plan: cycle 0003 deterministic single-source sim loop
Three tasks, each leaving the workspace green: 1. Sub 2-input difference node in aura-std (+ test). 2. Sim in aura-engine: Edge/Target/BootstrapError + bootstrap (schema-sizing, edge kind-check, Kahn topo-sort, cycle/bad-index/kind-mismatch rejection) + the forwarding run loop (disjoint &mut-self destructure, no per-cycle alloc), with 5 tests (chain, fan-out/join + determinism, cycle, kind-mismatch, bad-index). aura-engine gains a test-only dev-dependency on aura-std. 3. Workspace gate: build / test (26) / clippy -D warnings / purity grep. Orchestrator decisions baked in: observe captured at eval-time (no output column); Sim stores only fields run reads (no write-only cycle_id/source_kind that would trip `field never read`); the sim.rs doc avoids the literal Rc/RefCell tokens so the purity grep does not self-match.
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# Deterministic Single-Source Sim Loop — Implementation Plan
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> **Parent spec:** `docs/specs/0003-deterministic-sim-loop.md`
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>
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> **For agentic workers:** REQUIRED SUB-SKILL: use the `implement` skill to run
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> this plan. Steps use `- [ ]` checkboxes for tracking.
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**Goal:** Make a wired DAG of nodes run deterministically: ship `aura-engine`'s
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`Sim` (bootstrap + run loop) and a 2-input `Sub` node in `aura-std`, proven on a
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fan-out+join graph.
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**Architecture:** `Sub` lands first (self-contained, depends only on aura-core).
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Then `Sim` in aura-engine, whose integration test uses both `Sma` (0002) and
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`Sub`, so aura-engine gains a test-only dev-dependency on aura-std. Each node owns
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its input columns (0002 shape); the loop forwards producer outputs into consumer
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input columns; bootstrap sizes columns from schemas, kind-checks every edge, and
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rejects cycles (Kahn).
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**Tech Stack:** aura-core (Node/Ctx/AnyColumn/Scalar), aura-std (nodes), aura-engine
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(the Sim runtime), Rust 2024, `cargo build/test/clippy --workspace`.
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**Design decisions baked into this plan (orchestrator, from spec + recon):**
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- The observed node's per-cycle output is captured **at eval time inside the loop**
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(the observed node has no outgoing edge), not by reading an output column.
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- `Sim` stores **only** fields `run` reads (`nodes, topo, out_edges,
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source_targets, observe`). No `cycle_id`/`source_kind` field: both would be
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write-only and trip `field is never read` under `-D warnings`. The C4 cycle
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clock in 0003 is the record iteration itself; the explicit counter arrives in
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0004 with freshness (its first reader). `source_kind` is a bootstrap param only.
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- `BootstrapError::KindMismatch { producer, consumer }` carries just the two kinds
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(no synthetic edge), covering both edge and source-target mismatches.
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---
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**Files this plan creates or modifies:**
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- Create: `crates/aura-std/src/sub.rs` — `Sub` 2-input f64-difference node + tests.
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- Modify: `crates/aura-std/src/lib.rs:18-19` — add `mod sub; pub use sub::Sub;`.
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- Create: `crates/aura-engine/src/sim.rs` — `Sim`, `Edge`, `Target`, `BootstrapError` + tests.
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- Modify: `crates/aura-engine/src/lib.rs` — replace the doc stub; add `mod sim;` + `pub use`.
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- Modify: `crates/aura-engine/Cargo.toml` — add `[dev-dependencies] aura-std`.
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---
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### Task 1: `Sub` — the 2-input worked node
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**Files:**
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- Create: `crates/aura-std/src/sub.rs`
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- Modify: `crates/aura-std/src/lib.rs`
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- [ ] **Step 1: Create `crates/aura-std/src/sub.rs`**
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```rust
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//! `Sub` — two-input f64 difference (input 0 minus input 1), e.g. a fast/slow
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//! spread. The walking skeleton's second worked node: it gives the sim loop a
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//! real fan-out + join to run (two SMAs joining into one node), exercising
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//! multi-input `Ctx` access inside a running graph.
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use aura_core::{Ctx, InputSpec, Node, NodeSchema, Scalar, ScalarKind};
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/// Two-input f64 difference: input 0 minus input 1. Emits `None` until both
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/// inputs have a value.
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#[derive(Default)]
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pub struct Sub;
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impl Sub {
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/// Build a `Sub` node.
