fluid-core/internal/fitness/fitness_test.go
tegwick 6e705aa0af Add fitness evaluator and telemetry measurer
FLUID-WP-0005 T07. Primary metrics, guardrails, secondary observations
and learning signals stay in separate roles, and there is no universal
scalar: the standards decline to define one, and inventing one would
make the interface's most important trade-offs on the operator's behalf.

Three verdict rules carry the weight. A guardrail breach dominates
primary success, because a candidate that hit its target while
regressing a guardrail traded something it was told not to. Apparent
success on too few samples is inconclusive rather than successful, since
promoting on three requests is promoting on noise. A metric missing from
one side is reported absent rather than defaulted to zero, which would
read as a dramatic change that never happened.

Specs are an input, never derived from the data, so that changing
success criteria after seeing results requires a recorded amendment
rather than being indistinguishable from normal operation.

Co-Authored-By: Claude Opus 5 <noreply@anthropic.com>
Claude-Session: https://claude.ai/code/session_014KmVxhJ35tCo7rE7UnLwWu

Assistant: claude-code
Assistant-Model: opus
Assistant-Process: 1116572@bnt-lap001
Assistant-Session: 8ba9bb93-a72a-4883-b189-2499cce5c400
2026-09-04 03:14:25 +02:00

325 lines
10 KiB
Go

package fitness
import (
"fmt"
"testing"
"time"
"github.com/tegwick/fluid-core/internal/contract"
)
func f64(v float64) *float64 { return &v }
func obs(metric string, rev contract.RevisionID, value float64, samples int) Observation {
return Observation{Metric: metric, Revision: rev, Value: value, Samples: samples}
}
// specsFromBlueprint mirrors the section 33 worked example: requests per task
// must drop, latency must not regress past its guardrail.
func specsFromBlueprint() []MetricSpec {
return []MetricSpec{
{Name: MetricRequestsPerTask, Role: RolePrimary, Direction: Lower, Target: f64(1.2)},
{Name: MetricP95LatencyMS, Role: RoleGuardrail, Direction: Lower, Threshold: f64(315)},
{Name: MetricErrorRate, Role: RoleGuardrail, Direction: Lower, Threshold: f64(0.01)},
}
}
func TestSucceedsWhenTargetsMetAndGuardrailsHold(t *testing.T) {
e := NewEvaluator()
eval := e.Evaluate("R-1", "R-2", Window{Start: time.Now().Add(-time.Hour)}, specsFromBlueprint(),
[]Observation{
obs(MetricRequestsPerTask, "R-1", 2.7, 400),
obs(MetricRequestsPerTask, "R-2", 1.15, 400),
obs(MetricP95LatencyMS, "R-1", 300, 400),
obs(MetricP95LatencyMS, "R-2", 302, 400),
obs(MetricErrorRate, "R-1", 0.008, 400),
obs(MetricErrorRate, "R-2", 0.007, 400),
})
if eval.Verdict != VerdictSucceeded {
t.Fatalf("verdict = %s, reasons %v", eval.Verdict, eval.Reasons)
}
primary := eval.PrimaryResults()
if len(primary) != 1 {
t.Fatalf("primary metrics = %d, want 1", len(primary))
}
if primary[0].TargetMet == nil || !*primary[0].TargetMet {
t.Error("primary target not marked as met")
}
if primary[0].Delta >= 0 {
t.Errorf("delta = %v, expected a reduction", primary[0].Delta)
}
}
// TestGuardrailDominatesPrimarySuccess is the section 48.5 protection: a
// candidate that hit its target while regressing a guardrail has traded
// something it was told not to.
func TestGuardrailDominatesPrimarySuccess(t *testing.T) {
e := NewEvaluator()
eval := e.Evaluate("R-1", "R-2", Window{}, specsFromBlueprint(), []Observation{
obs(MetricRequestsPerTask, "R-1", 2.7, 400),
obs(MetricRequestsPerTask, "R-2", 1.05, 400), // target smashed
obs(MetricP95LatencyMS, "R-1", 300, 400),
obs(MetricP95LatencyMS, "R-2", 980, 400), // and latency ruined
obs(MetricErrorRate, "R-1", 0.008, 400),
obs(MetricErrorRate, "R-2", 0.009, 400),
})
if eval.Verdict != VerdictGuardrailBreached {
t.Fatalf("verdict = %s, want GUARDRAIL_BREACHED; reasons %v", eval.Verdict, eval.Reasons)
}
if len(eval.Reasons) == 0 {
t.Error("a breach was reported with no reason")
}
