prometheus/storage/metric/operation_test.go
Julius Volz 740d448983 Use custom timestamp type for sample timestamps and related code.
So far we've been using Go's native time.Time for anything related to sample
timestamps. Since the range of time.Time is much bigger than what we need, this
has created two problems:

- there could be time.Time values which were out of the range/precision of the
  time type that we persist to disk, therefore causing incorrectly ordered keys.
  One bug caused by this was:

  https://github.com/prometheus/prometheus/issues/367

  It would be good to use a timestamp type that's more closely aligned with
  what the underlying storage supports.

- sizeof(time.Time) is 192, while Prometheus should be ok with a single 64-bit
  Unix timestamp (possibly even a 32-bit one). Since we store samples in large
  numbers, this seriously affects memory usage. Furthermore, copying/working
  with the data will be faster if it's smaller.

*MEMORY USAGE RESULTS*
Initial memory usage comparisons for a running Prometheus with 1 timeseries and
100,000 samples show roughly a 13% decrease in total (VIRT) memory usage. In my
tests, this advantage for some reason decreased a bit the more samples the
timeseries had (to 5-7% for millions of samples). This I can't fully explain,
but perhaps garbage collection issues were involved.

*WHEN TO USE THE NEW TIMESTAMP TYPE*
The new clientmodel.Timestamp type should be used whenever time
calculations are either directly or indirectly related to sample
timestamps.

For example:
- the timestamp of a sample itself
- all kinds of watermarks
- anything that may become or is compared to a sample timestamp (like the timestamp
  passed into Target.Scrape()).

When to still use time.Time:
- for measuring durations/times not related to sample timestamps, like duration
  telemetry exporting, timers that indicate how frequently to execute some
  action, etc.

*NOTE ON OPERATOR OPTIMIZATION TESTS*
We don't use operator optimization code anymore, but it still lives in
the code as dead code. It still has tests, but I couldn't get all of them to
pass with the new timestamp format. I commented out the failing cases for now,
but we should probably remove the dead code soon. I just didn't want to do that
in the same change as this.

Change-Id: I821787414b0debe85c9fffaeb57abd453727af0f
2013-12-03 09:11:28 +01:00

1990 lines
48 KiB
Go

// Copyright 2013 Prometheus Team
// 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 metric
import (
"sort"
"testing"
"time"
"github.com/prometheus/prometheus/utility/test"
)
func testOptimizeTimeGroups(t test.Tester) {
var (
out ops
scenarios = []struct {
in ops
out ops
}{
// Empty set; return empty set.
{
in: ops{},
out: ops{},
},
// Single time; return single time.
{
in: ops{
&getValuesAtTimeOp{
time: testInstant,
},
},
out: ops{
&getValuesAtTimeOp{
time: testInstant,
},
},
},
// Single range; return single range.
{
in: ops{
&getValuesAlongRangeOp{
from: testInstant,
through: testInstant.Add(1 * time.Minute),
},
},
out: ops{
&getValuesAlongRangeOp{
from: testInstant,
through: testInstant.Add(1 * time.Minute),
},
},
},
// Single interval; return single interval.
{
in: ops{
&getValuesAtIntervalOp{
from: testInstant,
through: testInstant.Add(1 * time.Minute),
interval: time.Second * 5,
},
},
out: ops{
&getValuesAtIntervalOp{
from: testInstant,
through: testInstant.Add(1 * time.Minute),
interval: time.Second * 5,
},
},
},
// Duplicate points; return single point.
{
in: ops{
&getValuesAtTimeOp{
time: testInstant,
},
&getValuesAtTimeOp{
time: testInstant,
},
},
out: ops{
&getValuesAtTimeOp{
time: testInstant,
},
},
},
// Duplicate ranges; return single range.
{
in: ops{
&getValuesAlongRangeOp{
from: testInstant,
through: testInstant.Add(1 * time.Minute),
},
&getValuesAlongRangeOp{
from: testInstant,
through: testInstant.Add(1 * time.Minute),
},
},
out: ops{
&getValuesAlongRangeOp{
from: testInstant,
through: testInstant.Add(1 * time.Minute),
},
},
},
// Duplicate intervals; return single interval.
{
in: ops{
&getValuesAtIntervalOp{
from: testInstant,
through: testInstant.Add(1 * time.Minute),
interval: time.Second * 5,
},
&getValuesAtIntervalOp{
from: testInstant,
through: testInstant.Add(1 * time.Minute),
interval: time.Second * 5,
},
},
out: ops{
&getValuesAtIntervalOp{
from: testInstant,
through: testInstant.Add(1 * time.Minute),
interval: time.Second * 5,
},
},
},
// Subordinate interval; return master.
{
in: ops{
&getValuesAtIntervalOp{
from: testInstant,
through: testInstant.Add(1 * time.Minute),
interval: time.Second * 5,
},
&getValuesAtIntervalOp{
from: testInstant,
through: testInstant.Add(2 * time.Minute),
interval: time.Second * 5,
},
},
out: ops{
&getValuesAtIntervalOp{
from: testInstant,
through: testInstant.Add(2 * time.Minute),
interval: time.Second * 5,
},
},
},
// Subordinate range; return master.
{
in: ops{
&getValuesAlongRangeOp{
from: testInstant,
through: testInstant.Add(1 * time.Minute),
},
&getValuesAlongRangeOp{
from: testInstant,
through: testInstant.Add(2 * time.Minute),
},
},
out: ops{
&getValuesAlongRangeOp{
from: testInstant,
through: testInstant.Add(2 * time.Minute),
},
},
},
// Equal range with different interval; return both.
{
in: ops{
&getValuesAtIntervalOp{
from: testInstant,
through: testInstant.Add(1 * time.Minute),
interval: time.Second * 10,
},
&getValuesAtIntervalOp{
from: testInstant,
through: testInstant.Add(1 * time.Minute),
interval: time.Second * 5,
},
},
out: ops{
&getValuesAtIntervalOp{
from: testInstant,
through: testInstant.Add(1 * time.Minute),
interval: time.Second * 5,
},
&getValuesAtIntervalOp{
from: testInstant,
through: testInstant.Add(1 * time.Minute),
interval: time.Second * 10,
},
},
},
// Different range with different interval; return best.
