fix: exclude __words__ keyword index from corruption detection and getStats()

The __words__ keyword index stores 50-5000 entries per entity (one per
word), which inflated avg entries/entity well above the corruption
threshold of 100. This caused:

1. validateConsistency() to falsely detect corruption on every startup,
   triggering unnecessary clearAllIndexData() + rebuild() cycles
2. getStats() to log false "Metadata index may be corrupted" warnings
   and report inflated totalEntries/totalIds stats

Both methods now skip __words__ when counting, so stats and health
checks reflect metadata fields only (noun, type, createdAt, etc.).
Keyword search is unaffected since the __words__ field index itself
is not modified.
This commit is contained in:
David Snelling 2026-01-27 15:38:21 -08:00
parent 32dbdcec61
commit 364360d447
128 changed files with 5637 additions and 5682 deletions

View file

@ -10,10 +10,10 @@ Deploy Brainy on GCP with automatic scaling, global distribution, and zero-confi
```bash
# Build and deploy with one command
gcloud run deploy brainy \
--source . \
--platform managed \
--region us-central1 \
--allow-unauthenticated
--source . \
--platform managed \
--region us-central1 \
--allow-unauthenticated
# Brainy auto-detects Cloud Run and configures:
# - Memory-optimized caching
@ -30,44 +30,44 @@ const { Brainy } = require('@soulcraft/brainy')
let brain
exports.brainyHandler = async (req, res) => {
// Zero-config - auto-adapts to Cloud Functions
if (!brain) {
brain = new Brainy() // Detects GCP environment automatically
await brain.init()
}
const { method, ...params } = req.body
try {
let result
switch(method) {
case 'add':
result = await brain.add(params)
break
case 'find':
result = await brain.find(params)
break
case 'relate':
result = await brain.relate(params)
break
default:
return res.status(400).json({ error: 'Unknown method' })
}
res.json({ result })
} catch (error) {
res.status(500).json({ error: error.message })
}
// Zero-config - auto-adapts to Cloud Functions
if (!brain) {
brain = new Brainy() // Detects GCP environment automatically
await brain.init()
}
const { method, ...params } = req.body
try {
let result
switch(method) {
case 'add':
result = await brain.add(params)
break
case 'find':
result = await brain.find(params)
break
case 'relate':
result = await brain.relate(params)
break
default:
return res.status(400).json({ error: 'Unknown method' })
}
res.json({ result })
} catch (error) {
res.status(500).json({ error: error.message })
}
}
```
Deploy:
```bash
gcloud functions deploy brainy \
--runtime nodejs20 \
--trigger-http \
--entry-point brainyHandler \
--memory 512MB \
--timeout 60s
--runtime nodejs20 \
--trigger-http \
--entry-point brainyHandler \
--memory 512MB \
--timeout 60s
```
### Option 3: Google Kubernetes Engine (GKE)
@ -75,7 +75,7 @@ gcloud functions deploy brainy \
```bash
# Create autopilot cluster (fully managed, zero-config)
gcloud container clusters create-auto brainy-cluster \
--region us-central1
--region us-central1
# Deploy using Cloud Build
gcloud builds submit --tag gcr.io/$PROJECT_ID/brainy
@ -85,39 +85,39 @@ kubectl apply -f - <<EOF
apiVersion: apps/v1
kind: Deployment
metadata:
name: brainy
name: brainy
spec:
replicas: 3
selector:
matchLabels:
app: brainy
template:
metadata:
labels:
app: brainy
spec:
containers:
- name: brainy
image: gcr.io/$PROJECT_ID/brainy
resources:
requests:
memory: "512Mi"
cpu: "250m"
env:
- name: NODE_ENV
value: production
replicas: 3
selector:
matchLabels:
app: brainy
template:
metadata:
labels:
app: brainy
spec:
containers:
- name: brainy
image: gcr.io/$PROJECT_ID/brainy
resources:
requests:
memory: "512Mi"
cpu: "250m"
env:
- name: NODE_ENV
value: production
---
