulated value (nil when null). Added so
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// external callers (proxy-side search aggregation) can finalize metric results
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// without reimplementing accumulator state. Read-only; does not mutate fv.
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func (fv *FieldValue) Value() any {
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return fv.val
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}
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func (fv *FieldValue) SetNull() {
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fv.isNull = true
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fv.val = nil
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}
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type Row struct {
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fieldValues []*FieldValue
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}
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func (r *Row) ColumnCount() int {
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return len(r.fieldValues)
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}
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func (r *Row) ValAt(col int) interface{} {
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return r.fieldValues[col].val
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}
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func (r *Row) FieldValueAt(col int) *FieldValue {
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return r.fieldValues[col]
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}
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func (r *Row) Equal(other *Row, keyCount int) bool {
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// Ensure both rows have enough fields for key comparison
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if len(r.fieldValues) < keyCount || len(other.fieldValues) < keyCount || len(r.fieldValues) != len(other.fieldValues) {
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return false
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}
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// Compare each field value for equality
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// For grouping: null == null is considered equal
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for i := 0; i < keyCount; i++ {
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rIsNull := r.fieldValues[i].IsNull()
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otherIsNull := other.fieldValues[i].IsNull()
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if rIsNull && otherIsNull {
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// Both are null, considered equal for grouping
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continue
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}
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if rIsNull != otherIsNull {
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// One is null, the other is not
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return false
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}
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// Both are not null, compare values
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if r.fieldValues[i].val != other.fieldValues[i].val {
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return false
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}
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}
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return true
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}
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func (r *Row) UpdateFieldValue(newRow *Row, col int, agg AggregateBase) {
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agg.Update(r.fieldValues[col], newRow.fieldValues[col])
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}
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func (r *Row) ToString() string {
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var builder strings.Builder
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builder.WriteString("agg-row:")
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for _, fv := range r.fieldValues {
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fmt.Fprintf(&builder, "%v,", fv.val)
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}
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return builder.String()
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}
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func NewRow(fieldValues []*FieldValue) *Row {
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return &Row{fieldValues: fieldValues}
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}
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type Bucket struct {
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rows []*Row
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}
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func (bucket *Bucket) AddRow(row *Row) {
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bucket.rows = append(bucket.rows, row)
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}
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func (bucket *Bucket) RowAt(idx int) *Row {
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return bucket.rows[idx]
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}
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func (bucket *Bucket) RowCount() int {
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return len(bucket.rows)
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}
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func (bucket *Bucket) Accumulate(row *Row, idx int, keyCount int, aggs []AggregateBase) error {
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if idx >= len(bucket.rows) || idx < 0 {
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return merr.WrapErrParameterInvalidMsg("wrong idx:%d for bucket", idx)
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}
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targetRow := bucket.rows[idx]
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if targetRow == nil {
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return merr.WrapErrServiceInternalMsg("nil row at the target idx:%d, cannot accumulate the row", idx)
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}
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if row.ColumnCount() != targetRow.ColumnCount() {
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return merr.WrapErrParameterInvalidMsg("column count:%d in the row must be equal to the target row:%d", row.ColumnCount(), bucket.rows[idx].ColumnCount())
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}
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if row.ColumnCount() != keyCount+len(aggs) {
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return merr.WrapErrParameterInvalidMsg("column count:%d in the row must be sum of keyCount:%d and the number of aggs:%d", row.ColumnCount(), keyCount, len(aggs))
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}
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for col := keyCount; col < row.ColumnCount(); col++ {
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targetRow.UpdateFieldValue(row, col, aggs[col-keyCount])
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}
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return nil
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}
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const NONE int = -1
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func (bucket *Bucket) Find(row *Row, keyCount int) int {
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for idx, existingRow := range bucket.rows {
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if existingRow.Equal(row, keyCount) {
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return idx
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}
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}
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return NONE
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}
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func NewBucket() *Bucket {
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return &Bucket{rows: make([]*Row, 0, 1)}
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}
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