David Snelling
da55be7520
- AggregationIndex: defineAggregate before init no longer forces a backfill. init reconciles instead of clobbering: the app definition wins, persisted state is adopted on hash match, a write landing pre-adoption forces an exact rescan, and a successful state load clears the backfill flag. New ready() settles every adoption decision before query paths consult backfill state. - brainy: backfills are single-flight and batched. Concurrent queries share one store walk and every pending aggregate fills from that same walk; the old behavior let each concurrent query wipe the others' partial state and start its own full walk, so a store under steady aggregate traffic never converged. queryAggregate also waits for persisted definitions before deciding an aggregate does not exist. - paramValidation: recordQuery is telemetry-only. The duration-based cap ratchet (x0.8 per recorded query while lifetime-average exceeded 1s, floored at 1000 - below the documented 10000 auto floor, reported under a stale basis label) is removed; the cap comes from its construction-time basis or explicit overrides alone. - storage: __aggregation_* and singleton system keys (brainy:entityIdMapper) are recognized before the unknown-key warning fires; routing is unchanged. - docs: find-limits cap-immutability note, aggregation reopen/adoption semantics, RELEASES.md 8.5.1 entry.
1000 lines
35 KiB
TypeScript
1000 lines
35 KiB
TypeScript
/**
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* AggregationIndex - Incremental Write-Time Aggregation Engine
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*
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* Maintains running totals on every add/update/delete for O(1) reads.
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* Follows the same pattern as MetadataIndexManager and GraphAdjacencyIndex.
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*
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* Key design decisions:
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* - Source matching reuses matchesMetadataFilter() from metadataFilter.ts
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* - Entities with service='brainy:aggregation' or metadata.__aggregate are
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* skipped to prevent infinite loops (materialized entities feeding back)
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* - MIN/MAX on delete are set to NaN and lazy-recomputed on next query
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* - Persistence uses storage.saveMetadata() / storage.getMetadata()
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* - Delta detection hashes definitions; only changed aggregates rebuild on restart
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*/
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import type { StorageAdapter, HNSWNounWithMetadata } from '../coreTypes.js'
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import { resolveEntityField } from '../coreTypes.js'
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import type {
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AggregateDefinition,
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AggregateGroupState,
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AggregateQueryParams,
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AggregateResult,
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AggregationOp,
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AggregationProvider,
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GroupByDimension,
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MetricState
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} from '../types/brainy.types.js'
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import { matchesMetadataFilter } from '../utils/metadataFilter.js'
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import { compareCodePoints } from '../utils/collation.js'
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import { bucketTimestamp } from './timeWindows.js'
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import { NounType } from '../types/graphTypes.js'
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/** Persistence key for aggregate definitions */
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const DEFINITIONS_KEY = '__aggregation_definitions__'
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/** Prefix for per-aggregate state persistence keys */
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const STATE_KEY_PREFIX = '__aggregation_state_'
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/**
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* Serialize a group key map into a deterministic string for use as a Map key.
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*/
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function serializeGroupKey(groupKey: Record<string, string | number>): string {
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const sorted = Object.keys(groupKey).sort()
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return sorted.map(k => `${k}=${groupKey[k]}`).join('|')
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}
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/**
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* Hash an aggregate definition for change detection on restart.
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*/
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function hashDefinition(def: AggregateDefinition): string {
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// Deterministic JSON: sort keys
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const normalized = JSON.stringify({
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name: def.name,
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source: def.source,
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groupBy: def.groupBy,
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metrics: Object.keys(def.metrics).sort().map(k => [k, def.metrics[k]])
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})
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// Simple FNV-1a 32-bit hash
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let hash = 0x811c9dc5
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for (let i = 0; i < normalized.length; i++) {
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hash ^= normalized.charCodeAt(i)
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hash = (hash * 0x01000193) >>> 0
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}
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return hash.toString(16)
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}
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/**
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* Create a fresh MetricState with identity values.
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*/
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function freshMetricState(): MetricState {
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return { sum: 0, count: 0, min: Infinity, max: -Infinity, m2: 0 }
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}
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/**
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* Check whether an entity matches an aggregate's source filter.
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*/
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function matchesSource(entity: Record<string, unknown>, source: AggregateDefinition['source']): boolean {
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// Type filter
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if (source.type) {
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const entityType = entity.type ?? entity.noun
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const types = Array.isArray(source.type) ? source.type : [source.type]
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if (!types.includes(entityType as NounType)) return false
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}
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// Service filter
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if (source.service) {
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if (entity.service !== source.service) return false
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}
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// Metadata where filter — match against the entity's metadata sub-object
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if (source.where && Object.keys(source.where).length > 0) {
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const metadata = (entity.metadata ?? entity) as Record<string, unknown>
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if (!matchesMetadataFilter(metadata, source.where)) return false
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}
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return true
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}
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/**
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* Compute the group key for an entity given groupBy dimensions.
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*
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* Field lookups go through `resolveEntityField` to honor the
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* HNSWNounWithMetadata shape contract (standard fields top-level,
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* custom fields in metadata) in a single source of truth.
