mirror of
https://github.com/Oxalide/vsphere-influxdb-go.git
synced 2023-10-10 13:36:51 +02:00
1070 lines
36 KiB
Go
1070 lines
36 KiB
Go
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package influxql
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import (
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"fmt"
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"math"
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"sort"
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"time"
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)
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/*
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This file contains iterator implementations for each function call available
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in InfluxQL. Call iterators are separated into two groups:
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1. Map/reduce-style iterators - these are passed to IteratorCreator so that
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processing can be at the low-level storage and aggregates are returned.
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2. Raw aggregate iterators - these require the full set of data for a window.
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These are handled by the select() function and raw points are streamed in
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from the low-level storage.
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There are helpers to aid in building aggregate iterators. For simple map/reduce
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iterators, you can use the reduceIterator types and pass a reduce function. This
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reduce function is passed a previous and current value and the new timestamp,
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value, and auxilary fields are returned from it.
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For raw aggregate iterators, you can use the reduceSliceIterators which pass
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in a slice of all points to the function and return a point. For more complex
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iterator types, you may need to create your own iterators by hand.
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Once your iterator is complete, you'll need to add it to the NewCallIterator()
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function if it is to be available to IteratorCreators and add it to the select()
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function to allow it to be included during planning.
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*/
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// NewCallIterator returns a new iterator for a Call.
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func NewCallIterator(input Iterator, opt IteratorOptions) (Iterator, error) {
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name := opt.Expr.(*Call).Name
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switch name {
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case "count":
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return newCountIterator(input, opt)
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case "min":
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return newMinIterator(input, opt)
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case "max":
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return newMaxIterator(input, opt)
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case "sum":
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return newSumIterator(input, opt)
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case "first":
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return newFirstIterator(input, opt)
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case "last":
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return newLastIterator(input, opt)
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case "mean":
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return newMeanIterator(input, opt)
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default:
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return nil, fmt.Errorf("unsupported function call: %s", name)
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}
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}
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// newCountIterator returns an iterator for operating on a count() call.
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func newCountIterator(input Iterator, opt IteratorOptions) (Iterator, error) {
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// FIXME: Wrap iterator in int-type iterator and always output int value.
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switch input := input.(type) {
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case FloatIterator:
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createFn := func() (FloatPointAggregator, IntegerPointEmitter) {
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fn := NewFloatFuncIntegerReducer(FloatCountReduce, &IntegerPoint{Value: 0, Time: ZeroTime})
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return fn, fn
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}
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return newFloatReduceIntegerIterator(input, opt, createFn), nil
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case IntegerIterator:
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createFn := func() (IntegerPointAggregator, IntegerPointEmitter) {
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fn := NewIntegerFuncReducer(IntegerCountReduce, &IntegerPoint{Value: 0, Time: ZeroTime})
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return fn, fn
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}
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return newIntegerReduceIntegerIterator(input, opt, createFn), nil
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case StringIterator:
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createFn := func() (StringPointAggregator, IntegerPointEmitter) {
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fn := NewStringFuncIntegerReducer(StringCountReduce, &IntegerPoint{Value: 0, Time: ZeroTime})
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return fn, fn
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}
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return newStringReduceIntegerIterator(input, opt, createFn), nil
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case BooleanIterator:
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createFn := func() (BooleanPointAggregator, IntegerPointEmitter) {
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fn := NewBooleanFuncIntegerReducer(BooleanCountReduce, &IntegerPoint{Value: 0, Time: ZeroTime})
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return fn, fn
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}
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return newBooleanReduceIntegerIterator(input, opt, createFn), nil
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default:
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return nil, fmt.Errorf("unsupported count iterator type: %T", input)
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}
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}
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// FloatCountReduce returns the count of points.
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func FloatCountReduce(prev *IntegerPoint, curr *FloatPoint) (int64, int64, []interface{}) {
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if prev == nil {
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return ZeroTime, 1, nil
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}
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return ZeroTime, prev.Value + 1, nil
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}
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// IntegerCountReduce returns the count of points.
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func IntegerCountReduce(prev, curr *IntegerPoint) (int64, int64, []interface{}) {
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if prev == nil {
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return ZeroTime, 1, nil
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}
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return ZeroTime, prev.Value + 1, nil
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}
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// StringCountReduce returns the count of points.
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func StringCountReduce(prev *IntegerPoint, curr *StringPoint) (int64, int64, []interface{}) {
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if prev == nil {
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return ZeroTime, 1, nil
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}
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return ZeroTime, prev.Value + 1, nil
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}
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// BooleanCountReduce returns the count of points.
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func BooleanCountReduce(prev *IntegerPoint, curr *BooleanPoint) (int64, int64, []interface{}) {
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if prev == nil {
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return ZeroTime, 1, nil
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}
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return ZeroTime, prev.Value + 1, nil
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}
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// newMinIterator returns an iterator for operating on a min() call.
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func newMinIterator(input Iterator, opt IteratorOptions) (Iterator, error) {
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switch input := input.(type) {
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case FloatIterator:
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createFn := func() (FloatPointAggregator, FloatPointEmitter) {
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fn := NewFloatFuncReducer(FloatMinReduce, nil)
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return fn, fn
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}
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return newFloatReduceFloatIterator(input, opt, createFn), nil
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case IntegerIterator:
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createFn := func() (IntegerPointAggregator, IntegerPointEmitter) {
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fn := NewIntegerFuncReducer(IntegerMinReduce, nil)
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return fn, fn
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}
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return newIntegerReduceIntegerIterator(input, opt, createFn), nil
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case BooleanIterator:
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createFn := func() (BooleanPointAggregator, BooleanPointEmitter) {
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fn := NewBooleanFuncReducer(BooleanMinReduce, nil)
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return fn, fn
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}
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return newBooleanReduceBooleanIterator(input, opt, createFn), nil
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default:
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return nil, fmt.Errorf("unsupported min iterator type: %T", input)
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}
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}
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// FloatMinReduce returns the minimum value between prev & curr.
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func FloatMinReduce(prev, curr *FloatPoint) (int64, float64, []interface{}) {
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if prev == nil || curr.Value < prev.Value || (curr.Value == prev.Value && curr.Time < prev.Time) {
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return curr.Time, curr.Value, cloneAux(curr.Aux)
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}
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return prev.Time, prev.Value, prev.Aux
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}
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// IntegerMinReduce returns the minimum value between prev & curr.
