Search Continuation¶

NornicDB exposes one durable START/PULL/DISCARD contract through HTTP, native gRPC, and the existing db.retrieve Cypher procedure. The opaque qid is shared by these adapters when they use the same server process, authenticated principal, and canonical database.

Operations¶

n is a page size. In ranked mode, limit is the initial retrieval depth, not a lifetime ceiling. max_results is the optional explicit lifetime ceiling. A terminal response has has_more: false and no next qid; inspect completion to distinguish true exhaustion from a configured candidate budget or a requested result ceiling.

Modes¶

ranked_limit fixes the ranked prefix in ranked_then_id. group_by names a flat property containing a nonempty UTF-8 string. Grouping happens before pagination: one logical asset consumes one page slot, while its ordered passages collection retains matching child nodes.

ranked_pool_exhausted is conservative. It is true for id mode or when all participating retrieval branches establish exhaustion without truncating their candidate prefixes. A short approximate, filtered, or fused result does not establish exhaustion. ranked_limit still selects a fixed ranked prefix; it does not prove that further ranked candidates do not exist. When a producer reaches an explicit candidate budget, such as a Stage-2 rerank top-K boundary, the stream ends with completion: "candidate_pool_exhausted" and ranked_pool_exhausted: false. Rerank producers declare that boundary only after the requested retrieval depth reaches the configured top-K and the pre-rerank candidate list still contains more rows. A shallow limit below the top-K can continue deepening inside the same rerank budget.

When ranked mode reaches the natural end of an exact producer without a candidate-budget boundary, the terminal page reports completion: "eligible_population_exhausted", ranked_pool_exhausted: true, and collection_exhausted: true. This is the same terminal reason used by complete modes when their full eligible population has been emitted.

When max_results ends a stream before the complete eligible population is emitted, the terminal page reports completion: "max_results_reached" and collection_exhausted: false. eligible_count remains the discovered complete population for id and ranked_then_id, so clients can distinguish a caller ceiling from true collection exhaustion.

Progressive ranked continuation deepens short batches using the prepared query embeddings, including each chunk of a multi-chunk query. A single short batch is not treated as completion. If repeated deeper requests do not increase an approximate vector or hybrid ranked producer's prefix, the stream stops at the stable prefix and reports completion: "candidate_pool_exhausted" with ranked_pool_exhausted: false. Exact BM25 producers and opaque integrations still require proven exhaustion, an explicit candidate-budget signal, or an explicit ceiling. The engine does not impose an arbitrary candidate ceiling: retrieval may deepen to the searchable population. Go and Cypher callers may set MaxCandidateLimit to impose a lower per-request budget. If that budget is reached without proven exhaustion, an explicit candidate-budget signal, repeated approximate-producer non-growth, or the requested max_results, the operation fails with the existing capacity error instead of returning a falsely exhausted page. HNSW establishes exhaustion only when its pre-filter candidate heap covers the live index (excluding deleted entries) and the returned prefix is not truncated. Unavailable embedding or retrieval branches do not prevent an exact, selected BM25 fallback from completing. Replaying a candidate-budgeted request does not increase its budget.

HTTP¶

POST /nornicdb/search
Content-Type: application/json

{
  "database": "nornic",
  "query": "sunset beach",
  "labels": ["Image"],
  "mode": "ranked_then_id",
  "group_by": "asset_id",
  "include_properties": ["title", "description", "asset_id"],
  "exclude_properties": ["raw_payload"],
  "limit": 500,
  "ranked_limit": 5000,
  "n": 50
}

The initial request's property projection is retained by the continuation; pulls cannot broaden it. exclude_properties takes precedence when a key also appears in include_properties.

Pull and discard use the same endpoint:

{ "qid": "opaque-signed-token", "n": 50 }

{ "qid": "opaque-signed-token", "discard": true }

When no continuation fields are supplied, HTTP preserves its legacy array response and exposes a fallback reason, when present, in the X-NornicDB-Search-Fallback-Reason header. A continuation request returns an object containing results, qid, has_more, position, returned, discovered, total, expires_at, search_method, fallback_triggered, fallback_reason, mode, ranked_count, eligible_count, ranked_pool_exhausted, collection_exhausted, and completion.

