prometheus/tsdb/chunkenc/float_histogram_test.go

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// Copyright 2021 The Prometheus Authors
// Licensed under the Apache License, Version 2.0 (the "License");
// you may not use this file except in compliance with the License.
// You may obtain a copy of the License at
//
// http://www.apache.org/licenses/LICENSE-2.0
//
// Unless required by applicable law or agreed to in writing, software
// distributed under the License is distributed on an "AS IS" BASIS,
// WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
// See the License for the specific language governing permissions and
// limitations under the License.
package chunkenc
import (
"testing"
"github.com/stretchr/testify/require"
"github.com/prometheus/prometheus/model/histogram"
"github.com/prometheus/prometheus/tsdb/tsdbutil"
)
type floatResult struct {
t int64
h *histogram.FloatHistogram
}
func TestFirstFloatHistogramExplicitCounterReset(t *testing.T) {
tests := map[string]struct {
hint histogram.CounterResetHint
expHeader CounterResetHeader
}{
"CounterReset": {
hint: histogram.CounterReset,
expHeader: CounterReset,
},
"NotCounterReset": {
hint: histogram.NotCounterReset,
expHeader: UnknownCounterReset,
},
"UnknownCounterReset": {
hint: histogram.UnknownCounterReset,
expHeader: UnknownCounterReset,
},
"Gauge": {
hint: histogram.GaugeType,
expHeader: GaugeType,
},
}
for name, test := range tests {
t.Run(name, func(t *testing.T) {
h := &histogram.FloatHistogram{
CounterResetHint: test.hint,
}
chk := NewFloatHistogramChunk()
app, err := chk.Appender()
require.NoError(t, err)
newChk, recoded, newApp, err := app.AppendFloatHistogram(nil, 0, h, false)
require.NoError(t, err)
require.Nil(t, newChk)
require.False(t, recoded)
require.Equal(t, app, newApp)
require.Equal(t, test.expHeader, chk.GetCounterResetHeader())
})
}
}
func TestFloatHistogramChunkSameBuckets(t *testing.T) {
c := NewFloatHistogramChunk()
var exp []floatResult
// Create fresh appender and add the first histogram.
app, err := c.Appender()
require.NoError(t, err)
require.Equal(t, 0, c.NumSamples())
ts := int64(1234567890)
h := &histogram.Histogram{
Count: 15,
ZeroCount: 2,
Sum: 18.4,
ZeroThreshold: 1e-100,
Schema: 1,
PositiveSpans: []histogram.Span{
{Offset: 0, Length: 2},
{Offset: 1, Length: 2},
},
PositiveBuckets: []int64{1, 1, -1, 0}, // counts: 1, 2, 1, 1 (total 5)
NegativeSpans: []histogram.Span{
{Offset: 1, Length: 1},
{Offset: 2, Length: 3},
},
NegativeBuckets: []int64{2, 1, -1, -1}, // counts: 2, 3, 2, 1 (total 8)
}
chk, _, app, err := app.AppendFloatHistogram(nil, ts, h.ToFloat(nil), false)
require.NoError(t, err)
require.Nil(t, chk)
exp = append(exp, floatResult{t: ts, h: h.ToFloat(nil)})
require.Equal(t, 1, c.NumSamples())
// Add an updated histogram.
ts += 16
h = h.Copy()
h.Count = 32
h.ZeroCount++
h.Sum = 24.4
h.PositiveBuckets = []int64{5, -2, 1, -2} // counts: 5, 3, 4, 2 (total 14)
h.NegativeBuckets = []int64{4, -1, 1, -1} // counts: 4, 3, 4, 4 (total 15)
chk, _, _, err = app.AppendFloatHistogram(nil, ts, h.ToFloat(nil), false)
require.NoError(t, err)
require.Nil(t, chk)
expH := h.ToFloat(nil)
expH.CounterResetHint = histogram.NotCounterReset
exp = append(exp, floatResult{t: ts, h: expH})
require.Equal(t, 2, c.NumSamples())
// Add update with new appender.
app, err = c.Appender()
require.NoError(t, err)
ts += 14
h = h.Copy()
h.Count = 54
h.ZeroCount += 2
h.Sum = 24.4
h.PositiveBuckets = []int64{6, 1, -3, 6} // counts: 6, 7, 4, 10 (total 27)
h.NegativeBuckets = []int64{5, 1, -2, 3} // counts: 5, 6, 4, 7 (total 22)
chk, _, _, err = app.AppendFloatHistogram(nil, ts, h.ToFloat(nil), false)
require.NoError(t, err)
require.Nil(t, chk)
expH = h.ToFloat(nil)
expH.CounterResetHint = histogram.NotCounterReset
exp = append(exp, floatResult{t: ts, h: expH})
require.Equal(t, 3, c.NumSamples())
// 1. Expand iterator in simple case.
it := c.Iterator(nil)
require.NoError(t, it.Err())
var act []floatResult
for it.Next() == ValFloatHistogram {
fts, fh := it.AtFloatHistogram(nil)
act = append(act, floatResult{t: fts, h: fh})
}
require.NoError(t, it.Err())
require.Equal(t, exp, act)
// 2. Expand second iterator while reusing first one.
it2 := c.Iterator(it)
var act2 []floatResult
for it2.Next() == ValFloatHistogram {
fts, fh := it2.AtFloatHistogram(nil)
act2 = append(act2, floatResult{t: fts, h: fh})
}
require.NoError(t, it2.Err())
require.Equal(t, exp, act2)
// 3. Now recycle an iterator that was never used to access anything.
itX := c.Iterator(nil)
for itX.Next() == ValFloatHistogram {
// Just iterate through without accessing anything.
