prometheus/promql/test.go
Alan Protasio 606ef33d91 Track and report Samples Queried per query
We always track total samples queried and add those to the standard set
of stats queries can report.

We also allow optionally tracking per-step samples queried. This must be
enabled both at the engine and query level to be tracked and rendered.
The engine flag is exposed via a Prometheus feature flag, while the
query flag is set when stats=all.

Co-authored-by: Alan Protasio <approtas@amazon.com>
Co-authored-by: Andrew Bloomgarden <blmgrdn@amazon.com>
Co-authored-by: Harkishen Singh <harkishensingh@hotmail.com>
Signed-off-by: Andrew Bloomgarden <blmgrdn@amazon.com>
2022-03-21 23:49:17 +01:00

806 lines
20 KiB
Go

// Copyright 2015 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 promql
import (
"context"
"fmt"
"io/ioutil"
"math"
"strconv"
"strings"
"time"
"github.com/grafana/regexp"
"github.com/pkg/errors"
"github.com/prometheus/common/model"
"github.com/stretchr/testify/require"
"github.com/prometheus/prometheus/model/exemplar"
"github.com/prometheus/prometheus/model/labels"
"github.com/prometheus/prometheus/model/timestamp"
"github.com/prometheus/prometheus/promql/parser"
"github.com/prometheus/prometheus/storage"
"github.com/prometheus/prometheus/tsdb"
"github.com/prometheus/prometheus/util/teststorage"
"github.com/prometheus/prometheus/util/testutil"
)
var (
minNormal = math.Float64frombits(0x0010000000000000) // The smallest positive normal value of type float64.
patSpace = regexp.MustCompile("[\t ]+")
patLoad = regexp.MustCompile(`^load\s+(.+?)$`)
patEvalInstant = regexp.MustCompile(`^eval(?:_(fail|ordered))?\s+instant\s+(?:at\s+(.+?))?\s+(.+)$`)
)
const (
epsilon = 0.000001 // Relative error allowed for sample values.
)
var testStartTime = time.Unix(0, 0).UTC()
// Test is a sequence of read and write commands that are run
// against a test storage.
type Test struct {
testutil.T
cmds []testCommand
storage *teststorage.TestStorage
queryEngine *Engine
context context.Context
cancelCtx context.CancelFunc
}
// NewTest returns an initialized empty Test.
func NewTest(t testutil.T, input string) (*Test, error) {
test := &Test{
T: t,
cmds: []testCommand{},
}
err := test.parse(input)
test.clear()
return test, err
}
func newTestFromFile(t testutil.T, filename string) (*Test, error) {
content, err := ioutil.ReadFile(filename)
if err != nil {
return nil, err
}
return NewTest(t, string(content))
}
// QueryEngine returns the test's query engine.
func (t *Test) QueryEngine() *Engine {
return t.queryEngine
}
// Queryable allows querying the test data.
func (t *Test) Queryable() storage.Queryable {
return t.storage
}
// Context returns the test's context.
func (t *Test) Context() context.Context {
return t.context
}
// Storage returns the test's storage.
func (t *Test) Storage() storage.Storage {
return t.storage
}
// TSDB returns test's TSDB.
func (t *Test) TSDB() *tsdb.DB {
return t.storage.DB
}
// ExemplarStorage returns the test's exemplar storage.
func (t *Test) ExemplarStorage() storage.ExemplarStorage {
return t.storage
}
func (t *Test) ExemplarQueryable() storage.ExemplarQueryable {
return t.storage.ExemplarQueryable()
}
func raise(line int, format string, v ...interface{}) error {
return &parser.ParseErr{
LineOffset: line,
Err: errors.Errorf(format, v...),
}
}
func parseLoad(lines []string, i int) (int, *loadCmd, error) {
if !patLoad.MatchString(lines[i]) {
return i, nil, raise(i, "invalid load command. (load <step:duration>)")
}
parts := patLoad.FindStringSubmatch(lines[i])
gap, err := model.ParseDuration(parts[1])
if err != nil {
return i, nil, raise(i, "invalid step definition %q: %s", parts[1], err)
}
cmd := newLoadCmd(time.Duration(gap))
for i+1 < len(lines) {
i++
defLine := lines[i]
if len(defLine) == 0 {
i--
break
}
metric, vals, err := parser.ParseSeriesDesc(defLine)
if err != nil {
if perr, ok := err.(*parser.ParseErr); ok {
perr.LineOffset = i
}
return i, nil, err
}
cmd.set(metric, vals...)