{
in: ops{
&getValuesAtIntervalOp{
from: testInstant,
through: testInstant.Add(2 * time.Minute),
interval: time.Second * 10,
},
&getValuesAtIntervalOp{
from: testInstant,
through: testInstant.Add(1 * time.Minute),
interval: time.Second * 10,
},
&getValuesAtIntervalOp{
from: testInstant,
through: testInstant.Add(1 * time.Minute),
interval: time.Second * 5,
},
&getValuesAtIntervalOp{
from: testInstant,
through: testInstant.Add(2 * time.Minute),
interval: time.Second * 5,
},
},
out: ops{
&getValuesAtIntervalOp{
from: testInstant,
through: testInstant.Add(2 * time.Minute),
interval: time.Second * 5,
},
&getValuesAtIntervalOp{
from: testInstant,
through: testInstant.Add(2 * time.Minute),
interval: time.Second * 10,
},
},
},
/*
// Include Truncated Intervals with Range.
{
in: ops{
&getValuesAtIntervalOp{
from: testInstant,
through: testInstant.Add(2 * time.Minute),
interval: time.Second * 10,
},
&getValuesAtIntervalOp{
from: testInstant,
through: testInstant.Add(1 * time.Minute),
interval: time.Second * 10,
},
&getValuesAlongRangeOp{
from: testInstant,
through: testInstant.Add(30 * time.Second),
},
},
out: ops{
&getValuesAlongRangeOp{
from: testInstant,
through: testInstant.Add(30 * time.Second),
},
&getValuesAtIntervalOp{
from: testInstant.Add(30 * time.Second),
through: testInstant.Add(2 * time.Minute),
interval: time.Second * 10,
},
},
},
// Compacted Forward Truncation
{
in: ops{
&getValuesAtIntervalOp{
from: testInstant,
through: testInstant.Add(3 * time.Minute),
interval: time.Second * 10,
},
&getValuesAlongRangeOp{
from: testInstant,
through: testInstant.Add(2 * time.Minute),
},
},
out: ops{
&getValuesAlongRangeOp{
from: testInstant,
through: testInstant.Add(2 * time.Minute),
},
&getValuesAtIntervalOp{
from: testInstant.Add(2 * time.Minute),
through: testInstant.Add(3 * time.Minute),
interval: time.Second * 10,
},
},
},
// Compacted Tail Truncation
{
in: ops{
&getValuesAtIntervalOp{
from: testInstant,
through: testInstant.Add(3 * time.Minute),
interval: time.Second * 10,
},
&getValuesAlongRangeOp{
from: testInstant,
through: testInstant.Add(2 * time.Minute),
},
},
out: ops{
&getValuesAlongRangeOp{
from: testInstant,
through: testInstant.Add(2 * time.Minute),
},
&getValuesAtIntervalOp{
from: testInstant.Add(2 * time.Minute),
through: testInstant.Add(3 * time.Minute),
interval: time.Second * 10,
},
},
},
*/
// Regression Validation 1: Multiple Overlapping Interval Requests
// This one specific case expects no mutation.
{
in: ops{
&getValuesAlongRangeOp{
from: testInstant,
through: testInstant.Add(5 * time.Minute),
},
&getValuesAlongRangeOp{
from: testInstant.Add(15 * time.Second),
through: testInstant.Add(15 * time.Second).Add(5 * time.Minute),
},
&getValuesAlongRangeOp{
from: testInstant.Add(30 * time.Second),
through: testInstant.Add(30 * time.Second).Add(5 * time.Minute),
},
&getValuesAlongRangeOp{
from: testInstant.Add(45 * time.Second),
through: testInstant.Add(45 * time.Second).Add(5 * time.Minute),
},
},
out: ops{
&getValuesAlongRangeOp{
from: testInstant,
through: testInstant.Add(5 * time.Minute),
},
&getValuesAlongRangeOp{
from: testInstant.Add(15 * time.Second),
through: testInstant.Add(15 * time.Second).Add(5 * time.Minute),
},
&getValuesAlongRangeOp{
from: testInstant.Add(30 * time.Second),
through: testInstant.Add(30 * time.Second).Add(5 * time.Minute),
},
&getValuesAlongRangeOp{
from: testInstant.Add(45 * time.Second),
through: testInstant.Add(45 * time.Second).Add(5 * time.Minute),
},
},
},
}
)
for i, scenario := range scenarios {
// The compaction system assumes that values are sorted on input.
sort.Sort(startsAtSort{scenario.in})
out = optimizeTimeGroups(scenario.in)
if len(out) != len(scenario.out) {
t.Fatalf("%d. expected length of %d, got %d", i, len(scenario.out), len(out))
}
for j, op := range out {
if actual, ok := op.(*getValuesAtTimeOp); ok {
if expected, ok := scenario.out[j].(*getValuesAtTimeOp); ok {
if expected.time.Unix() != actual.time.Unix() {
t.Fatalf("%d.%d. expected time %s, got %s", i, j, expected.time, actual.time)
}
} else {
t.Fatalf("%d.%d. expected getValuesAtTimeOp, got %s", i, j, actual)
}
} else if actual, ok := op.(*getValuesAtIntervalOp); ok {
if expected, ok := scenario.out[j].(*getValuesAtIntervalOp); ok {
// Shaving off nanoseconds.
