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chore: import upstream snapshot with attribution
2026-07-13 12:02:19 +08:00

149 lines
5.1 KiB
TypeScript

import { describe, it, expect } from 'vitest';
import { AnomalyDetectionService } from '../../src/domain/services/anomaly-detection-service.js';
import { TelemetryIngestionService } from '../../src/domain/services/telemetry-ingestion-service.js';
import type { TelemetryReading } from '../../src/domain/entities/index.js';
function makeReading(
deviceId: string,
vector: number[],
rawMetrics: Record<string, number> = {},
): TelemetryReading {
return {
readingId: `r-${Math.random().toString(36).slice(2, 8)}`,
deviceId,
fleetId: 'fleet-test',
timestamp: new Date(),
vector,
rawMetrics,
anomalyScore: 0,
metadata: {},
};
}
function buildNormalBaseline(deviceId: string, count: number): TelemetryReading[] {
return Array.from({ length: count }, (_, i) =>
makeReading(deviceId, [
20 + Math.sin(i * 0.1) * 2,
50 + Math.cos(i * 0.1) * 3,
100 + (i % 5) * 0.5,
], { temperature: 20 + (i % 3), humidity: 50 + (i % 5) }),
);
}
describe('Anomaly Injection — all 6 anomaly types', () => {
const detector = new AnomalyDetectionService({
anomalyThreshold: 0.3,
quarantineThreshold: 0.8,
baselineWindowSize: 50,
});
const ingestion = new TelemetryIngestionService(
{
queryDeviceStore: async () => [],
getStoreStatus: async () => ({ total_vectors: 100, dimension: 3 }),
},
detector,
);
const baseline = buildNormalBaseline('sensor-1', 50);
detector.computeBaseline('sensor-1', baseline);
it('detects SPIKE anomaly (extreme single-dimension deviation)', () => {
const spike = makeReading('sensor-1', [500, 50, 100]);
const detection = detector.detect(spike);
expect(detection.score).toBeGreaterThan(0.5);
expect(detection.type).toBe('spike');
expect(detection.suggestedAction).not.toBe('log');
});
it('detects FLATLINE anomaly (all zeros with zero raw metrics)', () => {
const flatline = makeReading('sensor-1', [0, 0, 0], {
temperature: 0,
humidity: 0,
});
const bl = detector.getBaseline('sensor-1')!;
const allLowStd = bl.stdVector.every((s) => s < 5);
if (allLowStd) {
const detection = detector.detect(flatline);
expect(detection.score).toBeGreaterThan(0);
}
});
it('detects CLUSTER-OUTLIER anomaly (majority of dimensions deviate)', () => {
const outlier = makeReading('sensor-1', [200, 200, 200]);
const detection = detector.detect(outlier);
expect(detection.score).toBeGreaterThan(0.5);
expect(['cluster-outlier', 'spike']).toContain(detection.type);
});
it('detects DRIFT anomaly (1-2 dimensions shift gradually)', () => {
const drift = makeReading('sensor-1', [20, 50, 115]);
const detection = detector.detect(drift);
expect(detection.score).toBeGreaterThan(0);
if (detection.score >= 0.3) {
expect(['drift', 'pattern-break', 'spike']).toContain(detection.type);
}
});
it('detects PATTERN-BREAK anomaly (general deviation pattern)', () => {
const patternBreak = makeReading('sensor-1', [25, 55, 130]);
const detection = detector.detect(patternBreak);
expect(detection.type).toBeDefined();
expect(detection.deviceId).toBe('sensor-1');
});
it('processes batch and returns only anomalous readings', () => {
const batch = [
...buildNormalBaseline('sensor-1', 5),
makeReading('sensor-1', [500, 500, 500]),
makeReading('sensor-1', [1000, 1000, 1000]),
];
const result = ingestion.processBatch('sensor-1', batch);
expect(result.readingsProcessed).toBe(7);
expect(result.anomaliesDetected).toBeGreaterThanOrEqual(2);
expect(result.anomalies.length).toBe(result.anomaliesDetected);
for (const a of result.anomalies) {
expect(a.score).toBeGreaterThanOrEqual(0.3);
}
});
it('quarantine action triggered for extreme anomalies', () => {
const extreme = makeReading('sensor-1', [10000, 10000, 10000]);
const detection = detector.detect(extreme);
expect(detection.score).toBeGreaterThanOrEqual(0.8);
expect(detection.suggestedAction).toBe('quarantine');
});
it('baseline remains stable after anomaly detection', () => {
const baselineBefore = detector.getBaseline('sensor-1')!;
detector.detect(makeReading('sensor-1', [999, 999, 999]));
const baselineAfter = detector.getBaseline('sensor-1')!;
expect(baselineAfter.meanVector).toEqual(baselineBefore.meanVector);
expect(baselineAfter.sampleCount).toBe(baselineBefore.sampleCount);
});
it('confidence reflects baseline sample coverage', () => {
const detection = detector.detect(makeReading('sensor-1', [100, 100, 100]));
expect(detection.confidence).toBe(1);
});
it('handles recomputed baseline with fresh data', () => {
const freshDetector = new AnomalyDetectionService({ anomalyThreshold: 0.3, baselineWindowSize: 32 });
const freshReadings = Array.from({ length: 32 }, () =>
makeReading('sensor-fresh', [32, 64, 96]),
);
freshDetector.computeBaseline('sensor-fresh', freshReadings);
const normalAfterRebase = makeReading('sensor-fresh', [32, 64, 96]);
const detection = freshDetector.detect(normalAfterRebase);
expect(detection.score).toBe(0);
});
});