}
return i, cmd, nil
}
func (t *Test) parseEval(lines []string, i int) (int, *evalCmd, error) {
if !patEvalInstant.MatchString(lines[i]) {
return i, nil, raise(i, "invalid evaluation command. (eval[_fail|_ordered] instant [at <offset:duration>] <query>")
}
parts := patEvalInstant.FindStringSubmatch(lines[i])
var (
mod = parts[1]
at = parts[2]
expr = parts[3]
)
_, err := parser.ParseExpr(expr)
if err != nil {
if perr, ok := err.(*parser.ParseErr); ok {
perr.LineOffset = i
posOffset := parser.Pos(strings.Index(lines[i], expr))
perr.PositionRange.Start += posOffset
perr.PositionRange.End += posOffset
perr.Query = lines[i]
}
return i, nil, err
}
offset, err := model.ParseDuration(at)
if err != nil {
return i, nil, raise(i, "invalid step definition %q: %s", parts[1], err)
}
ts := testStartTime.Add(time.Duration(offset))
cmd := newEvalCmd(expr, ts, i+1)
switch mod {
case "ordered":
cmd.ordered = true
case "fail":
cmd.fail = true
}
for j := 1; i+1 < len(lines); j++ {
i++
defLine := lines[i]
if len(defLine) == 0 {
i--
break
}
if f, err := parseNumber(defLine); err == nil {
cmd.expect(0, nil, parser.SequenceValue{Value: f})
break
}
metric, vals, err := parser.ParseSeriesDesc(defLine)
if err != nil {
if perr, ok := err.(*parser.ParseErr); ok {
perr.LineOffset = i
}
return i, nil, err
}
// Currently, we are not expecting any matrices.
if len(vals) > 1 {
return i, nil, raise(i, "expecting multiple values in instant evaluation not allowed")
}
cmd.expect(j, metric, vals...)
}
return i, cmd, nil
}
// getLines returns trimmed lines after removing the comments.
func getLines(input string) []string {
lines := strings.Split(input, "\n")
for i, l := range lines {
l = strings.TrimSpace(l)
if strings.HasPrefix(l, "#") {
l = ""
}
lines[i] = l
}
return lines
}
// parse the given command sequence and appends it to the test.
func (t *Test) parse(input string) error {
lines := getLines(input)
var err error
// Scan for steps line by line.
for i := 0; i < len(lines); i++ {
l := lines[i]
if len(l) == 0 {
continue
}
var cmd testCommand
switch c := strings.ToLower(patSpace.Split(l, 2)[0]); {
case c == "clear":
cmd = &clearCmd{}
case c == "load":
i, cmd, err = parseLoad(lines, i)
case strings.HasPrefix(c, "eval"):
i, cmd, err = t.parseEval(lines, i)
default:
return raise(i, "invalid command %q", l)
}
if err != nil {
return err
}
t.cmds = append(t.cmds, cmd)
}
return nil
}
// testCommand is an interface that ensures that only the package internal
// types can be a valid command for a test.
type testCommand interface {
testCmd()
}
func (*clearCmd) testCmd() {}
func (*loadCmd) testCmd() {}
func (*evalCmd) testCmd() {}
// loadCmd is a command that loads sequences of sample values for specific
// metrics into the storage.
type loadCmd struct {
gap time.Duration
metrics map[uint64]labels.Labels
defs map[uint64][]Point
exemplars map[uint64][]exemplar.Exemplar
}
func newLoadCmd(gap time.Duration) *loadCmd {
return &loadCmd{
gap: gap,
metrics: map[uint64]labels.Labels{},
defs: map[uint64][]Point{},
exemplars: map[uint64][]exemplar.Exemplar{},
}
}
func (cmd loadCmd) String() string {
return "load"
}
// set a sequence of sample values for the given metric.
func (cmd *loadCmd) set(m labels.Labels, vals ...parser.SequenceValue) {
h := m.Hash()
samples := make([]Point, 0, len(vals))
ts := testStartTime
for _, v := range vals {
if !v.Omitted {
samples = append(samples, Point{
T: ts.UnixNano() / int64(time.Millisecond/time.Nanosecond),
V: v.Value,
})
}
ts = ts.Add(cmd.gap)
}
cmd.defs[h] = samples
cmd.metrics[h] = m
}
// append the defined time series to the storage.
func (cmd *loadCmd) append(a storage.Appender) error {
for h, smpls := range cmd.defs {
m := cmd.metrics[h]
for _, s := range smpls {
if _, err := a.Append(0, m, s.T, s.V); err != nil {
return err
}
}
}
return nil
}
// evalCmd is a command that evaluates an expression for the given time (range)
// and expects a specific result.
