quantum_fabric_tensor_engine (opt-in): the gate's sixteen products per pair as exact limb convolutions in one bf16 matrix multiply per tile of 512 pairs, accumulated in fp32, on a tensor processor's matrix engine. Each 32-bit value is four 8-bit limbs (bf16 holds each exactly), every limb product is at most 2^16 and every coefficient a sum of at most four, so fp32 holds every partial sum exactly in any order: the argument holds for any engine that multiplies bf16 and accumulates in fp32. The host checks every coefficient is an integer below 2^24, assembles the products in 64 bits and applies the fixed-point arithmetic, as the neural-processor member's host does. The probe uses its own weight layout, sixteen independent pairs a multiply. The kernel (tensor_engine_helper.py) runs as a long-lived helper under the Python WAI_QUANTUM_TENSOR_ENGINE_PYTHON names; today its target is the kernel toolchain's simulator (Apache-2.0), so every certificate's provenance is simulator:<versions>. Four mutants: the three host constants, and Radix9, nine-bit limbs the engine's bf16 inputs cannot hold, which the engine gets wrong. Measured on the simulator: tensor_engine_member 9/9 in 340 s (66020 probe pairs, all four pinned certificates, circuits to 20 qubits, 4 of 4 mutants killed). Workflow: the simulator on the container runner, and the absent case on linux-arm64, where the HIP and npu-cores absent legs move too. Co-Authored-By: Claude Opus 5.5 <[email protected]>
414 lines
20 KiB
Rust
414 lines
20 KiB
Rust
//! The fabric's tensor-engine member (a tensor processor's matrix engine) on
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//! the machine that runs this.
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//!
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//! The machine declares the devices it must have in `WAI_QUANTUM_TENSOR_ENGINE_EXPECT`:
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//! their keys, comma-separated and sorted, or `none`. Every test that needs a
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//! member fails unless the devices found are exactly the declared ones, so a
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//! machine whose GPU or driver went missing, or a run that declared nothing,
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//! fails instead of passing over no member. Each test prints what it
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//! established and, when `WAI_QUANTUM_TENSOR_ENGINE_REPORT` names a file, appends the
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//! same lines to it, which a CI step can count per device.
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//!
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//! ```text
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//! WAI_QUANTUM_TENSOR_ENGINE_EXPECT=tensor-engine-simulator \
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//! WAI_QUANTUM_TENSOR_ENGINE_PYTHON=<the kernel toolchain's python> \
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//! cargo test --release --features quantum_fabric_tensor_engine --test tensor_engine_member -- --test-threads=1
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//! ```
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#![cfg(not(target_arch = "wasm32"))]
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use std::io::Write;
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use std::sync::OnceLock;
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use wai_quantum::ed25519_dalek::SigningKey;
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use wai_quantum::quantum::{BaseGate, Circuit, Gate, Gateset, MAX_QUBITS, QuantumError};
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use wai_quantum::quantum_fabric::lanes::{self, GateWords, Lane};
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use wai_quantum::quantum_fabric::plan::{Program, Step};
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use wai_quantum::quantum_fabric::{
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Corpus, CpuReference, FABRIC_DEFAULT, Fabric, FabricClass, FabricReceipt, MemberError, Parity, Presence, REFERENCE, apply_kernel, detect_local, place, ready,
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};
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use wai_quantum::quantum_fabric::tensor_engine::{Variant, implementation_id_of};
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use wai_quantum::quantum_fabric_tensor_engine::{Discovery, TensorEngineError, TensorEngineMember, discover};
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/// The CPU's corpus digests: random-v1 (seed 7, 200 cases) and fabric-v1
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/// (seed 7, 200 + 24 cases), per gateset. A bit-exact member reproduces them.