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*/
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/**
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* Compute the group key(s) an entity contributes to.
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*
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* Returns one key normally, but **multiple** when a groupBy dimension is an `unnest` field:
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* the entity contributes once per distinct array element (cartesian product across multiple
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* unnest dimensions). An entity whose unnest field is missing/empty contributes to no group
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* (returns `[]`). This is the fan-out behind tag-frequency style aggregates.
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*/
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function computeGroupKeys(
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entity: Record<string, unknown>,
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groupBy: GroupByDimension[]
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): Record<string, string | number>[] {
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const e = entity as unknown as HNSWNounWithMetadata
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let keys: Record<string, string | number>[] = [{}]
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for (const dim of groupBy) {
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if (typeof dim === 'string') {
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const val = resolveEntityField(e, dim)
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const v = val !== undefined && val !== null ? String(val) : '__null__'
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for (const k of keys) k[dim] = v
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} else if ('unnest' in dim) {
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const val = resolveEntityField(e, dim.field)
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const raw = Array.isArray(val) ? val : val !== undefined && val !== null ? [val] : []
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// Distinct elements: an entity with duplicate tags counts once per distinct tag.
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const elems = Array.from(new Set(raw.map(x => String(x))))
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if (elems.length === 0) return [] // contributes to no group
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const next: Record<string, string | number>[] = []
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for (const k of keys) {
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for (const el of elems) next.push({ ...k, [dim.field]: el })
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}
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keys = next
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} else {
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// Time-windowed field
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const val = resolveEntityField(e, dim.field)
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const v = typeof val === 'number' ? bucketTimestamp(val, dim.window) : '__null__'
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for (const k of keys) k[dim.field] = v
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}
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}
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return keys
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}
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/**
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* Single representative group key (first of {@link computeGroupKeys}). Retained for the
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* materializer and back-compat; the incremental contribution paths use `computeGroupKeys`
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* so unnest dimensions fan out correctly.
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*/
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function computeGroupKey(
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entity: Record<string, unknown>,
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groupBy: GroupByDimension[]
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): Record<string, string | number> {
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return computeGroupKeys(entity, groupBy)[0] ?? {}
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}
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/**
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* Get the numeric value of a field from an entity (for metric computation).
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*
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* Routes through `resolveEntityField` so standard top-level numeric fields
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* (weight, confidence, createdAt, updatedAt) and custom user numeric fields
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* in metadata are both handled in one place.
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*/
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function getNumericField(entity: Record<string, unknown>, field: string): number | undefined {
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const val = resolveEntityField(entity as unknown as HNSWNounWithMetadata, field)
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if (typeof val === 'number' && !isNaN(val)) return val
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if (typeof val === 'string') {
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const num = parseFloat(val)
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if (!isNaN(num)) return num
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}
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return undefined
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}
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/**
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* Check if an entity is a materialized aggregate entity (to prevent infinite loops).
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*/
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function isAggregateEntity(entity: Record<string, unknown>): boolean {
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if (entity.service === 'brainy:aggregation') return true
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const metadata = (entity.metadata ?? {}) as Record<string, unknown>
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if (metadata.__aggregate) return true
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return false
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}
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/**
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* Welford's online algorithm: add a value to running mean/M2.
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*/
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function updateMetricAdd(state: MetricState, val: number, op: AggregationOp): void {
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state.sum += val
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state.count++
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if (val < state.min) state.min = val
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if (val > state.max) state.max = val
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// Welford's: update M2 for stddev/variance
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if (op === 'stddev' || op === 'variance') {
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const mean = state.sum / state.count
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const oldMean = state.count > 1 ? (state.sum - val) / (state.count - 1) : 0
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state.m2 = (state.m2 ?? 0) + (val - oldMean) * (val - mean)
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}
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// Track the numeric value multiset for percentile AND min/max. min/max need it
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// to recompute the extreme after a delete WITHOUT scanning entities — that scan
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// was the 7.x infinite-loop / hang (materialized aggregates fed back in).
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// (distinctCount is tracked separately, on raw values.)
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if (op === 'percentile' || op === 'min' || op === 'max') {
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if (!state.valueCounts) state.valueCounts = {}
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const key = String(val)
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state.valueCounts[key] = (state.valueCounts[key] ?? 0) + 1
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}
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}
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/**
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* Welford's online algorithm: remove a value from running mean/M2.
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* Note: removing from Welford's is the inverse update.
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*/
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function updateMetricRemove(state: MetricState, val: number, op: AggregationOp): void {
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// Decrement the numeric value multiset for percentile AND min/max (drop the key
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// at zero). (distinctCount is decremented separately, on raw values.)