type evalCmd struct {
expr string
start time.Time
line int
fail, ordered bool
metrics map[uint64]labels.Labels
expected map[uint64]entry
}
type entry struct {
pos int
vals []parser.SequenceValue
}
func (e entry) String() string {
return fmt.Sprintf("%d: %s", e.pos, e.vals)
}
func newEvalCmd(expr string, start time.Time, line int) *evalCmd {
return &evalCmd{
expr: expr,
start: start,
line: line,
metrics: map[uint64]labels.Labels{},
expected: map[uint64]entry{},
}
}
func (ev *evalCmd) String() string {
return "eval"
}
// expect adds a new metric with a sequence of values to the set of expected
// results for the query.
func (ev *evalCmd) expect(pos int, m labels.Labels, vals ...parser.SequenceValue) {
if m == nil {
ev.expected[0] = entry{pos: pos, vals: vals}
return
}
h := m.Hash()
ev.metrics[h] = m
ev.expected[h] = entry{pos: pos, vals: vals}
}
// compareResult compares the result value with the defined expectation.
func (ev *evalCmd) compareResult(result parser.Value) error {
switch val := result.(type) {
case Matrix:
return errors.New("received range result on instant evaluation")
case Vector:
seen := map[uint64]bool{}
for pos, v := range val {
fp := v.Metric.Hash()
if _, ok := ev.metrics[fp]; !ok {
return errors.Errorf("unexpected metric %s in result", v.Metric)
}
exp := ev.expected[fp]
if ev.ordered && exp.pos != pos+1 {
return errors.Errorf("expected metric %s with %v at position %d but was at %d", v.Metric, exp.vals, exp.pos, pos+1)
}
if !almostEqual(exp.vals[0].Value, v.V) {
return errors.Errorf("expected %v for %s but got %v", exp.vals[0].Value, v.Metric, v.V)
}
seen[fp] = true
}
for fp, expVals := range ev.expected {
if !seen[fp] {
fmt.Println("vector result", len(val), ev.expr)
for _, ss := range val {
fmt.Println(" ", ss.Metric, ss.Point)
}
return errors.Errorf("expected metric %s with %v not found", ev.metrics[fp], expVals)
}
}
case Scalar:
if !almostEqual(ev.expected[0].vals[0].Value, val.V) {
return errors.Errorf("expected Scalar %v but got %v", val.V, ev.expected[0].vals[0].Value)
}
default:
panic(errors.Errorf("promql.Test.compareResult: unexpected result type %T", result))
}
return nil
}
// clearCmd is a command that wipes the test's storage state.
type clearCmd struct{}
func (cmd clearCmd) String() string {
return "clear"
}
// Run executes the command sequence of the test. Until the maximum error number
// is reached, evaluation errors do not terminate execution.
func (t *Test) Run() error {
for _, cmd := range t.cmds {
// TODO(fabxc): aggregate command errors, yield diffs for result
// comparison errors.
if err := t.exec(cmd); err != nil {
return err
}
}
return nil
}
type atModifierTestCase struct {
expr string
evalTime time.Time
}
func atModifierTestCases(exprStr string, evalTime time.Time) ([]atModifierTestCase, error) {
expr, err := parser.ParseExpr(exprStr)
if err != nil {
return nil, err
}
ts := timestamp.FromTime(evalTime)
containsNonStepInvariant := false
// Setting the @ timestamp for all selectors to be evalTime.
// If there is a subquery, then the selectors inside it don't get the @ timestamp.
// If any selector already has the @ timestamp set, then it is untouched.
parser.Inspect(expr, func(node parser.Node, path []parser.Node) error {
_, _, subqTs := subqueryTimes(path)
if subqTs != nil {
// There is a subquery with timestamp in the path,
// hence don't change any timestamps further.
return nil
}
switch n := node.(type) {
case *parser.VectorSelector:
if n.Timestamp == nil {
n.Timestamp = makeInt64Pointer(ts)
}
case *parser.MatrixSelector:
if vs := n.VectorSelector.(*parser.VectorSelector); vs.Timestamp == nil {
vs.Timestamp = makeInt64Pointer(ts)
}
case *parser.SubqueryExpr:
if n.Timestamp == nil {
n.Timestamp = makeInt64Pointer(ts)
}
case *parser.Call:
_, ok := AtModifierUnsafeFunctions[n.Func.Name]
containsNonStepInvariant = containsNonStepInvariant || ok
}
return nil
})
if containsNonStepInvariant {
// Since there is a step invariant function, we cannot automatically
// generate step invariant test cases for it sanely.