if expected.from.Unix() != actual.from.Unix() {
t.Fatalf("%d.%d. expected from %s, got %s", i, j, expected.from, actual.from)
}
if expected.through.Unix() != actual.through.Unix() {
t.Fatalf("%d.%d. expected through %s, got %s", i, j, expected.through, actual.through)
}
if expected.interval != (actual.interval) {
t.Fatalf("%d.%d. expected interval %s, got %s", i, j, expected.interval, actual.interval)
}
} else {
t.Fatalf("%d.%d. expected getValuesAtIntervalOp, got %s", i, j, actual)
}
} else if actual, ok := op.(*getValuesAlongRangeOp); ok {
if expected, ok := scenario.out[j].(*getValuesAlongRangeOp); ok {
if expected.from.Unix() != actual.from.Unix() {
t.Fatalf("%d.%d. expected from %s, got %s", i, j, expected.from, actual.from)
}
if expected.through.Unix() != actual.through.Unix() {
t.Fatalf("%d.%d. expected through %s, got %s", i, j, expected.through, actual.through)
}
} else {
t.Fatalf("%d.%d. expected getValuesAlongRangeOp, got %s", i, j, actual)
}
}
}
}
}
func TestOptimizeTimeGroups(t *testing.T) {
testOptimizeTimeGroups(t)
}
func BenchmarkOptimizeTimeGroups(b *testing.B) {
for i := 0; i < b.N; i++ {
testOptimizeTimeGroups(b)
}
}
func testOptimizeForward(t test.Tester) {
var (
out ops
scenarios = []struct {
in ops
out ops
}{
// Compact Interval with Subservient Range
{
in: ops{
&getValuesAtIntervalOp{
from: testInstant.Add(1 * time.Minute),
through: testInstant.Add(2 * time.Minute),
interval: time.Second * 10,
},
&getValuesAlongRangeOp{
from: testInstant,
through: testInstant.Add(3 * time.Minute),
},
},
out: ops{
&getValuesAlongRangeOp{
from: testInstant,
through: testInstant.Add(3 * time.Minute),
},
},
},
// Compact Ranges with Subservient Range
{
in: ops{
&getValuesAlongRangeOp{
from: testInstant.Add(1 * time.Minute),
through: testInstant.Add(2 * time.Minute),
},
&getValuesAlongRangeOp{
from: testInstant,
through: testInstant.Add(3 * time.Minute),
},
},
out: ops{
&getValuesAlongRangeOp{
from: testInstant,
through: testInstant.Add(3 * time.Minute),
},
},
},
// Carving Middle Elements
{
in: ops{
&getValuesAtIntervalOp{
from: testInstant,
through: testInstant.Add(5 * time.Minute),
interval: time.Second * 10,
},
&getValuesAlongRangeOp{
from: testInstant.Add(2 * time.Minute),
through: testInstant.Add(3 * time.Minute),
},
},
out: ops{
&getValuesAtIntervalOp{
from: testInstant,
through: testInstant.Add(2 * time.Minute),
interval: time.Second * 10,
},
&getValuesAlongRangeOp{
from: testInstant.Add(2 * time.Minute),
through: testInstant.Add(3 * time.Minute),
},
&getValuesAtIntervalOp{
// Since the range operation consumes Now() + 3 Minutes, we start
// an additional ten seconds later.
from: testInstant.Add(3 * time.Minute).Add(10 * time.Second),
through: testInstant.Add(5 * time.Minute),
interval: time.Second * 10,
},
},
},
// Compact Subservient Points with Range
// The points are at half-minute offsets due to optimizeTimeGroups
// work.
{
in: ops{
&getValuesAtTimeOp{
time: testInstant.Add(30 * time.Second),
},
&getValuesAtTimeOp{
time: testInstant.Add(1 * time.Minute).Add(30 * time.Second),
},
&getValuesAtTimeOp{
time: testInstant.Add(2 * time.Minute).Add(30 * time.Second),
},
&getValuesAtTimeOp{
time: testInstant.Add(3 * time.Minute).Add(30 * time.Second),
},
&getValuesAtTimeOp{
time: testInstant.Add(4 * time.Minute).Add(30 * time.Second),
},
&getValuesAtTimeOp{
time: testInstant.Add(5 * time.Minute).Add(30 * time.Second),
},
&getValuesAtTimeOp{
time: testInstant.Add(6 * time.Minute).Add(30 * time.Second),
},
&getValuesAlongRangeOp{
from: testInstant.Add(1 * time.Minute),
through: testInstant.Add(5 * time.Minute),
},
},
out: ops{
&getValuesAtTimeOp{
time: testInstant.Add(30 * time.Second),
},
&getValuesAlongRangeOp{
from: testInstant.Add(1 * time.Minute),
through: testInstant.Add(5 * time.Minute),
},
&getValuesAtTimeOp{
time: testInstant.Add(5 * time.Minute).Add(30 * time.Second),
},
&getValuesAtTimeOp{
time: testInstant.Add(6 * time.Minute).Add(30 * time.Second),
},
},
},
// Regression Validation 1: Multiple Overlapping Interval Requests
// We expect to find compaction.
{
in: ops{
&getValuesAlongRangeOp{
from: testInstant,
through: testInstant.Add(5 * time.Minute),
},
&getValuesAlongRangeOp{
from: testInstant.Add(15 * time.Second),
through: testInstant.Add(15 * time.Second).Add(5 * time.Minute),
},
&getValuesAlongRangeOp{
from: testInstant.Add(30 * time.Second),
through: testInstant.Add(30 * time.Second).Add(5 * time.Minute),
},
&getValuesAlongRangeOp{
from: testInstant.Add(45 * time.Second),
through: testInstant.Add(45 * time.Second).Add(5 * time.Minute),
},
},
out: ops{
&getValuesAlongRangeOp{
from: testInstant,
through: testInstant.Add(45 * time.Second).Add(5 * time.Minute),
},
},
},
// Range with subsequent overlapping interval.
{
in: ops{
&getValuesAlongRangeOp{
from: testInstant,
through: testInstant.Add(3 * time.Minute),
},
&getValuesAtIntervalOp{
from: testInstant.Add(1 * time.Minute),
through: testInstant.Add(4 * time.Minute),
interval: time.Second * 10,
},
},
out: ops{
&getValuesAlongRangeOp{
from: testInstant,
through: testInstant.Add(3 * time.Minute),
},
&getValuesAtIntervalOp{
from: testInstant.Add(3*time.Minute + 10*time.Second),
through: testInstant.Add(4 * time.Minute),
interval: time.Second * 10,
},
},
},
}
)
for i, scenario := range scenarios {
// The compaction system assumes that values are sorted on input.
sort.Sort(startsAtSort{scenario.in})
out = optimizeForward(scenario.in)
if len(out) != len(scenario.out) {
t.Fatalf("%d. expected length of %d, got %d", i, len(scenario.out), len(out))
}
for j, op := range out {
if actual, ok := op.(*getValuesAtTimeOp); ok {
if expected, ok := scenario.out[j].(*getValuesAtTimeOp); ok {
if expected.time.Unix() != actual.time.Unix() {
t.Fatalf("%d.%d. expected time %s, got %s", i, j, expected.time, actual.time)
}
} else {
t.Fatalf("%d.%d. expected getValuesAtTimeOp, got %s", i, j, actual)
}
} else if actual, ok := op.(*getValuesAtIntervalOp); ok {
if expected, ok := scenario.out[j].(*getValuesAtIntervalOp); ok {
// Shaving off nanoseconds.