}
it3 := c.iterator(itX)
var act3 []floatResult
for it3.Next() == ValFloatHistogram {
fts, fh := it3.AtFloatHistogram(nil)
act3 = append(act3, floatResult{t: fts, h: fh})
}
require.NoError(t, it3.Err())
require.Equal(t, exp, act3)
// 4. Test iterator Seek.
mid := len(exp) / 2
it4 := c.Iterator(nil)
var act4 []floatResult
require.Equal(t, ValFloatHistogram, it4.Seek(exp[mid].t))
// Below ones should not matter.
require.Equal(t, ValFloatHistogram, it4.Seek(exp[mid].t))
require.Equal(t, ValFloatHistogram, it4.Seek(exp[mid].t))
fts, fh := it4.AtFloatHistogram(nil)
act4 = append(act4, floatResult{t: fts, h: fh})
for it4.Next() == ValFloatHistogram {
fts, fh := it4.AtFloatHistogram(nil)
act4 = append(act4, floatResult{t: fts, h: fh})
}
require.NoError(t, it4.Err())
require.Equal(t, exp[mid:], act4)
require.Equal(t, ValNone, it4.Seek(exp[len(exp)-1].t+1))
}
// Mimics the scenario described for expandSpansForward.
func TestFloatHistogramChunkBucketChanges(t *testing.T) {
c := Chunk(NewFloatHistogramChunk())
// Create fresh appender and add the first histogram.
app, err := c.Appender()
require.NoError(t, err)
require.Equal(t, 0, c.NumSamples())
ts1 := int64(1234567890)
h1 := &histogram.Histogram{
Count: 27,
ZeroCount: 2,
Sum: 18.4,
ZeroThreshold: 1e-125,
Schema: 1,
PositiveSpans: []histogram.Span{
{Offset: 0, Length: 2},
{Offset: 2, Length: 1},
{Offset: 3, Length: 2},
{Offset: 3, Length: 1},
{Offset: 1, Length: 1},
},
PositiveBuckets: []int64{6, -3, 0, -1, 2, 1, -4}, // counts: 6, 3, 3, 2, 4, 5, 1 (total 24)
NegativeSpans: []histogram.Span{{Offset: 1, Length: 1}},
NegativeBuckets: []int64{1},
}
chk, _, app, err := app.AppendFloatHistogram(nil, ts1, h1.ToFloat(nil), false)
require.NoError(t, err)
require.Nil(t, chk)
require.Equal(t, 1, c.NumSamples())
// Add a new histogram that has expanded buckets.
ts2 := ts1 + 16
h2 := h1.Copy()
h2.PositiveSpans = []histogram.Span{
{Offset: 0, Length: 3},
{Offset: 1, Length: 1},
{Offset: 1, Length: 4},
{Offset: 3, Length: 3},
}
h2.NegativeSpans = []histogram.Span{{Offset: 0, Length: 2}}
h2.Count = 35
h2.ZeroCount++
h2.Sum = 30
// Existing histogram should get values converted from the above to:
// 6 3 0 3 0 0 2 4 5 0 1 (previous values with some new empty buckets in between)
// so the new histogram should have new counts >= these per-bucket counts, e.g.:
h2.PositiveBuckets = []int64{7, -2, -4, 2, -2, -1, 2, 3, 0, -5, 1} // 7 5 1 3 1 0 2 5 5 0 1 (total 30)
// Existing histogram should get values converted from the above to:
// 0 1 (previous values with some new empty buckets in between)
// so the new histogram should have new counts >= these per-bucket counts, e.g.:
h2.NegativeBuckets = []int64{2, -1} // 2 1 (total 3)
// This is how span changes will be handled.
hApp, _ := app.(*FloatHistogramAppender)
posInterjections, negInterjections, backwardPositiveInserts, backwardNegativeInserts, ok, cr := hApp.appendable(h2.ToFloat(nil))
require.NotEmpty(t, posInterjections)
require.NotEmpty(t, negInterjections)
require.Empty(t, backwardPositiveInserts)
require.Empty(t, backwardNegativeInserts)
require.True(t, ok) // Only new buckets came in.
require.False(t, cr)
c, app = hApp.recode(posInterjections, negInterjections, h2.PositiveSpans, h2.NegativeSpans)
chk, _, _, err = app.AppendFloatHistogram(nil, ts2, h2.ToFloat(nil), false)
require.NoError(t, err)
require.Nil(t, chk)
require.Equal(t, 2, c.NumSamples())
// Because the 2nd histogram has expanded buckets, we should expect all
// histograms (in particular the first) to come back using the new spans
// metadata as well as the expanded buckets.
h1.PositiveSpans = h2.PositiveSpans
h1.PositiveBuckets = []int64{6, -3, -3, 3, -3, 0, 2, 2, 1, -5, 1}
h1.NegativeSpans = h2.NegativeSpans
h1.NegativeBuckets = []int64{0, 1}
expH2 := h2.ToFloat(nil)
expH2.CounterResetHint = histogram.NotCounterReset
exp := []floatResult{
{t: ts1, h: h1.ToFloat(nil)},
{t: ts2, h: expH2},
}
it := c.Iterator(nil)
var act []floatResult
for it.Next() == ValFloatHistogram {
fts, fh := it.AtFloatHistogram(nil)
act = append(act, floatResult{t: fts, h: fh})
}
require.NoError(t, it.Err())
require.Equal(t, exp, act)
}
func TestFloatHistogramChunkAppendable(t *testing.T) {
eh := &histogram.FloatHistogram{
Count: 5,
ZeroCount: 2,
Sum: 18.4,
ZeroThreshold: 1e-125,
Schema: 1,
PositiveSpans: []histogram.Span{
{Offset: 0, Length: 2},
{Offset: 2, Length: 1},
{Offset: 3, Length: 2},
{Offset: 3, Length: 1},
{Offset: 1, Length: 1},
},
PositiveBuckets: []float64{6, 3, 3, 2, 4, 5, 1},
}
cbh := &histogram.FloatHistogram{
Count: 24,
Sum: 18.4,
Schema: histogram.CustomBucketsSchema,
PositiveSpans: []histogram.Span{
{Offset: 0, Length: 2},
{Offset: 2, Length: 1},
{Offset: 3, Length: 2},
{Offset: 3, Length: 1},
{Offset: 1, Length: 1},
},
PositiveBuckets: []float64{6, 3, 3, 2, 4, 5, 1},
CustomValues: []float64{1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20},
}
setup := func(h *histogram.FloatHistogram) (Chunk, *FloatHistogramAppender, int64, *histogram.FloatHistogram) {
c := Chunk(NewFloatHistogramChunk())
// Create fresh appender and add the first histogram.
app, err := c.Appender()
require.NoError(t, err)
require.Equal(t, 0, c.NumSamples())
ts := int64(1234567890)
chk, _, app, err := app.AppendFloatHistogram(nil, ts, h.Copy(), false)
require.NoError(t, err)
require.Nil(t, chk)
require.Equal(t, 1, c.NumSamples())
require.Equal(t, UnknownCounterReset, c.(*FloatHistogramChunk).GetCounterResetHeader())
return c, app.(*FloatHistogramAppender), ts, h
}
{ // Schema change.