var latency *MetricResult
for i, m := range eval.GuardrailResults() {
if m.Name == MetricP95LatencyMS {
latency = &eval.GuardrailResults()[i]
}
}
if latency == nil || latency.GuardrailBreached == nil || !*latency.GuardrailBreached {
t.Error("the breached guardrail is not marked as breached")
}
}
func TestFailsWhenPrimaryTargetMissed(t *testing.T) {
e := NewEvaluator()
eval := e.Evaluate("R-1", "R-2", Window{}, specsFromBlueprint(), []Observation{
obs(MetricRequestsPerTask, "R-1", 2.7, 400),
obs(MetricRequestsPerTask, "R-2", 2.6, 400), // barely moved
obs(MetricP95LatencyMS, "R-1", 300, 400),
obs(MetricP95LatencyMS, "R-2", 301, 400),
obs(MetricErrorRate, "R-1", 0.008, 400),
obs(MetricErrorRate, "R-2", 0.008, 400),
})
if eval.Verdict != VerdictFailed {
t.Fatalf("verdict = %s, want FAILED", eval.Verdict)
}
if len(eval.Reasons) == 0 || eval.Reasons[0] == "" {
t.Error("failure reported without saying which target was missed")
}
}
// TestUnderpoweredIsInconclusiveNotSuccessful: promoting on three requests is
// promoting on noise.
func TestUnderpoweredIsInconclusiveNotSuccessful(t *testing.T) {
e := NewEvaluator()
eval := e.Evaluate("R-1", "R-2", Window{}, specsFromBlueprint(), []Observation{
obs(MetricRequestsPerTask, "R-1", 2.7, 3),
obs(MetricRequestsPerTask, "R-2", 1.0, 2),
obs(MetricP95LatencyMS, "R-1", 300, 3),
obs(MetricP95LatencyMS, "R-2", 290, 2),
obs(MetricErrorRate, "R-1", 0.0, 3),
obs(MetricErrorRate, "R-2", 0.0, 2),
})
if eval.Verdict != VerdictInconclusive {
t.Fatalf("verdict = %s, want INCONCLUSIVE on tiny samples", eval.Verdict)
}
for _, m := range eval.PrimaryResults() {
if !m.Underpowered {
t.Error("a two-sample comparison was not marked underpowered")
}
}
}
// TestMissingMeasurementIsNotZero: defaulting an absent metric to zero would
// read as a dramatic change that never happened.
func TestMissingMeasurementIsNotZero(t *testing.T) {
e := NewEvaluator()
eval := e.Evaluate("R-1", "R-2", Window{}, specsFromBlueprint(), []Observation{
obs(MetricRequestsPerTask, "R-1", 2.7, 400),
// no candidate measurement at all
obs(MetricP95LatencyMS, "R-1", 300, 400),
obs(MetricP95LatencyMS, "R-2", 300, 400),
obs(MetricErrorRate, "R-1", 0.008, 400),
obs(MetricErrorRate, "R-2", 0.008, 400),
})
if eval.Verdict == VerdictSucceeded {
t.Fatal("a missing primary measurement produced a success verdict")
}
for _, m := range eval.PrimaryResults() {
if m.Current != 0 && m.Baseline != 0 {
continue
}
if !m.Underpowered {
t.Error("an absent measurement was not flagged")
}
}
}
func TestNoPrimaryMetricIsInconclusive(t *testing.T) {
e := NewEvaluator()
eval := e.Evaluate("R-1", "R-2", Window{}, []MetricSpec{
{Name: MetricErrorRate, Role: RoleGuardrail, Direction: Lower, Threshold: f64(0.05)},
}, []Observation{
obs(MetricErrorRate, "R-1", 0.01, 400),
obs(MetricErrorRate, "R-2", 0.01, 400),
})
if eval.Verdict != VerdictInconclusive {
t.Errorf("verdict = %s, want INCONCLUSIVE with no primary metric", eval.Verdict)
}
}
func TestPrimaryWithoutTargetCannotPass(t *testing.T) {
e := NewEvaluator()
eval := e.Evaluate("R-1", "R-2", Window{}, []MetricSpec{
{Name: MetricRequestsPerTask, Role: RolePrimary, Direction: Lower}, // no target
}, []Observation{
obs(MetricRequestsPerTask, "R-1", 2.7, 400),
obs(MetricRequestsPerTask, "R-2", 1.0, 400),
})
if eval.Verdict == VerdictSucceeded {
t.Error("a primary metric with no declared target was treated as met")
}
}
func TestHigherIsBetterDirection(t *testing.T) {
e := NewEvaluator()
eval := e.Evaluate("R-1", "R-2", Window{}, []MetricSpec{
{Name: MetricSuccessRate, Role: RolePrimary, Direction: Higher, Target: f64(0.99)},
{Name: MetricSuccessRate + "_guard", Role: RoleGuardrail, Direction: Higher, Threshold: f64(0.95)},
}, []Observation{
obs(MetricSuccessRate, "R-1", 0.97, 400),
obs(MetricSuccessRate, "R-2", 0.995, 400),
obs(MetricSuccessRate+"_guard", "R-1", 0.97, 400),
obs(MetricSuccessRate+"_guard", "R-2", 0.96, 400),
