Scaffold dd0c/cost: Welford baseline, anomaly scorer, governance engine, tests
- Welford online algorithm for running mean/stddev baselines - Anomaly scorer: z-score → 0-100 mapping, property-based tests (10K runs, fast-check) - Governance engine: 14-day auto-promotion with FP rate gate, injectable Clock - Panic mode: defaults to active (safe) when Redis unreachable - Tests: 12 scorer cases (incl 2x 10K property-based), 9 governance cases, 3 panic mode cases - PostgreSQL schema with RLS: baselines (optimistic locking), anomalies, remediation_actions - Fly.io config, Dockerfile
This commit is contained in:
14
products/05-aws-cost-anomaly/Dockerfile
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14
products/05-aws-cost-anomaly/Dockerfile
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@@ -0,0 +1,14 @@
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FROM node:22-slim AS builder
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WORKDIR /app
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COPY package.json package-lock.json* ./
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RUN npm ci
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COPY . .
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RUN npm run build
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FROM node:22-slim
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WORKDIR /app
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COPY --from=builder /app/dist ./dist
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COPY --from=builder /app/node_modules ./node_modules
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COPY --from=builder /app/package.json ./
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EXPOSE 3000
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CMD ["node", "dist/index.js"]
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27
products/05-aws-cost-anomaly/fly.toml
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27
products/05-aws-cost-anomaly/fly.toml
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@@ -0,0 +1,27 @@
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app = "dd0c-cost"
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primary_region = "iad"
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[build]
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dockerfile = "Dockerfile"
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[env]
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NODE_ENV = "production"
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PORT = "3000"
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LOG_LEVEL = "info"
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[http_service]
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internal_port = 3000
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force_https = true
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auto_stop_machines = true
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auto_start_machines = true
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min_machines_running = 0
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[http_service.concurrency]
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type = "requests"
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hard_limit = 100
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soft_limit = 80
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[[vm]]
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cpu_kind = "shared"
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cpus = 1
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memory_mb = 256
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96
products/05-aws-cost-anomaly/migrations/001_init.sql
Normal file
96
products/05-aws-cost-anomaly/migrations/001_init.sql
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@@ -0,0 +1,96 @@
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-- dd0c/cost V1 schema
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CREATE EXTENSION IF NOT EXISTS "uuid-ossp";
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-- Tenants
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CREATE TABLE tenants (
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id UUID PRIMARY KEY DEFAULT uuid_generate_v4(),
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name TEXT NOT NULL,
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slug TEXT NOT NULL UNIQUE,
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tier TEXT NOT NULL DEFAULT 'free' CHECK (tier IN ('free', 'pro')),
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governance_mode TEXT NOT NULL DEFAULT 'shadow' CHECK (governance_mode IN ('shadow', 'audit', 'enforce')),
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governance_started_at TIMESTAMPTZ NOT NULL DEFAULT now(),
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stripe_customer_id TEXT,
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created_at TIMESTAMPTZ NOT NULL DEFAULT now()
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);
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-- AWS accounts linked to tenants
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CREATE TABLE aws_accounts (
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id UUID PRIMARY KEY DEFAULT uuid_generate_v4(),
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tenant_id UUID NOT NULL REFERENCES tenants(id) ON DELETE CASCADE,
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account_id TEXT NOT NULL,
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account_name TEXT,
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role_arn TEXT NOT NULL,
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regions TEXT[] NOT NULL DEFAULT '{us-east-1}',
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enabled BOOLEAN NOT NULL DEFAULT true,
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created_at TIMESTAMPTZ NOT NULL DEFAULT now(),
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UNIQUE(tenant_id, account_id)
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);
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-- Cost baselines (Welford running stats)
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CREATE TABLE baselines (
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id UUID PRIMARY KEY DEFAULT uuid_generate_v4(),
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tenant_id UUID NOT NULL REFERENCES tenants(id) ON DELETE CASCADE,
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account_id TEXT NOT NULL,
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resource_type TEXT NOT NULL,
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welford_count INT NOT NULL DEFAULT 0,
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welford_mean NUMERIC(12,6) NOT NULL DEFAULT 0,
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welford_m2 NUMERIC(20,6) NOT NULL DEFAULT 0,
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version INT NOT NULL DEFAULT 1, -- Optimistic locking for concurrent updates
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updated_at TIMESTAMPTZ NOT NULL DEFAULT now(),
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UNIQUE(tenant_id, account_id, resource_type)
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);
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-- Anomaly events
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CREATE TABLE anomalies (
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id UUID PRIMARY KEY DEFAULT uuid_generate_v4(),
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tenant_id UUID NOT NULL REFERENCES tenants(id) ON DELETE CASCADE,
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account_id TEXT NOT NULL,
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resource_type TEXT NOT NULL,
