omnigraph/docs/dev/execution.md

# 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<br/>(query.rs:7)
    participant cmp as omnigraph-compiler
    participant exec as execute_query<br/>(query.rs:347)
    participant gi as GraphIndex<br/>(RuntimeCache)
    participant ts as table_store
    participant lance as Lance scanner

    client->>og: query(target, source, name, params)
    og->>og: ensure_schema_state_valid()<br/>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<br/>(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<br/>(mutation.rs)
    participant cmp as omnigraph-compiler
    participant stg as MutationStaging<br/>(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<SubTableUpdate>, 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 | Same accumulator; one `stage_overwrite` + `commit_staged` per touched table at end-of-load (a staged Lance `Operation::Overwrite` transaction — HEAD does not advance until commit; MR-793 Phase 2); publisher CAS. |
| `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 all three modes, 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`.

## `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 <base>`.

## 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.)