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if ((op === 'percentile' || op === 'min' || op === 'max') && state.valueCounts) {
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const key = String(val)
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const c = state.valueCounts[key]
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if (c !== undefined) {
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if (c <= 1) delete state.valueCounts[key]
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else state.valueCounts[key] = c - 1
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}
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}
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if (state.count <= 1) {
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state.sum = 0
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state.count = 0
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state.m2 = 0
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return
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}
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const oldMean = state.sum / state.count
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state.sum -= val
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state.count--
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const newMean = state.sum / state.count
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if (op === 'stddev' || op === 'variance') {
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state.m2 = Math.max(0, (state.m2 ?? 0) - (val - oldMean) * (val - newMean))
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}
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}
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/**
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* Recompute a metric's min/max from its value multiset — O(distinct values), fully
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* in-memory, NO entity scan. Called lazily on query when a delete of the current
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* extreme marked it stale. (Scanning entities to recompute is what hung 7.x.)
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*/
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function recomputeMinMaxFromCounts(state: MetricState): void {
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const keys = state.valueCounts ? Object.keys(state.valueCounts) : []
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if (keys.length === 0) {
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state.min = Infinity
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state.max = -Infinity
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return
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}
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let mn = Infinity
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let mx = -Infinity
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for (const k of keys) {
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const n = Number(k)
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if (n < mn) mn = n
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if (n > mx) mx = n
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}
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state.min = mn
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state.max = mx
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}
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/**
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* Exact percentile over a value multiset, using linear interpolation between closest ranks
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* (numpy 'linear' / type-7): `rank = p·(n−1)`, interpolating between the floor and ceil
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* positions of the sorted expansion. Mirrors Cor's `MetricState::percentile` bit-for-bit.
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*/
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function computePercentile(valueCounts: Record<string, number>, count: number, p: number): number {
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if (count === 0) return 0
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const pp = Math.max(0, Math.min(1, p))
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const entries = Object.entries(valueCounts)
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.map(([v, c]) => [parseFloat(v), c] as [number, number])
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.sort((a, b) => a[0] - b[0])
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if (entries.length === 0) return 0
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if (count === 1) return entries[0][0]
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const rank = pp * (count - 1)
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const lo = Math.floor(rank)
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const hi = Math.ceil(rank)
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const vLo = valueAtRank(entries, lo)
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if (lo === hi) return vLo
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const vHi = valueAtRank(entries, hi)
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return vLo + (vHi - vLo) * (rank - lo)
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}
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/** Value at 0-based rank `idx` in the sorted expansion of the multiset. */
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function valueAtRank(entries: Array<[number, number]>, idx: number): number {
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let cum = 0
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for (const [v, c] of entries) {
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cum += c
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if (idx < cum) return v
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}
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return entries.length ? entries[entries.length - 1][0] : 0
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}
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export class AggregationIndex {
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private storage: StorageAdapter
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private nativeProvider?: AggregationProvider
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/** Registered aggregate definitions keyed by name */
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private definitions = new Map<string, AggregateDefinition>()
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/** Hashes of definitions for change detection */
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private definitionHashes = new Map<string, string>()
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/** Per-aggregate group states: Map<aggName, Map<serializedGroupKey, AggregateGroupState>> */
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private states = new Map<string, Map<string, AggregateGroupState>>()
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/** Track which aggregates have dirty state needing persistence */
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private dirty = new Set<string>()
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/**
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* Aggregates whose state must be backfilled from entities that already existed
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* when the aggregate was defined (or whose persisted state was missing/stale at
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* init). Write-time hooks only capture entities added *after* a definition, so
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* without backfill an aggregate defined over a populated store stays empty.
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* Drained by the owner (Brainy) which has the entity iterator; see `getPendingBackfills`.
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*/
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private needsBackfill = new Set<string>()
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/** Track aggregates with stale MIN/MAX (need lazy recompute) */
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private staleMinMax = new Map<string, Set<string>>()
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/** Resolves when init() has finished loading persisted definitions/state. */
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private initPromise: Promise<void> | null = null
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/** True once init() has settled (success or failure). */
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private initDone = false
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/**
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* Aggregates registered by the app before init() finished loading persisted
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* state, awaiting reconciliation: init() adopts the persisted state when the
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* definition hash matches; anything left unadopted when init settles resolves
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* to a backfill. Deciding backfill eagerly at define time was the boot-order
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* bug that wiped valid persisted state on every restart — the synchronous
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* defineAggregate() always beats the async init().
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*/
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private pendingAdopt = new Set<string>()
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constructor(storage: StorageAdapter, nativeProvider?: AggregationProvider) {
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this.storage = storage
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this.nativeProvider = nativeProvider
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}
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// ============= Lifecycle =============
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/**
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* Initialize: load persisted definitions and state, detect changes, rebuild stale.
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*
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* Idempotent — repeated calls return the same promise. Definitions registered
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* *before* this completes (the normal boot order: `defineAggregate()` is
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* synchronous and always beats this async load) are reconciled rather than
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* clobbered: the app's definition wins, and its persisted state is adopted
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* when the definition hash matches — backfill happens only on a real change.
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*/
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init(): Promise<void> {
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if (!this.initPromise) {
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this.initPromise = this.loadPersisted().finally(() => {
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this.resolvePendingAdoptToBackfill()
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this.initDone = true
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})
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}
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return this.initPromise
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}
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/**
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* Await the persisted-state load (if one was started) and settle every
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* pending adoption decision. After this resolves, `getPendingBackfills()`
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* is authoritative: a name is listed iff it genuinely needs a rescan.