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func IntegerMinReduce(prev, curr *IntegerPoint) (int64, int64, []interface{}) {
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if prev == nil || curr.Value < prev.Value || (curr.Value == prev.Value && curr.Time < prev.Time) {
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return curr.Time, curr.Value, cloneAux(curr.Aux)
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}
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return prev.Time, prev.Value, prev.Aux
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}
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// BooleanMinReduce returns the minimum value between prev & curr.
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func BooleanMinReduce(prev, curr *BooleanPoint) (int64, bool, []interface{}) {
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if prev == nil || (curr.Value != prev.Value && !curr.Value) || (curr.Value == prev.Value && curr.Time < prev.Time) {
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return curr.Time, curr.Value, cloneAux(curr.Aux)
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}
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return prev.Time, prev.Value, prev.Aux
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}
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// newMaxIterator returns an iterator for operating on a max() call.
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func newMaxIterator(input Iterator, opt IteratorOptions) (Iterator, error) {
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switch input := input.(type) {
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case FloatIterator:
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createFn := func() (FloatPointAggregator, FloatPointEmitter) {
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fn := NewFloatFuncReducer(FloatMaxReduce, nil)
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return fn, fn
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}
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return newFloatReduceFloatIterator(input, opt, createFn), nil
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case IntegerIterator:
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createFn := func() (IntegerPointAggregator, IntegerPointEmitter) {
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fn := NewIntegerFuncReducer(IntegerMaxReduce, nil)
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return fn, fn
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}
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return newIntegerReduceIntegerIterator(input, opt, createFn), nil
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case BooleanIterator:
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createFn := func() (BooleanPointAggregator, BooleanPointEmitter) {
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fn := NewBooleanFuncReducer(BooleanMaxReduce, nil)
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return fn, fn
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}
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return newBooleanReduceBooleanIterator(input, opt, createFn), nil
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default:
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return nil, fmt.Errorf("unsupported max iterator type: %T", input)
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}
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}
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// FloatMaxReduce returns the maximum value between prev & curr.
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func FloatMaxReduce(prev, curr *FloatPoint) (int64, float64, []interface{}) {
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if prev == nil || curr.Value > prev.Value || (curr.Value == prev.Value && curr.Time < prev.Time) {
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return curr.Time, curr.Value, cloneAux(curr.Aux)
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}
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return prev.Time, prev.Value, prev.Aux
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}
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// IntegerMaxReduce returns the maximum value between prev & curr.
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func IntegerMaxReduce(prev, curr *IntegerPoint) (int64, int64, []interface{}) {
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if prev == nil || curr.Value > prev.Value || (curr.Value == prev.Value && curr.Time < prev.Time) {
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return curr.Time, curr.Value, cloneAux(curr.Aux)
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}
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return prev.Time, prev.Value, prev.Aux
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}
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// BooleanMaxReduce returns the minimum value between prev & curr.
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func BooleanMaxReduce(prev, curr *BooleanPoint) (int64, bool, []interface{}) {
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if prev == nil || (curr.Value != prev.Value && curr.Value) || (curr.Value == prev.Value && curr.Time < prev.Time) {
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return curr.Time, curr.Value, cloneAux(curr.Aux)
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}
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return prev.Time, prev.Value, prev.Aux
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}
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// newSumIterator returns an iterator for operating on a sum() call.
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func newSumIterator(input Iterator, opt IteratorOptions) (Iterator, error) {
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switch input := input.(type) {
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case FloatIterator:
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createFn := func() (FloatPointAggregator, FloatPointEmitter) {
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fn := NewFloatFuncReducer(FloatSumReduce, &FloatPoint{Value: 0, Time: ZeroTime})
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return fn, fn
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}
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return newFloatReduceFloatIterator(input, opt, createFn), nil
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case IntegerIterator:
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createFn := func() (IntegerPointAggregator, IntegerPointEmitter) {
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fn := NewIntegerFuncReducer(IntegerSumReduce, &IntegerPoint{Value: 0, Time: ZeroTime})
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return fn, fn
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}
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return newIntegerReduceIntegerIterator(input, opt, createFn), nil
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default:
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return nil, fmt.Errorf("unsupported sum iterator type: %T", input)
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}
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}
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// FloatSumReduce returns the sum prev value & curr value.
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func FloatSumReduce(prev, curr *FloatPoint) (int64, float64, []interface{}) {
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if prev == nil {
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return ZeroTime, curr.Value, nil
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}
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return prev.Time, prev.Value + curr.Value, nil
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}
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// IntegerSumReduce returns the sum prev value & curr value.
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func IntegerSumReduce(prev, curr *IntegerPoint) (int64, int64, []interface{}) {
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if prev == nil {
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return ZeroTime, curr.Value, nil
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}
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return prev.Time, prev.Value + curr.Value, nil
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}
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// newFirstIterator returns an iterator for operating on a first() call.
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func newFirstIterator(input Iterator, opt IteratorOptions) (Iterator, error) {
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switch input := input.(type) {
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case FloatIterator:
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createFn := func() (FloatPointAggregator, FloatPointEmitter) {
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fn := NewFloatFuncReducer(FloatFirstReduce, nil)
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return fn, fn
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}
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return newFloatReduceFloatIterator(input, opt, createFn), nil
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case IntegerIterator:
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createFn := func() (IntegerPointAggregator, IntegerPointEmitter) {
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fn := NewIntegerFuncReducer(IntegerFirstReduce, nil)
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return fn, fn
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}
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return newIntegerReduceIntegerIterator(input, opt, createFn), nil
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case StringIterator:
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createFn := func() (StringPointAggregator, StringPointEmitter) {
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fn := NewStringFuncReducer(StringFirstReduce, nil)
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return fn, fn
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}
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return newStringReduceStringIterator(input, opt, createFn), nil
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case BooleanIterator:
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createFn := func() (BooleanPointAggregator, BooleanPointEmitter) {
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fn := NewBooleanFuncReducer(BooleanFirstReduce, nil)
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return fn, fn
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}
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return newBooleanReduceBooleanIterator(input, opt, createFn), nil
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default:
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return nil, fmt.Errorf("unsupported first iterator type: %T", input)
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}
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}
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// FloatFirstReduce returns the first point sorted by time.
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func FloatFirstReduce(prev, curr *FloatPoint) (int64, float64, []interface{}) {
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if prev == nil || curr.Time < prev.Time || (curr.Time == prev.Time && curr.Value > prev.Value) {
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return curr.Time, curr.Value, cloneAux(curr.Aux)
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}
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return prev.Time, prev.Value, prev.Aux
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}
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// IntegerFirstReduce returns the first point sorted by time.