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pub fn new() -> Self {
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Self
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}
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}
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impl Node for Sub {
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fn schema(&self) -> NodeSchema {
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NodeSchema {
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inputs: vec![
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InputSpec { kind: ScalarKind::F64, lookback: 1 },
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InputSpec { kind: ScalarKind::F64, lookback: 1 },
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],
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output: ScalarKind::F64,
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}
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}
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fn eval(&mut self, ctx: Ctx<'_>) -> Option<Scalar> {
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let a = ctx.f64_in(0);
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let b = ctx.f64_in(1);
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if a.is_empty() || b.is_empty() {
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return None;
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}
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Some(Scalar::F64(a[0] - b[0]))
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}
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}
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#[cfg(test)]
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mod tests {
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use super::*;
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use aura_core::AnyColumn;
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#[test]
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fn sub_is_difference_once_both_inputs_present() {
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let mut sub = Sub::new();
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let mut inputs = vec![
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AnyColumn::with_capacity(ScalarKind::F64, 1),
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AnyColumn::with_capacity(ScalarKind::F64, 1),
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];
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// only input 0 present -> None
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inputs[0].push(Scalar::F64(10.0)).unwrap();
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assert_eq!(sub.eval(Ctx::new(&inputs)), None);
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// both present -> a - b
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inputs[1].push(Scalar::F64(4.0)).unwrap();
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assert_eq!(sub.eval(Ctx::new(&inputs)), Some(Scalar::F64(6.0)));
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}
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}
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```
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- [ ] **Step 2: Wire `sub` into `aura-std/src/lib.rs`**
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In `crates/aura-std/src/lib.rs`, replace:
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```rust
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mod sma;
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pub use sma::Sma;
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```
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with:
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```rust
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mod sma;
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mod sub;
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pub use sma::Sma;
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pub use sub::Sub;
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```
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- [ ] **Step 3: Verify the Sub test passes**
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Run: `cargo test -p aura-std sub_is_difference_once_both_inputs_present`
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Expected: PASS (`test result: ok. 1 passed`).
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- [ ] **Step 4: Verify the crate still builds clean**
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Run: `cargo test -p aura-std`
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Expected: PASS — 3 tests (2 SMA from cycle 0002 + 1 Sub).
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---
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### Task 2: `Sim` — the deterministic run loop
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**Files:**
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- Modify: `crates/aura-engine/Cargo.toml`
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- Create: `crates/aura-engine/src/sim.rs`
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- Modify: `crates/aura-engine/src/lib.rs`
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- [ ] **Step 1: Add the test-only dependency on aura-std**
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In `crates/aura-engine/Cargo.toml`, after the existing `[dependencies]` block
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(which contains `aura-core = { path = "../aura-core" }` and two comment lines),
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append:
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```toml
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[dev-dependencies]
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aura-std = { path = "../aura-std" }
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```
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- [ ] **Step 2: Create `crates/aura-engine/src/sim.rs`**
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```rust
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//! The deterministic single-source sim loop. A `Sim` is a bootstrapped, frozen
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//! root graph — a flat node array plus an index edge table, topologically ordered
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//! — driven cycle by cycle by one source. It is the flat, monomorphized sharpening
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//! of RustAst's reference-counted, interior-mutable observer push graph: no
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//! reference counting, no interior mutability, no per-cycle allocation (C1/C7).
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//! Each node owns its input
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//! columns (the cycle-0002 shape), so `Ctx` is unchanged; a producer's `eval`
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//! output is forwarded into its consumers' input columns, and a `None` forwards
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//! nothing (the structural seed of sample-and-hold, realized with freshness in a
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//! later cycle).
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use aura_core::{AnyColumn, Ctx, Node, Scalar, ScalarKind, Timestamp};
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/// A producer-output -> consumer-input-slot forwarding edge.
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#[derive(Clone, Copy, Debug, PartialEq, Eq)]
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pub struct Edge {
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pub from: usize,
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pub to: usize,
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pub slot: usize,
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}
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/// An input slot the source value is forwarded into each cycle.
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#[derive(Clone, Copy, Debug, PartialEq, Eq)]
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pub struct Target {
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pub node: usize,
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pub slot: usize,
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}
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/// A wiring fault caught once, at bootstrap — C7's "type check paid at wiring"
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/// generalized to the whole topology.
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#[derive(Debug, PartialEq, Eq)]
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pub enum BootstrapError {
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/// An edge or source-target connects mismatched scalar kinds.