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* Query paths must await this before consulting backfill state.
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*/
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async ready(): Promise<void> {
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if (this.initPromise) {
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try {
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await this.initPromise
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} catch {
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// The owner already surfaced the load failure loudly; backfill covers.
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}
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}
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this.resolvePendingAdoptToBackfill()
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}
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/**
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* Any definition still awaiting state adoption has no persisted state to
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* adopt (or init never ran / failed) — it must backfill.
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*/
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private resolvePendingAdoptToBackfill(): void {
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for (const name of this.pendingAdopt) this.needsBackfill.add(name)
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this.pendingAdopt.clear()
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}
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private async loadPersisted(): Promise<void> {
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// Load persisted definitions
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const savedDefs = await this.storage.getMetadata(DEFINITIONS_KEY)
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if (savedDefs && typeof savedDefs === 'object' && savedDefs.definitions) {
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const defs = savedDefs.definitions as Array<AggregateDefinition & { _hash?: string }>
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for (const def of defs) {
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const savedHash = def._hash || ''
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if (this.definitions.has(def.name)) {
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// The app re-registered this aggregate before the load finished.
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// The app's definition wins — never clobber it with the persisted
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// copy. Adopt the persisted state when the definition is unchanged
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// AND no write has landed for it yet (a landed write would be lost
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// by adoption; the hook flips such names to backfill).
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const appHash = this.definitionHashes.get(def.name) || ''
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if (appHash === savedHash && this.pendingAdopt.has(def.name)) {
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const stateData = await this.storage.getMetadata(`${STATE_KEY_PREFIX}${def.name}__`)
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if (stateData && stateData.groups) {
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const groupMap = new Map<string, AggregateGroupState>()
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for (const group of stateData.groups as AggregateGroupState[]) {
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groupMap.set(serializeGroupKey(group.groupKey), group)
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}
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this.states.set(def.name, groupMap)
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this.pendingAdopt.delete(def.name)
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this.needsBackfill.delete(def.name)
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}
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// No/invalid persisted state: stays in pendingAdopt and resolves
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// to backfill when init settles.
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}
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continue
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}
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// Not registered this session — restore definition + state from
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// persistence.
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this.definitions.set(def.name, def)
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const currentHash = hashDefinition(def)
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const stateData = await this.storage.getMetadata(`${STATE_KEY_PREFIX}${def.name}__`)
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if (stateData && stateData.groups && savedHash === currentHash) {
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// Definition unchanged — load state
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const groupMap = new Map<string, AggregateGroupState>()
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for (const group of stateData.groups as AggregateGroupState[]) {
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const serialized = serializeGroupKey(group.groupKey)
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groupMap.set(serialized, group)
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}
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this.states.set(def.name, groupMap)
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this.needsBackfill.delete(def.name)
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} else {
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// Definition changed or no saved state — start fresh and backfill from
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// existing entities (the owner drains needsBackfill on first query).
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this.states.set(def.name, new Map())
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this.needsBackfill.add(def.name)
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}
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this.definitionHashes.set(def.name, currentHash)
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// Register definition with native provider
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if (this.nativeProvider?.defineAggregate) {
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this.nativeProvider.defineAggregate(def)
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}
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}
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}
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// Restore native provider state from persistence
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if (this.nativeProvider?.restoreState) {
|
||
const nativeState = await this.storage.getMetadata('__aggregation_native_state__')
|
||
if (nativeState && typeof nativeState === 'string') {
|
||
this.nativeProvider.restoreState(nativeState)
|
||
} else if (nativeState && typeof nativeState === 'object' && nativeState.data) {
|
||
// flush() persists `{ data: serializeState() }`, so `data` is the
|
||
// provider's serialized state string.
|
||
this.nativeProvider.restoreState(nativeState.data as string)
|
||
}
|
||
}
|
||
}
|
||
|
||
/**
|
||
* Persist all dirty aggregate state to storage.
|
||
*/
|
||
async flush(): Promise<void> {
|
||
// Persist definitions
|
||
const defsToSave = Array.from(this.definitions.values()).map(def => ({
|
||
...def,
|
||
_hash: this.definitionHashes.get(def.name)
|
||
}))
|
||
await this.storage.saveMetadata(DEFINITIONS_KEY, { definitions: defsToSave })
|
||
|
||
// Persist dirty states
|
||
for (const name of this.dirty) {
|
||
const stateMap = this.states.get(name)
|
||
if (stateMap) {
|
||
const groups = Array.from(stateMap.values())
|
||
await this.storage.saveMetadata(
|
||
`${STATE_KEY_PREFIX}${name}__`,
|
||
{ groups }
|
||
)
|
||
}
|
||
}
|
||
|
||
// Persist native provider state
|
||
if (this.nativeProvider?.serializeState) {
|
||
const nativeState = this.nativeProvider.serializeState()
|
||
await this.storage.saveMetadata(
|
||
'__aggregation_native_state__',
|
||
{ data: nativeState }
|
||
)
|
||
}
|
||
|
||
this.dirty.clear()
|
||
}
|
||
|
||
/**
|
||
* Flush and release resources.