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func IntegerFirstReduce(prev, curr *IntegerPoint) (int64, int64, []interface{}) {
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if prev == nil || curr.Time < prev.Time || (curr.Time == prev.Time && curr.Value > prev.Value) {
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return curr.Time, curr.Value, cloneAux(curr.Aux)
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}
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return prev.Time, prev.Value, prev.Aux
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}
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// StringFirstReduce returns the first point sorted by time.
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func StringFirstReduce(prev, curr *StringPoint) (int64, string, []interface{}) {
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if prev == nil || curr.Time < prev.Time || (curr.Time == prev.Time && curr.Value > prev.Value) {
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return curr.Time, curr.Value, cloneAux(curr.Aux)
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}
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return prev.Time, prev.Value, prev.Aux
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}
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// BooleanFirstReduce returns the first point sorted by time.
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func BooleanFirstReduce(prev, curr *BooleanPoint) (int64, bool, []interface{}) {
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if prev == nil || curr.Time < prev.Time || (curr.Time == prev.Time && !curr.Value && prev.Value) {
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return curr.Time, curr.Value, cloneAux(curr.Aux)
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}
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return prev.Time, prev.Value, prev.Aux
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}
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// newLastIterator returns an iterator for operating on a last() call.
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func newLastIterator(input Iterator, opt IteratorOptions) (Iterator, error) {
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switch input := input.(type) {
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case FloatIterator:
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createFn := func() (FloatPointAggregator, FloatPointEmitter) {
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fn := NewFloatFuncReducer(FloatLastReduce, nil)
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return fn, fn
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}
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return newFloatReduceFloatIterator(input, opt, createFn), nil
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case IntegerIterator:
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createFn := func() (IntegerPointAggregator, IntegerPointEmitter) {
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fn := NewIntegerFuncReducer(IntegerLastReduce, nil)
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return fn, fn
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}
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return newIntegerReduceIntegerIterator(input, opt, createFn), nil
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case StringIterator:
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createFn := func() (StringPointAggregator, StringPointEmitter) {
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fn := NewStringFuncReducer(StringLastReduce, nil)
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return fn, fn
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}
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return newStringReduceStringIterator(input, opt, createFn), nil
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case BooleanIterator:
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createFn := func() (BooleanPointAggregator, BooleanPointEmitter) {
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fn := NewBooleanFuncReducer(BooleanLastReduce, nil)
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return fn, fn
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}
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return newBooleanReduceBooleanIterator(input, opt, createFn), nil
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default:
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return nil, fmt.Errorf("unsupported last iterator type: %T", input)
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}
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}
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// FloatLastReduce returns the last point sorted by time.
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func FloatLastReduce(prev, curr *FloatPoint) (int64, float64, []interface{}) {
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if prev == nil || curr.Time > prev.Time || (curr.Time == prev.Time && curr.Value > prev.Value) {
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return curr.Time, curr.Value, cloneAux(curr.Aux)
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}
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return prev.Time, prev.Value, prev.Aux
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}
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// IntegerLastReduce returns the last point sorted by time.
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func IntegerLastReduce(prev, curr *IntegerPoint) (int64, int64, []interface{}) {
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if prev == nil || curr.Time > prev.Time || (curr.Time == prev.Time && curr.Value > prev.Value) {
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return curr.Time, curr.Value, cloneAux(curr.Aux)
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}
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return prev.Time, prev.Value, prev.Aux
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}
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// StringLastReduce returns the first point sorted by time.
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func StringLastReduce(prev, curr *StringPoint) (int64, string, []interface{}) {
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if prev == nil || curr.Time > prev.Time || (curr.Time == prev.Time && curr.Value > prev.Value) {
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return curr.Time, curr.Value, cloneAux(curr.Aux)
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}
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return prev.Time, prev.Value, prev.Aux
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}
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// BooleanLastReduce returns the first point sorted by time.
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func BooleanLastReduce(prev, curr *BooleanPoint) (int64, bool, []interface{}) {
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if prev == nil || curr.Time > prev.Time || (curr.Time == prev.Time && curr.Value && !prev.Value) {
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return curr.Time, curr.Value, cloneAux(curr.Aux)
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}
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||
|
return prev.Time, prev.Value, prev.Aux
|
||
|
}
|
||
|
|
||
|
// NewDistinctIterator returns an iterator for operating on a distinct() call.
|
||
|
func NewDistinctIterator(input Iterator, opt IteratorOptions) (Iterator, error) {
|
||
|
switch input := input.(type) {
|
||
|
case FloatIterator:
|
||
|
createFn := func() (FloatPointAggregator, FloatPointEmitter) {
|
||
|
fn := NewFloatDistinctReducer()
|
||
|
return fn, fn
|
||
|
}
|
||
|
return newFloatReduceFloatIterator(input, opt, createFn), nil
|
||
|
case IntegerIterator:
|
||
|
createFn := func() (IntegerPointAggregator, IntegerPointEmitter) {
|
||
|
fn := NewIntegerDistinctReducer()
|
||
|
return fn, fn
|
||
|
}
|
||
|
return newIntegerReduceIntegerIterator(input, opt, createFn), nil
|
||
|
case StringIterator:
|
||
|
createFn := func() (StringPointAggregator, StringPointEmitter) {
|
||
|
fn := NewStringDistinctReducer()
|
||
|
return fn, fn
|
||
|
}
|
||
|
return newStringReduceStringIterator(input, opt, createFn), nil
|
||
|
case BooleanIterator:
|
||
|
createFn := func() (BooleanPointAggregator, BooleanPointEmitter) {
|
||
|
fn := NewBooleanDistinctReducer()
|
||
|
return fn, fn
|
||
|
}
|
||
|
return newBooleanReduceBooleanIterator(input, opt, createFn), nil
|
||
|
default:
|
||
|
return nil, fmt.Errorf("unsupported distinct iterator type: %T", input)
|
||
|
}
|
||
|
}
|
||
|
|
||
|
// newMeanIterator returns an iterator for operating on a mean() call.