if expected.from.Unix() != actual.from.Unix() {
t.Fatalf("%d.%d. expected from %s, got %s", i, j, expected.from, actual.from)
}
if expected.through.Unix() != actual.through.Unix() {
t.Fatalf("%d.%d. expected through %s, got %s", i, j, expected.through, actual.through)
}
if expected.interval != (actual.interval) {
t.Fatalf("%d.%d. expected interval %s, got %s", i, j, expected.interval, actual.interval)
}
} else {
t.Fatalf("%d.%d. expected getValuesAtIntervalOp, got %s", i, j, actual)
}
} else if actual, ok := op.(*getValuesAlongRangeOp); ok {
if expected, ok := scenario.out[j].(*getValuesAlongRangeOp); ok {
if expected.from.Unix() != actual.from.Unix() {
t.Fatalf("%d.%d. expected from %s, got %s", i, j, expected.from, actual.from)
}
if expected.through.Unix() != actual.through.Unix() {
t.Fatalf("%d.%d. expected through %s, got %s", i, j, expected.through, actual.through)
}
} else {
t.Fatalf("%d.%d. expected getValuesAlongRangeOp, got %s", i, j, actual)
}
}
}
}
}
func TestOptimizeForward(t *testing.T) {
testOptimizeForward(t)
}
func BenchmarkOptimizeForward(b *testing.B) {
for i := 0; i < b.N; i++ {
testOptimizeForward(b)
}
}
func testOptimize(t test.Tester) {
var (
out ops
scenarios = []struct {
in ops
out ops
}{
// Empty set; return empty set.
{
in: ops{},
out: ops{},
},
// Single time; return single time.
{
in: ops{
&getValuesAtTimeOp{
time: testInstant,
},
},
out: ops{
&getValuesAtTimeOp{
time: testInstant,
},
},
},
// Single range; return single range.
{
in: ops{
&getValuesAlongRangeOp{
from: testInstant,
through: testInstant.Add(1 * time.Minute),
},
},
out: ops{
&getValuesAlongRangeOp{
from: testInstant,
through: testInstant.Add(1 * time.Minute),
},
},
},
// Single interval; return single interval.
{
in: ops{
&getValuesAtIntervalOp{
from: testInstant,
through: testInstant.Add(1 * time.Minute),
interval: time.Second * 5,
},
},
out: ops{
&getValuesAtIntervalOp{
from: testInstant,
through: testInstant.Add(1 * time.Minute),
interval: time.Second * 5,
},
},
},
// Duplicate points; return single point.
{
in: ops{
&getValuesAtTimeOp{
time: testInstant,
},
&getValuesAtTimeOp{
time: testInstant,
},
},
out: ops{
&getValuesAtTimeOp{
time: testInstant,
},
},
},
// Duplicate ranges; return single range.
{
in: ops{
&getValuesAlongRangeOp{
from: testInstant,
through: testInstant.Add(1 * time.Minute),
},
&getValuesAlongRangeOp{
from: testInstant,
through: testInstant.Add(1 * time.Minute),
},
},
out: ops{
&getValuesAlongRangeOp{
from: testInstant,
through: testInstant.Add(1 * time.Minute),
},
},
},
// Duplicate intervals; return single interval.
{
in: ops{
&getValuesAtIntervalOp{
from: testInstant,
through: testInstant.Add(1 * time.Minute),
interval: time.Second * 5,
},
&getValuesAtIntervalOp{
from: testInstant,
through: testInstant.Add(1 * time.Minute),
interval: time.Second * 5,
},
},
out: ops{
&getValuesAtIntervalOp{
from: testInstant,
through: testInstant.Add(1 * time.Minute),
interval: time.Second * 5,
},
},
},
// Subordinate interval; return master.
{
in: ops{
&getValuesAtIntervalOp{
from: testInstant,
through: testInstant.Add(1 * time.Minute),
interval: time.Second * 5,
},
&getValuesAtIntervalOp{
from: testInstant,
through: testInstant.Add(2 * time.Minute),
interval: time.Second * 5,
},
},
out: ops{
&getValuesAtIntervalOp{
from: testInstant,
through: testInstant.Add(2 * time.Minute),
interval: time.Second * 5,
},
},
},
// Subordinate range; return master.
{
in: ops{
&getValuesAlongRangeOp{
from: testInstant,
through: testInstant.Add(1 * time.Minute),
},
&getValuesAlongRangeOp{
from: testInstant,
through: testInstant.Add(2 * time.Minute),
},
},
out: ops{
&getValuesAlongRangeOp{
from: testInstant,
through: testInstant.Add(2 * time.Minute),
},
},
},
// Equal range with different interval; return both.
{
in: ops{
&getValuesAtIntervalOp{
from: testInstant,
through: testInstant.Add(1 * time.Minute),
interval: time.Second * 10,
},
&getValuesAtIntervalOp{
from: testInstant,
through: testInstant.Add(1 * time.Minute),
interval: time.Second * 5,
},
},
out: ops{
&getValuesAtIntervalOp{
from: testInstant,
through: testInstant.Add(1 * time.Minute),
interval: time.Second * 5,
},
&getValuesAtIntervalOp{
from: testInstant,
through: testInstant.Add(1 * time.Minute),
interval: time.Second * 10,
},
},
},
/*
// Different range with different interval; return best.
{
in: ops{
&getValuesAtIntervalOp{
from: testInstant,
through: testInstant.Add(2 * time.Minute),
interval: time.Second * 10,
},
&getValuesAtIntervalOp{
from: testInstant,
through: testInstant.Add(1 * time.Minute),
interval: time.Second * 10,
},
&getValuesAtIntervalOp{
from: testInstant,
through: testInstant.Add(1 * time.Minute),
interval: time.Second * 5,
},
&getValuesAtIntervalOp{
from: testInstant,
through: testInstant.Add(2 * time.Minute),
interval: time.Second * 5,
},
},
out: ops{
&getValuesAtIntervalOp{
from: testInstant,
through: testInstant.Add(2 * time.Minute),
interval: time.Second * 5,
},
&getValuesAtIntervalOp{
from: testInstant,
through: testInstant.Add(2 * time.Minute),
interval: time.Second * 10,
},
},
},
// Include Truncated Intervals with Range.