|
||
*/
|
||
async close(): Promise<void> {
|
||
await this.flush()
|
||
}
|
||
|
||
// ============= Definition Management =============
|
||
|
||
/**
|
||
* Register a new aggregate definition. Persisted on next flush().
|
||
*/
|
||
defineAggregate(def: AggregateDefinition): void {
|
||
if (!def.name) throw new Error('Aggregate definition requires a name')
|
||
if (!def.groupBy || def.groupBy.length === 0) throw new Error('Aggregate definition requires at least one groupBy dimension')
|
||
if (!def.metrics || Object.keys(def.metrics).length === 0) throw new Error('Aggregate definition requires at least one metric')
|
||
|
||
// Validate metric definitions
|
||
for (const [name, metric] of Object.entries(def.metrics)) {
|
||
if (metric.op !== 'count' && !metric.field) {
|
||
throw new Error(`Metric '${name}' with op '${metric.op}' requires a 'field' property`)
|
||
}
|
||
}
|
||
|
||
const newHash = hashDefinition(def)
|
||
const oldHash = this.definitionHashes.get(def.name)
|
||
|
||
this.definitions.set(def.name, def)
|
||
this.definitionHashes.set(def.name, newHash)
|
||
|
||
// First sight this session, before init() settled: defer the backfill
|
||
// decision — init() adopts the persisted state on hash match, and anything
|
||
// left unadopted resolves to backfill. Deciding eagerly here wiped valid
|
||
// persisted state on every restart.
|
||
if (!this.states.has(def.name) && !this.initDone) {
|
||
this.states.set(def.name, new Map())
|
||
this.pendingAdopt.add(def.name)
|
||
}
|
||
// Reset state if definition changed or doesn't exist yet, and flag it for
|
||
// backfill so already-stored entities are counted (write-time hooks only see
|
||
// future writes). The owner drains this on the next query via getPendingBackfills().
|
||
else if (!this.states.has(def.name) || (oldHash && oldHash !== newHash)) {
|
||
this.pendingAdopt.delete(def.name)
|
||
this.states.set(def.name, new Map())
|
||
this.needsBackfill.add(def.name)
|
||
}
|
||
|
||
// Notify native provider of definition (caches compiled form for hot path)
|
||
if (this.nativeProvider?.defineAggregate) {
|
||
this.nativeProvider.defineAggregate(def)
|
||
}
|
||
|
||
this.dirty.add(def.name)
|
||
}
|
||
|
||
/**
|
||
* Remove an aggregate definition and its state.
|
||
*/
|
||
removeAggregate(name: string): void {
|
||
this.definitions.delete(name)
|
||
this.definitionHashes.delete(name)
|
||
this.states.delete(name)
|
||
this.staleMinMax.delete(name)
|
||
this.pendingAdopt.delete(name)
|
||
this.needsBackfill.delete(name)
|
||
|
||
// Notify native provider
|
||
if (this.nativeProvider?.removeAggregate) {
|
||
this.nativeProvider.removeAggregate(name)
|
||
}
|
||
|
||
this.dirty.add(name) // Will persist the removal
|
||
}
|
||
|
||
/**
|
||
* Get all registered aggregate definitions.
|
||
*/
|
||
getDefinitions(): AggregateDefinition[] {
|
||
return Array.from(this.definitions.values())
|
||
}
|
||
|
||
/**
|
||
* Check if an aggregate exists.
|
||
*/
|
||
hasAggregate(name: string): boolean {
|
||
return this.definitions.has(name)
|
||
}
|
||
|
||
// ============= Backfill =============
|
||
//
|
||
// Write-time hooks only capture entities added after a definition exists, so an
|
||
// aggregate defined over a populated store would stay empty. The owner (Brainy) has
|
||
// the entity iterator, so backfill is driven from there: it reads the pending set,
|
||
// clears the aggregate, streams every existing entity through `backfillEntity`, then
|
||
// calls `finishBackfill`. Clearing first means a concurrent write that landed via the
|
||
// incremental hook is wiped and re-counted exactly once by the rescan.
|
||
|
||
/** Names of aggregates whose state must be (re)built from existing entities. */
|
||
getPendingBackfills(): string[] {
|
||
return Array.from(this.needsBackfill)
|
||
}
|
||
|
||
/** Clear an aggregate's state so a full rescan cannot double-count. */
|
||
beginBackfill(name: string): void {
|
||
this.states.set(name, new Map())
|
||
// Reset native provider state for this aggregate too, if present.