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const PINS: [(Gateset, &str, &str); 2] = [
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(Gateset::V1, "d18454c639acfd9c7b66450f4ded1aac4ab46cc10a7bedbcf4958a96e204fb36", "41c726a0ac80f7defef92e15ecf893bdb7a3076b5e7f670fa0b7142e5c033df7"),
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(Gateset::V2, "3dbde276c1095bf827faec71d5980e050f8a55a5ba7d97cd3bbdaec3f43a13b2", "9a84b55af68f1a8b07390b234cf562dd8d85cef3185a697ab85690c8790a7809"),
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];
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const RANDOM_V1: Corpus = Corpus::Random { seed: 7, cases: 200 };
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static DISCOVERY: OnceLock<Discovery> = OnceLock::new();
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fn discovery() -> &'static Discovery {
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DISCOVERY.get_or_init(discover)
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}
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/// Prints `line` and appends it to the file `WAI_QUANTUM_TENSOR_ENGINE_REPORT` names.
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fn report(line: &str) {
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println!("{line}");
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if let Some(path) = std::env::var_os("WAI_QUANTUM_TENSOR_ENGINE_REPORT") {
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let mut f = std::fs::OpenOptions::new().create(true).append(true).open(&path).expect("the report file opens");
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writeln!(f, "{line}").expect("the report line is written");
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}
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}
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/// The declared device set, as written, if it is exactly what was found;
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/// otherwise why not, with what was found and refused and how to declare it.
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fn declared(d: &Discovery) -> Result<String, String> {
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let mut found: Vec<&str> = d.found.iter().map(|m| m.key()).collect();
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found.sort_unstable();
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let found_list = if found.is_empty() { "none".to_string() } else { found.join(",") };
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let refused: Vec<String> = d.refused.iter().map(|(k, e)| format!("{k}: {e}")).collect();
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let refused_list = if refused.is_empty() { "none".to_string() } else { refused.join("; ") };
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let unavailable = d.unavailable.as_deref().unwrap_or("no");
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let how = format!("found: {found_list}; refused: {refused_list}; unavailable: {unavailable}. Declare the devices this machine must have: WAI_QUANTUM_TENSOR_ENGINE_EXPECT={found_list}");
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let expect = match std::env::var("WAI_QUANTUM_TENSOR_ENGINE_EXPECT") {
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Ok(v) if !v.is_empty() => v,
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_ => return Err(format!("WAI_QUANTUM_TENSOR_ENGINE_EXPECT is not set. {how}")),
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};
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let keys: Vec<&str> = if expect == "none" { Vec::new() } else { expect.split(',').collect() };
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let well_formed = keys.windows(2).all(|w| w[0] <= w[1]) && keys.iter().all(|k| !k.is_empty() && *k != "none" && k.trim() == *k);
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if !well_formed {
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return Err(format!("WAI_QUANTUM_TENSOR_ENGINE_EXPECT={expect:?} is not a sorted, comma-separated list of keys, nor none. {how}"));
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}
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for k in &keys {
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if !found.contains(k)
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&& let Some((_, e)) = d.refused.iter().find(|(key, _)| key == k)
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{
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return Err(format!("the declared device {k} was refused: {e}. {how}"));
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}
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}
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if found != keys {
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return Err(format!("the devices found are not the declared ones ({expect}). {how}"));
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}
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Ok(expect)
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}
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/// The members, once the declared devices are exactly the ones found.
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fn members() -> &'static [TensorEngineMember] {
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let d = discovery();
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if let Err(why) = declared(d) {
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panic!("{why}");
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}
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&d.found
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}
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fn hex(b: &[u8]) -> String {
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b.iter().map(|x| format!("{x:02x}")).collect()
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}
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fn next(s: &mut u64) -> u64 {
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*s = s.wrapping_add(0x9E37_79B9_7F4A_7C15);
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let mut z = *s;
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z = (z ^ (z >> 30)).wrapping_mul(0xBF58_476D_1CE4_E5B9);
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z = (z ^ (z >> 27)).wrapping_mul(0x94D0_49BB_1331_11EB);
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z ^ (z >> 31)
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}
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/// A value in `[-bound, bound]`.
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fn within(s: &mut u64, bound: i64) -> i32 {
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((next(s) % (2 * bound as u64 + 1)) as i64 - bound) as i32
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}
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/// A random circuit of `ops` gates on `n` qubits: every base gate, up to three
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/// distinct controls, `P(1..=32)`.