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KindMismatch { producer: ScalarKind, consumer: ScalarKind },
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/// A node or slot index in an edge or target (or the observe index) is out of range.
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BadIndex,
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/// The wiring contains a directed cycle (only an explicit delay node may close
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/// a loop; that node does not exist yet).
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Cycle,
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}
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struct NodeBox {
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node: Box<dyn Node>,
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inputs: Vec<AnyColumn>,
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}
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/// A bootstrapped, frozen root graph instance plus its deterministic run loop.
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pub struct Sim {
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nodes: Vec<NodeBox>,
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topo: Vec<usize>,
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out_edges: Vec<Vec<Edge>>,
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source_targets: Vec<Target>,
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observe: usize,
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}
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impl Sim {
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/// Bind nodes + wiring into a frozen, runnable graph. Sizes each node's input
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/// columns from its `schema`, kind-checks every edge and source target, and
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/// topologically orders the nodes (Kahn), rejecting any directed cycle.
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pub fn bootstrap(
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nodes: Vec<Box<dyn Node>>,
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source_targets: Vec<Target>,
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edges: Vec<Edge>,
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source_kind: ScalarKind,
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observe: usize,
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) -> Result<Sim, BootstrapError> {
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let n = nodes.len();
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if observe >= n {
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return Err(BootstrapError::BadIndex);
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}
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let schemas: Vec<_> = nodes.iter().map(|nd| nd.schema()).collect();
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// size each node's own input columns from its schema
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let mut boxes: Vec<NodeBox> = Vec::with_capacity(n);
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for (nd, schema) in nodes.into_iter().zip(schemas.iter()) {
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let inputs: Vec<AnyColumn> = schema
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.inputs
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.iter()
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.map(|spec| AnyColumn::with_capacity(spec.kind, spec.lookback))
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.collect();
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boxes.push(NodeBox { node: nd, inputs });
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}
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// source targets: the source value must match each target slot's kind
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for t in &source_targets {
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let s = schemas.get(t.node).ok_or(BootstrapError::BadIndex)?;
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let slot = s.inputs.get(t.slot).ok_or(BootstrapError::BadIndex)?;
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if slot.kind != source_kind {
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return Err(BootstrapError::KindMismatch {
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producer: source_kind,
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consumer: slot.kind,
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});
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}
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}
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// edges: indices in range, producer output kind == consumer slot kind
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let mut out_edges: Vec<Vec<Edge>> = vec![Vec::new(); n];
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for &e in &edges {
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let from = schemas.get(e.from).ok_or(BootstrapError::BadIndex)?;
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let to = schemas.get(e.to).ok_or(BootstrapError::BadIndex)?;
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let slot = to.inputs.get(e.slot).ok_or(BootstrapError::BadIndex)?;
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if from.output != slot.kind {
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return Err(BootstrapError::KindMismatch {
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producer: from.output,
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consumer: slot.kind,
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});
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}
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out_edges[e.from].push(e);
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}
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// Kahn topological sort; a leftover node means a cycle
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let mut indeg = vec![0usize; n];
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for &e in &edges {
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indeg[e.to] += 1;
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}
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let mut queue: Vec<usize> = (0..n).filter(|&i| indeg[i] == 0).collect();
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let mut topo: Vec<usize> = Vec::with_capacity(n);
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let mut head = 0;
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while head < queue.len() {
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let u = queue[head];
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head += 1;
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topo.push(u);
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for e in &out_edges[u] {
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indeg[e.to] -= 1;
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if indeg[e.to] == 0 {
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queue.push(e.to);
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}
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}
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}
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if topo.len() != n {
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return Err(BootstrapError::Cycle);
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}
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Ok(Sim {
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nodes: boxes,
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topo,
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out_edges,
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source_targets,
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observe,
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})
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}
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/// Drive the records in timestamp order; returns the observed node's per-cycle
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/// output. Allocates nothing on the per-cycle eval/forward path.