|
||
const def = this.definitions.get(name)
|
||
if (def && this.nativeProvider?.removeAggregate && this.nativeProvider?.defineAggregate) {
|
||
this.nativeProvider.removeAggregate(name)
|
||
this.nativeProvider.defineAggregate(def)
|
||
}
|
||
}
|
||
|
||
/** Feed one already-stored entity into a single aggregate during backfill. */
|
||
backfillEntity(name: string, entity: Record<string, unknown>): void {
|
||
if (isAggregateEntity(entity)) return
|
||
const def = this.definitions.get(name)
|
||
if (!def || !matchesSource(entity, def.source)) return
|
||
|
||
if (this.nativeProvider) {
|
||
this.applyNativeResults(name, this.nativeProvider.incrementalUpdate(name, def, entity, 'add'))
|
||
} else {
|
||
this.addContribution(name, def, entity)
|
||
}
|
||
}
|
||
|
||
/** Mark an aggregate's backfill complete; rebuilt state persists on next flush(). */
|
||
finishBackfill(name: string): void {
|
||
this.needsBackfill.delete(name)
|
||
this.dirty.add(name)
|
||
}
|
||
|
||
// ============= Write-Time Hooks =============
|
||
|
||
/**
|
||
* A write is landing for an aggregate whose persisted-state adoption is still
|
||
* pending — adopting after this write would lose its contribution. Settle the
|
||
* decision now: an exact rescan instead of adoption. The window is the few
|
||
* milliseconds between a boot-time defineAggregate() and init() completing,
|
||
* so this rarely fires; when it does, correctness wins over the walk.
|
||
*/
|
||
private resolveAdoptOnWrite(name: string): void {
|
||
if (this.pendingAdopt.has(name)) {
|
||
this.pendingAdopt.delete(name)
|
||
this.needsBackfill.add(name)
|
||
}
|
||
}
|
||
|
||
/**
|
||
* Called when an entity is added. Updates all matching aggregates.
|
||
*/
|
||
onEntityAdded(id: string, entity: Record<string, unknown>): void {
|
||
if (isAggregateEntity(entity)) return
|
||
|
||
for (const [name, def] of this.definitions) {
|
||
if (!matchesSource(entity, def.source)) continue
|
||
this.resolveAdoptOnWrite(name)
|
||
|
||
if (this.nativeProvider) {
|
||
const results = this.nativeProvider.incrementalUpdate(name, def, entity, 'add')
|
||
this.applyNativeResults(name, results)
|
||
continue
|
||
}
|
||
|
||
// Shared with onEntityUpdated/backfill; fans out unnest dimensions to N groups.
|
||
this.addContribution(name, def, entity)
|
||
}
|
||
}
|
||
|
||
/**
|
||
* Called when an entity is updated. Reverses old contribution and applies new.
|
||
*/
|
||
onEntityUpdated(
|
||
id: string,
|
||
newEntity: Record<string, unknown>,
|
||
oldEntity: Record<string, unknown>
|
||
): void {
|
||
if (isAggregateEntity(newEntity)) return
|
||
|
||
for (const [name, def] of this.definitions) {
|
||
const oldMatches = matchesSource(oldEntity, def.source)
|
||
const newMatches = matchesSource(newEntity, def.source)
|
||
|
||
if (oldMatches || newMatches) {
|
||
this.resolveAdoptOnWrite(name)
|
||
}
|
||
|
||
if (this.nativeProvider && (oldMatches || newMatches)) {
|
||
const results = this.nativeProvider.incrementalUpdate(name, def, newEntity, 'update', oldEntity)
|
||
this.applyNativeResults(name, results)
|
||
continue
|
||
}
|
||
|
||
// If old matched, remove its contribution
|
||
if (oldMatches) {
|
||
this.removeContribution(name, def, oldEntity)
|
||
}
|
||
|
||
// If new matches, add its contribution
|
||
if (newMatches) {
|
||
this.addContribution(name, def, newEntity)
|
||
}
|
||
}
|
||
}
|
||
|
||
/**
|
||
* Called when an entity is deleted. Reverses its contribution.
|
||
*/
|
||
onEntityDeleted(id: string, entity: Record<string, unknown>): void {
|
||
if (isAggregateEntity(entity)) return
|
||
|
||
for (const [name, def] of this.definitions) {
|
||
if (!matchesSource(entity, def.source)) continue
|
||
this.resolveAdoptOnWrite(name)
|
||
|
||
if (this.nativeProvider) {
|
||
const results = this.nativeProvider.incrementalUpdate(name, def, entity, 'delete')
|
||
this.applyNativeResults(name, results)
|
||
continue
|
||
}
|
||
|
||
this.removeContribution(name, def, entity)
|
||
}
|
||
}
|
||
|
||
// ============= Query =============
|
||
|
||
/**
|
||
* Query aggregate results with optional filtering, sorting, and pagination.