return nil, nil
}
newExpr := expr.String() // With all the @ evalTime set.
additionalEvalTimes := []int64{-10 * ts, 0, ts / 5, ts, 10 * ts}
if ts == 0 {
additionalEvalTimes = []int64{-1000, -ts, 1000}
}
testCases := make([]atModifierTestCase, 0, len(additionalEvalTimes))
for _, et := range additionalEvalTimes {
testCases = append(testCases, atModifierTestCase{
expr: newExpr,
evalTime: timestamp.Time(et),
})
}
return testCases, nil
}
// exec processes a single step of the test.
func (t *Test) exec(tc testCommand) error {
switch cmd := tc.(type) {
case *clearCmd:
t.clear()
case *loadCmd:
app := t.storage.Appender(t.context)
if err := cmd.append(app); err != nil {
app.Rollback()
return err
}
if err := app.Commit(); err != nil {
return err
}
case *evalCmd:
queries, err := atModifierTestCases(cmd.expr, cmd.start)
if err != nil {
return err
}
queries = append([]atModifierTestCase{{expr: cmd.expr, evalTime: cmd.start}}, queries...)
for _, iq := range queries {
q, err := t.QueryEngine().NewInstantQuery(t.storage, nil, iq.expr, iq.evalTime)
if err != nil {
return err
}
defer q.Close()
res := q.Exec(t.context)
if res.Err != nil {
if cmd.fail {
continue
}
return errors.Wrapf(res.Err, "error evaluating query %q (line %d)", iq.expr, cmd.line)
}
if res.Err == nil && cmd.fail {
return errors.Errorf("expected error evaluating query %q (line %d) but got none", iq.expr, cmd.line)
}
err = cmd.compareResult(res.Value)
if err != nil {
return errors.Wrapf(err, "error in %s %s", cmd, iq.expr)
}
// Check query returns same result in range mode,
// by checking against the middle step.
q, err = t.queryEngine.NewRangeQuery(t.storage, nil, iq.expr, iq.evalTime.Add(-time.Minute), iq.evalTime.Add(time.Minute), time.Minute)
if err != nil {
return err
}
rangeRes := q.Exec(t.context)
if rangeRes.Err != nil {
return errors.Wrapf(rangeRes.Err, "error evaluating query %q (line %d) in range mode", iq.expr, cmd.line)
}
defer q.Close()
if cmd.ordered {
// Ordering isn't defined for range queries.
continue
}
mat := rangeRes.Value.(Matrix)
vec := make(Vector, 0, len(mat))
for _, series := range mat {
for _, point := range series.Points {
if point.T == timeMilliseconds(iq.evalTime) {
vec = append(vec, Sample{Metric: series.Metric, Point: point})
break
}
}
}
if _, ok := res.Value.(Scalar); ok {
err = cmd.compareResult(Scalar{V: vec[0].Point.V})
} else {
err = cmd.compareResult(vec)
}
if err != nil {
return errors.Wrapf(err, "error in %s %s (line %d) range mode", cmd, iq.expr, cmd.line)
}
}
default:
panic("promql.Test.exec: unknown test command type")
}
return nil
}
// clear the current test storage of all inserted samples.
func (t *Test) clear() {
if t.storage != nil {
err := t.storage.Close()
require.NoError(t.T, err, "Unexpected error while closing test storage.")
}
if t.cancelCtx != nil {
t.cancelCtx()
}
t.storage = teststorage.New(t)
opts := EngineOpts{
Logger: nil,
Reg: nil,
MaxSamples: 10000,
Timeout: 100 * time.Second,
NoStepSubqueryIntervalFn: func(int64) int64 { return durationMilliseconds(1 * time.Minute) },
EnableAtModifier: true,
EnableNegativeOffset: true,
EnablePerStepStats: true,
}
t.queryEngine = NewEngine(opts)
t.context, t.cancelCtx = context.WithCancel(context.Background())
}
// Close closes resources associated with the Test.
func (t *Test) Close() {
t.cancelCtx()
err := t.storage.Close()
require.NoError(t.T, err, "Unexpected error while closing test storage.")