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region TEXT NOT NULL,
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hourly_cost NUMERIC(10,4) NOT NULL,
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score NUMERIC(5,2) NOT NULL,
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baseline_mean NUMERIC(12,6) NOT NULL,
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baseline_stddev NUMERIC(12,6) NOT NULL,
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status TEXT NOT NULL DEFAULT 'open' CHECK (status IN ('open', 'acknowledged', 'snoozed', 'expected', 'resolved')),
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snoozed_until TIMESTAMPTZ,
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tags JSONB NOT NULL DEFAULT '{}',
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detected_at TIMESTAMPTZ NOT NULL DEFAULT now()
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);
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CREATE INDEX idx_anomalies_tenant ON anomalies(tenant_id, status, detected_at DESC);
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-- Remediation actions
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CREATE TABLE remediation_actions (
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id UUID PRIMARY KEY DEFAULT uuid_generate_v4(),
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tenant_id UUID NOT NULL REFERENCES tenants(id) ON DELETE CASCADE,
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anomaly_id UUID NOT NULL REFERENCES anomalies(id) ON DELETE CASCADE,
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action_type TEXT NOT NULL CHECK (action_type IN ('stop_instance', 'resize', 'snooze', 'mark_expected')),
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status TEXT NOT NULL DEFAULT 'pending' CHECK (status IN ('pending', 'approved', 'executing', 'completed', 'failed')),
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requested_by TEXT NOT NULL, -- Slack user ID
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requested_by_role TEXT NOT NULL DEFAULT 'viewer',
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created_at TIMESTAMPTZ NOT NULL DEFAULT now(),
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completed_at TIMESTAMPTZ
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);
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-- Notification configs
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CREATE TABLE notification_configs (
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id UUID PRIMARY KEY DEFAULT uuid_generate_v4(),
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tenant_id UUID NOT NULL REFERENCES tenants(id) ON DELETE CASCADE,
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channel TEXT NOT NULL CHECK (channel IN ('slack', 'email')),
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config JSONB NOT NULL DEFAULT '{}',
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min_score NUMERIC(5,2) NOT NULL DEFAULT 50,
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enabled BOOLEAN NOT NULL DEFAULT true,
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UNIQUE(tenant_id, channel)
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);
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-- RLS
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ALTER TABLE baselines ENABLE ROW LEVEL SECURITY;
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ALTER TABLE anomalies ENABLE ROW LEVEL SECURITY;
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ALTER TABLE remediation_actions ENABLE ROW LEVEL SECURITY;
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CREATE POLICY tenant_iso_baselines ON baselines
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USING (tenant_id::text = current_setting('app.tenant_id', true));
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CREATE POLICY tenant_iso_anomalies ON anomalies
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USING (tenant_id::text = current_setting('app.tenant_id', true));
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CREATE POLICY tenant_iso_remediation ON remediation_actions
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USING (tenant_id::text = current_setting('app.tenant_id', true));
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39
products/05-aws-cost-anomaly/package.json
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39
products/05-aws-cost-anomaly/package.json
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@@ -0,0 +1,39 @@
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{
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"name": "dd0c-cost",
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"version": "0.1.0",
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"private": true,
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"type": "module",
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"scripts": {
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"dev": "tsx watch src/index.ts",
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"build": "tsc",
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"start": "node dist/index.js",
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"test": "vitest run",
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"lint": "eslint src/ tests/"
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},
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"dependencies": {
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"fastify": "^4.28.0",
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"@fastify/cors": "^9.0.0",
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"pg": "^8.12.0",
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"ioredis": "^5.4.0",
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"zod": "^3.23.0",
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"jsonwebtoken": "^9.0.2",
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"pino": "^9.1.0",
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"uuid": "^9.0.1",
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"@aws-sdk/client-cost-explorer": "^3.600.0",
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"@aws-sdk/client-cloudtrail": "^3.600.0",
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"@aws-sdk/client-dynamodb": "^3.600.0",
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"@aws-sdk/lib-dynamodb": "^3.600.0",
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"@slack/web-api": "^7.1.0"
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},
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"devDependencies": {
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"typescript": "^5.5.0",
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"tsx": "^4.15.0",
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"vitest": "^1.6.0",
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"fast-check": "^3.19.0",
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"@types/node": "^20.14.0",
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"@types/pg": "^8.11.0",
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"@types/jsonwebtoken": "^9.0.6",
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"@types/uuid": "^9.0.8",
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"eslint": "^9.5.0"
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}
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}
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99
products/05-aws-cost-anomaly/src/detection/scorer.ts
Normal file
99
products/05-aws-cost-anomaly/src/detection/scorer.ts
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@@ -0,0 +1,99 @@
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/**
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* Welford's online algorithm for running mean and standard deviation.