c, hApp, ts, h1 := setup(eh)
h2 := h1.Copy()
h2.Schema++
_, _, _, _, ok, _ := hApp.appendable(h2)
require.False(t, ok)
assertNewFloatHistogramChunkOnAppend(t, c, hApp, ts+1, h2, UnknownCounterReset)
}
{ // Zero threshold change.
c, hApp, ts, h1 := setup(eh)
h2 := h1.Copy()
h2.ZeroThreshold += 0.1
_, _, _, _, ok, _ := hApp.appendable(h2)
require.False(t, ok)
assertNewFloatHistogramChunkOnAppend(t, c, hApp, ts+1, h2, UnknownCounterReset)
}
{ // New histogram that has more buckets.
c, hApp, ts, h1 := setup(eh)
h2 := h1.Copy()
h2.PositiveSpans = []histogram.Span{
{Offset: 0, Length: 3},
{Offset: 1, Length: 1},
{Offset: 1, Length: 4},
{Offset: 3, Length: 3},
}
h2.Count += 9
h2.ZeroCount++
h2.Sum = 30
h2.PositiveBuckets = []float64{7, 5, 1, 3, 1, 0, 2, 5, 5, 0, 1}
posInterjections, negInterjections, backwardPositiveInserts, backwardNegativeInserts, ok, cr := hApp.appendable(h2)
require.NotEmpty(t, posInterjections)
require.Empty(t, negInterjections)
require.Empty(t, backwardPositiveInserts)
require.Empty(t, backwardNegativeInserts)
require.True(t, ok) // Only new buckets came in.
require.False(t, cr)
assertRecodedFloatHistogramChunkOnAppend(t, c, hApp, ts+1, h2, UnknownCounterReset)
}
{ // New histogram that has a bucket missing.
c, hApp, ts, h1 := setup(eh)
h2 := h1.Copy()
h2.PositiveSpans = []histogram.Span{
{Offset: 0, Length: 2},
{Offset: 5, Length: 2},
{Offset: 3, Length: 1},
{Offset: 1, Length: 1},
}
h2.Sum = 21
h2.PositiveBuckets = []float64{6, 3, 2, 4, 5, 1}
posInterjections, negInterjections, backwardPositiveInserts, backwardNegativeInserts, ok, cr := hApp.appendable(h2)
require.Empty(t, posInterjections)
require.Empty(t, negInterjections)
require.Empty(t, backwardPositiveInserts)
require.Empty(t, backwardNegativeInserts)
require.False(t, ok) // Need to cut a new chunk.
require.True(t, cr)
assertNewFloatHistogramChunkOnAppend(t, c, hApp, ts+1, h2, CounterReset)
}
{ // New histogram that has buckets missing but the buckets missing were empty.
emptyBucketH := eh.Copy()
emptyBucketH.PositiveBuckets = []float64{6, 0, 3, 2, 4, 0, 1}
c, hApp, ts, h1 := setup(emptyBucketH)
h2 := h1.Copy()
h2.PositiveSpans = []histogram.Span{
{Offset: 0, Length: 1},
{Offset: 3, Length: 1},
{Offset: 3, Length: 2},
{Offset: 5, Length: 1},
}
h2.PositiveBuckets = []float64{7, 4, 3, 5, 2}
posInterjections, negInterjections, backwardPositiveInserts, backwardNegativeInserts, ok, cr := hApp.appendable(h2)
require.Empty(t, posInterjections)
require.Empty(t, negInterjections)
require.NotEmpty(t, backwardPositiveInserts)
require.Empty(t, backwardNegativeInserts)
require.True(t, ok)
require.False(t, cr)
assertNoNewFloatHistogramChunkOnAppend(t, c, hApp, ts+1, h2, UnknownCounterReset)
// Check that h2 was recoded.
require.Equal(t, []float64{7, 0, 4, 3, 5, 0, 2}, h2.PositiveBuckets)
require.Equal(t, emptyBucketH.PositiveSpans, h2.PositiveSpans)
}
{ // New histogram that has a counter reset while buckets are same.
c, hApp, ts, h1 := setup(eh)
h2 := h1.Copy()
h2.Sum = 23
h2.PositiveBuckets = []float64{6, 2, 3, 2, 4, 5, 1}
posInterjections, negInterjections, backwardPositiveInserts, backwardNegativeInserts, ok, cr := hApp.appendable(h2)
require.Empty(t, posInterjections)
require.Empty(t, negInterjections)
require.Empty(t, backwardPositiveInserts)
require.Empty(t, backwardNegativeInserts)
require.False(t, ok) // Need to cut a new chunk.
require.True(t, cr)
assertNewFloatHistogramChunkOnAppend(t, c, hApp, ts+1, h2, CounterReset)
}
{ // New histogram that has a counter reset while new buckets were added.
c, hApp, ts, h1 := setup(eh)
h2 := h1.Copy()
h2.PositiveSpans = []histogram.Span{
{Offset: 0, Length: 3},
{Offset: 1, Length: 1},
{Offset: 1, Length: 4},
{Offset: 3, Length: 3},
}
h2.Sum = 29
h2.PositiveBuckets = []float64{7, 5, 1, 3, 1, 0, 2, 5, 5, 0, 0}
posInterjections, negInterjections, backwardPositiveInserts, backwardNegativeInserts, ok, cr := hApp.appendable(h2)
require.Empty(t, posInterjections)
require.Empty(t, negInterjections)
require.Empty(t, backwardPositiveInserts)
require.Empty(t, backwardNegativeInserts)
require.False(t, ok) // Need to cut a new chunk.