{
in: ops{
&getValuesAtIntervalOp{
from: testInstant,
through: testInstant.Add(2 * time.Minute),
interval: time.Second * 10,
},
&getValuesAtIntervalOp{
from: testInstant,
through: testInstant.Add(1 * time.Minute),
interval: time.Second * 10,
},
&getValuesAlongRangeOp{
from: testInstant,
through: testInstant.Add(30 * time.Second),
},
},
out: ops{
&getValuesAlongRangeOp{
from: testInstant,
through: testInstant.Add(30 * time.Second),
},
&getValuesAtIntervalOp{
from: testInstant.Add(30 * time.Second),
through: testInstant.Add(2 * time.Minute),
interval: time.Second * 10,
},
},
},
// Compacted Forward Truncation
{
in: ops{
&getValuesAtIntervalOp{
from: testInstant,
through: testInstant.Add(3 * time.Minute),
interval: time.Second * 10,
},
&getValuesAlongRangeOp{
from: testInstant,
through: testInstant.Add(2 * time.Minute),
},
},
out: ops{
&getValuesAlongRangeOp{
from: testInstant,
through: testInstant.Add(2 * time.Minute),
},
&getValuesAtIntervalOp{
from: testInstant.Add(2 * time.Minute),
through: testInstant.Add(3 * time.Minute),
interval: time.Second * 10,
},
},
},
// Compacted Tail Truncation
{
in: ops{
&getValuesAtIntervalOp{
from: testInstant,
through: testInstant.Add(3 * time.Minute),
interval: time.Second * 10,
},
&getValuesAlongRangeOp{
from: testInstant,
through: testInstant.Add(2 * time.Minute),
},
},
out: ops{
&getValuesAlongRangeOp{
from: testInstant,
through: testInstant.Add(2 * time.Minute),
},
&getValuesAtIntervalOp{
from: testInstant.Add(2 * time.Minute),
through: testInstant.Add(3 * time.Minute),
interval: time.Second * 10,
},
},
},
*/
// Compact Interval with Subservient Range
{
in: ops{
&getValuesAtIntervalOp{
from: testInstant.Add(1 * time.Minute),
through: testInstant.Add(2 * time.Minute),
interval: time.Second * 10,
},
&getValuesAlongRangeOp{
from: testInstant,
through: testInstant.Add(3 * time.Minute),
},
},
out: ops{
&getValuesAlongRangeOp{
from: testInstant,
through: testInstant.Add(3 * time.Minute),
},
},
},
// Compact Ranges with Subservient Range
{
in: ops{
&getValuesAlongRangeOp{
from: testInstant.Add(1 * time.Minute),
through: testInstant.Add(2 * time.Minute),
},
&getValuesAlongRangeOp{
from: testInstant,
through: testInstant.Add(3 * time.Minute),
},
},
out: ops{
&getValuesAlongRangeOp{
from: testInstant,
through: testInstant.Add(3 * time.Minute),
},
},
},
// Carving Middle Elements
{
in: ops{
&getValuesAtIntervalOp{
from: testInstant,
through: testInstant.Add(5 * time.Minute),
interval: time.Second * 10,
},
&getValuesAlongRangeOp{
from: testInstant.Add(2 * time.Minute),
through: testInstant.Add(3 * time.Minute),
},
},
out: ops{
&getValuesAtIntervalOp{
from: testInstant,
through: testInstant.Add(2 * time.Minute),
interval: time.Second * 10,
},
&getValuesAlongRangeOp{
from: testInstant.Add(2 * time.Minute),
through: testInstant.Add(3 * time.Minute),
},
&getValuesAtIntervalOp{
// Since the range operation consumes Now() + 3 Minutes, we start
// an additional ten seconds later.
from: testInstant.Add(3 * time.Minute).Add(10 * time.Second),
through: testInstant.Add(5 * time.Minute),
interval: time.Second * 10,
},
},
},
// Compact Subservient Points with Range
// The points are at half-minute offsets due to optimizeTimeGroups
// work.
{
in: ops{
&getValuesAtTimeOp{
time: testInstant.Add(30 * time.Second),
},
&getValuesAtTimeOp{
time: testInstant.Add(1 * time.Minute).Add(30 * time.Second),
},
&getValuesAtTimeOp{
time: testInstant.Add(2 * time.Minute).Add(30 * time.Second),
},
&getValuesAtTimeOp{
time: testInstant.Add(3 * time.Minute).Add(30 * time.Second),
},
&getValuesAtTimeOp{
time: testInstant.Add(4 * time.Minute).Add(30 * time.Second),
},
&getValuesAtTimeOp{
time: testInstant.Add(5 * time.Minute).Add(30 * time.Second),
},
&getValuesAtTimeOp{
time: testInstant.Add(6 * time.Minute).Add(30 * time.Second),
},
&getValuesAlongRangeOp{
from: testInstant.Add(1 * time.Minute),
through: testInstant.Add(5 * time.Minute),
},
},
out: ops{
&getValuesAtTimeOp{
time: testInstant.Add(30 * time.Second),
},
&getValuesAlongRangeOp{
from: testInstant.Add(1 * time.Minute),
through: testInstant.Add(5 * time.Minute),
},
&getValuesAtTimeOp{
time: testInstant.Add(5 * time.Minute).Add(30 * time.Second),
},
&getValuesAtTimeOp{
time: testInstant.Add(6 * time.Minute).Add(30 * time.Second),
},
},
},
// Regression Validation 1: Multiple Overlapping Interval Requests
// We expect to find compaction.
{
in: ops{
&getValuesAlongRangeOp{
from: testInstant,
through: testInstant.Add(5 * time.Minute),
},
&getValuesAlongRangeOp{
from: testInstant.Add(15 * time.Second),
through: testInstant.Add(15 * time.Second).Add(5 * time.Minute),
},
&getValuesAlongRangeOp{
from: testInstant.Add(30 * time.Second),
through: testInstant.Add(30 * time.Second).Add(5 * time.Minute),
},
&getValuesAlongRangeOp{
from: testInstant.Add(45 * time.Second),
through: testInstant.Add(45 * time.Second).Add(5 * time.Minute),
},
},
out: ops{
&getValuesAlongRangeOp{
from: testInstant,
through: testInstant.Add(45 * time.Second).Add(5 * time.Minute),
},
},
},
}
)
for i, scenario := range scenarios {
// The compaction system assumes that values are sorted on input.