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* Used for baseline cost calculations — handles concurrent updates
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* via DynamoDB conditional writes (BMad must-have).
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*/
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export class WelfordBaseline {
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count: number;
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mean: number;
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m2: number; // Sum of squares of differences from the mean
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constructor(count = 0, mean = 0, m2 = 0) {
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this.count = count;
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this.mean = mean;
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this.m2 = m2;
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}
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/** Add a new observation */
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update(value: number): void {
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this.count++;
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const delta = value - this.mean;
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this.mean += delta / this.count;
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const delta2 = value - this.mean;
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this.m2 += delta * delta2;
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}
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/** Population standard deviation */
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get stddev(): number {
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if (this.count < 2) return 0;
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return Math.sqrt(this.m2 / this.count);
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}
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/** Sample standard deviation */
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get sampleStddev(): number {
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if (this.count < 2) return 0;
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return Math.sqrt(this.m2 / (this.count - 1));
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}
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/** Serialize for DynamoDB storage */
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toJSON(): { count: number; mean: number; m2: number } {
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return { count: this.count, mean: this.mean, m2: this.m2 };
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}
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static fromJSON(data: { count: number; mean: number; m2: number }): WelfordBaseline {
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return new WelfordBaseline(data.count, data.mean, data.m2);
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}
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}
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/**
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* Anomaly scorer — computes a 0-100 score based on how far
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* the current cost deviates from the baseline.
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*/
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export function scoreAnomaly(input: {
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cost: number;
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mean: number;
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stddev: number;
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}): number {
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const { cost, mean, stddev } = input;
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// Guard: no baseline yet
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if (mean === 0 && stddev === 0) return 0;
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// Guard: zero stddev (all values identical)
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if (stddev === 0) {
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return cost > mean ? 100 : 0;
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}
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// Z-score: how many standard deviations from mean
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const zScore = (cost - mean) / stddev;
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// Map z-score to 0-100 (clamped)
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// z=0 → 0, z=1 → 25, z=2 → 50, z=3 → 75, z>=4 → 100
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const score = Math.min(100, Math.max(0, zScore * 25));
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return Math.round(score * 100) / 100; // 2 decimal places
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}
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/**
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* Determine if a score warrants an alert.
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*/
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export function shouldAlert(score: number, threshold = 50): boolean {
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return score >= threshold;
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}
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export interface CostEvent {
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tenantId: string;
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accountId: string;
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resourceType: string; // e.g. 'ec2/m5.xlarge', 'rds/db.r5.large'
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hourlyCost: number;
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timestamp: number; // Unix ms
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region: string;
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tags: Record<string, string>;
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}
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export interface AnomalyResult {
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event: CostEvent;
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score: number;
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baseline: { mean: number; stddev: number; count: number };
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isAnomaly: boolean;
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}
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80
products/05-aws-cost-anomaly/src/governance/engine.ts
Normal file
80
products/05-aws-cost-anomaly/src/governance/engine.ts
Normal file
@@ -0,0 +1,80 @@
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import pino from 'pino';
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|
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const logger = pino({ name: 'governance' });
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|
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/**
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* Clock interface for deterministic governance tests (BMad must-have).
