# Query Execution, Mutations, and Loading ## Query execution (`exec/query.rs`) Pipeline: 1. Parse + typecheck via `omnigraph-compiler`. 2. Lower to IR. 3. If `Expand` or `AntiJoin` is present, build (or fetch from `RuntimeCache`) a `GraphIndex` **scoped to the edge types the query actually traverses** (`referenced_edge_types`, recursing through `AntiJoin` inners) — not every edge type in the catalog. The CSR build full-scans each covered edge dataset, so scoping is what keeps a single-edge join (`$x identifiesPerson $p`) from scanning the whole graph's edge data. The `RuntimeCache` key is each covered edge table's **physical identity** `(table_key, version, table_branch, e_tag)` (not the resolved snapshot id), so a `{Knows}` index and a `{Knows, WorksAt}` index are distinct entries AND a lazy-fork branch whose edge tables physically *are* main's reuses main's built index instead of cold-scanning it. 4. Run `execute_query` against the snapshot. ### Read flow — sequence ```mermaid sequenceDiagram autonumber participant client as Client participant og as Omnigraph::query
(query.rs:7) participant cmp as omnigraph-compiler participant exec as execute_query
(query.rs:347) participant gi as GraphIndex
(RuntimeCache) participant ts as table_store participant lance as Lance scanner client->>og: query(target, source, name, params) og->>og: ensure_schema_state_valid()
resolve target → snapshot og->>cmp: parse + typecheck_query (typecheck.rs:83) cmp-->>og: CheckedQuery og->>cmp: lower_query (lower.rs:11) cmp-->>og: QueryIR (pipeline of IROp) og->>exec: extract_search_mode + dispatch (query.rs:110) exec->>gi: build / fetch GraphIndex
(if Expand or AntiJoin) gi-->>exec: CSR / CSC topology loop for each IROp in pipeline exec->>ts: scan with predicate / SIP ts->>lance: filter · nearest · full_text_search lance-->>ts: Stream of RecordBatch ts-->>exec: RecordBatch stream exec->>exec: factorize · expand · fuse · project end exec-->>og: QueryResult (RecordBatches) og-->>client: serialized result ``` **Code paths:** - Entry: `Omnigraph::query` at `crates/omnigraph/src/exec/query.rs:7` - Search-mode extraction: `extract_search_mode` at `crates/omnigraph/src/exec/query.rs:110` - Pipeline runner: `execute_query` at `crates/omnigraph/src/exec/query.rs:347` - RRF fan-out: `execute_rrf_query` at `crates/omnigraph/src/exec/query.rs:393` - Per-source-row BFS: `execute_expand` at `crates/omnigraph/src/exec/query.rs:675` - Lance scan + pushdown: `execute_node_scan` at `crates/omnigraph/src/exec/query.rs:1027` - Filter → SQL pushdown: `build_lance_filter` at `crates/omnigraph/src/exec/query.rs:1158` ### Multi-modal search modes (`SearchMode`) The executor recognizes three modes that may be combined in a single query: - **`nearest`** — vector ANN (uses Lance vector index; `LIMIT` required). - **`bm25`** — BM25 over an inverted index. - **`rrf`** — Reciprocal Rank Fusion of two rankings, with k (default 60). Hybrid example: `order { rrf(nearest($d.embedding, $q), bm25($d.body, $q_text)) desc } limit 20`. ### Joins / set operations - Joins are implicit: MATCH bindings + traversals are implemented as scans + CSR/CSC lookups. - `not { … }` lowers to an `AntiJoin` over the inner pipeline. ### Scoped reads - `query(target, source, name, params)` — at any branch or snapshot. - `run_query_at(version, …)` — direct historical query at a manifest version. ### Concurrency - Snapshot isolation per query: all reads inside a query use the same `Snapshot`. - Readers and writers on different branches don't block each other. ## Mutation execution (`exec/mutation.rs`) Resolves expression values to literals, converts to typed Arrow arrays (`literal_to_typed_array(lit, DataType, num_rows)`), then writes via Lance's two-phase distributed-write API at end-of-query. Before lowering/execution, one `WriteTxn` captures the target's Lance-native branch identity, exact optional graph head, accepted schema identity/catalog, and base table snapshot; every step in the attempt uses that immutable authority. - `insert` (no `@key`, edges) → accumulate into `MutationStaging.pending` (Append mode); `stage_all` later calls `stage_append` once per touched table. - `insert` (`@key` node) → accumulate into `pending` (Merge mode); `stage_all` later calls `stage_merge_insert` once per touched table. - `update` → scan committed via Lance + pending via DataFusion `MemTable` (read-your-writes), apply assignments, accumulate into `pending` (Merge mode). - `delete` → records a predicate into `MutationStaging.delete_predicates` (count matching committed rows now for `affected_*`); `stage_all` combines a table's predicates into one `stage_delete` (Lance 7.0 `DeleteBuilder::execute_uncommitted`, a deletion-vector transaction) — no inline HEAD advance (MR-A). **D₂ parse-time rule.