}
// samplesAlmostEqual returns true if the two sample lines only differ by a
// small relative error in their sample value.
func almostEqual(a, b float64) bool {
// NaN has no equality but for testing we still want to know whether both values
// are NaN.
if math.IsNaN(a) && math.IsNaN(b) {
return true
}
// Cf. http://floating-point-gui.de/errors/comparison/
if a == b {
return true
}
diff := math.Abs(a - b)
if a == 0 || b == 0 || diff < minNormal {
return diff < epsilon*minNormal
}
return diff/(math.Abs(a)+math.Abs(b)) < epsilon
}
func parseNumber(s string) (float64, error) {
n, err := strconv.ParseInt(s, 0, 64)
f := float64(n)
if err != nil {
f, err = strconv.ParseFloat(s, 64)
}
if err != nil {
return 0, errors.Wrap(err, "error parsing number")
}
return f, nil
}
// LazyLoader lazily loads samples into storage.
// This is specifically implemented for unit testing of rules.
type LazyLoader struct {
testutil.T
loadCmd *loadCmd
storage storage.Storage
SubqueryInterval time.Duration
queryEngine *Engine
context context.Context
cancelCtx context.CancelFunc
opts LazyLoaderOpts
}
// LazyLoaderOpts are options for the lazy loader.
type LazyLoaderOpts struct {
// Both of these must be set to true for regular PromQL (as of
// Prometheus v2.33). They can still be disabled here for legacy and
// other uses.
EnableAtModifier, EnableNegativeOffset bool
}
// NewLazyLoader returns an initialized empty LazyLoader.
func NewLazyLoader(t testutil.T, input string, opts LazyLoaderOpts) (*LazyLoader, error) {
ll := &LazyLoader{
T: t,
opts: opts,
}
err := ll.parse(input)
ll.clear()
return ll, err
}
// parse the given load command.
func (ll *LazyLoader) parse(input string) error {
lines := getLines(input)
// Accepts only 'load' command.
for i := 0; i < len(lines); i++ {
l := lines[i]
if len(l) == 0 {
continue
}
if strings.ToLower(patSpace.Split(l, 2)[0]) == "load" {
_, cmd, err := parseLoad(lines, i)
if err != nil {
return err
}
ll.loadCmd = cmd
return nil
}
return raise(i, "invalid command %q", l)
}
return errors.New("no \"load\" command found")
}
// clear the current test storage of all inserted samples.
func (ll *LazyLoader) clear() {
if ll.storage != nil {
err := ll.storage.Close()
require.NoError(ll.T, err, "Unexpected error while closing test storage.")
}
if ll.cancelCtx != nil {
ll.cancelCtx()
}
ll.storage = teststorage.New(ll)
opts := EngineOpts{
Logger: nil,
Reg: nil,
MaxSamples: 10000,
Timeout: 100 * time.Second,
NoStepSubqueryIntervalFn: func(int64) int64 { return durationMilliseconds(ll.SubqueryInterval) },
EnableAtModifier: ll.opts.EnableAtModifier,
EnableNegativeOffset: ll.opts.EnableNegativeOffset,
}
ll.queryEngine = NewEngine(opts)
ll.context, ll.cancelCtx = context.WithCancel(context.Background())
}
// appendTill appends the defined time series to the storage till the given timestamp (in milliseconds).
func (ll *LazyLoader) appendTill(ts int64) error {
app := ll.storage.Appender(ll.Context())
for h, smpls := range ll.loadCmd.defs {
m := ll.loadCmd.metrics[h]
for i, s := range smpls {
if s.T > ts {
// Removing the already added samples.
ll.loadCmd.defs[h] = smpls[i:]
break
}
if _, err := app.Append(0, m, s.T, s.V); err != nil {
return err
}
if i == len(smpls)-1 {
ll.loadCmd.defs[h] = nil
}
}
}
return app.Commit()
}
// WithSamplesTill loads the samples till given timestamp and executes the given function.
func (ll *LazyLoader) WithSamplesTill(ts time.Time, fn func(error)) {
tsMilli := ts.Sub(time.Unix(0, 0).UTC()) / time.Millisecond
fn(ll.appendTill(int64(tsMilli)))
}
// QueryEngine returns the LazyLoader's query engine.
func (ll *LazyLoader) QueryEngine() *Engine {
return ll.queryEngine
}
// Queryable allows querying the LazyLoader's data.
// Note: only the samples till the max timestamp used
// in `WithSamplesTill` can be queried.
func (ll *LazyLoader) Queryable() storage.Queryable {
return ll.storage
}
// Context returns the LazyLoader's context.
func (ll *LazyLoader) Context() context.Context {
return ll.context
}
// Storage returns the LazyLoader's storage.
func (ll *LazyLoader) Storage() storage.Storage {
return ll.storage
}
// Close closes resources associated with the LazyLoader.
func (ll *LazyLoader) Close() {
ll.cancelCtx()
err := ll.storage.Close()
require.NoError(ll.T, err, "Unexpected error while closing test storage.")
}