require.True(t, cr)
assertNewFloatHistogramChunkOnAppend(t, c, hApp, ts+1, h2, CounterReset)
}
{
c, hApp, ts, h1 := setup(eh)
// New histogram that has a counter reset while new buckets were
// added before the first bucket and reset on first bucket. (to
// catch the edge case where the new bucket should be forwarded
// ahead until first old bucket at start)
h2 := h1.Copy()
h2.PositiveSpans = []histogram.Span{
{Offset: -3, Length: 2},
{Offset: 1, Length: 2},
{Offset: 2, Length: 1},
{Offset: 3, Length: 2},
{Offset: 3, Length: 1},
{Offset: 1, Length: 1},
}
h2.Sum = 26
h2.PositiveBuckets = []float64{1, 2, 5, 3, 3, 2, 4, 5, 1}
posInterjections, negInterjections, backwardPositiveInserts, backwardNegativeInserts, ok, cr := hApp.appendable(h2)
require.Empty(t, posInterjections)
require.Empty(t, negInterjections)
require.Empty(t, backwardPositiveInserts)
require.Empty(t, backwardNegativeInserts)
require.False(t, ok) // Need to cut a new chunk.
require.True(t, cr)
assertNewFloatHistogramChunkOnAppend(t, c, hApp, ts+1, h2, CounterReset)
}
{ // New histogram that has an explicit counter reset.
c, hApp, ts, h1 := setup(eh)
h2 := h1.Copy()
h2.CounterResetHint = histogram.CounterReset
assertNewFloatHistogramChunkOnAppend(t, c, hApp, ts+1, h2, CounterReset)
}
{ // Start new chunk explicitly, and append a new histogram that is considered appendable to the previous chunk.
_, hApp, ts, h1 := setup(eh)
h2 := h1.Copy() // Identity is appendable.
nextChunk := NewFloatHistogramChunk()
app, err := nextChunk.Appender()
require.NoError(t, err)
newChunk, recoded, newApp, err := app.AppendFloatHistogram(hApp, ts+1, h2, false)
require.NoError(t, err)
require.Nil(t, newChunk)
require.False(t, recoded)
require.Equal(t, app, newApp)
assertSampleCount(t, nextChunk, 1, ValFloatHistogram)
require.Equal(t, NotCounterReset, nextChunk.GetCounterResetHeader())
}
{ // Start new chunk explicitly, and append a new histogram that is not considered appendable to the previous chunk.
_, hApp, ts, h1 := setup(eh)
h2 := h1.Copy()
h2.Count-- // Make this not appendable due to counter reset.
nextChunk := NewFloatHistogramChunk()
app, err := nextChunk.Appender()
require.NoError(t, err)
newChunk, recoded, newApp, err := app.AppendFloatHistogram(hApp, ts+1, h2, false)
require.NoError(t, err)
require.Nil(t, newChunk)
require.False(t, recoded)
require.Equal(t, app, newApp)
assertSampleCount(t, nextChunk, 1, ValFloatHistogram)
require.Equal(t, CounterReset, nextChunk.GetCounterResetHeader())
}
{ // Start new chunk explicitly, and append a new histogram that would need recoding if we added it to the chunk.
_, hApp, ts, h1 := setup(eh)
h2 := h1.Copy()
h2.PositiveSpans = []histogram.Span{
{Offset: 0, Length: 3},
{Offset: 1, Length: 1},
{Offset: 1, Length: 4},
{Offset: 3, Length: 3},
}
h2.Count += 9
h2.ZeroCount++
h2.Sum = 30
h2.PositiveBuckets = []float64{7, 5, 1, 3, 1, 0, 2, 5, 5, 0, 1}
nextChunk := NewFloatHistogramChunk()
app, err := nextChunk.Appender()
require.NoError(t, err)
newChunk, recoded, newApp, err := app.AppendFloatHistogram(hApp, ts+1, h2, false)
require.NoError(t, err)
require.Nil(t, newChunk)
require.False(t, recoded)
require.Equal(t, app, newApp)
assertSampleCount(t, nextChunk, 1, ValFloatHistogram)
require.Equal(t, NotCounterReset, nextChunk.GetCounterResetHeader())
}
{
// Start a new chunk with a histogram that has an empty bucket.
// Add a histogram that has the same bucket missing.
// This should be appendable and can happen if we are merging from chunks
// where the first sample came from a recoded chunk that added the
// empty bucket.
h1 := eh.Copy()
// Add a bucket that is empty -10 offsets from the first bucket.
h1.PositiveSpans = make([]histogram.Span, len(eh.PositiveSpans)+1)
h1.PositiveSpans[0] = histogram.Span{Offset: eh.PositiveSpans[0].Offset - 10, Length: 1}
h1.PositiveSpans[1] = histogram.Span{Offset: eh.PositiveSpans[0].Offset + 9, Length: eh.PositiveSpans[0].Length}
for i, v := range eh.PositiveSpans[1:] {
h1.PositiveSpans[i+2] = v
}
h1.PositiveBuckets = make([]float64, len(eh.PositiveBuckets)+1)
h1.PositiveBuckets[0] = 0
for i, v := range eh.PositiveBuckets {
h1.PositiveBuckets[i+1] = v
}
c, hApp, ts, _ := setup(h1)
h2 := eh.Copy()
posInterjections, negInterjections, backwardPositiveInserts, backwardNegativeInserts, ok, cr := hApp.appendable(h2)
require.Empty(t, posInterjections)
require.Empty(t, negInterjections)
require.NotEmpty(t, backwardPositiveInserts)
require.Empty(t, backwardNegativeInserts)
require.True(t, ok)
require.False(t, cr)
assertNoNewFloatHistogramChunkOnAppend(t, c, hApp, ts+1, h2, UnknownCounterReset)
}
{ // Custom buckets, no change.
c, hApp, ts, h1 := setup(cbh)
h2 := h1.Copy()
_, _, _, _, ok, _ := hApp.appendable(h2)
require.True(t, ok)
assertNoNewFloatHistogramChunkOnAppend(t, c, hApp, ts+1, h2, UnknownCounterReset)
}
{ // Custom buckets, increase in bucket counts but no change in layout.
c, hApp, ts, h1 := setup(cbh)
h2 := h1.Copy()
h2.Count++
h2.PositiveBuckets = []float64{6, 3, 3, 2, 4, 5, 2}
_, _, _, _, ok, _ := hApp.appendable(h2)
require.True(t, ok)
assertNoNewFloatHistogramChunkOnAppend(t, c, hApp, ts+1, h2, UnknownCounterReset)
}
{ // Custom buckets, decrease in bucket counts but no change in layout.