apiVersion: v1
kind: Service
metadata:
name: brainy-service
name: brainy-service
spec:
type: LoadBalancer
selector:
app: brainy
ports:
- port: 80
targetPort: 3000
type: LoadBalancer
selector:
app: brainy
ports:
- port: 80
targetPort: 3000
EOF
```
@ -139,14 +139,14 @@ const brain = new Brainy()
```javascript
const brain = new Brainy({
storage: {
type: 's3', // GCS is S3-compatible
options: {
endpoint: 'https://storage.googleapis.com',
bucket: process.env.GCS_BUCKET || 'auto', // Auto-creates bucket
// Uses Application Default Credentials automatically
}
}
storage: {
type: 's3', // GCS is S3-compatible
options: {
endpoint: 'https://storage.googleapis.com',
bucket: process.env.GCS_BUCKET || 'auto', // Auto-creates bucket
// Uses Application Default Credentials automatically
}
}
})
```
@ -154,13 +154,13 @@ const brain = new Brainy({
```javascript
const brain = new Brainy({
storage: {
type: 'firestore',
options: {
projectId: process.env.GCP_PROJECT || 'auto',
collection: 'brainy-data'
}
}
storage: {
type: 'firestore',
options: {
projectId: process.env.GCP_PROJECT || 'auto',
collection: 'brainy-data'
}
}
})
```
@ -173,24 +173,24 @@ const brain = new Brainy({
apiVersion: serving.knative.dev/v1
kind: Service
metadata:
name: brainy
annotations:
run.googleapis.com/execution-environment: gen2
name: brainy
annotations:
run.googleapis.com/execution-environment: gen2
spec:
template:
metadata:
annotations:
autoscaling.knative.dev/minScale: "1"
autoscaling.knative.dev/maxScale: "1000"
autoscaling.knative.dev/target: "80"
spec:
containerConcurrency: 100
containers:
- image: gcr.io/PROJECT_ID/brainy
resources:
limits:
cpu: "2"
memory: "2Gi"
template:
metadata:
annotations:
autoscaling.knative.dev/minScale: "1"
autoscaling.knative.dev/maxScale: "1000"
autoscaling.knative.dev/target: "80"
spec:
containerConcurrency: 100
containers:
- image: gcr.io/PROJECT_ID/brainy
resources:
limits:
cpu: "2"
memory: "2Gi"
```
### 2. GKE Horizontal Pod Autoscaling
@ -199,27 +199,27 @@ spec:
apiVersion: autoscaling/v2
kind: HorizontalPodAutoscaler
metadata:
name: brainy-hpa
name: brainy-hpa
spec:
scaleTargetRef:
apiVersion: apps/v1
kind: Deployment
name: brainy
minReplicas: 3
maxReplicas: 100
metrics:
- type: Resource
resource:
name: cpu
target:
type: Utilization
averageUtilization: 70
- type: Resource
resource:
name: memory
target:
type: Utilization
averageUtilization: 80
scaleTargetRef:
apiVersion: apps/v1
kind: Deployment
name: brainy
minReplicas: 3
maxReplicas: 100
metrics:
- type: Resource
resource:
name: cpu
target:
type: Utilization
averageUtilization: 70
- type: Resource
resource:
name: memory
target:
type: Utilization
averageUtilization: 80
```
## Global Distribution
@ -229,11 +229,11 @@ spec:
```javascript
// Brainy automatically handles multi-region with GCS
const brain = new Brainy({
distributed: {
enabled: true,
regions: ['us-central1', 'europe-west1', 'asia-northeast1'],
replication: 'auto' // Automatic cross-region replication
}
distributed: {
enabled: true,
regions: ['us-central1', 'europe-west1', 'asia-northeast1'],
replication: 'auto' // Automatic cross-region replication
}
})
```
@ -242,14 +242,14 @@ const brain = new Brainy({
```bash
# Global load balancing with Traffic Director
gcloud compute backend-services create brainy-global \
--global \
--load-balancing-scheme=INTERNAL_SELF_MANAGED \
--protocol=HTTP2
--global \
--load-balancing-scheme=INTERNAL_SELF_MANAGED \
--protocol=HTTP2
gcloud compute backend-services add-backend brainy-global \
--global \
--network-endpoint-group=brainy-neg \
--network-endpoint-group-region=us-central1
--global \
--network-endpoint-group=brainy-neg \
--network-endpoint-group-region=us-central1
```