|
||
|
func newMeanIterator(input Iterator, opt IteratorOptions) (Iterator, error) {
|
||
|
switch input := input.(type) {
|
||
|
case FloatIterator:
|
||
|
createFn := func() (FloatPointAggregator, FloatPointEmitter) {
|
||
|
fn := NewFloatMeanReducer()
|
||
|
return fn, fn
|
||
|
}
|
||
|
return newFloatReduceFloatIterator(input, opt, createFn), nil
|
||
|
case IntegerIterator:
|
||
|
createFn := func() (IntegerPointAggregator, FloatPointEmitter) {
|
||
|
fn := NewIntegerMeanReducer()
|
||
|
return fn, fn
|
||
|
}
|
||
|
return newIntegerReduceFloatIterator(input, opt, createFn), nil
|
||
|
default:
|
||
|
return nil, fmt.Errorf("unsupported mean iterator type: %T", input)
|
||
|
}
|
||
|
}
|
||
|
|
||
|
// NewMedianIterator returns an iterator for operating on a median() call.
|
||
|
func NewMedianIterator(input Iterator, opt IteratorOptions) (Iterator, error) {
|
||
|
return newMedianIterator(input, opt)
|
||
|
}
|
||
|
|
||
|
// newMedianIterator returns an iterator for operating on a median() call.
|
||
|
func newMedianIterator(input Iterator, opt IteratorOptions) (Iterator, error) {
|
||
|
switch input := input.(type) {
|
||
|
case FloatIterator:
|
||
|
createFn := func() (FloatPointAggregator, FloatPointEmitter) {
|
||
|
fn := NewFloatSliceFuncReducer(FloatMedianReduceSlice)
|
||
|
return fn, fn
|
||
|
}
|
||
|
return newFloatReduceFloatIterator(input, opt, createFn), nil
|
||
|
case IntegerIterator:
|
||
|
createFn := func() (IntegerPointAggregator, FloatPointEmitter) {
|
||
|
fn := NewIntegerSliceFuncFloatReducer(IntegerMedianReduceSlice)
|
||
|
return fn, fn
|
||
|
}
|
||
|
return newIntegerReduceFloatIterator(input, opt, createFn), nil
|
||
|
default:
|
||
|
return nil, fmt.Errorf("unsupported median iterator type: %T", input)
|
||
|
}
|
||
|
}
|
||
|
|
||
|
// FloatMedianReduceSlice returns the median value within a window.
|
||
|
func FloatMedianReduceSlice(a []FloatPoint) []FloatPoint {
|
||
|
if len(a) == 1 {
|
||
|
return a
|
||
|
}
|
||
|
|
||
|
// OPTIMIZE(benbjohnson): Use getSortedRange() from v0.9.5.1.
|
||
|
|
||
|
// Return the middle value from the points.
|
||
|
// If there are an even number of points then return the mean of the two middle points.
|
||
|
sort.Sort(floatPointsByValue(a))
|
||
|
if len(a)%2 == 0 {
|
||
|
lo, hi := a[len(a)/2-1], a[(len(a)/2)]
|
||
|
return []FloatPoint{{Time: ZeroTime, Value: lo.Value + (hi.Value-lo.Value)/2}}
|
||
|
}
|
||
|
return []FloatPoint{{Time: ZeroTime, Value: a[len(a)/2].Value}}
|
||
|
}
|
||
|
|
||
|
// IntegerMedianReduceSlice returns the median value within a window.
|
||
|
func IntegerMedianReduceSlice(a []IntegerPoint) []FloatPoint {
|
||
|
if len(a) == 1 {
|
||
|
return []FloatPoint{{Time: ZeroTime, Value: float64(a[0].Value)}}
|
||
|
}
|
||
|
|
||
|
// OPTIMIZE(benbjohnson): Use getSortedRange() from v0.9.5.1.
|
||
|
|
||
|
// Return the middle value from the points.
|
||
|
// If there are an even number of points then return the mean of the two middle points.
|
||
|
sort.Sort(integerPointsByValue(a))
|
||
|
if len(a)%2 == 0 {
|
||
|
lo, hi := a[len(a)/2-1], a[(len(a)/2)]
|
||
|
return []FloatPoint{{Time: ZeroTime, Value: float64(lo.Value) + float64(hi.Value-lo.Value)/2}}
|
||
|
}
|
||
|
return []FloatPoint{{Time: ZeroTime, Value: float64(a[len(a)/2].Value)}}
|
||
|
}
|
||
|
|
||
|
// newModeIterator returns an iterator for operating on a mode() call.
|
||
|
func NewModeIterator(input Iterator, opt IteratorOptions) (Iterator, error) {
|
||
|
switch input := input.(type) {
|
||
|
case FloatIterator:
|
||
|
createFn := func() (FloatPointAggregator, FloatPointEmitter) {
|
||
|
fn := NewFloatSliceFuncReducer(FloatModeReduceSlice)
|
||
|
return fn, fn
|
||
|
}
|
||
|
return newFloatReduceFloatIterator(input, opt, createFn), nil
|
||
|
case IntegerIterator:
|
||
|
createFn := func() (IntegerPointAggregator, IntegerPointEmitter) {
|
||
|
fn := NewIntegerSliceFuncReducer(IntegerModeReduceSlice)
|
||
|
return fn, fn
|
||
|
}
|
||
|
return newIntegerReduceIntegerIterator(input, opt, createFn), nil
|
||
|
case StringIterator:
|
||
|
createFn := func() (StringPointAggregator, StringPointEmitter) {
|
||
|
fn := NewStringSliceFuncReducer(StringModeReduceSlice)
|
||
|
return fn, fn
|
||
|
}
|
||
|
return newStringReduceStringIterator(input, opt, createFn), nil
|
||
|
case BooleanIterator:
|
||
|
createFn := func() (BooleanPointAggregator, BooleanPointEmitter) {
|
||
|
fn := NewBooleanSliceFuncReducer(BooleanModeReduceSlice)
|
||
|
return fn, fn
|
||
|
}
|
||
|
return newBooleanReduceBooleanIterator(input, opt, createFn), nil
|
||
|
default:
|
||
|
return nil, fmt.Errorf("unsupported median iterator type: %T", input)
|
||
|
}
|
||
|
}
|
||
|
|
||
|
// FloatModeReduceSlice returns the mode value within a window.