** A single mutation query is either insert/update-only or delete-only. Mixed → reject before any I/O. The check fires in `enforce_no_mixed_destructive_constructive(&ir)` inside `execute_named_mutation`. Multi-statement mutations are atomic at the publisher commit boundary. Every batch lives in memory until all statements and validation succeed; `stage_all` then prepares one exact transaction per touched table without advancing HEAD. `commit_all` acquires the root-shared schema → branch → sorted-table gates, rechecks for recovery intent, revalidates the complete branch authority, writes the schema-v3 recovery sidecar, and commits the table transactions with zero transparent conflict retries. The guards remain held while `ManifestBatchPublisher` publishes the pre-minted lineage under the same exact native-branch/head and table-version precondition. ### Mutation flow — sequence ```mermaid sequenceDiagram autonumber participant client as Client participant og as Omnigraph::mutate_as
(mutation.rs) participant cmp as omnigraph-compiler participant stg as MutationStaging
(exec/staging.rs) participant ts as table_store participant rec as schema-v3 recovery sidecar participant pub as ManifestBatchPublisher client->>og: mutate_as(branch, source, name, params, actor_id) og->>og: heal/reject recovery intent; open_write_txn og->>cmp: parse + typecheck + lower using txn catalog cmp-->>og: MutationIR og->>og: enforce_no_mixed_destructive_constructive (D₂) loop for each mutation op og->>og: resolve literals + build batch alt insert / update (accumulate) og->>ts: open dataset @ pre-write version (first touch) og->>stg: ensure_path + append_batch (PendingMode) opt update — scan committed + pending og->>ts: scan_with_pending (Lance + DataFusion MemTable union) ts-->>og: matched batches end else delete (record predicate; D₂ keeps separate) og->>ts: count_rows (committed match → affected_*) og->>stg: ensure_path + record_delete (predicate) end end og->>og: validate complete staged change-set against txn base og->>stg: stage_all(db, branch) loop per touched table stg->>ts: stage_append OR stage_merge_insert OR stage_delete (one per table) ts-->>stg: exact staged transaction (no HEAD movement) end stg->>stg: acquire schema → branch → sorted-table gates stg->>og: recheck recovery barrier + revalidate complete WriteTxn alt authority changed before effects stg-->>og: ReadSetChanged alt insert-only mutation og->>og: discard complete attempt; bounded full reprepare else Update/Delete og-->>client: ReadSetChanged (409) end else authority unchanged stg->>rec: persist fixed lineage + exact transaction identities loop per touched table stg->>ts: commit_staged (zero transparent retries) ts-->>stg: confirm achieved transaction + table update end stg-->>og: updates + expected versions + sidecar + held gates og->>pub: publish exact graph-head/table precondition alt publish succeeds pub-->>og: new manifest version og->>rec: delete sidecar og-->>client: MutationResult else any error after an effect pub-->>og: error og-->>client: RecoveryRequired (sidecar remains authoritative) end end ``` **Code paths:** - Entry: `Omnigraph::mutate_as` at `crates/omnigraph/src/exec/mutation.rs` - Per-mutation orchestration: `mutate_with_current_actor` at `crates/omnigraph/src/exec/mutation.rs` - D₂ check: `enforce_no_mixed_destructive_constructive` (in the same file) - Per-op execution: `execute_insert`, `execute_update`, `execute_delete_node`, `execute_delete_edge` - Pending-aware reads: `TableStore::scan_with_pending` / `count_rows_with_pending` at `crates/omnigraph/src/table_store.rs` - Edge cardinality with pending: `validate_edge_cardinality_with_pending` at `crates/omnigraph/src/exec/mutation.rs` - Per-query accumulator and protocol adapter: `crates/omnigraph/src/exec/staging.rs` (`MutationStaging::stage_all`, `StagedMutation::commit_all`) - End-of-query Lance operations: `TableStore::stage_append`, `stage_merge_insert`, `stage_delete`, `commit_staged` at `crates/omnigraph/src/table_store.rs` - Manifest commit primitive: `commit_updates_on_branch_with_expected` at `crates/omnigraph/src/db/omnigraph/table_ops.rs` (exact native-branch/head precondition plus expected table versions) Atomicity guarantee for multi-statement mutations: a mid-query failure leaves Lance HEAD untouched because no effect occurs during statement execution or staging. A pre-effect authority mismatch discards the complete attempt: insert-only mutations fully reprepare with a bounded retry, while Update/Delete returns typed `ReadSetChanged`. Once any `commit_staged` effect is durable, the attempt either makes every update visible together or returns `RecoveryRequired` with the fixed sidecar left for recovery; the engine never treats that post-effect error as an ordinary rebase. See [docs/dev/invariants.md](invariants.md) and [docs/dev/writes.md](writes.md). ## Bulk loader (`loader/mod.rs`) - **JSONL only** in v1, with two record shapes: - Node: `{"type":"NodeType", "data":{…}}` - Edge: `{"edge":"EdgeType", "from":"src_id", "to":"dst_id", "data":{…}}` - Lines starting with `//` are treated as comments. - Schema validation on every row (typecheck, required props, blob base64 decoding). - Edge endpoint resolution by node `@key`. ## Load modes (`LoadMode`) | Mode | Semantics | Path (post-MR-794) | |---|---|---| | `Overwrite` | Replace all data in the target tables on the branch | Same accumulator; one staged Lance `Operation::Overwrite` transaction per touched table. A pre-effect authority change is strict `ReadSetChanged`; no automatic replay. | | `Append` | Strict insert; duplicates error | One `stage_append` transaction per touched table. A pre-effect authority change discards the whole parsed/validated attempt and fully reprepares with a bounded retry. | | `Merge` | Upsert by `id` (`merge_insert`) | One `stage_merge_insert` transaction per touched table (deduped by `id`, last-write-wins). The same bounded full-reprepare rule as Append applies before effects. | All three modes then use the same schema → branch → sorted-table gate, v3 recovery, zero-retry table commit, and exact publisher-precondition path as mutation. A parse, RI, cardinality, or validation failure leaves Lance HEAD untouched. After any table effect, any later error is `RecoveryRequired`. Load, mutation, and schema apply build no physical indexes inline; explicit `ensure_indices`/`optimize` reconciliation materializes declared intent later. ## `load` and the deprecated `ingest` shims - `load_as(branch, base, data, mode, actor)` — the unified entry (single publisher commit per call). `base: Some(b)` forks a missing `branch` from `b` first (via `branch_create_from_as`, which enforces `BranchCreate`); `base: None` requires the branch to exist — staging fails on an unknown branch, so a typo'd name can never create one. - `load(branch, data, mode)` — convenience wrapper with `base: None` and no actor. - Returns `LoadResult { branch, base_branch, branch_created, nodes_loaded, edges_loaded }`. - `ingest{,_as,_file,_file_as}` are `#[deprecated]` shims over `load_as` preserving the historical contract (`from: None` forks from `main`; returns `IngestResult`); they are slated for removal. The CLI `ingest` command is a deprecated alias of `load --from `. ## Embeddings during load The loader does **not** embed `@embed` properties at load time. `@embed` is a catalog annotation consumed by query typecheck/lint; vectors are supplied directly in the load data, or pre-filled by the offline `omnigraph embed` pipeline. Query-time `nearest($v, "string")` auto-embeds the query string via the provider-independent embedding client. See [embeddings.md](../user/search/embeddings.md). (Ingest-time `@embed` execution is a planned RFC-012 phase.)