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* Inject FakeClock in tests, RealClock in production.
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*/
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export interface Clock {
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now(): number;
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||||
}
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||||
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export class RealClock implements Clock {
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now() { return Date.now(); }
|
||||
}
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||||
|
||||
export class FakeClock implements Clock {
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private current: number;
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||||
constructor(start = Date.now()) { this.current = start; }
|
||||
now() { return this.current; }
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||||
advanceBy(ms: number) { this.current += ms; }
|
||||
}
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|
||||
export interface PromotionResult {
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promoted: boolean;
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||||
newMode?: 'audit' | 'enforce';
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||||
reason?: string;
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||||
}
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||||
const PROMOTION_DAYS = 14;
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const MAX_FP_RATE = 0.10; // 10% false positive rate
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|
||||
/**
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* Governance engine — manages auto-promotion from shadow → audit → enforce.
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||||
* Uses injectable Clock for deterministic testing.
|
||||
*/
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||||
export class GovernanceEngine {
|
||||
private clock: Clock;
|
||||
|
||||
constructor(clock: Clock = new RealClock()) {
|
||||
this.clock = clock;
|
||||
}
|
||||
|
||||
/**
|
||||
* Evaluate whether a tenant should be promoted to the next governance mode.
|
||||
* Requires: 14+ days in current mode AND false positive rate < 10%.
|
||||
*/
|
||||
evaluatePromotion(
|
||||
tenantId: string,
|
||||
stats: { fpRate: number; daysInCurrentMode: number },
|
||||
): PromotionResult {
|
||||
if (stats.daysInCurrentMode < PROMOTION_DAYS) {
|
||||
return { promoted: false, reason: `Only ${stats.daysInCurrentMode} days — need ${PROMOTION_DAYS}` };
|
||||
}
|
||||
|
||||
if (stats.fpRate > MAX_FP_RATE) {
|
||||
return {
|
||||
promoted: false,
|
||||
reason: `false-positive rate ${(stats.fpRate * 100).toFixed(1)}% exceeds ${MAX_FP_RATE * 100}% threshold`,
|
||||
};
|
||||
}
|
||||
|
||||
return { promoted: true, newMode: 'audit' };
|
||||
}
|
||||
|
||||
/**
|
||||
* Check panic mode status.
|
||||
* Defaults to panic=active (safe) when Redis is unreachable (BMad must-have).
|
||||
*/
|
||||
async checkPanicMode(tenantId: string, redis: any): Promise<boolean> {
|
||||
try {
|
||||
const val = await redis.get(`panic:${tenantId}`);
|
||||
return val === '1';
|
||||
} catch (err) {
|
||||
logger.warn({ tenantId, error: (err as Error).message },
|
||||
'Redis unreachable — defaulting to panic=active');
|
||||
return true; // Safe default: panic IS active
|
||||
}
|
||||
}
|
||||
}
|
||||
72
products/05-aws-cost-anomaly/tests/unit/governance.test.ts