sort.Sort(startsAtSort{scenario.in})
out = optimize(scenario.in)
if len(out) != len(scenario.out) {
t.Fatalf("%d. expected length of %d, got %d", i, len(scenario.out), len(out))
}
for j, op := range out {
if actual, ok := op.(*getValuesAtTimeOp); ok {
if expected, ok := scenario.out[j].(*getValuesAtTimeOp); ok {
if expected.time.Unix() != actual.time.Unix() {
t.Fatalf("%d.%d. expected time %s, got %s", i, j, expected.time, actual.time)
}
} else {
t.Fatalf("%d.%d. expected getValuesAtTimeOp, got %s", i, j, actual)
}
} else if actual, ok := op.(*getValuesAtIntervalOp); ok {
if expected, ok := scenario.out[j].(*getValuesAtIntervalOp); ok {
// Shaving off nanoseconds.
if expected.from.Unix() != actual.from.Unix() {
t.Fatalf("%d.%d. expected from %s, got %s", i, j, expected.from, actual.from)
}
if expected.through.Unix() != actual.through.Unix() {
t.Fatalf("%d.%d. expected through %s, got %s", i, j, expected.through, actual.through)
}
if expected.interval != (actual.interval) {
t.Fatalf("%d.%d. expected interval %s, got %s", i, j, expected.interval, actual.interval)
}
} else {
t.Fatalf("%d.%d. expected getValuesAtIntervalOp, got %s", i, j, actual)
}
} else if actual, ok := op.(*getValuesAlongRangeOp); ok {
if expected, ok := scenario.out[j].(*getValuesAlongRangeOp); ok {
if expected.from.Unix() != actual.from.Unix() {
t.Fatalf("%d.%d. expected from %s, got %s", i, j, expected.from, actual.from)
}
if expected.through.Unix() != actual.through.Unix() {
t.Fatalf("%d.%d. expected through %s, got %s", i, j, expected.through, actual.through)
}
} else {
t.Fatalf("%d.%d. expected getValuesAlongRangeOp, got %s", i, j, actual)
}
}
}
}
}
func TestOptimize(t *testing.T) {
testOptimize(t)
}
func BenchmarkOptimize(b *testing.B) {
for i := 0; i < b.N; i++ {
testOptimize(b)
}
}
func TestGetValuesAtTimeOp(t *testing.T) {
var scenarios = []struct {
op getValuesAtTimeOp
in Values
out Values
}{
// No values.
{
op: getValuesAtTimeOp{
time: testInstant,
},
},
// Operator time before single value.
{
op: getValuesAtTimeOp{
time: testInstant,
},
in: Values{
{
Timestamp: testInstant.Add(1 * time.Minute),
Value: 1,
},
},
out: Values{
{
Timestamp: testInstant.Add(1 * time.Minute),
Value: 1,
},
},
},
// Operator time exactly at single value.
{
op: getValuesAtTimeOp{
time: testInstant.Add(1 * time.Minute),
},
in: Values{
{
Timestamp: testInstant.Add(1 * time.Minute),
Value: 1,
},
},
out: Values{
{
Timestamp: testInstant.Add(1 * time.Minute),
Value: 1,
},
},
},
// Operator time after single value.
{
op: getValuesAtTimeOp{
time: testInstant.Add(2 * time.Minute),
},
in: Values{
{
Timestamp: testInstant.Add(1 * time.Minute),
Value: 1,
},
},
out: Values{
{
Timestamp: testInstant.Add(1 * time.Minute),
Value: 1,
},
},
},
// Operator time before two values.
{
op: getValuesAtTimeOp{
time: testInstant,
},
in: Values{
{
Timestamp: testInstant.Add(1 * time.Minute),
Value: 1,
},
{
Timestamp: testInstant.Add(2 * time.Minute),
Value: 1,
},
},
out: Values{
{
Timestamp: testInstant.Add(1 * time.Minute),
Value: 1,
},
},
},
// Operator time at first of two values.
{
op: getValuesAtTimeOp{
time: testInstant.Add(1 * time.Minute),
},
in: Values{
{
Timestamp: testInstant.Add(1 * time.Minute),
Value: 1,
},
{
Timestamp: testInstant.Add(2 * time.Minute),
Value: 1,
},
},
out: Values{
{
Timestamp: testInstant.Add(1 * time.Minute),
Value: 1,
},
},
},
// Operator time between first and second of two values.
{
op: getValuesAtTimeOp{
time: testInstant.Add(90 * time.Second),
},
in: Values{
{
Timestamp: testInstant.Add(1 * time.Minute),
Value: 1,
},
{
Timestamp: testInstant.Add(2 * time.Minute),
Value: 1,
},
},
out: Values{
{
Timestamp: testInstant.Add(1 * time.Minute),
Value: 1,
},
{
Timestamp: testInstant.Add(2 * time.Minute),
Value: 1,
},
},
},
// Operator time at second of two values.
{
op: getValuesAtTimeOp{
time: testInstant.Add(2 * time.Minute),
},
in: Values{
{
Timestamp: testInstant.Add(1 * time.Minute),
Value: 1,
},
{
Timestamp: testInstant.Add(2 * time.Minute),
Value: 1,
},
},
out: Values{
{
Timestamp: testInstant.Add(1 * time.Minute),
Value: 1,
},
{
Timestamp: testInstant.Add(2 * time.Minute),
Value: 1,
},
},
},
// Operator time after second of two values.
{
op: getValuesAtTimeOp{
time: testInstant.Add(3 * time.Minute),
},
in: Values{
{
Timestamp: testInstant.Add(1 * time.Minute),
Value: 1,
},
{
Timestamp: testInstant.Add(2 * time.Minute),
Value: 1,
},
},
out: Values{
{
Timestamp: testInstant.Add(2 * time.Minute),
Value: 1,
},
},
},
}
for i, scenario := range scenarios {
actual := scenario.op.ExtractSamples(scenario.in)
if len(actual) != len(scenario.out) {
t.Fatalf("%d. expected length %d, got %d: %v", i, len(scenario.out), len(actual), scenario.op)
t.Fatalf("%d. expected length %d, got %d", i, len(scenario.out), len(actual))
}
for j, out := range scenario.out {
if !out.Equal(actual[j]) {
t.Fatalf("%d. expected output %v, got %v", i, scenario.out, actual)
}
}
}
}
func TestGetValuesAtIntervalOp(t *testing.T) {
var scenarios = []struct {
op getValuesAtIntervalOp
in Values
out Values
}{
// No values.
{
op: getValuesAtIntervalOp{
from: testInstant,
through: testInstant.Add(1 * time.Minute),
interval: 30 * time.Second,
},
},
// Entire operator range before first value.