|
||
|
func FloatModeReduceSlice(a []FloatPoint) []FloatPoint {
|
||
|
if len(a) == 1 {
|
||
|
return a
|
||
|
}
|
||
|
|
||
|
sort.Sort(floatPointsByValue(a))
|
||
|
|
||
|
mostFreq := 0
|
||
|
currFreq := 0
|
||
|
currMode := a[0].Value
|
||
|
mostMode := a[0].Value
|
||
|
mostTime := a[0].Time
|
||
|
currTime := a[0].Time
|
||
|
|
||
|
for _, p := range a {
|
||
|
if p.Value != currMode {
|
||
|
currFreq = 1
|
||
|
currMode = p.Value
|
||
|
currTime = p.Time
|
||
|
continue
|
||
|
}
|
||
|
currFreq++
|
||
|
if mostFreq > currFreq || (mostFreq == currFreq && currTime > mostTime) {
|
||
|
continue
|
||
|
}
|
||
|
mostFreq = currFreq
|
||
|
mostMode = p.Value
|
||
|
mostTime = p.Time
|
||
|
}
|
||
|
|
||
|
return []FloatPoint{{Time: ZeroTime, Value: mostMode}}
|
||
|
}
|
||
|
|
||
|
// IntegerModeReduceSlice returns the mode value within a window.
|
||
|
func IntegerModeReduceSlice(a []IntegerPoint) []IntegerPoint {
|
||
|
if len(a) == 1 {
|
||
|
return a
|
||
|
}
|
||
|
sort.Sort(integerPointsByValue(a))
|
||
|
|
||
|
mostFreq := 0
|
||
|
currFreq := 0
|
||
|
currMode := a[0].Value
|
||
|
mostMode := a[0].Value
|
||
|
mostTime := a[0].Time
|
||
|
currTime := a[0].Time
|
||
|
|
||
|
for _, p := range a {
|
||
|
if p.Value != currMode {
|
||
|
currFreq = 1
|
||
|
currMode = p.Value
|
||
|
currTime = p.Time
|
||
|
continue
|
||
|
}
|
||
|
currFreq++
|
||
|
if mostFreq > currFreq || (mostFreq == currFreq && currTime > mostTime) {
|
||
|
continue
|
||
|
}
|
||
|
mostFreq = currFreq
|
||
|
mostMode = p.Value
|
||
|
mostTime = p.Time
|
||
|
}
|
||
|
|
||
|
return []IntegerPoint{{Time: ZeroTime, Value: mostMode}}
|
||
|
}
|
||
|
|
||
|
// StringModeReduceSlice returns the mode value within a window.
|
||
|
func StringModeReduceSlice(a []StringPoint) []StringPoint {
|
||
|
if len(a) == 1 {
|
||
|
return a
|
||
|
}
|
||
|
|
||
|
sort.Sort(stringPointsByValue(a))
|
||
|
|
||
|
mostFreq := 0
|
||
|
currFreq := 0
|
||
|
currMode := a[0].Value
|
||
|
mostMode := a[0].Value
|
||
|
mostTime := a[0].Time
|
||
|
currTime := a[0].Time
|
||
|
|
||
|
for _, p := range a {
|
||
|
if p.Value != currMode {
|
||
|
currFreq = 1
|
||
|
currMode = p.Value
|
||
|
currTime = p.Time
|
||
|
continue
|
||
|
}
|
||
|
currFreq++
|
||
|
if mostFreq > currFreq || (mostFreq == currFreq && currTime > mostTime) {
|
||
|
continue
|
||
|
}
|
||
|
mostFreq = currFreq
|
||
|
mostMode = p.Value
|
||
|
mostTime = p.Time
|
||
|
}
|
||
|
|
||
|
return []StringPoint{{Time: ZeroTime, Value: mostMode}}
|
||
|
}
|
||
|
|
||
|
// BooleanModeReduceSlice returns the mode value within a window.
|
||
|
func BooleanModeReduceSlice(a []BooleanPoint) []BooleanPoint {
|
||
|
if len(a) == 1 {
|
||
|
return a
|
||
|
}
|
||
|
|
||
|
trueFreq := 0
|
||
|
falsFreq := 0
|
||
|
mostMode := false
|
||
|
|
||
|
for _, p := range a {
|
||
|
if p.Value {
|
||
|
trueFreq++
|
||
|
} else {
|
||
|
falsFreq++
|
||
|
}
|
||
|
}
|
||
|
// In case either of true or false are mode then retuned mode value wont be
|
||
|
// of metric with oldest timestamp
|
||
|
if trueFreq >= falsFreq {
|
||
|
mostMode = true
|
||
|
}
|
||
|
|
||
|
return []BooleanPoint{{Time: ZeroTime, Value: mostMode}}
|
||
|
}
|
||
|
|
||
|
// newStddevIterator returns an iterator for operating on a stddev() call.
|
||
|
func newStddevIterator(input Iterator, opt IteratorOptions) (Iterator, error) {
|
||
|
switch input := input.(type) {
|
||
|
case FloatIterator:
|
||
|
createFn := func() (FloatPointAggregator, FloatPointEmitter) {
|
||
|
fn := NewFloatSliceFuncReducer(FloatStddevReduceSlice)
|
||
|
return fn, fn
|
||
|
}
|
||
|
return newFloatReduceFloatIterator(input, opt, createFn), nil
|
||
|
case IntegerIterator:
|
||
|
createFn := func() (IntegerPointAggregator, FloatPointEmitter) {
|
||
|
fn := NewIntegerSliceFuncFloatReducer(IntegerStddevReduceSlice)
|
||
|
return fn, fn
|
||
|
}
|
||
|
return newIntegerReduceFloatIterator(input, opt, createFn), nil
|
||
|
default:
|
||
|
return nil, fmt.Errorf("unsupported stddev iterator type: %T", input)
|
||
|
}
|
||
|
}
|
||
|
|
||
|
// FloatStddevReduceSlice returns the stddev value within a window.
|
||
|
func FloatStddevReduceSlice(a []FloatPoint) []FloatPoint {
|
||
|
// If there is only one point then return 0.
|
||
|
if len(a) < 2 {
|
||
|
return []FloatPoint{{Time: ZeroTime, Nil: true}}
|
||
|
}
|
||
|
|
||
|
// Calculate the mean.
|
||
|
var mean float64
|
||
|
var count int
|
||
|
for _, p := range a {
|
||
|
if math.IsNaN(p.Value) {
|
||
|
continue
|
||
|
}
|
||
|
count++
|
||
|
mean += (p.Value - mean) / float64(count)
|
||
|
}
|
||
|
|
||
|
// Calculate the variance.