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pub fn run(
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&mut self,
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records: impl Iterator<Item = (Timestamp, Scalar)>,
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) -> Vec<Option<Scalar>> {
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// disjoint field borrows so the topo walk can read `topo`/`out_edges`
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// while mutating `nodes`
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let Sim { nodes, topo, out_edges, source_targets, observe } = self;
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let observe = *observe;
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let mut out = Vec::new();
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for (_ts, value) in records {
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// forward the source value into its target input slots
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for t in source_targets.iter() {
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nodes[t.node].inputs[t.slot]
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.push(value)
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.expect("source kind checked at wiring");
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}
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// evaluate in topological order; capture the observed output; forward
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let mut observed = None;
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for &nidx in topo.iter() {
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let result = {
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let nb = &mut nodes[nidx];
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nb.node.eval(Ctx::new(&nb.inputs))
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};
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if nidx == observe {
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observed = result;
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}
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if let Some(v) = result {
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for e in out_edges[nidx].iter() {
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nodes[e.to].inputs[e.slot]
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.push(v)
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.expect("edge kind checked at wiring");
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}
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}
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}
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out.push(observed);
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}
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out
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}
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}
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#[cfg(test)]
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mod tests {
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use super::*;
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use aura_std::{Sma, Sub};
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fn f64_records(prices: &[f64]) -> impl Iterator<Item = (Timestamp, Scalar)> + '_ {
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prices
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.iter()
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.enumerate()
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.map(|(i, &p)| (Timestamp(i as i64), Scalar::F64(p)))
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}
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#[test]
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fn chain_source_sma_runs() {
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// node 0 = SMA(3); source -> SMA(3).in0; observe node 0
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let nodes: Vec<Box<dyn Node>> = vec![Box::new(Sma::new(3))];
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let mut sim = Sim::bootstrap(
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nodes,
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vec![Target { node: 0, slot: 0 }],
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vec![],
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ScalarKind::F64,
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0,
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)
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.expect("valid");
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let out = sim.run(f64_records(&[1.0, 2.0, 3.0, 4.0, 5.0]));
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assert_eq!(
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out,
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vec![
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None,
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None,
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Some(Scalar::F64(2.0)),
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Some(Scalar::F64(3.0)),
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Some(Scalar::F64(4.0)),
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]
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);
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}
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#[test]
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fn fan_out_join_dag_runs_deterministically() {
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// 0 = SMA(2), 1 = SMA(4), 2 = Sub; source fans into both SMAs; SMAs join into Sub
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let build = || -> Sim {
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let nodes: Vec<Box<dyn Node>> =
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vec![Box::new(Sma::new(2)), Box::new(Sma::new(4)), Box::new(Sub::new())];
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Sim::bootstrap(
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nodes,
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vec![Target { node: 0, slot: 0 }, Target { node: 1, slot: 0 }],
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vec![Edge { from: 0, to: 2, slot: 0 }, Edge { from: 1, to: 2, slot: 1 }],
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ScalarKind::F64,
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2,
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)
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.expect("valid DAG")
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};
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let prices = [10.0_f64, 12.0, 14.0, 16.0, 18.0, 20.0];
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let mut sim = build();
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let out = sim.run(f64_records(&prices));
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// Sub fires only once SMA(4) is warm (cycle index 3): 15-13, 17-15, 19-17 -> 2.
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assert_eq!(
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out,
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vec![
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None,
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None,
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None,
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Some(Scalar::F64(2.0)),
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Some(Scalar::F64(2.0)),
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Some(Scalar::F64(2.0)),
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]
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);
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// determinism (C1): a second identical run is bit-identical
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let mut sim2 = build();
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let out2 = sim2.run(f64_records(&prices));
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assert_eq!(out, out2);
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}
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#[test]
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fn bootstrap_rejects_a_cycle() {
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// two SMA(1) nodes wired a -> b -> a
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let nodes: Vec<Box<dyn Node>> = vec![Box::new(Sma::new(1)), Box::new(Sma::new(1))];
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let err = Sim::bootstrap(
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nodes,
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vec![],
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vec![Edge { from: 0, to: 1, slot: 0 }, Edge { from: 1, to: 0, slot: 0 }],
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ScalarKind::F64,
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0,
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)
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.unwrap_err();
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assert_eq!(err, BootstrapError::Cycle);
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}
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#[test]
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fn bootstrap_rejects_a_kind_mismatch() {
|
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// SMA(1) declares an f64 input; feeding an i64 source mismatches
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let nodes: Vec<Box<dyn Node>> = vec![Box::new(Sma::new(1))];
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let err = Sim::bootstrap(
|
||||
nodes,
|
||||
vec![Target { node: 0, slot: 0 }],
|
||||
vec![],
|
||||
ScalarKind::I64,
|
||||
0,
|
||||
)
|
||||
.unwrap_err();
|
||||
assert_eq!(
|
||||
err,
|
||||
BootstrapError::KindMismatch { producer: ScalarKind::I64, consumer: ScalarKind::F64 }
|
||||
);
|
||||
}
|
||||
|
||||
#[test]
|
||||
fn bootstrap_rejects_a_bad_index() {
|
||||
// observe node 5 does not exist
|
||||
let nodes: Vec<Box<dyn Node>> = vec![Box::new(Sma::new(1))];
|
||||
let err = Sim::bootstrap(
|
||||
nodes,
|
||||
vec![Target { node: 0, slot: 0 }],
|
||||
vec![],
|
||||
ScalarKind::F64,
|
||||
5,
|
||||
)
|
||||
.unwrap_err();
|
||||
assert_eq!(err, BootstrapError::BadIndex);
|
||||
}
|
||||
}
|
||||
```
|
||||
|
||||
- [ ] **Step 3: Replace `crates/aura-engine/src/lib.rs`**
|
||||
|
||||
Replace the entire current file content (a doc-only stub) with:
|
||||
|
||||
```rust
|
||||
//! `aura-engine` — the headless, UI-agnostic reactive SoA engine.