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fn random_circuit(n: u8, ops: usize, seed: u64, gs: Gateset) -> Circuit {
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let bases = [BaseGate::I, BaseGate::X, BaseGate::Y, BaseGate::Z, BaseGate::H, BaseGate::S, BaseGate::Sdg, BaseGate::T, BaseGate::Tdg, BaseGate::P];
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let mut s = seed;
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let mut c = Circuit::with_gateset(n, gs);
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for _ in 0..ops {
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let base = bases[(next(&mut s) % bases.len() as u64) as usize];
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let target = (next(&mut s) % u64::from(n)) as u8;
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let mut controls = Vec::new();
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for _ in 0..next(&mut s) % 4 {
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let q = (next(&mut s) % u64::from(n)) as u8;
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if q != target && !controls.contains(&q) {
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controls.push(q);
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}
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}
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let param = if base == BaseGate::P { 1 + (next(&mut s) % 32) as u16 } else { 0 };
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c.ops.push(Gate { base, controls, target, param });
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}
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c
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}
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/// Five circuits the native simulator refuses, in each gateset.
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fn refused_circuits() -> Vec<Circuit> {
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let gate = |base, controls: Vec<u8>, target, param| Gate { base, controls, target, param };
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let bad = [
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(1, vec![gate(BaseGate::H, vec![], 0, 0), gate(BaseGate::P, vec![], 0, 0)]),
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(1, vec![gate(BaseGate::P, vec![], 0, 33)]),
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(1, vec![gate(BaseGate::X, vec![], 3, 0)]),
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(2, vec![gate(BaseGate::X, vec![0], 0, 0)]),
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(2, vec![gate(BaseGate::X, vec![5], 1, 0)]),
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];
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let mut out = Vec::new();
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for gs in Gateset::ALL {
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for (n, ops) in bad.clone() {
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let mut c = Circuit::with_gateset(n, gs);
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c.ops = ops;
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out.push(c);
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}
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}
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out
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}
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/// `Z` on qubit 0: on `[(0, 0), (i32::MIN, 0)]` its exact result is `2^31`,
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/// which leaves 32 bits.
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fn z_words() -> GateWords {
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lanes::gate_words(&Gate { base: BaseGate::Z, controls: vec![], target: 0, param: 0 }, Gateset::V2)
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}
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const Z_STATE: [Lane; 2] = [[0, 0], [i32::MIN, 0]];
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#[test]
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fn c0_devices_are_declared() {
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let d = discovery();
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match declared(d) {
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Ok(expect) => report(&format!("tensor-engine devices: as declared ({expect})")),
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Err(why) => panic!("{why}"),
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}
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for m in &d.found {
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assert_eq!(m.class(), FabricClass::Tensor);
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assert!(m.id().starts_with("local/tensor-engine-"), "{}", m.id());
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assert_eq!(m.implementation(), implementation_id_of(Variant::Conforming));
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assert_eq!(m.identity().member_id(), m.id());
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assert!(m.max_qubits() >= 20, "{}: holds only {} qubits", m.key(), m.max_qubits());
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report(&format!("tensor-engine member: key={} id={} {}", m.key(), m.id(), m.detail()));
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}
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}
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#[test]
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fn c1_probe_matches_lanes() {
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for m in members() {
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let pairs = lanes::probe_pairs(1 << 16, 0x0cda);
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let out = m.probe(&pairs).unwrap_or_else(|e| panic!("{}: {e}", m.key()));
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assert_eq!(lanes::first_mismatch(&pairs, &out), None, "{}", m.key());
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report(&format!("tensor-engine probe: key={} {} pairs agree", m.key(), pairs.len()));
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}
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}
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#[test]
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fn c2_kernel_matches_run_words() {
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for m in members() {
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let mut s = 0x6b65_726e_656c_u64;
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let (mut flagged, mut clean) = (0, 0);
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for case in 0..2000 {
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let n = 1 + (next(&mut s) % 12) as u32;
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// Three regimes: the whole 32-bit range (nearly always out of
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// range), small states and entries (never), and states and
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// entries up to 2^30 (either).