## Monitoring & Observability
@ -277,22 +277,22 @@ const { Monitoring } = require('@google-cloud/monitoring')
const monitoring = new Monitoring.MetricServiceClient()
const brain = new Brainy({
onMetric: async (metric) => {
// Send custom metrics to Cloud Monitoring
await monitoring.createTimeSeries({
name: monitoring.projectPath(projectId),
timeSeries: [{
metric: {
type: `custom.googleapis.com/brainy/${metric.name}`,
labels: metric.labels
},
points: [{
interval: { endTime: { seconds: Date.now() / 1000 } },
value: { doubleValue: metric.value }
}]
}]
})
}
onMetric: async (metric) => {
// Send custom metrics to Cloud Monitoring
await monitoring.createTimeSeries({
name: monitoring.projectPath(projectId),
timeSeries: [{
metric: {
type: `custom.googleapis.com/brainy/${metric.name}`,
labels: metric.labels
},
points: [{
interval: { endTime: { seconds: Date.now() / 1000 } },
value: { doubleValue: metric.value }
}]
}]
})
}
})
```
@ -300,10 +300,10 @@ const brain = new Brainy({
```javascript
const brain = new Brainy({
tracing: {
enabled: true,
sampleRate: 0.1 // Sample 10% of requests
}
tracing: {
enabled: true,
sampleRate: 0.1 // Sample 10% of requests
}
})
```
@ -316,9 +316,9 @@ const brain = new Brainy({
apiVersion: v1
kind: ServiceAccount
metadata:
name: brainy-sa
annotations:
iam.gke.io/gcp-service-account: brainy@PROJECT_ID.iam.gserviceaccount.com
name: brainy-sa
annotations:
iam.gke.io/gcp-service-account: brainy@PROJECT_ID.iam.gserviceaccount.com
```
### 2. Binary Authorization
@ -328,11 +328,11 @@ metadata:
apiVersion: binaryauthorization.grafeas.io/v1beta1
kind: Policy
metadata:
name: brainy-policy
name: brainy-policy
spec:
defaultAdmissionRule:
requireAttestationsBy:
- projects/PROJECT_ID/attestors/prod-attestor
defaultAdmissionRule:
requireAttestationsBy:
- projects/PROJECT_ID/attestors/prod-attestor
```
### 3. VPC Service Controls
@ -340,9 +340,9 @@ spec:
```bash
# Create VPC Service Perimeter
gcloud access-context-manager perimeters create brainy_perimeter \
--resources=projects/PROJECT_NUMBER \
--restricted-services=storage.googleapis.com \
--title="Brainy Security Perimeter"
--resources=projects/PROJECT_NUMBER \
--restricted-services=storage.googleapis.com \
--title="Brainy Security Perimeter"
```
## Cost Optimization
@ -354,16 +354,16 @@ gcloud access-context-manager perimeters create brainy_perimeter \
apiVersion: container.cnrm.cloud.google.com/v1beta1
kind: ContainerNodePool
metadata:
name: brainy-preemptible-pool
name: brainy-preemptible-pool
spec:
clusterRef:
name: brainy-cluster
config:
preemptible: true
machineType: n2-standard-2
autoscaling:
minNodeCount: 1
maxNodeCount: 10
clusterRef:
name: brainy-cluster
config:
preemptible: true
machineType: n2-standard-2
autoscaling:
minNodeCount: 1
maxNodeCount: 10
```
### 2. Cloud CDN for Static Assets
@ -371,11 +371,11 @@ spec:
```bash
# Enable Cloud CDN for frequently accessed data
gcloud compute backend-buckets create brainy-assets \
--gcs-bucket-name=brainy-static
--gcs-bucket-name=brainy-static
gcloud compute backend-buckets update brainy-assets \
--enable-cdn \
--cache-mode=CACHE_ALL_STATIC
--enable-cdn \
--cache-mode=CACHE_ALL_STATIC
```
### 3. Committed Use Discounts
@ -383,8 +383,8 @@ gcloud compute backend-buckets update brainy-assets \
```bash
# Purchase committed use for predictable workloads
gcloud compute commitments create brainy-commitment \
--plan=TWELVE_MONTH \
--resources=vcpu=100,memory=400
--plan=TWELVE_MONTH \
--resources=vcpu=100,memory=400
```
## Deployment Automation
@ -394,28 +394,28 @@ gcloud compute commitments create brainy-commitment \
```yaml
# cloudbuild.yaml
steps:
# Build container
- name: 'gcr.io/cloud-builders/docker'
args: ['build', '-t', 'gcr.io/$PROJECT_ID/brainy:$SHORT_SHA', '.']
