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derivative.go
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derivative.go
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package kapacitor
import (
"errors"
"fmt"
"time"
"github.com/influxdata/kapacitor/edge"
"github.com/influxdata/kapacitor/keyvalue"
"github.com/influxdata/kapacitor/models"
"github.com/influxdata/kapacitor/pipeline"
)
type DerivativeNode struct {
node
d *pipeline.DerivativeNode
}
// Create a new derivative node.
func newDerivativeNode(et *ExecutingTask, n *pipeline.DerivativeNode, d NodeDiagnostic) (*DerivativeNode, error) {
dn := &DerivativeNode{
node: node{Node: n, et: et, diag: d},
d: n,
}
// Create stateful expressions
dn.node.runF = dn.runDerivative
return dn, nil
}
func (n *DerivativeNode) runDerivative([]byte) error {
consumer := edge.NewGroupedConsumer(
n.ins[0],
n,
)
n.statMap.Set(statCardinalityGauge, consumer.CardinalityVar())
return consumer.Consume()
}
func (n *DerivativeNode) NewGroup(group edge.GroupInfo, first edge.PointMeta) (edge.Receiver, error) {
return edge.NewReceiverFromForwardReceiverWithStats(
n.outs,
edge.NewTimedForwardReceiver(n.timer, n.newGroup()),
), nil
}
func (n *DerivativeNode) newGroup() *derivativeGroup {
return &derivativeGroup{
n: n,
}
}
type derivativeGroup struct {
n *DerivativeNode
previous edge.FieldsTagsTimeGetter
}
func (g *derivativeGroup) BeginBatch(begin edge.BeginBatchMessage) (edge.Message, error) {
if s := begin.SizeHint(); s > 0 {
begin = begin.ShallowCopy()
begin.SetSizeHint(s - 1)
}
g.previous = nil
return begin, nil
}
func (g *derivativeGroup) BatchPoint(bp edge.BatchPointMessage) (edge.Message, error) {
np := bp.ShallowCopy()
emit := g.doDerivative(bp, np)
if emit {
return np, nil
}
return nil, nil
}
func (g *derivativeGroup) EndBatch(end edge.EndBatchMessage) (edge.Message, error) {
return end, nil
}
func (g *derivativeGroup) Point(p edge.PointMessage) (edge.Message, error) {
np := p.ShallowCopy()
emit := g.doDerivative(p, np)
if emit {
return np, nil
}
return nil, nil
}
// doDerivative computes the derivative with respect to g.previous and p.
// The resulting derivative value will be set on n.
func (g *derivativeGroup) doDerivative(p edge.FieldsTagsTimeGetter, n edge.FieldsTagsTimeSetter) bool {
var prevFields, currFields models.Fields
var prevTime, currTime time.Time
if g.previous != nil {
prevFields = g.previous.Fields()
prevTime = g.previous.Time()
}
currFields = p.Fields()
currTime = p.Time()
value, store, emit := g.n.derivative(
prevFields, currFields,
prevTime, currTime,
)
if store {
g.previous = p
}
if !emit {
return false
}
fields := n.Fields().Copy()
fields[g.n.d.As] = value
n.SetFields(fields)
return true
}
func (g *derivativeGroup) Barrier(b edge.BarrierMessage) (edge.Message, error) {
return b, nil
}
func (g *derivativeGroup) DeleteGroup(d edge.DeleteGroupMessage) (edge.Message, error) {
return d, nil
}
// derivative calculates the derivative between prev and cur.
// Return is the resulting derivative, whether the current point should be
// stored as previous, and whether the point result should be emitted.
func (n *DerivativeNode) derivative(prev, curr models.Fields, prevTime, currTime time.Time) (float64, bool, bool) {
f1, ok := numToFloat(curr[n.d.Field])
if !ok {
n.diag.Error("cannot perform derivative",
errors.New("field is the wrong type"),
keyvalue.KV("field", n.d.Field),
keyvalue.KV("type", fmt.Sprintf("%T", curr[n.d.Field])),
)
return 0, false, false
}
f0, ok := numToFloat(prev[n.d.Field])
if !ok {
// The only time this will fail to parse is if there is no previous.
// Because we only return `store=true` if current parses successfully, we will
// never get a previous which doesn't parse.
return 0, true, false
}
elapsed := float64(currTime.Sub(prevTime))
if elapsed == 0 {
n.diag.Error("cannot perform derivative", errors.New("elaspsed time was 0"))
return 0, true, false
}
diff := f1 - f0
// Drop negative values for non-negative derivatives
if n.d.NonNegativeFlag && diff < 0 {
return 0, true, false
}
value := float64(diff) / (elapsed / float64(n.d.Unit))
return value, true, true
}
func numToFloat(num interface{}) (float64, bool) {
switch n := num.(type) {
case int64:
return float64(n), true
case float64:
return n, true
default:
return 0, false
}
}