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let mode = case % 3;
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let value = |s: &mut u64| -> i32 {
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match mode {
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0 => next(s) as i32,
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1 => within(s, 1 << 22),
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_ => within(s, 1 << 30),
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}
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};
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let entry = |s: &mut u64| -> u32 {
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match mode {
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0 => next(s) as u32,
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1 => within(s, 1 << 29) as u32,
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_ => within(s, 1 << 30) as u32,
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}
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};
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let state: Vec<Lane> = (0..1usize << n).map(|_| [value(&mut s), value(&mut s)]).collect();
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let gates: Vec<GateWords> = (0..1 + next(&mut s) % 8)
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.map(|_| {
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let t = (next(&mut s) % u64::from(n)) as u32;
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let ctrl = (0..n).filter(|&b| b != t && next(&mut s).is_multiple_of(4)).fold(0u32, |acc, b| acc | 1 << b);
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let mut w = [0u32; 8];
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w.iter_mut().for_each(|x| *x = entry(&mut s));
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GateWords { m: w, tbit: 1 << t, ctrl }
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})
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.collect();
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let want = lanes::run_words(&state, &gates).expect("valid shapes");
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let got = m.run_lanes(&state, &gates).unwrap_or_else(|e| panic!("{}: case {case}: {e}", m.key()));
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assert_eq!(got.out_of_range, want.out_of_range, "{}: case {case}, n = {n}", m.key());
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assert!(got.amps == want.amps, "{}: case {case}, n = {n}: the lanes differ", m.key());
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if want.out_of_range.is_some() {
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flagged += 1;
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} else {
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clean += 1;
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}
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}
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assert!(flagged >= 100 && clean >= 100, "{}: {flagged} flagged, {clean} clean", m.key());
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report(&format!("tensor-engine kernel: key={} ok", m.key()));
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}
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}
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#[test]
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fn c3_certificates_reproduce_the_pins() {
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let ms = members();
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for (gs, random_pin, fabric_pin) in PINS {
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let cpu = lanes::certify_corpus(gs, "local/test", RANDOM_V1);
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assert_eq!(hex(&cpu.corpus), random_pin, "{gs:?}");
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let other = Corpus::Random { seed: 8, cases: 300 };
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let cpu_other = lanes::certify_corpus(gs, "local/test", other);
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for m in ms {
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for (corpus, cases, pin) in [(RANDOM_V1, 200, random_pin), (FABRIC_DEFAULT, 224, fabric_pin)] {
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let c = m.certify(gs, corpus).unwrap_or_else(|e| panic!("{} {gs:?} {}: {e}", m.key(), corpus.name()));
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assert_eq!(c.parity, Parity::BitExact, "{} {gs:?} {}", m.key(), corpus.name());
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assert_eq!(c.cases, cases);
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assert_eq!(hex(&c.corpus), pin, "{} {gs:?} {}", m.key(), corpus.name());
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assert_eq!((c.kernel.as_str(), c.implementation.as_str(), c.member.as_str()), (apply_kernel(gs), m.implementation(), m.id()));
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assert_eq!(c.generator, corpus.generator(gs));
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report(&format!(
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"tensor-engine certified: key={} member={} kernel={} corpus={} implementation={} parity=bit-exact cases={} digest={}",
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m.key(),
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m.id(),
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c.kernel,
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corpus.name(),
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c.implementation,
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c.cases,
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hex(&c.corpus)
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));
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}
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// A corpus with no pin: the member and the CPU agree on it.
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let c = m.certify(gs, other).unwrap_or_else(|e| panic!("{} {gs:?} seed 8: {e}", m.key()));
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assert_eq!((c.parity, c.cases), (Parity::BitExact, 300), "{} {gs:?}", m.key());
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assert_eq!(c.corpus, cpu_other.corpus, "{} {gs:?}", m.key());
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}
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}
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}
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#[test]
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fn c4_wide_circuits_match_native() {
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for m in members() {
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let widest = m.max_qubits().min(20);
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let mut s = 0x0077_6964_6500_u64;
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for (k, n) in [12u8, 16, 18, widest].into_iter().enumerate() {
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for gs in Gateset::ALL {
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let c = random_circuit(n, 40, 0x1000 + k as u64, gs);
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let start = (next(&mut s) as usize) % (1usize << n);
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let want = c.simulate_from(start).expect("the native run");
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let got = m.simulate_from(&c, start).unwrap_or_else(|e| panic!("{}: n = {n} {gs:?}: {e}", m.key()));
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assert!(got == want, "{}: n = {n} {gs:?}: the states differ", m.key());
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}
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}
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// The transforms the conformance corpus carries.