# Push to registry
- name: 'gcr.io/cloud-builders/docker'
args: ['push', 'gcr.io/$PROJECT_ID/brainy:$SHORT_SHA']
# Deploy to Cloud Run
- name: 'gcr.io/cloud-builders/gcloud'
args:
- 'run'
- 'deploy'
- 'brainy'
- '--image=gcr.io/$PROJECT_ID/brainy:$SHORT_SHA'
- '--region=us-central1'
- '--platform=managed'
# Build container
- name: 'gcr.io/cloud-builders/docker'
args: ['build', '-t', 'gcr.io/$PROJECT_ID/brainy:$SHORT_SHA', '.']
# Push to registry
- name: 'gcr.io/cloud-builders/docker'
args: ['push', 'gcr.io/$PROJECT_ID/brainy:$SHORT_SHA']
# Deploy to Cloud Run
- name: 'gcr.io/cloud-builders/gcloud'
args:
- 'run'
- 'deploy'
- 'brainy'
- '--image=gcr.io/$PROJECT_ID/brainy:$SHORT_SHA'
- '--region=us-central1'
- '--platform=managed'
# Trigger on push to main
trigger:
branch:
name: main
branch:
name: main
```
### Terraform Infrastructure
@ -423,40 +423,40 @@ trigger:
```hcl
# main.tf
resource "google_cloud_run_service" "brainy" {
name = "brainy"
location = "us-central1"
name = "brainy"
location = "us-central1"
template {
spec {
containers {
image = "gcr.io/${var.project_id}/brainy"
resources {
limits = {
cpu = "2"
memory = "2Gi"
}
}
env {
name = "NODE_ENV"
value = "production"
}
}
}
}
template {
spec {
containers {
image = "gcr.io/${var.project_id}/brainy"
traffic {
percent = 100
latest_revision = true
}
resources {
limits = {
cpu = "2"
memory = "2Gi"
}
}
env {
name = "NODE_ENV"
value = "production"
}
}
}
}
traffic {
percent = 100
latest_revision = true
}
}
resource "google_cloud_run_service_iam_member" "public" {
service = google_cloud_run_service.brainy.name
location = google_cloud_run_service.brainy.location
role = "roles/run.invoker"
member = "allUsers"
service = google_cloud_run_service.brainy.name
location = google_cloud_run_service.brainy.location
role = "roles/run.invoker"
member = "allUsers"
}
```
@ -467,13 +467,13 @@ resource "google_cloud_run_service_iam_member" "public" {
```javascript
// Brainy can use Memorystore for caching
const brain = new Brainy({
cache: {
type: 'redis',
options: {
host: process.env.REDIS_HOST || 'auto-detect',
port: 6379
}
}
cache: {
type: 'redis',
options: {
host: process.env.REDIS_HOST || 'auto-detect',
port: 6379
}
}
})
```
@ -481,13 +481,13 @@ const brain = new Brainy({
```javascript
const brain = new Brainy({
metadata: {
type: 'spanner',
options: {
instance: 'brainy-instance',
database: 'brainy-db'
}
}
metadata: {
type: 'spanner',
options: {
instance: 'brainy-instance',
database: 'brainy-db'
}
}
})
```
@ -496,116 +496,116 @@ const brain = new Brainy({
### Common Issues
1. **Quota Exceeded**
```bash
# Check quotas
gcloud compute project-info describe --project=$PROJECT_ID
# Request increase
gcloud compute project-info add-metadata \
--metadata google-compute-default-region=us-central1
```
```bash
# Check quotas
gcloud compute project-info describe --project=$PROJECT_ID
# Request increase
gcloud compute project-info add-metadata \
--metadata google-compute-default-region=us-central1
```
2. **Cold Starts**
**v7.3.0+ Progressive Initialization (Zero-Config)**
**Progressive Initialization (Zero-Config)**
Brainy automatically detects Cloud Run and Cloud Functions environments
and uses progressive initialization for <200ms cold starts:
Brainy automatically detects Cloud Run and Cloud Functions environments
and uses progressive initialization for <200ms cold starts:
```javascript
// Zero-config - Brainy auto-detects Cloud Run (K_SERVICE env var)
const brain = new Brainy({
storage: {
type: 'gcs',
gcsNativeStorage: { bucketName: 'my-bucket' }
}
})
await brain.init() // Returns in <200ms
```javascript
// Zero-config - Brainy auto-detects Cloud Run (K_SERVICE env var)
const brain = new Brainy({
storage: {
type: 'gcs',