{
op: getValuesAtIntervalOp{
from: testInstant,
through: testInstant.Add(1 * time.Minute),
interval: 30 * time.Second,
},
in: Values{
{
Timestamp: testInstant.Add(2 * time.Minute),
Value: 1,
},
{
Timestamp: testInstant.Add(3 * time.Minute),
Value: 1,
},
},
out: Values{
{
Timestamp: testInstant.Add(2 * time.Minute),
Value: 1,
},
},
},
// Operator range starts before first value, ends within available values.
{
op: getValuesAtIntervalOp{
from: testInstant,
through: testInstant.Add(2 * time.Minute),
interval: 30 * time.Second,
},
in: Values{
{
Timestamp: testInstant.Add(1 * time.Minute),
Value: 1,
},
{
Timestamp: testInstant.Add(3 * time.Minute),
Value: 1,
},
},
out: Values{
{
Timestamp: testInstant.Add(1 * time.Minute),
Value: 1,
},
{
Timestamp: testInstant.Add(3 * time.Minute),
Value: 1,
},
},
},
// Entire operator range is within available values.
{
op: getValuesAtIntervalOp{
from: testInstant.Add(1 * time.Minute),
through: testInstant.Add(2 * time.Minute),
interval: 30 * time.Second,
},
in: Values{
{
Timestamp: testInstant,
Value: 1,
},
{
Timestamp: testInstant.Add(1 * time.Minute),
Value: 1,
},
{
Timestamp: testInstant.Add(3 * time.Minute),
Value: 1,
},
},
out: Values{
{
Timestamp: testInstant.Add(1 * time.Minute),
Value: 1,
},
{
Timestamp: testInstant.Add(3 * time.Minute),
Value: 1,
},
},
},
// Operator range begins before first value, ends after last.
{
op: getValuesAtIntervalOp{
from: testInstant,
through: testInstant.Add(3 * time.Minute),
interval: 30 * time.Second,
},
in: Values{
{
Timestamp: testInstant.Add(1 * time.Minute),
Value: 1,
},
{
Timestamp: testInstant.Add(2 * time.Minute),
Value: 1,
},
},
out: Values{
{
Timestamp: testInstant.Add(1 * time.Minute),
Value: 1,
},
{
Timestamp: testInstant.Add(2 * time.Minute),
Value: 1,
},
},
},
// Operator range begins within available values, ends after the last value.
{
op: getValuesAtIntervalOp{
from: testInstant.Add(2 * time.Minute),
through: testInstant.Add(4 * time.Minute),
interval: 30 * time.Second,
},
in: Values{
{
Timestamp: testInstant,
Value: 1,
},
{
Timestamp: testInstant.Add(1 * time.Minute),
Value: 1,
},
{
Timestamp: testInstant.Add(2 * time.Minute),
Value: 1,
},
{
Timestamp: testInstant.Add(3 * time.Minute),
Value: 1,
},
},
out: Values{
{
Timestamp: testInstant.Add(2 * time.Minute),
Value: 1,
},
{
Timestamp: testInstant.Add(3 * time.Minute),
Value: 1,
},
},
},
// Entire operator range after the last available value.
{
op: getValuesAtIntervalOp{
from: testInstant.Add(2 * time.Minute),
through: testInstant.Add(3 * time.Minute),
interval: 30 * time.Second,
},
in: Values{
{
Timestamp: testInstant,
Value: 1,
},
{
Timestamp: testInstant.Add(1 * time.Minute),
Value: 1,
},
},
out: Values{
{
Timestamp: testInstant.Add(1 * time.Minute),
Value: 1,
},
},
},
// Operator interval skips over several values and ends past the last
// available value. This is to verify that we still include the last value
// of a series even if we target a time past it and haven't extracted that
// value yet as part of a previous interval step (thus the necessity to
// skip over values for the test).
{
op: getValuesAtIntervalOp{
from: testInstant.Add(30 * time.Second),
through: testInstant.Add(4 * time.Minute),
interval: 3 * time.Minute,
},
in: Values{
{
Timestamp: testInstant,
Value: 1,
},
{
Timestamp: testInstant.Add(1 * time.Minute),
Value: 1,
},
{
Timestamp: testInstant.Add(2 * time.Minute),
Value: 1,
},
{
Timestamp: testInstant.Add(3 * time.Minute),
Value: 1,
},
},
out: Values{
{
Timestamp: testInstant,
Value: 1,
},
{
Timestamp: testInstant.Add(1 * time.Minute),
Value: 1,
},
{
Timestamp: testInstant.Add(3 * time.Minute),
Value: 1,
},
},
},
}
for i, scenario := range scenarios {
actual := scenario.op.ExtractSamples(scenario.in)
if len(actual) != len(scenario.out) {
t.Fatalf("%d. expected length %d, got %d: %v", i, len(scenario.out), len(actual), actual)
}
if len(scenario.in) < 1 {
continue
}
lastExtractedTime := scenario.out[len(scenario.out)-1].Timestamp
if !scenario.op.Consumed() && scenario.op.CurrentTime().Before(lastExtractedTime) {
t.Fatalf("%d. expected op to be consumed or with CurrentTime() after current chunk, %v, %v", i, scenario.op.CurrentTime(), scenario.out)
}
for j, out := range scenario.out {
if !out.Equal(actual[j]) {
t.Fatalf("%d. expected output %v, got %v", i, scenario.out, actual)
}
}
}
}
func TestGetValuesAlongRangeOp(t *testing.T) {
var scenarios = []struct {
op getValuesAlongRangeOp
in Values
out Values
}{
// No values.
{
op: getValuesAlongRangeOp{
from: testInstant,
through: testInstant.Add(1 * time.Minute),
},
},
// Entire operator range before first value.
{
op: getValuesAlongRangeOp{
from: testInstant,
through: testInstant.Add(1 * time.Minute),
},
in: Values{
{
Timestamp: testInstant.Add(2 * time.Minute),
Value: 1,
},
{
Timestamp: testInstant.Add(3 * time.Minute),
Value: 1,
},
},
out: Values{},
},
// Operator range starts before first value, ends within available values.