Native gRPC¶

Set SearchTextRequest.n to start. Send SearchTextResponse.qid in a later request with a new n, or set discard. The additive request fields are qid, n, discard, max_results, mode, group_by, ranked_limit, include_properties, and exclude_properties. The property projection from the start request is retained for every page; exclusion wins over inclusion. SearchHit adds phase, group_key, and repeated passages. Native gRPC uses the same SearchHit message for grouped child passages, so per-hit metadata is preserved on both parent and child results.

Cypher and Bolt drivers¶

Continuation-enabled db.retrieve calls return one page column:

CALL db.retrieve({query: $query, mode: 'ranked', limit: 50, n: 10})
YIELD page RETURN page

Resume after reconnecting with any standard Neo4j driver:

CALL db.retrieve({qid: $qid, n: 10}) YIELD page RETURN page

Ordinary db.retrieve calls without continuation options retain their existing node, score, rrf_score, vector_rank, bm25_rank, search_method, and fallback_triggered columns, plus fallback_reason when the requested search path changed. Bolt's standard numeric qid remains local to a connection and transaction; it is not the opaque durable qid. A continuation START also publishes the opaque token as additive durable_qid metadata on Bolt's RUN SUCCESS message when more results exist.

fallback_reason is a stable diagnostic code, not a provider error string. Current values are query_embedding_failed, query_embedding_unavailable, no_embedder, no_hybrid_results, and hybrid_search_failed. This keeps provider credentials and response bodies out of caller-visible metadata while the corresponding warning log retains the operational error.

Security, consistency, and lifetime¶

Durable continuation is disabled by default. Operators enable it by setting memory.search_cursor_max to a positive process-wide cursor limit, or by setting NORNICDB_SEARCH_CURSOR_MAX. Zero means disabled. memory.search_cursor_ttl (or NORNICDB_SEARCH_CURSOR_TTL) sets the fixed lifetime in milliseconds and defaults to 300000 (five minutes). Ordinary searches without continuation fields are unaffected when the feature is disabled.

Qids are signed, fixed-expiry, process-local tokens. Registry state stores a keyed owner/database digest, not credentials. Pull and discard require the same validated principal and canonical database. A different server instance cannot resume a process-local qid, so multi-instance deployments require affinity.

Ranked streams preserve emitted membership, order, and score metadata while hydrating current node values. Complete id and ranked_then_id populations also bind the graph mutation revision and continuation policy generation; a change invalidates the qid rather than returning an inexact eligible count.

Complete builds fail instead of truncating when scan, member, passage, retained descriptor byte, build-duration, or concurrent-build limits are exceeded. The shared registry additionally enforces global and per-owner active-stream and reported retained-byte limits. Complete streams report their compact descriptor bytes to this admission layer; streams that do not implement byte reporting are still governed by stream-count limits.

Continuation errors have stable protocol mappings:

Wrong-scope qids are deliberately indistinguishable from malformed qids; the server does not reveal whether another owner or database has a matching cursor.

Prometheus exposes nornicdb_search_cursors_active, nornicdb_search_cursor_retained_bytes, and nornicdb_search_cursor_events_total{outcome}. The outcome label is a closed set and structured lifecycle events omit qids, owners, queries, and database identifiers.

Complete builds prefer projected prefix streaming when the storage engine supports it. During materialization the builder only decodes properties needed for eligibility: group_by, filter keys, type, and temporal-constraint fields. Page pulls still hydrate full nodes before returning results. Requests with an AuthorizeNode callback use full-node streaming because the callback may inspect arbitrary properties. Engines without streaming support use AllNodes fallback, whose temporary full node slice is outside retained descriptor admission; operators using a fallback engine must budget for that additional build-time memory.