# 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`. 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: - `insert` (no `@key`, edges) → accumulate into `MutationStaging.pending` (Append mode); finalize calls `stage_append` once per touched table. - `insert` (`@key` node) → accumulate into `pending` (Merge mode); finalize 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` → still inline-commits via `delete_where` (Lance v6.0.1 has no public two-phase delete; `DeleteBuilder::execute_uncommitted` first ships in v7.0.0-beta.10 — tracked as MR-A in [docs/dev/lance.md](lance.md)); recorded into `MutationStaging.inline_committed`. **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 insert/update batch lives in memory until end-of-query, then exactly one `stage_*` + `commit_staged` runs per touched table, then `ManifestBatchPublisher::publish` commits the manifest atomically with per-table `expected_table_versions` CAS. ### 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 lance as Lance dataset participant pub as ManifestBatchPublisher client->>og: mutate_as(branch, source, name, params, actor_id) og->>cmp: parse + typecheck + lower_mutation_query 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 (inline-commit, D₂ keeps separate) og->>ts: delete_where (advances Lance HEAD) og->>stg: record_inline (SubTableUpdate) end end og->>stg: finalize(db, branch) loop per pending table stg->>ts: stage_append OR stage_merge_insert (one per table) ts-->>stg: StagedWrite (transaction + fragments) stg->>ts: commit_staged (advances Lance HEAD) ts-->>stg: new Dataset end stg-->>og: (updates: Vec, expected_versions) og->>pub: commit_updates_on_branch_with_expected pub->>pub: publisher CAS (cross-table OCC on __manifest) pub-->>og: new manifest version og-->>client: MutationResult ``` **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: `crates/omnigraph/src/exec/staging.rs` (`MutationStaging`, `PendingTable`, `PendingMode`, `finalize`) - End-of-query Lance commit: `TableStore::stage_append`, `stage_merge_insert`, `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` Atomicity guarantee for multi-statement mutations: a mid-query failure leaves Lance HEAD untouched on staged tables (no inline commit happened during op execution), so the next mutation proceeds normally with no `ExpectedVersionMismatch`. The publisher CAS at the very end either succeeds (manifest advances atomically across all touched sub-tables) or fails with a typed `ManifestConflictDetails::ExpectedVersionMismatch` (no partial publish). 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 | Inline-commit per type, then publisher CAS at end-of-load. Truncate-then-append doesn't fit the staged shape; documented residual. | | `Append` | Strict insert; duplicates error | In-memory `MutationStaging` accumulator; one `stage_append` + `commit_staged` per touched table at end-of-load; publisher CAS. | | `Merge` | Upsert by `id` (`merge_insert`) | Same accumulator; one `stage_merge_insert` per touched table at end-of-load (Merge mode dedupes by `id`, last-write-wins); publisher CAS. | For Append/Merge, a mid-load failure (RI / cardinality violation, validation error) leaves Lance HEAD untouched on the staged tables — the next load on the same tables proceeds normally with no `ExpectedVersionMismatch`. For Overwrite, a mid-load failure can still leave Lance HEAD on a partially-truncated table; the next overwrite replaces it. ## `load` vs `ingest` - `load(branch, data, mode)` — direct load to a branch (single publisher commit per call). - `ingest(branch, from, data, mode)` — branch-creating wrapper: if `branch` doesn't exist, fork it from `from` (default `main`) via `branch_create_from`, then call `load(branch, data, mode)`. - Returns `IngestResult { branch, base_branch, branch_created, mode, tables[] }`. - `ingest_as(actor_id)` records the actor on the resulting commit. ## Embeddings during load If a node type has `@embed` properties, the loader calls the engine embedding client (Gemini, RETRIEVAL_DOCUMENT) per row to populate the vector column. See [embeddings.md](../user/embeddings.md).