c, hApp, ts, h1 := setup(cbh)
h2 := h1.Copy()
h2.Count--
h2.PositiveBuckets = []float64{6, 3, 3, 2, 4, 5, 0}
_, _, _, _, ok, _ := hApp.appendable(h2)
require.False(t, ok)
assertNewFloatHistogramChunkOnAppend(t, c, hApp, ts+1, h2, CounterReset)
}
{ // Custom buckets, change only in custom bounds.
c, hApp, ts, h1 := setup(cbh)
h2 := h1.Copy()
h2.CustomValues = []float64{1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21}
_, _, _, _, ok, _ := hApp.appendable(h2)
require.False(t, ok)
assertNewFloatHistogramChunkOnAppend(t, c, hApp, ts+1, h2, CounterReset)
}
{ // Custom buckets, with more buckets.
c, hApp, ts, h1 := setup(cbh)
h2 := h1.Copy()
h2.PositiveSpans = []histogram.Span{
{Offset: 0, Length: 3},
{Offset: 1, Length: 1},
{Offset: 1, Length: 4},
{Offset: 3, Length: 3},
}
h2.Count += 6
h2.Sum = 30
// Existing histogram should get values converted from the above to:
// 6 3 0 3 0 0 2 4 5 0 1 (previous values with some new empty buckets in between)
// so the new histogram should have new counts >= these per-bucket counts, e.g.:
h2.PositiveBuckets = []float64{7, 5, 1, 3, 1, 0, 2, 5, 5, 0, 1} // (total 30)
posInterjections, negInterjections, backwardPositiveInserts, backwardNegativeInserts, ok, cr := hApp.appendable(h2)
require.NotEmpty(t, posInterjections)
require.Empty(t, negInterjections)
require.Empty(t, backwardPositiveInserts)
require.Empty(t, backwardNegativeInserts)
require.True(t, ok) // Only new buckets came in.
require.False(t, cr)
assertRecodedFloatHistogramChunkOnAppend(t, c, hApp, ts+1, h2, UnknownCounterReset)
}
}
func assertNewFloatHistogramChunkOnAppend(t *testing.T, oldChunk Chunk, hApp *FloatHistogramAppender, ts int64, h *histogram.FloatHistogram, expectHeader CounterResetHeader) {
oldChunkBytes := oldChunk.Bytes()
newChunk, recoded, newAppender, err := hApp.AppendFloatHistogram(nil, ts, h, false)
require.Equal(t, oldChunkBytes, oldChunk.Bytes()) // Sanity check that previous chunk is untouched.
require.NoError(t, err)
require.NotNil(t, newChunk)
require.False(t, recoded)
require.NotEqual(t, oldChunk, newChunk)
require.Equal(t, expectHeader, newChunk.(*FloatHistogramChunk).GetCounterResetHeader())
require.NotNil(t, newAppender)
require.NotEqual(t, hApp, newAppender)
assertSampleCount(t, newChunk, 1, ValFloatHistogram)
}
func assertNoNewFloatHistogramChunkOnAppend(t *testing.T, oldChunk Chunk, hApp *FloatHistogramAppender, ts int64, h *histogram.FloatHistogram, expectHeader CounterResetHeader) {
oldChunkBytes := oldChunk.Bytes()
newChunk, recoded, newAppender, err := hApp.AppendFloatHistogram(nil, ts, h, false)
require.Greater(t, len(oldChunk.Bytes()), len(oldChunkBytes)) // Check that current chunk is bigger than previously.
require.NoError(t, err)
require.Nil(t, newChunk)
require.False(t, recoded)
require.Equal(t, expectHeader, oldChunk.(*FloatHistogramChunk).GetCounterResetHeader())
require.NotNil(t, newAppender)
require.Equal(t, hApp, newAppender)
assertSampleCount(t, oldChunk, 2, ValFloatHistogram)
}
func assertRecodedFloatHistogramChunkOnAppend(t *testing.T, prevChunk Chunk, hApp *FloatHistogramAppender, ts int64, h *histogram.FloatHistogram, expectHeader CounterResetHeader) {
prevChunkBytes := prevChunk.Bytes()
newChunk, recoded, newAppender, err := hApp.AppendFloatHistogram(nil, ts, h, false)
require.Equal(t, prevChunkBytes, prevChunk.Bytes()) // Sanity check that previous chunk is untouched. This may change in the future if we implement in-place recoding.
require.NoError(t, err)
require.NotNil(t, newChunk)
require.True(t, recoded)
require.NotEqual(t, prevChunk, newChunk)
require.Equal(t, expectHeader, newChunk.(*FloatHistogramChunk).GetCounterResetHeader())
require.NotNil(t, newAppender)
require.NotEqual(t, hApp, newAppender)
assertSampleCount(t, newChunk, 2, ValFloatHistogram)
}
func TestFloatHistogramChunkAppendableWithEmptySpan(t *testing.T) {
tests := map[string]struct {
h1 *histogram.FloatHistogram
h2 *histogram.FloatHistogram
}{
"empty span in old and new histogram": {
h1: &histogram.FloatHistogram{
Schema: 0,
Count: 21,
Sum: 1234.5,
ZeroThreshold: 0.001,
ZeroCount: 4,
PositiveSpans: []histogram.Span{
{Offset: 0, Length: 4},
{Offset: 0, Length: 0},
{Offset: 0, Length: 3},
},
PositiveBuckets: []float64{1, 2, 1, 1, 1, 1, 1},
NegativeSpans: []histogram.Span{
{Offset: 1, Length: 4},
{Offset: 2, Length: 0},
{Offset: 2, Length: 3},
},
NegativeBuckets: []float64{1, 2, 1, 2, 2, 2, 2},
},
h2: &histogram.FloatHistogram{
Schema: 0,
Count: 37,
Sum: 2345.6,
ZeroThreshold: 0.001,
ZeroCount: 5,
PositiveSpans: []histogram.Span{
{Offset: 0, Length: 4},
{Offset: 0, Length: 0},
{Offset: 0, Length: 3},
},
PositiveBuckets: []float64{1, 3, 1, 2, 1, 1, 1},
NegativeSpans: []histogram.Span{
{Offset: 1, Length: 4},
{Offset: 2, Length: 0},
{Offset: 2, Length: 3},
},
NegativeBuckets: []float64{1, 4, 2, 7, 5, 5, 2},
},
},
"empty span in old histogram": {
h1: &histogram.FloatHistogram{
Schema: 0,
Count: 21,
Sum: 1234.5,
ZeroThreshold: 0.001,
ZeroCount: 4,
PositiveSpans: []histogram.Span{
{Offset: 1, Length: 0}, // This span will disappear.