{
op: getValuesAlongRangeOp{
from: testInstant,
through: testInstant.Add(2 * time.Minute),
},
in: Values{
{
Timestamp: testInstant.Add(1 * time.Minute),
Value: 1,
},
{
Timestamp: testInstant.Add(3 * time.Minute),
Value: 1,
},
},
out: Values{
{
Timestamp: testInstant.Add(1 * time.Minute),
Value: 1,
},
},
},
// Entire operator range is within available values.
{
op: getValuesAlongRangeOp{
from: testInstant.Add(1 * time.Minute),
through: testInstant.Add(2 * time.Minute),
},
in: Values{
{
Timestamp: testInstant,
Value: 1,
},
{
Timestamp: testInstant.Add(1 * time.Minute),
Value: 1,
},
{
Timestamp: testInstant.Add(3 * time.Minute),
Value: 1,
},
},
out: Values{
{
Timestamp: testInstant.Add(1 * time.Minute),
Value: 1,
},
},
},
// Operator range begins before first value, ends after last.
{
op: getValuesAlongRangeOp{
from: testInstant,
through: testInstant.Add(3 * time.Minute),
},
in: Values{
{
Timestamp: testInstant.Add(1 * time.Minute),
Value: 1,
},
{
Timestamp: testInstant.Add(2 * time.Minute),
Value: 1,
},
},
out: Values{
{
Timestamp: testInstant.Add(1 * time.Minute),
Value: 1,
},
{
Timestamp: testInstant.Add(2 * time.Minute),
Value: 1,
},
},
},
// Operator range begins within available values, ends after the last value.
{
op: getValuesAlongRangeOp{
from: testInstant.Add(2 * time.Minute),
through: testInstant.Add(4 * time.Minute),
},
in: Values{
{
Timestamp: testInstant,
Value: 1,
},
{
Timestamp: testInstant.Add(1 * time.Minute),
Value: 1,
},
{
Timestamp: testInstant.Add(2 * time.Minute),
Value: 1,
},
{
Timestamp: testInstant.Add(3 * time.Minute),
Value: 1,
},
},
out: Values{
{
Timestamp: testInstant.Add(2 * time.Minute),
Value: 1,
},
{
Timestamp: testInstant.Add(3 * time.Minute),
Value: 1,
},
},
},
// Entire operator range after the last available value.
{
op: getValuesAlongRangeOp{
from: testInstant.Add(2 * time.Minute),
through: testInstant.Add(3 * time.Minute),
},
in: Values{
{
Timestamp: testInstant,
Value: 1,
},
{
Timestamp: testInstant.Add(1 * time.Minute),
Value: 1,
},
},
out: Values{},
},
}
for i, scenario := range scenarios {
actual := scenario.op.ExtractSamples(scenario.in)
if len(actual) != len(scenario.out) {
t.Fatalf("%d. expected length %d, got %d: %v", i, len(scenario.out), len(actual), actual)
}
for j, out := range scenario.out {
if !out.Equal(actual[j]) {
t.Fatalf("%d. expected output %v, got %v", i, scenario.out, actual)
}
}
}
}
func TestGetValueRangeAtIntervalOp(t *testing.T) {
testOp := getValueRangeAtIntervalOp{
rangeFrom: testInstant.Add(-2 * time.Minute),
rangeThrough: testInstant,
rangeDuration: 2 * time.Minute,
interval: 10 * time.Minute,
through: testInstant.Add(20 * time.Minute),
}
var scenarios = []struct {
op getValueRangeAtIntervalOp
in Values
out Values
}{
// All values before the first range.
{
op: testOp,
in: Values{
{
Timestamp: testInstant.Add(-4 * time.Minute),
Value: 1,
},
{
Timestamp: testInstant.Add(-3 * time.Minute),
Value: 2,
},
},
out: Values{},
},
// Values starting before first range, ending after last.
{
op: testOp,
in: Values{
{
Timestamp: testInstant.Add(-4 * time.Minute),
Value: 1,
},
{
Timestamp: testInstant.Add(-3 * time.Minute),
Value: 2,
},
{
Timestamp: testInstant.Add(-2 * time.Minute),
Value: 3,
},
{
Timestamp: testInstant.Add(-1 * time.Minute),
Value: 4,
},
{
Timestamp: testInstant.Add(0 * time.Minute),
Value: 5,
},
{
Timestamp: testInstant.Add(5 * time.Minute),
Value: 6,
},
{
Timestamp: testInstant.Add(8 * time.Minute),
Value: 7,
},
{
Timestamp: testInstant.Add(9 * time.Minute),
Value: 8,
},
{
Timestamp: testInstant.Add(10 * time.Minute),
Value: 9,
},
{
Timestamp: testInstant.Add(15 * time.Minute),
Value: 10,
},
{
Timestamp: testInstant.Add(18 * time.Minute),
Value: 11,
},
{
Timestamp: testInstant.Add(19 * time.Minute),
Value: 12,
},
{
Timestamp: testInstant.Add(20 * time.Minute),
Value: 13,
},
{
Timestamp: testInstant.Add(21 * time.Minute),
Value: 14,
},
},
out: Values{
{
Timestamp: testInstant.Add(-2 * time.Minute),
Value: 3,
},
{
Timestamp: testInstant.Add(-1 * time.Minute),
Value: 4,
},
{
Timestamp: testInstant.Add(0 * time.Minute),
Value: 5,
},
{
Timestamp: testInstant.Add(8 * time.Minute),
Value: 7,
},
{
Timestamp: testInstant.Add(9 * time.Minute),
Value: 8,
},
{
Timestamp: testInstant.Add(10 * time.Minute),
Value: 9,
},
{
Timestamp: testInstant.Add(18 * time.Minute),
Value: 11,
},
{
Timestamp: testInstant.Add(19 * time.Minute),
Value: 12,
},
{
Timestamp: testInstant.Add(20 * time.Minute),
Value: 13,
},
},
},
// Values starting after last range.
{
op: testOp,
in: Values{
{
Timestamp: testInstant.Add(21 * time.Minute),
Value: 14,
},
},
out: Values{},
},
}
for i, scenario := range scenarios {
actual := Values{}
for !scenario.op.Consumed() {
actual = append(actual, scenario.op.ExtractSamples(scenario.in)...)
}
if len(actual) != len(scenario.out) {
t.Fatalf("%d. expected length %d, got %d: %v", i, len(scenario.out), len(actual), actual)
}
for j, out := range scenario.out {
if !out.Equal(actual[j]) {
t.Fatalf("%d. expected output %v, got %v", i, scenario.out, actual)
}
}
}
}