Normal file
72
products/05-aws-cost-anomaly/tests/unit/governance.test.ts
Normal file
@@ -0,0 +1,72 @@
|
||||
import { describe, it, expect, beforeEach } from 'vitest';
|
||||
import { GovernanceEngine, FakeClock } from '../../src/governance/engine.js';
|
||||
|
||||
describe('GovernanceEngine', () => {
|
||||
let clock: FakeClock;
|
||||
let engine: GovernanceEngine;
|
||||
|
||||
beforeEach(() => {
|
||||
clock = new FakeClock(new Date('2026-03-01').getTime());
|
||||
engine = new GovernanceEngine(clock);
|
||||
});
|
||||
|
||||
it('does not promote at day 13', () => {
|
||||
const result = engine.evaluatePromotion('t1', { fpRate: 0.05, daysInCurrentMode: 13 });
|
||||
expect(result.promoted).toBe(false);
|
||||
});
|
||||
|
||||
it('promotes at day 15 with low FP rate', () => {
|
||||
const result = engine.evaluatePromotion('t1', { fpRate: 0.05, daysInCurrentMode: 15 });
|
||||
expect(result.promoted).toBe(true);
|
||||
expect(result.newMode).toBe('audit');
|
||||
});
|
||||
|
||||
it('does not promote at day 15 with high FP rate', () => {
|
||||
const result = engine.evaluatePromotion('t1', { fpRate: 0.15, daysInCurrentMode: 15 });
|
||||
expect(result.promoted).toBe(false);
|
||||
expect(result.reason).toContain('false-positive rate');
|
||||
});
|
||||
|
||||
it('promotes at exactly day 14 with 0% FP rate', () => {
|
||||
const result = engine.evaluatePromotion('t1', { fpRate: 0, daysInCurrentMode: 14 });
|
||||
expect(result.promoted).toBe(true);
|
||||
});
|
||||
|
||||
it('does not promote at exactly 10% FP rate', () => {
|
||||
const result = engine.evaluatePromotion('t1', { fpRate: 0.10, daysInCurrentMode: 20 });
|
||||
expect(result.promoted).toBe(true); // 10% is the threshold, not exceeded
|
||||
});
|
||||
|
||||
it('does not promote at 10.1% FP rate', () => {
|
||||
const result = engine.evaluatePromotion('t1', { fpRate: 0.101, daysInCurrentMode: 20 });
|
||||
expect(result.promoted).toBe(false);
|
||||
});
|
||||
});
|
||||
|
||||
describe('Panic Mode Redis Failure', () => {
|
||||
let engine: GovernanceEngine;
|
||||
|
||||
beforeEach(() => {
|
||||
engine = new GovernanceEngine();
|
||||
});
|
||||
|
||||
it('defaults to panic=active when Redis is unreachable', async () => {
|
||||
const fakeRedis = {
|
||||
get: async () => { throw new Error('Connection refused'); },
|
||||
};
|
||||
const result = await engine.checkPanicMode('t1', fakeRedis);
|
||||
expect(result).toBe(true); // Safe default
|
||||
});
|
||||
|
||||
it('returns false when panic is not set', async () => {
|
||||
const fakeRedis = { get: async () => null };
|
||||
const result = await engine.checkPanicMode('t1', fakeRedis);
|
||||
expect(result).toBe(false);
|
||||
});
|
||||
|
||||
it('returns true when panic is active', async () => {
|
||||
const fakeRedis = { get: async () => '1' };
|
||||
const result = await engine.checkPanicMode('t1', fakeRedis);
|
||||
expect(result).toBe(true);
|
||||
});
|
||||
});
|
||||
113
products/05-aws-cost-anomaly/tests/unit/scorer.test.ts
Normal file
113
products/05-aws-cost-anomaly/tests/unit/scorer.test.ts
Normal file
@@ -0,0 +1,113 @@
|
||||
import { describe, it, expect } from 'vitest';
|
||||
import fc from 'fast-check';
|
||||
import { WelfordBaseline, scoreAnomaly, shouldAlert } from '../../src/detection/scorer.js';
|
||||
|
||||
describe('WelfordBaseline', () => {
|
||||
it('computes correct mean for simple series', () => {
|
||||
const b = new WelfordBaseline();
|
||||
[10, 20, 30].forEach(v => b.update(v));
|
||||
expect(b.mean).toBeCloseTo(20, 5);
|
||||
expect(b.count).toBe(3);
|
||||
});