{Offset: 2, Length: 4},
{Offset: 0, Length: 3},
},
PositiveBuckets: []float64{1, 2, 1, 1, 1, 1, 1},
NegativeSpans: []histogram.Span{
{Offset: 1, Length: 4},
{Offset: 2, Length: 0},
{Offset: 2, Length: 3},
},
NegativeBuckets: []float64{1, 2, 1, 2, 2, 2, 2},
},
h2: &histogram.FloatHistogram{
Schema: 0,
Count: 37,
Sum: 2345.6,
ZeroThreshold: 0.001,
ZeroCount: 5,
PositiveSpans: []histogram.Span{
{Offset: 3, Length: 4},
{Offset: 0, Length: 3},
},
PositiveBuckets: []float64{1, 3, 1, 2, 1, 1, 1},
NegativeSpans: []histogram.Span{
{Offset: 1, Length: 4},
{Offset: 2, Length: 0},
{Offset: 2, Length: 3},
},
NegativeBuckets: []float64{1, 4, 2, 7, 5, 5, 2},
},
},
"empty span in new histogram": {
h1: &histogram.FloatHistogram{
Schema: 0,
Count: 21,
Sum: 1234.5,
ZeroThreshold: 0.001,
ZeroCount: 4,
PositiveSpans: []histogram.Span{
{Offset: 0, Length: 4},
{Offset: 3, Length: 3},
},
PositiveBuckets: []float64{1, 2, 1, 1, 1, 1, 1},
NegativeSpans: []histogram.Span{
{Offset: 1, Length: 4},
{Offset: 2, Length: 0},
{Offset: 2, Length: 3},
},
NegativeBuckets: []float64{1, 2, 1, 2, 2, 2, 2},
},
h2: &histogram.FloatHistogram{
Schema: 0,
Count: 37,
Sum: 2345.6,
ZeroThreshold: 0.001,
ZeroCount: 5,
PositiveSpans: []histogram.Span{
{Offset: 0, Length: 4},
{Offset: 1, Length: 0}, // This span is new.
{Offset: 2, Length: 3},
},
PositiveBuckets: []float64{1, 3, 1, 2, 1, 1, 1},
NegativeSpans: []histogram.Span{
{Offset: 1, Length: 4},
{Offset: 2, Length: 0},
{Offset: 2, Length: 3},
},
NegativeBuckets: []float64{1, 4, 2, 7, 5, 5, 2},
},
},
"two empty spans mixing offsets": {
h1: &histogram.FloatHistogram{
Schema: 0,
Count: 21,
Sum: 1234.5,
ZeroThreshold: 0.001,
ZeroCount: 4,
PositiveSpans: []histogram.Span{
{Offset: 0, Length: 4},
{Offset: 1, Length: 0},
{Offset: 3, Length: 0},
{Offset: 4, Length: 3},
},
PositiveBuckets: []float64{1, 2, 1, 1, 1, 1, 1},
NegativeSpans: []histogram.Span{
{Offset: 1, Length: 4},
{Offset: 2, Length: 0},
{Offset: 2, Length: 3},
},
NegativeBuckets: []float64{1, 2, 1, 2, 2, 2, 2},
},
h2: &histogram.FloatHistogram{
Schema: 0,
Count: 37,
Sum: 2345.6,
ZeroThreshold: 0.001,
ZeroCount: 5,
PositiveSpans: []histogram.Span{
{Offset: 0, Length: 4},
{Offset: 3, Length: 0},
{Offset: 1, Length: 0},
{Offset: 4, Length: 3},
},
PositiveBuckets: []float64{1, 3, 1, 2, 1, 1, 1},
NegativeSpans: []histogram.Span{
{Offset: 1, Length: 4},
{Offset: 2, Length: 0},
{Offset: 2, Length: 3},
},
NegativeBuckets: []float64{1, 4, 2, 7, 5, 5, 2},
},
},
"empty span in old and new custom buckets histogram": {
h1: &histogram.FloatHistogram{
Schema: histogram.CustomBucketsSchema,
Count: 7,
Sum: 1234.5,
PositiveSpans: []histogram.Span{
{Offset: 0, Length: 4},
{Offset: 0, Length: 0},
{Offset: 0, Length: 3},
},
PositiveBuckets: []float64{1, 2, 1, 1, 1, 1, 1},
CustomValues: []float64{1, 2, 3, 4, 5, 6, 7, 8, 9, 10},
},
h2: &histogram.FloatHistogram{
Schema: histogram.CustomBucketsSchema,
Count: 10,
Sum: 2345.6,
PositiveSpans: []histogram.Span{
{Offset: 0, Length: 4},
{Offset: 0, Length: 0},
{Offset: 0, Length: 3},
},
PositiveBuckets: []float64{1, 3, 1, 2, 1, 1, 1},
CustomValues: []float64{1, 2, 3, 4, 5, 6, 7, 8, 9, 10},
},
},
}
for name, tc := range tests {
t.Run(name, func(t *testing.T) {
c := Chunk(NewFloatHistogramChunk())
// Create fresh appender and add the first histogram.
app, err := c.Appender()
require.NoError(t, err)
require.Equal(t, 0, c.NumSamples())
_, _, _, err = app.AppendFloatHistogram(nil, 1, tc.h1, true)
require.NoError(t, err)
require.Equal(t, 1, c.NumSamples())
hApp, _ := app.(*FloatHistogramAppender)
pI, nI, bpI, bnI, okToAppend, counterReset := hApp.appendable(tc.h2)
require.Empty(t, pI)
require.Empty(t, nI)
require.Empty(t, bpI)
require.Empty(t, bnI)
require.True(t, okToAppend)
require.False(t, counterReset)
})
}
}
func TestFloatHistogramChunkAppendableGauge(t *testing.T) {
eh := &histogram.FloatHistogram{
CounterResetHint: histogram.GaugeType,
Count: 5,
ZeroCount: 2,
Sum: 18.4,
ZeroThreshold: 1e-125,
Schema: 1,
PositiveSpans: []histogram.Span{
{Offset: 0, Length: 2},
{Offset: 2, Length: 1},
{Offset: 3, Length: 2},
{Offset: 3, Length: 1},
{Offset: 1, Length: 1},
},
PositiveBuckets: []float64{6, 3, 3, 2, 4, 5, 1},
}
cbh := &histogram.FloatHistogram{
CounterResetHint: histogram.GaugeType,
Count: 24,
Sum: 18.4,
Schema: histogram.CustomBucketsSchema,
PositiveSpans: []histogram.Span{
{Offset: 0, Length: 2},
{Offset: 2, Length: 1},
{Offset: 3, Length: 2},
{Offset: 3, Length: 1},
{Offset: 1, Length: 1},
},
PositiveBuckets: []float64{6, 3, 3, 2, 4, 5, 1},
CustomValues: []float64{1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20},
}
setup := func(h *histogram.FloatHistogram) (Chunk, *FloatHistogramAppender, int64, *histogram.FloatHistogram) {
c := Chunk(NewFloatHistogramChunk())
// Create fresh appender and add the first histogram.