|
||
|
var variance float64
|
||
|
for _, p := range a {
|
||
|
if math.IsNaN(p.Value) {
|
||
|
continue
|
||
|
}
|
||
|
variance += math.Pow(p.Value-mean, 2)
|
||
|
}
|
||
|
return []FloatPoint{{
|
||
|
Time: ZeroTime,
|
||
|
Value: math.Sqrt(variance / float64(count-1)),
|
||
|
}}
|
||
|
}
|
||
|
|
||
|
// IntegerStddevReduceSlice returns the stddev value within a window.
|
||
|
func IntegerStddevReduceSlice(a []IntegerPoint) []FloatPoint {
|
||
|
// If there is only one point then return 0.
|
||
|
if len(a) < 2 {
|
||
|
return []FloatPoint{{Time: ZeroTime, Nil: true}}
|
||
|
}
|
||
|
|
||
|
// Calculate the mean.
|
||
|
var mean float64
|
||
|
var count int
|
||
|
for _, p := range a {
|
||
|
count++
|
||
|
mean += (float64(p.Value) - mean) / float64(count)
|
||
|
}
|
||
|
|
||
|
// Calculate the variance.
|
||
|
var variance float64
|
||
|
for _, p := range a {
|
||
|
variance += math.Pow(float64(p.Value)-mean, 2)
|
||
|
}
|
||
|
return []FloatPoint{{
|
||
|
Time: ZeroTime,
|
||
|
Value: math.Sqrt(variance / float64(count-1)),
|
||
|
}}
|
||
|
}
|
||
|
|
||
|
// newSpreadIterator returns an iterator for operating on a spread() call.
|
||
|
func newSpreadIterator(input Iterator, opt IteratorOptions) (Iterator, error) {
|
||
|
switch input := input.(type) {
|
||
|
case FloatIterator:
|
||
|
createFn := func() (FloatPointAggregator, FloatPointEmitter) {
|
||
|
fn := NewFloatSliceFuncReducer(FloatSpreadReduceSlice)
|
||
|
return fn, fn
|
||
|
}
|
||
|
return newFloatReduceFloatIterator(input, opt, createFn), nil
|
||
|
case IntegerIterator:
|
||
|
createFn := func() (IntegerPointAggregator, IntegerPointEmitter) {
|
||
|
fn := NewIntegerSliceFuncReducer(IntegerSpreadReduceSlice)
|
||
|
return fn, fn
|
||
|
}
|
||
|
return newIntegerReduceIntegerIterator(input, opt, createFn), nil
|
||
|
default:
|
||
|
return nil, fmt.Errorf("unsupported spread iterator type: %T", input)
|
||
|
}
|
||
|
}
|
||
|
|
||
|
// FloatSpreadReduceSlice returns the spread value within a window.
|
||
|
func FloatSpreadReduceSlice(a []FloatPoint) []FloatPoint {
|
||
|
// Find min & max values.
|
||
|
min, max := a[0].Value, a[0].Value
|
||
|
for _, p := range a[1:] {
|
||
|
min = math.Min(min, p.Value)
|
||
|
max = math.Max(max, p.Value)
|
||
|
}
|
||
|
return []FloatPoint{{Time: ZeroTime, Value: max - min}}
|
||
|
}
|
||
|
|
||
|
// IntegerSpreadReduceSlice returns the spread value within a window.
|
||
|
func IntegerSpreadReduceSlice(a []IntegerPoint) []IntegerPoint {
|
||
|
// Find min & max values.
|
||
|
min, max := a[0].Value, a[0].Value
|
||
|
for _, p := range a[1:] {
|
||
|
if p.Value < min {
|
||
|
min = p.Value
|
||
|
}
|
||
|
if p.Value > max {
|
||
|
max = p.Value
|
||
|
}
|
||
|
}
|
||
|
return []IntegerPoint{{Time: ZeroTime, Value: max - min}}
|
||
|
}
|
||
|
|
||
|
func newTopIterator(input Iterator, opt IteratorOptions, n int, keepTags bool) (Iterator, error) {
|
||
|
switch input := input.(type) {
|
||
|
case FloatIterator:
|
||
|
createFn := func() (FloatPointAggregator, FloatPointEmitter) {
|
||
|
fn := NewFloatTopReducer(n)
|
||
|
return fn, fn
|
||
|
}
|
||
|
itr := newFloatReduceFloatIterator(input, opt, createFn)
|
||
|
itr.keepTags = keepTags
|
||
|
return itr, nil
|
||
|
case IntegerIterator:
|
||
|
createFn := func() (IntegerPointAggregator, IntegerPointEmitter) {
|
||
|
fn := NewIntegerTopReducer(n)
|
||
|
return fn, fn
|
||
|
}
|
||
|
itr := newIntegerReduceIntegerIterator(input, opt, createFn)
|
||
|
itr.keepTags = keepTags
|
||
|
return itr, nil
|
||
|
default:
|
||
|
return nil, fmt.Errorf("unsupported top iterator type: %T", input)
|
||
|
}
|
||
|
}
|
||
|
|
||
|
func newBottomIterator(input Iterator, opt IteratorOptions, n int, keepTags bool) (Iterator, error) {
|
||
|
switch input := input.(type) {
|
||
|
case FloatIterator:
|
||
|
createFn := func() (FloatPointAggregator, FloatPointEmitter) {
|
||
|
fn := NewFloatBottomReducer(n)
|
||
|
return fn, fn
|
||
|
}
|
||
|
itr := newFloatReduceFloatIterator(input, opt, createFn)
|
||
|
itr.keepTags = keepTags
|
||
|
return itr, nil
|
||
|
case IntegerIterator:
|
||
|
createFn := func() (IntegerPointAggregator, IntegerPointEmitter) {
|
||
|
fn := NewIntegerBottomReducer(n)
|
||
|
return fn, fn
|
||
|
}
|
||
|
itr := newIntegerReduceIntegerIterator(input, opt, createFn)
|
||
|
itr.keepTags = keepTags
|
||
|
return itr, nil
|
||
|
default:
|
||
|
return nil, fmt.Errorf("unsupported bottom iterator type: %T", input)
|
||
|
}
|
||
|
}
|
||
|
|
||
|
// newPercentileIterator returns an iterator for operating on a percentile() call.