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for n in [3u8, 5, 8, 12] {
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let qft = Circuit::qft(n);
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assert!(m.simulate(&qft).unwrap() == qft.simulate().unwrap(), "{}: QFT-{n}", m.key());
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}
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report(&format!("tensor-engine wide: key={} up to {widest} qubits match native", m.key()));
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}
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}
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#[test]
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fn c5_refusals_are_typed() {
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for m in members() {
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for c in refused_circuits() {
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let native = c.simulate_from(0).unwrap_err();
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assert_eq!(m.simulate_from(&c, 0).unwrap_err(), TensorEngineError::Circuit(native), "{c:?}");
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}
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assert_eq!(m.simulate(&Circuit::new(MAX_QUBITS + 1)).unwrap_err(), TensorEngineError::Circuit(QuantumError::TooManyQubits(MAX_QUBITS + 1)));
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let small = m.with_max_qubits(4);
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assert_eq!(small.simulate(&Circuit::new(5)).unwrap_err(), TensorEngineError::TooWide { n_qubits: 5, max: 4 });
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let wide = Program { n_qubits: 5, start: 0, gates: Vec::new(), steps: Vec::new() };
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assert_eq!(small.run_program(&wide).unwrap_err(), TensorEngineError::TooWide { n_qubits: 5, max: 4 });
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// A result that leaves 32 bits is reported at its op, and the lane
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// holds its low 32 bits.
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let r = m.run_lanes(&Z_STATE, &[z_words()]).unwrap();
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assert_eq!(r.out_of_range, Some(0), "{}", m.key());
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assert_eq!(r.amps[1][0] as u32, 0x8000_0000);
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// Malformed words, a state the host cannot lay out and a tile step are
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// host defects, never results.
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let bad = GateWords { tbit: 3, ..z_words() };
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assert!(matches!(m.run_lanes(&[[0, 0]; 4], &[bad]), Err(TensorEngineError::Internal(_))));
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assert!(matches!(m.run_lanes(&[[0, 0]; 3], &[z_words()]), Err(TensorEngineError::Internal(_))));
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let tiled = Program { n_qubits: 2, start: 0, gates: Vec::new(), steps: vec![Step::Tile { first: 0, count: 1, size: 2 }] };
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assert!(matches!(m.run_program(&tiled), Err(TensorEngineError::Internal(_))));
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// The refusals that may still fall back to another member, do.
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assert!(MemberError::from(TensorEngineError::TooWide { n_qubits: 5, max: 4 }).falls_back());
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report(&format!("tensor-engine refusals: key={} typed", m.key()));
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}
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}
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/// The kernel mutants, compiled in: each must be caught by the probe or by a
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/// certificate.