|
||||
//!
|
||||
//! Delivered in cycle 0003 — the deterministic single-source sim loop:
|
||||
//!
|
||||
//! - [`Sim`] — a bootstrapped, frozen root graph (a flat node array + an index
|
||||
//! edge table, topologically ordered) and its deterministic `run` loop: one
|
||||
//! source driven through a wired DAG of nodes, cycle by cycle, each output
|
||||
//! forwarded into its consumers' input columns (C1/C4/C7/C8/C9).
|
||||
//! - [`Edge`] / [`Target`] — producer->consumer and source->consumer wiring.
|
||||
//! - [`BootstrapError`] — wiring faults caught once, at bootstrap (kind
|
||||
//! mismatch, bad index, directed cycle).
|
||||
//!
|
||||
//! Still to come (subsequent cycles): freshness-gated recompute / sample-and-hold
|
||||
//! (C5), the ingestion boundary (k-way merge of timestamped sources, C3), the
|
||||
//! broker-independent position-event output and downstream broker nodes (C10),
|
||||
//! and the atomic sim unit `(topology + params + data-window + seed) -> metrics`
|
||||
//! that the sweep / optimize / walk-forward / Monte-Carlo axes orchestrate.
|
||||
//!
|
||||
//! Visualization is never here: it is a downstream consumer node on the streams.
|
||||
|
||||
mod sim;
|
||||
|
||||
pub use sim::{BootstrapError, Edge, Sim, Target};
|
||||
```
|
||||
|
||||
- [ ] **Step 4: Verify the engine builds and its tests pass**
|
||||
|
||||
Run: `cargo test -p aura-engine`
|
||||
Expected: PASS — 5 tests (`chain_source_sma_runs`,
|
||||
`fan_out_join_dag_runs_deterministically`, `bootstrap_rejects_a_cycle`,
|
||||
`bootstrap_rejects_a_kind_mismatch`, `bootstrap_rejects_a_bad_index`).
|
||||
|
||||
---
|
||||
|
||||
### Task 3: Workspace gate
|
||||
|
||||
**Files:** none (verification only).
|
||||
|
||||
- [ ] **Step 1: Full workspace build**
|
||||
|
||||
Run: `cargo build --workspace`
|
||||
Expected: `Finished` — 0 errors, 0 warnings.
|
||||
|
||||
- [ ] **Step 2: Full workspace test**
|
||||
|
||||
Run: `cargo test --workspace`
|
||||
Expected: PASS — 26 tests total, 0 failed: aura-core 18, aura-std 3 (2 SMA + 1
|
||||
Sub), aura-engine 5, aura-cli 0. No doctests (the doc comments use intra-doc
|
||||
links, no executable code fences).
|
||||
|
||||
- [ ] **Step 3: Clippy, warnings-as-errors**
|
||||
|
||||
Run: `cargo clippy --workspace --all-targets -- -D warnings`
|
||||
Expected: `Finished` — no warnings.
|
||||
|
||||
- [ ] **Step 4: Surface-purity grep**
|
||||
|
||||
Run: `grep -rnE 'RefCell|Rc<|dyn Any' crates/*/src`
|
||||
Expected: no matches (exit code 1, no output). `Box<dyn Node>` is the intended
|
||||
node object (set at bootstrap, dispatched by vtable), not a `dyn Any` payload, and
|
||||
does not match the pattern.
|
||||
Reference in New Issue
Block a user