|
||
|
func newPercentileIterator(input Iterator, opt IteratorOptions, percentile float64) (Iterator, error) {
|
||
|
switch input := input.(type) {
|
||
|
case FloatIterator:
|
||
|
floatPercentileReduceSlice := NewFloatPercentileReduceSliceFunc(percentile)
|
||
|
createFn := func() (FloatPointAggregator, FloatPointEmitter) {
|
||
|
fn := NewFloatSliceFuncReducer(floatPercentileReduceSlice)
|
||
|
return fn, fn
|
||
|
}
|
||
|
return newFloatReduceFloatIterator(input, opt, createFn), nil
|
||
|
case IntegerIterator:
|
||
|
integerPercentileReduceSlice := NewIntegerPercentileReduceSliceFunc(percentile)
|
||
|
createFn := func() (IntegerPointAggregator, IntegerPointEmitter) {
|
||
|
fn := NewIntegerSliceFuncReducer(integerPercentileReduceSlice)
|
||
|
return fn, fn
|
||
|
}
|
||
|
return newIntegerReduceIntegerIterator(input, opt, createFn), nil
|
||
|
default:
|
||
|
return nil, fmt.Errorf("unsupported percentile iterator type: %T", input)
|
||
|
}
|
||
|
}
|
||
|
|
||
|
// NewFloatPercentileReduceSliceFunc returns the percentile value within a window.
|
||
|
func NewFloatPercentileReduceSliceFunc(percentile float64) FloatReduceSliceFunc {
|
||
|
return func(a []FloatPoint) []FloatPoint {
|
||
|
length := len(a)
|
||
|
i := int(math.Floor(float64(length)*percentile/100.0+0.5)) - 1
|
||
|
|
||
|
if i < 0 || i >= length {
|
||
|
return nil
|
||
|
}
|
||
|
|
||
|
sort.Sort(floatPointsByValue(a))
|
||
|
return []FloatPoint{{Time: a[i].Time, Value: a[i].Value, Aux: cloneAux(a[i].Aux)}}
|
||
|
}
|
||
|
}
|
||
|
|
||
|
// NewIntegerPercentileReduceSliceFunc returns the percentile value within a window.
|
||
|
func NewIntegerPercentileReduceSliceFunc(percentile float64) IntegerReduceSliceFunc {
|
||
|
return func(a []IntegerPoint) []IntegerPoint {
|
||
|
length := len(a)
|
||
|
i := int(math.Floor(float64(length)*percentile/100.0+0.5)) - 1
|
||
|
|
||
|
if i < 0 || i >= length {
|
||
|
return nil
|
||
|
}
|
||
|
|
||
|
sort.Sort(integerPointsByValue(a))
|
||
|
return []IntegerPoint{{Time: a[i].Time, Value: a[i].Value, Aux: cloneAux(a[i].Aux)}}
|
||
|
}
|
||
|
}
|
||
|
|
||
|
// newDerivativeIterator returns an iterator for operating on a derivative() call.
|
||
|
func newDerivativeIterator(input Iterator, opt IteratorOptions, interval Interval, isNonNegative bool) (Iterator, error) {
|
||
|
switch input := input.(type) {
|
||
|
case FloatIterator:
|
||
|
createFn := func() (FloatPointAggregator, FloatPointEmitter) {
|
||
|
fn := NewFloatDerivativeReducer(interval, isNonNegative, opt.Ascending)
|
||
|
return fn, fn
|
||
|
}
|
||
|
return newFloatStreamFloatIterator(input, createFn, opt), nil
|
||
|
case IntegerIterator:
|
||
|
createFn := func() (IntegerPointAggregator, FloatPointEmitter) {
|
||
|
fn := NewIntegerDerivativeReducer(interval, isNonNegative, opt.Ascending)
|
||
|
return fn, fn
|
||
|
}
|
||
|
return newIntegerStreamFloatIterator(input, createFn, opt), nil
|
||
|
default:
|
||
|
return nil, fmt.Errorf("unsupported derivative iterator type: %T", input)
|
||
|
}
|
||
|
}
|
||
|
|
||
|
// newDifferenceIterator returns an iterator for operating on a difference() call.
|
||
|
func newDifferenceIterator(input Iterator, opt IteratorOptions, isNonNegative bool) (Iterator, error) {
|
||
|
switch input := input.(type) {
|
||
|
case FloatIterator:
|
||
|
createFn := func() (FloatPointAggregator, FloatPointEmitter) {
|
||
|
fn := NewFloatDifferenceReducer(isNonNegative)
|
||
|
return fn, fn
|
||
|
}
|
||
|
return newFloatStreamFloatIterator(input, createFn, opt), nil
|
||
|
case IntegerIterator:
|
||
|
createFn := func() (IntegerPointAggregator, IntegerPointEmitter) {
|
||
|
fn := NewIntegerDifferenceReducer(isNonNegative)
|
||
|
return fn, fn
|
||
|
}
|
||
|
return newIntegerStreamIntegerIterator(input, createFn, opt), nil
|
||
|
default:
|
||
|
return nil, fmt.Errorf("unsupported difference iterator type: %T", input)
|
||
|
}
|
||
|
}
|
||
|
|
||
|
// newElapsedIterator returns an iterator for operating on a elapsed() call.
|
||
|
func newElapsedIterator(input Iterator, opt IteratorOptions, interval Interval) (Iterator, error) {
|
||
|
switch input := input.(type) {
|
||
|
case FloatIterator:
|
||
|
createFn := func() (FloatPointAggregator, IntegerPointEmitter) {
|
||
|
fn := NewFloatElapsedReducer(interval)
|
||
|
return fn, fn
|
||
|
}
|
||
|
return newFloatStreamIntegerIterator(input, createFn, opt), nil
|
||
|
case IntegerIterator:
|
||
|
createFn := func() (IntegerPointAggregator, IntegerPointEmitter) {
|
||
|
fn := NewIntegerElapsedReducer(interval)
|
||
|
return fn, fn
|
||
|
}
|
||
|
return newIntegerStreamIntegerIterator(input, createFn, opt), nil
|
||
|
case BooleanIterator:
|
||
|
createFn := func() (BooleanPointAggregator, IntegerPointEmitter) {
|
||
|
fn := NewBooleanElapsedReducer(interval)
|
||
|
return fn, fn
|
||
|
}
|
||
|
return newBooleanStreamIntegerIterator(input, createFn, opt), nil
|
||
|
case StringIterator:
|
||
|
createFn := func() (StringPointAggregator, IntegerPointEmitter) {
|
||
|
fn := NewStringElapsedReducer(interval)
|
||
|
return fn, fn
|
||
|
}
|
||
|
return newStringStreamIntegerIterator(input, createFn, opt), nil
|
||
|
default:
|
||
|
return nil, fmt.Errorf("unsupported elapsed iterator type: %T", input)
|
||
|
}
|
||
|
}
|
||
|
|
||
|
// newMovingAverageIterator returns an iterator for operating on a moving_average() call.