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#[test]
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fn c6_mutants_are_killed() {
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let edges = lanes::probe_pairs(0, 0);
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for m in members() {
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let mut killed = 0;
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for v in Variant::MUTANTS {
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let mm = m.with_variant(v);
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assert_ne!(mm.implementation(), m.implementation());
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let out = mm.probe(&edges).expect("the mutant's probe runs");
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let differing = edges.iter().zip(&out).filter(|&(&(a, b), o)| *o != (lanes::mul_wide(a, b), lanes::fxmul_wide(a, b))).count();
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let caught = differing > 0
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|| Gateset::ALL.into_iter().all(|gs| match mm.certify(gs, RANDOM_V1) {
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Err(_) => true,
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Ok(c) => c.parity != Parity::BitExact || c.corpus != lanes::certify_corpus(gs, "local/test", RANDOM_V1).corpus,
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|
});
|
|
println!("tensor-engine mutant {v:?} on {}: {differing} of {} edge pairs differ", m.key(), edges.len());
|
|
assert!(caught, "{}: mutant {v:?} survived", m.key());
|
|
killed += 1;
|
|
}
|
|
report(&format!("tensor-engine mutants: key={} killed {killed} of {}", m.key(), Variant::MUTANTS.len()));
|
|
}
|
|
}
|
|
|
|
#[test]
|
|
fn c7_receipt_placement_and_the_fabric() {
|
|
for m in members() {
|
|
let member = m.member(FABRIC_DEFAULT).unwrap_or_else(|e| panic!("{}: {e}", m.key()));
|
|
assert_eq!((member.id.as_str(), member.class, member.presence), (m.id(), FabricClass::Tensor, Presence::Detected));
|
|
assert_eq!(member.kernels.len(), 2);
|
|
for (entry, gs) in member.kernels.iter().zip(Gateset::ALL) {
|
|
assert_eq!((entry.kernel.as_str(), entry.implementation.as_str()), (apply_kernel(gs), m.implementation()));
|
|
assert!(entry.energy.is_none());
|
|
assert_eq!(entry.certificate.parity, Parity::BitExact, "{gs:?}");
|
|
}
|
|
// A receipt over a member's run.
|
|
let qft = Circuit::qft(5);
|
|
let state = m.simulate(&qft).unwrap();
|
|
assert_eq!(state, qft.simulate().unwrap());
|
|
let entry = member.kernels.iter().find(|k| k.kernel == apply_kernel(qft.gateset)).unwrap();
|
|
let signer = SigningKey::from_bytes(&[7; 32]);
|
|
let receipt = FabricReceipt::seal(&signer, "local/test", state.statevector_hash(), &member, entry, 0, None);
|
|
assert!(receipt.verify());
|
|
assert!(receipt.certificate_matches(&entry.certificate));
|
|
// Placement: beside the CPU reference with no energy figures, the
|
|
// reference; alone, the member.
|
|
let local = detect_local();
|
|
for gs in Gateset::ALL {
|
|
let both = [local.clone(), member.clone()];
|
|
let (placed, k) = place(&both, apply_kernel(gs), &Parity::BitExact).unwrap();
|
|
assert_eq!((placed.id.as_str(), k.implementation.as_str()), (local.id.as_str(), REFERENCE));
|
|
let (placed, k) = place(std::slice::from_ref(&member), apply_kernel(gs), &Parity::BitExact).unwrap();
|
|
assert_eq!((placed.id.as_str(), k.implementation.as_str()), (m.id(), m.implementation()));
|
|
}
|
|
// On the fabric: the member alone runs the circuit; a pairing with
|
|
// another member's entries is refused.
|
|
let mut fabric = Fabric::new();
|
|
fabric.add(member.clone(), m);
|
|
let run = ready(fabric.run(&qft, 0, &Parity::BitExact, &signer, "local/test")).expect("resolves").expect("runs");
|
|
assert_eq!(run.state, state);
|
|
assert_eq!(run.receipt.member_id, m.id());
|
|
assert!(run.receipt.verify());
|
|
let mut mismatched = Fabric::new();
|
|
mismatched.add(local.clone(), m);
|
|
assert!(ready(mismatched.run(&qft, 0, &Parity::BitExact, &signer, "local/test")).expect("resolves").is_err());
|
|
let mut both = Fabric::new();
|
|
both.add(local.clone(), CpuReference).add(member.clone(), m);
|
|
let run = ready(both.run(&qft, 0, &Parity::BitExact, &signer, "local/test")).expect("resolves").expect("runs");
|
|
assert_eq!(run.state, state);
|
|
report(&format!("tensor-engine receipt: key={} ok", m.key()));
|
|
}
|
|
}
|
|
|
|
#[test]
|
|
fn c8_repeated_runs_agree() {
|
|
for m in members() {
|
|
let c = random_circuit(16, 60, 0xabc, Gateset::V2);
|
|
let first = m.simulate(&c).unwrap();
|
|
for _ in 0..5 {
|
|
assert!(m.simulate(&c).unwrap() == first, "{}", m.key());
|
|
}
|
|
report(&format!("tensor-engine repeat: key={} ok", m.key()));
|
|
}
|
|
}
|