|
||
*/
|
||
queryAggregate(params: AggregateQueryParams): AggregateResult[] {
|
||
const def = this.definitions.get(params.name)
|
||
if (!def) throw new Error(`Aggregate '${params.name}' not found`)
|
||
|
||
const stateMap = this.states.get(params.name)
|
||
if (!stateMap) return []
|
||
|
||
if (this.nativeProvider) {
|
||
return this.nativeProvider.queryAggregate(stateMap, params)
|
||
}
|
||
|
||
// Collect all groups
|
||
let results: AggregateResult[] = []
|
||
|
||
for (const [serialized, group] of stateMap.entries()) {
|
||
// Skip empty groups (all metrics at zero count)
|
||
const hasData = Object.values(group.metrics).some(m => m.count > 0)
|
||
if (!hasData) continue
|
||
|
||
// Apply where filter on group keys
|
||
if (params.where && Object.keys(params.where).length > 0) {
|
||
if (!matchesMetadataFilter(group.groupKey, params.where)) continue
|
||
}
|
||
|
||
// Compute result metrics from running state
|
||
const metrics: Record<string, number> = {}
|
||
let totalCount = 0
|
||
|
||
for (const [metricName, metricDef] of Object.entries(def.metrics)) {
|
||
const state = group.metrics[metricName]
|
||
if (!state) continue
|
||
|
||
switch (metricDef.op) {
|
||
case 'count':
|
||
metrics[metricName] = state.count
|
||
break
|
||
case 'sum':
|
||
metrics[metricName] = state.sum
|
||
break
|
||
case 'avg':
|
||
metrics[metricName] = state.count > 0 ? state.sum / state.count : 0
|
||
break
|
||
case 'min':
|
||
case 'max': {
|
||
// Lazily recompute the extreme from the value multiset if a delete of
|
||
// the current min/max marked it stale (hang-free; no entity scan).
|
||
const staleSet = this.staleMinMax.get(params.name)
|
||
if (staleSet && staleSet.has(`${serialized}:${metricName}`)) {
|
||
recomputeMinMaxFromCounts(state)
|
||
staleSet.delete(`${serialized}:${metricName}`)
|
||
}
|
||
metrics[metricName] =
|
||
metricDef.op === 'min'
|
||
? state.min === Infinity
|
||
? 0
|
||
: state.min
|
||
: state.max === -Infinity
|
||
? 0
|
||
: state.max
|
||
break
|
||
}
|
||
case 'variance':
|
||
metrics[metricName] = state.count > 1 ? (state.m2 ?? 0) / (state.count - 1) : 0
|
||
break
|
||
case 'stddev':
|
||
metrics[metricName] = state.count > 1 ? Math.sqrt((state.m2 ?? 0) / (state.count - 1)) : 0
|
||
break
|
||
case 'percentile':
|
||
metrics[metricName] = computePercentile(state.valueCounts ?? {}, state.count, metricDef.p ?? 0.5)
|
||
break
|
||
case 'distinctCount':
|
||
metrics[metricName] = state.valueCounts ? Object.keys(state.valueCounts).length : 0
|
||
break
|
||
}
|
||
|
||
if (metricDef.op === 'count') {
|
||
totalCount = Math.max(totalCount, state.count)
|
||
} else {
|
||
totalCount = Math.max(totalCount, state.count)
|
||
}
|
||
}
|
||
|
||
// HAVING: filter groups by computed metric values (post-compute, O(groups), before
|
||
// sort/pagination). Reuses the where-operator engine over metrics + `count`.
|
||
if (params.having && Object.keys(params.having).length > 0) {
|
||
if (!matchesMetadataFilter({ ...metrics, count: totalCount }, params.having)) continue
|
||
}
|
||
|
||
results.push({
|
||
groupKey: { ...group.groupKey },
|
||
metrics,
|
||
count: totalCount,
|
||
entityId: group.materializedEntityId
|
||
})
|
||
}
|
||
|
||
// Sort
|
||
if (params.orderBy) {
|
||
const field = params.orderBy
|
||
const dir = params.order === 'desc' ? -1 : 1
|
||
results.sort((a, b) => {
|
||
// Try metrics first, then groupKey
|
||
const aVal = a.metrics[field] ?? a.groupKey[field] ?? 0
|
||
const bVal = b.metrics[field] ?? b.groupKey[field] ?? 0
|
||
if (typeof aVal === 'number' && typeof bVal === 'number') {
|
||
return (aVal - bVal) * dir
|
||
}
|
||
return compareCodePoints(String(aVal), String(bVal)) * dir
|
||
})
|
||
}
|
||
|
||
// Pagination
|
||
const offset = params.offset || 0
|
||
const limit = params.limit || results.length
|
||
results = results.slice(offset, offset + limit)
|
||
|
||
return results
|
||
}
|
||
|
||
/**
|
||
* Get internal state for a named aggregate (for materialization and testing).
|
||
*/
|
||
getState(name: string): Map<string, AggregateGroupState> | undefined {
|
||
return this.states.get(name)
|
||
}
|
||
|
||
// ============= Internal Helpers =============
|
||
|
||
/**
|
||
* Add an entity's contribution to its matching group in a named aggregate.
|
||
*/
|
||
private addContribution(
|
||
aggName: string,
|
||
def: AggregateDefinition,
|
||
entity: Record<string, unknown>
|
||
): void {
|
||
const stateMap = this.states.get(aggName)!
|
||
|
||
// Fan out: an unnest dimension makes one entity contribute to several groups.