})
if eval.Verdict != VerdictSucceeded {
t.Errorf("verdict = %s, reasons %v", eval.Verdict, eval.Reasons)
}
}
func TestEvaluationIsDeterministic(t *testing.T) {
e := NewEvaluator()
specs := specsFromBlueprint()
observations := []Observation{
obs(MetricRequestsPerTask, "R-1", 2.7, 400),
obs(MetricRequestsPerTask, "R-2", 2.6, 400),
obs(MetricP95LatencyMS, "R-1", 300, 400),
obs(MetricP95LatencyMS, "R-2", 999, 400),
obs(MetricErrorRate, "R-1", 0.008, 400),
obs(MetricErrorRate, "R-2", 0.5, 400),
}
first := e.Evaluate("R-1", "R-2", Window{}, specs, observations)
for i := 0; i < 50; i++ {
again := e.Evaluate("R-1", "R-2", Window{}, specs, observations)
if again.Verdict != first.Verdict || len(again.Reasons) != len(first.Reasons) {
t.Fatal("evaluation varied between runs")
}
for j := range first.Reasons {
if again.Reasons[j] != first.Reasons[j] {
t.Fatalf("reason order varied: %q vs %q", first.Reasons[j], again.Reasons[j])
}
}
for j := range first.Metrics {
if again.Metrics[j].Name != first.Metrics[j].Name {
t.Fatal("metric order varied between runs")
}
}
}
}
func TestMeasurerDerivesRequestsPerTask(t *testing.T) {
m := NewMeasurer()
now := time.Date(2026, 9, 5, 8, 0, 0, 0, time.UTC)
var events []contract.FluidTelemetry
// R-1: three calls per task. R-2: one.
for c := 0; c < 10; c++ {
chain := fmt.Sprintf("chain-%d", c)
for i := 0; i < 3; i++ {
events = append(events, telemetry("R-1", fmt.Sprintf("c-%d", c), chain, now, 120, false))
}
events = append(events, telemetry("R-2", fmt.Sprintf("c-%d", c), chain+"-b", now, 130, false))
}
observations := m.Measure(events, Window{Start: now.Add(-time.Hour)})
got := map[contract.RevisionID]float64{}
for _, o := range observations {
if o.Metric == MetricRequestsPerTask {
got[o.Revision] = o.Value
}
}
if got["R-1"] != 3 {
t.Errorf("R-1 requests per task = %v, want 3", got["R-1"])
}
if got["R-2"] != 1 {
t.Errorf("R-2 requests per task = %v, want 1", got["R-2"])
}
}
func TestMeasurerRespectsWindow(t *testing.T) {
m := NewMeasurer()
now := time.Date(2026, 9, 5, 8, 0, 0, 0, time.UTC)
events := []contract.FluidTelemetry{
telemetry("R-1", "c-1", "old", now.AddDate(0, 0, -10), 100, false),
telemetry("R-1", "c-1", "new", now, 100, false),
}
// Only events inside the window may count, or the comparison is not
// reproducible from its recorded period.
observations := m.Measure(events, Window{Start: now.Add(-time.Hour)})
for _, o := range observations {
if o.Metric == MetricErrorRate && o.Samples != 1 {
t.Errorf("samples = %d, want 1; events outside the window were counted", o.Samples)
}
}
}
func TestMeasurerComputesErrorRate(t *testing.T) {
m := NewMeasurer()
now := time.Date(2026, 9, 5, 8, 0, 0, 0, time.UTC)
var events []contract.FluidTelemetry
for i := 0; i < 8; i++ {
events = append(events, telemetry("R-1", "c-1", fmt.Sprintf("ch-%d", i), now, 100, false))
}
for i := 0; i < 2; i++ {
events = append(events, telemetry("R-1", "c-1", fmt.Sprintf("er-%d", i), now, 100, true))
}
for _, o := range m.Measure(events, Window{}) {
if o.Metric == MetricErrorRate && o.Value != 0.2 {
t.Errorf("error rate = %v, want 0.2", o.Value)
}
if o.Metric == MetricSuccessRate && o.Value != 0.8 {
t.Errorf("success rate = %v, want 0.8", o.Value)
}
}
}
func telemetry(rev contract.RevisionID, consumer, chain string, at time.Time, latency float64, isError bool) contract.FluidTelemetry {
r := rev
l := latency
status := int64(200)
ev := contract.FluidTelemetry{
ID: fmt.Sprintf("tl-%s-%s", consumer, chain),
OccurredAt: at,
Kind: contract.FluidTelemetryKindRequest,
ConsumerRef: consumer,
Revision: &r,
Sequence: &contract.FluidTelemetrySequence{ChainID: chain},
Request: &contract.FluidTelemetryRequest{Route: "/v1/x", Method: "GET", Status: &status, LatencyMS: &l},
}
if isError {
ev.Kind = contract.FluidTelemetryKindError
ev.Error = &contract.FluidTelemetryError{Class: contract.FluidTelemetryErrorClassBackendFailure}
}
return ev
}