|
||
|
func newMovingAverageIterator(input Iterator, n int, opt IteratorOptions) (Iterator, error) {
|
||
|
switch input := input.(type) {
|
||
|
case FloatIterator:
|
||
|
createFn := func() (FloatPointAggregator, FloatPointEmitter) {
|
||
|
fn := NewFloatMovingAverageReducer(n)
|
||
|
return fn, fn
|
||
|
}
|
||
|
return newFloatStreamFloatIterator(input, createFn, opt), nil
|
||
|
case IntegerIterator:
|
||
|
createFn := func() (IntegerPointAggregator, FloatPointEmitter) {
|
||
|
fn := NewIntegerMovingAverageReducer(n)
|
||
|
return fn, fn
|
||
|
}
|
||
|
return newIntegerStreamFloatIterator(input, createFn, opt), nil
|
||
|
default:
|
||
|
return nil, fmt.Errorf("unsupported moving average iterator type: %T", input)
|
||
|
}
|
||
|
}
|
||
|
|
||
|
// newCumulativeSumIterator returns an iterator for operating on a cumulative_sum() call.
|
||
|
func newCumulativeSumIterator(input Iterator, opt IteratorOptions) (Iterator, error) {
|
||
|
switch input := input.(type) {
|
||
|
case FloatIterator:
|
||
|
createFn := func() (FloatPointAggregator, FloatPointEmitter) {
|
||
|
fn := NewFloatCumulativeSumReducer()
|
||
|
return fn, fn
|
||
|
}
|
||
|
return newFloatStreamFloatIterator(input, createFn, opt), nil
|
||
|
case IntegerIterator:
|
||
|
createFn := func() (IntegerPointAggregator, IntegerPointEmitter) {
|
||
|
fn := NewIntegerCumulativeSumReducer()
|
||
|
return fn, fn
|
||
|
}
|
||
|
return newIntegerStreamIntegerIterator(input, createFn, opt), nil
|
||
|
default:
|
||
|
return nil, fmt.Errorf("unsupported cumulative sum iterator type: %T", input)
|
||
|
}
|
||
|
}
|
||
|
|
||
|
// newHoltWintersIterator returns an iterator for operating on a holt_winters() call.
|
||
|
func newHoltWintersIterator(input Iterator, opt IteratorOptions, h, m int, includeFitData bool, interval time.Duration) (Iterator, error) {
|
||
|
switch input := input.(type) {
|
||
|
case FloatIterator:
|
||
|
createFn := func() (FloatPointAggregator, FloatPointEmitter) {
|
||
|
fn := NewFloatHoltWintersReducer(h, m, includeFitData, interval)
|
||
|
return fn, fn
|
||
|
}
|
||
|
return newFloatReduceFloatIterator(input, opt, createFn), nil
|
||
|
case IntegerIterator:
|
||
|
createFn := func() (IntegerPointAggregator, FloatPointEmitter) {
|
||
|
fn := NewFloatHoltWintersReducer(h, m, includeFitData, interval)
|
||
|
return fn, fn
|
||
|
}
|
||
|
return newIntegerReduceFloatIterator(input, opt, createFn), nil
|
||
|
default:
|
||
|
return nil, fmt.Errorf("unsupported elapsed iterator type: %T", input)
|
||
|
}
|
||
|
}
|
||
|
|
||
|
// NewSampleIterator returns an iterator for operating on a sample() call (exported for use in test).
|
||
|
func NewSampleIterator(input Iterator, opt IteratorOptions, size int) (Iterator, error) {
|
||
|
return newSampleIterator(input, opt, size)
|
||
|
}
|
||
|
|
||
|
// newSampleIterator returns an iterator for operating on a sample() call.
|
||
|
func newSampleIterator(input Iterator, opt IteratorOptions, size int) (Iterator, error) {
|
||
|
switch input := input.(type) {
|
||
|
case FloatIterator:
|
||
|
createFn := func() (FloatPointAggregator, FloatPointEmitter) {
|
||
|
fn := NewFloatSampleReducer(size)
|
||
|
return fn, fn
|
||
|
}
|
||
|
return newFloatReduceFloatIterator(input, opt, createFn), nil
|
||
|
case IntegerIterator:
|
||
|
createFn := func() (IntegerPointAggregator, IntegerPointEmitter) {
|
||
|
fn := NewIntegerSampleReducer(size)
|
||
|
return fn, fn
|
||
|
}
|
||
|
return newIntegerReduceIntegerIterator(input, opt, createFn), nil
|
||
|
case StringIterator:
|
||
|
createFn := func() (StringPointAggregator, StringPointEmitter) {
|
||
|
fn := NewStringSampleReducer(size)
|
||
|
return fn, fn
|
||
|
}
|
||
|
return newStringReduceStringIterator(input, opt, createFn), nil
|
||
|
case BooleanIterator:
|
||
|
createFn := func() (BooleanPointAggregator, BooleanPointEmitter) {
|
||
|
fn := NewBooleanSampleReducer(size)
|
||
|
return fn, fn
|
||
|
}
|
||
|
return newBooleanReduceBooleanIterator(input, opt, createFn), nil
|
||
|
default:
|
||
|
return nil, fmt.Errorf("unsupported elapsed iterator type: %T", input)
|
||
|
}
|
||
|
}
|
||
|
|
||
|
// newIntegralIterator returns an iterator for operating on a integral() call.
|
||
|
func newIntegralIterator(input Iterator, opt IteratorOptions, interval Interval) (Iterator, error) {
|
||
|
switch input := input.(type) {
|
||
|
case FloatIterator:
|
||
|
createFn := func() (FloatPointAggregator, FloatPointEmitter) {
|
||
|
fn := NewFloatIntegralReducer(interval, opt)
|
||
|
return fn, fn
|
||
|
}
|
||
|
return newFloatStreamFloatIterator(input, createFn, opt), nil
|
||
|
case IntegerIterator:
|
||
|
createFn := func() (IntegerPointAggregator, FloatPointEmitter) {
|
||
|
fn := NewIntegerIntegralReducer(interval, opt)
|
||
|
return fn, fn
|
||
|
}
|
||
|
return newIntegerStreamFloatIterator(input, createFn, opt), nil
|
||
|
default:
|
||
|
return nil, fmt.Errorf("unsupported integral iterator type: %T", input)
|
||
|
}
|
||
|
}
|