gcsNativeStorage: { bucketName: 'my-bucket' }
}
})
await brain.init() // Returns in <200ms
// First write validates bucket (lazy validation)
await brain.add('noun', { name: 'test' }) // Validates here
```
// First write validates bucket (lazy validation)
await brain.add('noun', { name: 'test' }) // Validates here
```
**Manual Override (if needed)**
```javascript
const brain = new Brainy({
storage: {
type: 'gcs',
gcsNativeStorage: {
bucketName: 'my-bucket',
// Force specific mode
initMode: 'progressive' // 'auto' | 'progressive' | 'strict'
}
}
})
```
**Manual Override (if needed)**
```javascript
const brain = new Brainy({
storage: {
type: 'gcs',
gcsNativeStorage: {
bucketName: 'my-bucket',
// Force specific mode
initMode: 'progressive' // 'auto' | 'progressive' | 'strict'
}
}
})
```
| Mode | Cold Start | Best For |
|------|------------|----------|
| `auto` (default) | <200ms in cloud | Zero-config, auto-detects |
| `progressive` | <200ms always | Force fast init everywhere |
| `strict` | 100-500ms+ | Local dev, tests, debugging |
| Mode | Cold Start | Best For |
|------|------------|----------|
| `auto` (default) | <200ms in cloud | Zero-config, auto-detects |
| `progressive` | <200ms always | Force fast init everywhere |
| `strict` | 100-500ms+ | Local dev, tests, debugging |
**Keep Warm (Alternative)**
```javascript
// Keep minimum instances warm
const brain = new Brainy({
warmup: {
enabled: true,
interval: 60000 // Ping every minute
}
})
```
**Keep Warm (Alternative)**
```javascript
// Keep minimum instances warm
const brain = new Brainy({
warmup: {
enabled: true,
interval: 60000 // Ping every minute
}
})
```
**Readiness Detection (v7.3.0+)**
**Readiness Detection**
Use the `brain.ready` Promise to ensure Brainy is initialized before handling requests:
Use the `brain.ready` Promise to ensure Brainy is initialized before handling requests:
```javascript
let brain
```javascript
let brain
async function handleRequest(req, res) {
if (!brain) {
brain = new Brainy({ storage: { type: 'gcs', ... } })
brain.init() // Fire and forget
}
async function handleRequest(req, res) {
if (!brain) {
brain = new Brainy({ storage: { type: 'gcs', ... } })
brain.init() // Fire and forget
}
// Wait for initialization to complete
await brain.ready
// Wait for initialization to complete
await brain.ready
// Now safe to use brain methods
const results = await brain.find({ query: req.query.q })
res.json(results)
}
```
// Now safe to use brain methods
const results = await brain.find({ query: req.query.q })
res.json(results)
}
```
For Cloud Run health checks, use `isFullyInitialized()` to verify all background tasks are complete:
For Cloud Run health checks, use `isFullyInitialized()` to verify all background tasks are complete:
```javascript
// Health check endpoint for Cloud Run
app.get('/health', async (req, res) => {
try {
await brain.ready
res.json({
status: 'ready',
fullyInitialized: brain.isFullyInitialized()
})
} catch (error) {
res.status(503).json({ status: 'initializing' })
}
})
```
```javascript
// Health check endpoint for Cloud Run
app.get('/health', async (req, res) => {
try {
await brain.ready
res.json({
status: 'ready',
fullyInitialized: brain.isFullyInitialized()
})
} catch (error) {
res.status(503).json({ status: 'initializing' })
}
})
```
3. **Memory Pressure**
```javascript
// Optimize for GCP memory constraints
const brain = new Brainy({
memory: {
mode: 'aggressive', // Aggressive garbage collection
maxHeap: 0.8 // Use 80% of available memory
}
})
```
```javascript
// Optimize for GCP memory constraints
const brain = new Brainy({
memory: {
mode: 'aggressive', // Aggressive garbage collection
maxHeap: 0.8 // Use 80% of available memory
}
})
```
## Production Checklist