app, err := c.Appender()
require.NoError(t, err)
require.Equal(t, 0, c.NumSamples())
ts := int64(1234567890)
chk, _, app, err := app.AppendFloatHistogram(nil, ts, h.Copy(), false)
require.NoError(t, err)
require.Nil(t, chk)
require.Equal(t, 1, c.NumSamples())
require.Equal(t, GaugeType, c.(*FloatHistogramChunk).GetCounterResetHeader())
return c, app.(*FloatHistogramAppender), ts, h
}
{ // Schema change.
c, hApp, ts, h1 := setup(eh)
h2 := h1.Copy()
h2.Schema++
_, _, _, _, _, _, ok := hApp.appendableGauge(h2)
require.False(t, ok)
assertNewFloatHistogramChunkOnAppend(t, c, hApp, ts+1, h2, GaugeType)
}
{ // Zero threshold change.
c, hApp, ts, h1 := setup(eh)
h2 := h1.Copy()
h2.ZeroThreshold += 0.1
_, _, _, _, _, _, ok := hApp.appendableGauge(h2)
require.False(t, ok)
assertNewFloatHistogramChunkOnAppend(t, c, hApp, ts+1, h2, GaugeType)
}
{ // New histogram that has more buckets.
c, hApp, ts, h1 := setup(eh)
h2 := h1.Copy()
h2.PositiveSpans = []histogram.Span{
{Offset: 0, Length: 3},
{Offset: 1, Length: 1},
{Offset: 1, Length: 4},
{Offset: 3, Length: 3},
}
h2.Count += 9
h2.ZeroCount++
h2.Sum = 30
h2.PositiveBuckets = []float64{7, 5, 1, 3, 1, 0, 2, 5, 5, 0, 1}
pI, nI, pBackwardI, nBackwardI, _, _, ok := hApp.appendableGauge(h2)
require.NotEmpty(t, pI)
require.Empty(t, nI)
require.Empty(t, pBackwardI)
require.Empty(t, nBackwardI)
require.True(t, ok)
assertRecodedFloatHistogramChunkOnAppend(t, c, hApp, ts+1, h2, GaugeType)
}
{ // New histogram that has buckets missing.
c, hApp, ts, h1 := setup(eh)
h2 := h1.Copy()
h2.PositiveSpans = []histogram.Span{
{Offset: 0, Length: 2},
{Offset: 2, Length: 1},
{Offset: 3, Length: 1},
{Offset: 4, Length: 1},
{Offset: 1, Length: 1},
}
h2.Count -= 4
h2.Sum--
h2.PositiveBuckets = []float64{6, 3, 3, 2, 5, 1}
pI, nI, pBackwardI, nBackwardI, _, _, ok := hApp.appendableGauge(h2)
require.Empty(t, pI)
require.Empty(t, nI)
require.NotEmpty(t, pBackwardI)
require.Empty(t, nBackwardI)
require.True(t, ok)
assertNoNewFloatHistogramChunkOnAppend(t, c, hApp, ts+1, h2, GaugeType)
}
{ // New histogram that has a bucket missing and new buckets.
c, hApp, ts, h1 := setup(eh)
h2 := h1.Copy()
h2.PositiveSpans = []histogram.Span{
{Offset: 0, Length: 2},
{Offset: 5, Length: 2},
{Offset: 3, Length: 1},
{Offset: 1, Length: 1},
}
h2.Sum = 21
h2.PositiveBuckets = []float64{6, 3, 2, 4, 5, 1}
pI, nI, pBackwardI, nBackwardI, _, _, ok := hApp.appendableGauge(h2)
require.NotEmpty(t, pI)
require.NotEmpty(t, pBackwardI)
require.Empty(t, nI)
require.Empty(t, nBackwardI)
require.True(t, ok)
assertRecodedFloatHistogramChunkOnAppend(t, c, hApp, ts+1, h2, GaugeType)
}
{ // New histogram that has a counter reset while buckets are same.
c, hApp, ts, h1 := setup(eh)
h2 := h1.Copy()
h2.Sum = 23
h2.PositiveBuckets = []float64{6, 2, 3, 2, 4, 5, 1}
pI, nI, pBackwardI, nBackwardI, _, _, ok := hApp.appendableGauge(h2)
require.Empty(t, pI)
require.Empty(t, nI)
require.Empty(t, pBackwardI)
require.Empty(t, nBackwardI)
require.True(t, ok)
assertNoNewFloatHistogramChunkOnAppend(t, c, hApp, ts+1, h2, GaugeType)
}
{ // New histogram that has a counter reset while new buckets were added.
c, hApp, ts, h1 := setup(eh)
h2 := h1.Copy()
h2.PositiveSpans = []histogram.Span{
{Offset: 0, Length: 3},
{Offset: 1, Length: 1},
{Offset: 1, Length: 4},
{Offset: 3, Length: 3},
}
h2.Sum = 29
h2.PositiveBuckets = []float64{7, 5, 1, 3, 1, 0, 2, 5, 5, 0, 0}
pI, nI, pBackwardI, nBackwardI, _, _, ok := hApp.appendableGauge(h2)
require.NotEmpty(t, pI)
require.Empty(t, nI)
require.Empty(t, pBackwardI)
require.Empty(t, nBackwardI)
require.True(t, ok)
assertRecodedFloatHistogramChunkOnAppend(t, c, hApp, ts+1, h2, GaugeType)
}
{
// New histogram that has a counter reset while new buckets were
// added before the first bucket and reset on first bucket.