|
||
for (const groupKey of computeGroupKeys(entity, def.groupBy)) {
|
||
const serialized = serializeGroupKey(groupKey)
|
||
let group = stateMap.get(serialized)
|
||
|
||
if (!group) {
|
||
group = {
|
||
groupKey,
|
||
metrics: {},
|
||
lastUpdated: Date.now()
|
||
}
|
||
for (const metricName of Object.keys(def.metrics)) {
|
||
group.metrics[metricName] = freshMetricState()
|
||
}
|
||
stateMap.set(serialized, group)
|
||
}
|
||
|
||
for (const [metricName, metricDef] of Object.entries(def.metrics)) {
|
||
const state = group.metrics[metricName]
|
||
if (metricDef.op === 'count') {
|
||
state.count++
|
||
state.sum++
|
||
} else if (metricDef.op === 'distinctCount') {
|
||
// distinctCount tracks distinct values of ANY type (strings, numbers, booleans),
|
||
// keyed by their string form — NOT numeric-coerced, since its primary use is
|
||
// categorical (distinct categories / users / tags), not numeric columns.
|
||
const raw = resolveEntityField(entity as unknown as HNSWNounWithMetadata, metricDef.field!)
|
||
if (raw !== undefined && raw !== null) {
|
||
if (!state.valueCounts) state.valueCounts = {}
|
||
const key = String(raw)
|
||
state.valueCounts[key] = (state.valueCounts[key] ?? 0) + 1
|
||
state.count++
|
||
}
|
||
} else {
|
||
const val = getNumericField(entity, metricDef.field!)
|
||
if (val !== undefined) {
|
||
updateMetricAdd(state, val, metricDef.op)
|
||
}
|
||
}
|
||
}
|
||
|
||
group.lastUpdated = Date.now()
|
||
}
|
||
|
||
this.dirty.add(aggName)
|
||
}
|
||
|
||
/**
|
||
* Remove an entity's contribution from its matching group.
|
||
* For MIN/MAX, marks as stale since we can't incrementally reverse these.
|
||
*/
|
||
private removeContribution(
|
||
aggName: string,
|
||
def: AggregateDefinition,
|
||
entity: Record<string, unknown>
|
||
): void {
|
||
const stateMap = this.states.get(aggName)!
|
||
|
||
// Fan out: reverse the entity's contribution from every group it joined.
|
||
for (const groupKey of computeGroupKeys(entity, def.groupBy)) {
|
||
const serialized = serializeGroupKey(groupKey)
|
||
const group = stateMap.get(serialized)
|
||
if (!group) continue
|
||
|
||
for (const [metricName, metricDef] of Object.entries(def.metrics)) {
|
||
const state = group.metrics[metricName]
|
||
if (metricDef.op === 'count') {
|
||
state.count = Math.max(0, state.count - 1)
|
||
state.sum = Math.max(0, state.sum - 1)
|
||
} else if (metricDef.op === 'distinctCount') {
|
||
const raw = resolveEntityField(entity as unknown as HNSWNounWithMetadata, metricDef.field!)
|
||
if (raw !== undefined && raw !== null && state.valueCounts) {
|
||
const key = String(raw)
|
||
const c = state.valueCounts[key]
|
||
if (c !== undefined) {
|
||
if (c <= 1) delete state.valueCounts[key]
|
||
else state.valueCounts[key] = c - 1
|
||
}
|
||
state.count = Math.max(0, state.count - 1)
|
||
}
|
||
} else {
|
||
const val = getNumericField(entity, metricDef.field!)
|
||
if (val !== undefined) {
|
||
updateMetricRemove(state, val, metricDef.op)
|
||
|
||
// MIN/MAX can't be decremented — mark as potentially stale
|
||
if (val <= state.min || val >= state.max) {
|
||
if (!this.staleMinMax.has(aggName)) {
|
||
this.staleMinMax.set(aggName, new Set())
|
||
}
|
||
this.staleMinMax.get(aggName)!.add(`${serialized}:${metricName}`)
|
||
}
|
||
}
|
||
}
|
||
}
|
||
|
||
// Remove group if all metrics are empty
|
||
const allEmpty = Object.values(group.metrics).every(m => m.count === 0)
|
||
if (allEmpty) {
|
||
stateMap.delete(serialized)
|
||
} else {
|
||
group.lastUpdated = Date.now()
|
||
}
|
||
}
|
||
|
||
this.dirty.add(aggName)
|
||
}
|
||
|
||
/**
|
||
* Apply results from native provider back into the state maps.
|
||
*/
|
||
private applyNativeResults(aggName: string, results: AggregateGroupState[]): void {
|
||
const stateMap = this.states.get(aggName)!
|
||
for (const group of results) {
|
||
const serialized = serializeGroupKey(group.groupKey)
|
||
stateMap.set(serialized, group)
|
||
}
|
||
this.dirty.add(aggName)
|
||
}
|
||
}
|
||
|
||
// Export helper for use by materializer
|
||
export { serializeGroupKey, computeGroupKey, matchesSource, isAggregateEntity }
|