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Canonical entity resolution, aliasing, and merges for MetaSPN systems

Project description

metaspn-entities

Identity layer for MetaSPN systems.

Features

  • Canonical entity IDs
  • Deterministic identifier normalization + alias resolution
  • Merge history and reversible soft undo
  • SQLite backend using stdlib sqlite3
  • Event emission payloads for EntityResolved, EntityMerged, EntityAliasAdded
  • Optional filesystem snapshot export

Quick usage

from metaspn_entities import EntityResolver

resolver = EntityResolver()
resolution = resolver.resolve("twitter_handle", "@some_handle")
events = resolver.drain_events()
print(resolution.entity_id, resolution.confidence)

API notes

  • resolve(identifier_type, value, context=None) -> EntityResolution
  • add_alias(entity_id, identifier_type, value, ...)
  • merge_entities(from_entity_id, to_entity_id, reason, ...)
  • undo_merge(from_entity_id, to_entity_id, ...) (implemented as reverse merge with redirect correction)
  • drain_events() -> list[EmittedEvent]
  • export_snapshot(output_path) to inspect SQLite state as JSON

Event Contract Guarantees

drain_events() returns EmittedEvent objects whose event_type and payload are schema-compatible with metaspn-schemas entity events.

  • EntityResolved payload keys:
    • entity_id, resolver, resolved_at, confidence, schema_version
  • EntityMerged payload keys:
    • entity_id, merged_from, merged_at, reason, schema_version
  • EntityAliasAdded payload keys:
    • entity_id, alias, alias_type, added_at, schema_version

Datetime fields are emitted as UTC ISO-8601 strings for deterministic serialization.

M0 Ingestion Adapter

For worker/runtime integration, use resolve_normalized_social_signal(...) with a normalized signal envelope.

from metaspn_entities import EntityResolver, resolve_normalized_social_signal

resolver = EntityResolver()
signal = {
    "source": "social.ingest",
    "payload_type": "SocialPostSeen",
    "payload": {
        "platform": "twitter",
        "author_handle": "@some_handle",
        "profile_url": "https://example.com/profiles/some-handle",
    },
}

result = resolve_normalized_social_signal(resolver, signal)
print(result.entity_id, result.confidence)
for event in result.emitted_events:
    print(event.event_type, event.payload)

Adapter behavior:

  • Extracts deterministic identifier candidates from normalized payloads.
  • Resolves a primary identifier, then adds remaining identifiers as aliases.
  • Returns only events produced during the adapter call.

M1 Context API

Profiler/router workers can read consolidated context using:

  • resolver.entity_context(entity_id, recent_limit=10)
  • resolver.confidence_summary(entity_id)

Both APIs resolve canonical redirects first, so merged IDs return coherent context.

M2 Recommendation Context API

Recommendation and drafter workers can consume:

  • resolver.recommendation_context(entity_id)

The recommendation context includes:

  • identity confidence
  • activity recency (days)
  • interaction history summary (evidence count + source distribution)
  • preferred channel hint
  • relationship stage hint (cold / warm / engaged)
  • merge-safe continuity fields keyed to canonical entity IDs

M3 Outcome Attribution API

Outcome evaluators can map attempt/outcome references back to canonical entity lineage:

  • resolver.attribute_outcome(references)

Supported references include entity_id, email, canonical_url, handles, domains, and names.

Attribution guarantees:

  • canonical merge redirects are resolved before returning entity_id
  • output includes explicit confidence for downstream learning logic
  • deterministic tie-breaks are applied by score, then hit count, then entity ID

Demo Pipeline Invocation

For demo digest identity resolution (without direct DB queries in renderer), use:

  • resolve_demo_social_identity(resolver, social_payload)

Returned payload includes:

  • entity_id
  • confidence
  • matched_identifiers
  • why metadata (confidence summary, counts, relationship hint)
  • emitted event payloads for auditability

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