c, hApp, ts, h1 := setup(eh)
h2 := h1.Copy()
h2.PositiveSpans = []histogram.Span{
{Offset: -3, Length: 2},
{Offset: 1, Length: 2},
{Offset: 2, Length: 1},
{Offset: 3, Length: 2},
{Offset: 3, Length: 1},
{Offset: 1, Length: 1},
}
h2.Sum = 26
h2.PositiveBuckets = []float64{1, 2, 5, 3, 3, 2, 4, 5, 1}
pI, nI, pBackwardI, nBackwardI, _, _, ok := hApp.appendableGauge(h2)
require.NotEmpty(t, pI)
require.Empty(t, nI)
require.Empty(t, pBackwardI)
require.Empty(t, nBackwardI)
require.True(t, ok)
assertRecodedFloatHistogramChunkOnAppend(t, c, hApp, ts+1, h2, GaugeType)
}
{ // Custom buckets, no change.
c, hApp, ts, h1 := setup(cbh)
h2 := h1.Copy()
_, _, _, _, _, _, ok := hApp.appendableGauge(h2)
require.True(t, ok)
assertNoNewFloatHistogramChunkOnAppend(t, c, hApp, ts+1, h2, GaugeType)
}
{ // Custom buckets, increase in bucket counts but no change in layout.
c, hApp, ts, h1 := setup(cbh)
h2 := h1.Copy()
h2.Count++
h2.PositiveBuckets = []float64{6, 3, 3, 2, 4, 5, 2}
_, _, _, _, _, _, ok := hApp.appendableGauge(h2)
require.True(t, ok)
assertNoNewFloatHistogramChunkOnAppend(t, c, hApp, ts+1, h2, GaugeType)
}
{ // Custom buckets, decrease in bucket counts but no change in layout.
c, hApp, ts, h1 := setup(cbh)
h2 := h1.Copy()
h2.Count--
h2.PositiveBuckets = []float64{6, 3, 3, 2, 4, 5, 0}
_, _, _, _, _, _, ok := hApp.appendableGauge(h2)
require.True(t, ok)
assertNoNewFloatHistogramChunkOnAppend(t, c, hApp, ts+1, h2, GaugeType)
}
{ // Custom buckets, change only in custom bounds.
c, hApp, ts, h1 := setup(cbh)
h2 := h1.Copy()
h2.CustomValues = []float64{1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21}
_, _, _, _, _, _, ok := hApp.appendableGauge(h2)
require.False(t, ok)
assertNewFloatHistogramChunkOnAppend(t, c, hApp, ts+1, h2, GaugeType)
}
{ // Custom buckets, with more buckets.
c, hApp, ts, h1 := setup(cbh)
h2 := h1.Copy()
h2.PositiveSpans = []histogram.Span{
{Offset: 0, Length: 3},
{Offset: 1, Length: 1},
{Offset: 1, Length: 4},
{Offset: 3, Length: 3},
}
h2.Count += 6
h2.Sum = 30
// Existing histogram should get values converted from the above to:
// 6 3 0 3 0 0 2 4 5 0 1 (previous values with some new empty buckets in between)
// so the new histogram should have new counts >= these per-bucket counts, e.g.:
h2.PositiveBuckets = []float64{7, 5, 1, 3, 1, 0, 2, 5, 5, 0, 1} // (total 30)
posInterjections, negInterjections, pBackwardI, nBackwardI, _, _, ok := hApp.appendableGauge(h2)
require.NotEmpty(t, posInterjections)
require.Empty(t, negInterjections)
require.Empty(t, pBackwardI)
require.Empty(t, nBackwardI)
require.True(t, ok) // Only new buckets came in.
assertRecodedFloatHistogramChunkOnAppend(t, c, hApp, ts+1, h2, GaugeType)
}
}
func TestFloatHistogramAppendOnlyErrors(t *testing.T) {
t.Run("schema change error", func(t *testing.T) {
c := Chunk(NewFloatHistogramChunk())
// Create fresh appender and add the first histogram.
app, err := c.Appender()
require.NoError(t, err)
h := tsdbutil.GenerateTestFloatHistogram(0)
var isRecoded bool
c, isRecoded, app, err = app.AppendFloatHistogram(nil, 1, h, true)
require.Nil(t, c)
require.False(t, isRecoded)
require.NoError(t, err)
// Add erroring histogram.
h2 := h.Copy()
h2.Schema++
c, isRecoded, _, err = app.AppendFloatHistogram(nil, 2, h2, true)
require.Nil(t, c)
require.False(t, isRecoded)
require.EqualError(t, err, "float histogram schema change")
})
t.Run("counter reset error", func(t *testing.T) {
c := Chunk(NewFloatHistogramChunk())
// Create fresh appender and add the first histogram.
app, err := c.Appender()
require.NoError(t, err)
h := tsdbutil.GenerateTestFloatHistogram(0)
var isRecoded bool
c, isRecoded, app, err = app.AppendFloatHistogram(nil, 1, h, true)
require.Nil(t, c)
require.False(t, isRecoded)
require.NoError(t, err)
// Add erroring histogram.
h2 := h.Copy()
h2.CounterResetHint = histogram.CounterReset
c, isRecoded, _, err = app.AppendFloatHistogram(nil, 2, h2, true)
require.Nil(t, c)
require.False(t, isRecoded)
require.EqualError(t, err, "float histogram counter reset")
})
t.Run("counter reset error with custom buckets", func(t *testing.T) {
c := Chunk(NewFloatHistogramChunk())
// Create fresh appender and add the first histogram.
app, err := c.Appender()
require.NoError(t, err)
h := tsdbutil.GenerateTestCustomBucketsFloatHistogram(0)
var isRecoded bool
c, isRecoded, app, err = app.AppendFloatHistogram(nil, 1, h, true)
require.Nil(t, c)
require.False(t, isRecoded)
require.NoError(t, err)
// Add erroring histogram.
h2 := h.Copy()
h2.CustomValues = []float64{0, 1, 2, 3, 4, 5, 6, 7}
c, isRecoded, _, err = app.AppendFloatHistogram(nil, 2, h2, true)
require.Nil(t, c)
require.False(t, isRecoded)
require.EqualError(t, err, "float histogram counter reset")
})
}