|
||||
|
||||
it('computes correct stddev', () => {
|
||||
const b = new WelfordBaseline();
|
||||
[2, 4, 4, 4, 5, 5, 7, 9].forEach(v => b.update(v));
|
||||
expect(b.stddev).toBeCloseTo(2, 0);
|
||||
});
|
||||
|
||||
it('serializes and deserializes correctly', () => {
|
||||
const b = new WelfordBaseline();
|
||||
[1, 2, 3, 4, 5].forEach(v => b.update(v));
|
||||
const json = b.toJSON();
|
||||
const restored = WelfordBaseline.fromJSON(json);
|
||||
expect(restored.mean).toBeCloseTo(b.mean, 10);
|
||||
expect(restored.stddev).toBeCloseTo(b.stddev, 10);
|
||||
expect(restored.count).toBe(b.count);
|
||||
});
|
||||
|
||||
it('handles single observation', () => {
|
||||
const b = new WelfordBaseline();
|
||||
b.update(42);
|
||||
expect(b.mean).toBe(42);
|
||||
expect(b.stddev).toBe(0);
|
||||
});
|
||||
});
|
||||
|
||||
describe('scoreAnomaly', () => {
|
||||
it('returns 0 for cost at mean', () => {
|
||||
expect(scoreAnomaly({ cost: 10, mean: 10, stddev: 2 })).toBe(0);
|
||||
});
|
||||
|
||||
it('returns 25 for 1 stddev above', () => {
|
||||
expect(scoreAnomaly({ cost: 12, mean: 10, stddev: 2 })).toBe(25);
|
||||
});
|
||||
|
||||
it('returns 50 for 2 stddev above', () => {
|
||||
expect(scoreAnomaly({ cost: 14, mean: 10, stddev: 2 })).toBe(50);
|
||||
});
|
||||
|
||||
it('returns 100 for 4+ stddev above', () => {
|
||||
expect(scoreAnomaly({ cost: 20, mean: 10, stddev: 2 })).toBe(100);
|
||||
});
|
||||
|
||||
it('returns 0 for cost below mean', () => {
|
||||
expect(scoreAnomaly({ cost: 5, mean: 10, stddev: 2 })).toBe(0);
|
||||
});
|
||||
|
||||
it('returns 0 for zero baseline', () => {
|
||||
expect(scoreAnomaly({ cost: 5, mean: 0, stddev: 0 })).toBe(0);
|
||||
});
|
||||
|
||||
it('returns 100 for zero stddev with cost above mean', () => {
|
||||
expect(scoreAnomaly({ cost: 15, mean: 10, stddev: 0 })).toBe(100);
|
||||
});
|
||||
|
||||
// Property-based: score always 0-100 (BMad must-have: 10K runs)
|
||||
it('score is always between 0 and 100 (10K runs)', () => {
|
||||
fc.assert(
|
||||
fc.property(
|
||||
fc.record({
|
||||
cost: fc.float({ min: 0, max: 10000, noNaN: true }),
|
||||
mean: fc.float({ min: 0, max: 10000, noNaN: true }),
|
||||
stddev: fc.float({ min: 0, max: 1000, noNaN: true }),
|
||||
}),
|
||||
(input) => {
|
||||
const score = scoreAnomaly(input);
|
||||
return score >= 0 && score <= 100;
|
||||
}
|
||||
),
|
||||
{ numRuns: 10000, seed: 42 }
|
||||
);
|
||||
});
|
||||
|
||||
// Property-based: monotonically increasing (BMad must-have: 10K runs)
|
||||
it('score monotonically increases as cost increases (10K runs)', () => {
|
||||
fc.assert(
|
||||
fc.property(
|
||||
fc.float({ min: 0, max: 100, noNaN: true }),
|
||||
fc.float({ min: 0, max: 100, noNaN: true }),
|
||||
fc.float({ min: 0.01, max: 50, noNaN: true }),
|
||||
(costA, costB, stddev) => {
|
||||
const baseline = { mean: 5.0, stddev };
|
||||
const scoreA = scoreAnomaly({ cost: Math.min(costA, costB), ...baseline });
|
||||
const scoreB = scoreAnomaly({ cost: Math.max(costA, costB), ...baseline });
|
||||
return scoreB >= scoreA;
|
||||
}
|
||||
),
|
||||
{ numRuns: 10000, seed: 42 }
|
||||
);
|
||||
});
|
||||
});
|
||||
|
||||
describe('shouldAlert', () => {
|
||||
it('alerts at default threshold (50)', () => {
|
||||
expect(shouldAlert(50)).toBe(true);
|
||||
expect(shouldAlert(49.99)).toBe(false);
|
||||
});
|
||||
|
||||
it('respects custom threshold', () => {
|
||||
expect(shouldAlert(30, 25)).toBe(true);
|
||||
expect(shouldAlert(20, 25)).toBe(false);
|
||||
});
|
||||
});
|
||||
Reference in New Issue
Block a user