open-standards/wai/wai-quantum/examples
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Transaction Science c6002701b0 wai-quantum: the cut-rank table on the GPU, and the engine's cutrank_single method
quantum_cutrank_metal (feature quantum_cutrank_metal, macOS) runs the cut-rank walk's
passes on the platform's GPU:

- each shot's table is 2^cut single-precision entries in one shared buffer, at most
  2^31 a table, so every index fits in 32 bits;
- each pass is one dispatch over (entry, shot), in the walk's order and with its
  arithmetic, done in f32; the passes are the same for every shot, and only each
  shot's weights (set by the outcomes it drew) differ, read from a small per-shot
  array; an amplitude is every pass encoded into one command buffer;
- a sample's sums are reduced per threadgroup on the device (a SIMD-group sum, then the
  groups in order) and added on the host in f64, in order, for each shot; the outcome
  is drawn as the host's walk draws it (outcome_norm and draw, now shared by both);
- a batch of shots is sampled side by side, so a qubit is one command buffer for the
  batch: the previous qubit's passes for each shot's outcome, then this qubit's sums;
- each shot draws from a stream of its own, so a seed's samples are the same at any
  batch size.

The kernels are compiled in the platform's safe math mode, so a run is the same bits
on one device. Tests hold it to the double-precision walk on states of 10 to 34
qubits: amplitudes within 1e-5 of each amplitude's size and the same bits run to run;
samples whose probabilities are their own and whose counts follow them; and the same
samples one at a time and seven side by side. Without a device the tests skip;
WAI_QUANTUM_CUTRANK_METAL_EXPECT makes that a failure, and the service workflow's
macOS job sets it and checks both GPU tests by name.

The engine's cutrank_single method runs a cutrank job on that table where the build
has the feature and the host a GPU; auto never picks it. It samples up to 32 shots a
batch, as many as 2 GiB beside its first table holds within the job's memory, and the
plan counts them. Its amplitudes carry the circuit's global phase, found on the same
table (catalog::cutrank_phase_with takes the amplitude function). The job service, the
command line's metal feature and the desktop app's metal feature build it in. The
service's schemas list it, and it marks the method's energy figure partial, since the
counter does not read the GPU.

examples/cutrank_gpu times one state's amplitudes and samples on the host's tables and
on the GPU, and each kernel's pass alone. On a shared desktop machine, each device at
its quietest (either side ran up to five times slower under other work), seconds for
one amplitude of a random graph state:

  widest cut   host, double   host, single   GPU
  23 bits      0.027          0.024          0.005
  25 bits      0.057          0.045          0.019
  27 bits      0.18           0.17           0.046
  29 bits      1.03           0.54           0.34

and for 64 samples, 16 a batch, the host at about half its quietest speed:

  widest cut   host, single   GPU, one at a time   GPU, 16 a batch
  16 bits      0.52           0.62                 0.036
  20 bits      1.97           0.73                 0.067
  23 bits      3.87           0.91                 0.34
  25 bits      7.48           1.82                 1.20

A pass runs at about 550 GB/s on an idle device.

Co-Authored-By: Claude Opus 5.5 <[email protected]>
(cherry picked from commit f7c7160a9ab5a6255c28d34af57ee2fbc017b055)
2026-10-20 17:34:17 -04:00
..
arch_factoring.rs wai-quantum 0.3.29: the architecture around the code, priced, and the 2025 factoring machine re-run 2026-10-04 17:33:48 -04:00
bell.rs wai-quantum circuit2: the crate's consumers follow the circuit's gateset 2026-10-09 11:19:49 -04:00
chem_dmrg.rs wai-quantum 0.3.36: molecules and neural quantum states, held to exact answers 2026-10-05 16:15:50 -04:00
cutrank_gpu.rs wai-quantum: the cut-rank table on the GPU, and the engine's cutrank_single method 2026-10-20 17:34:17 -04:00
cutrank_qasm.rs wai-quantum cutrank: the steps planned once, tables stored at a chosen precision, and orders annealed for less work 2026-10-19 11:21:04 -04:00
dmrg_chain.rs wai-quantum 0.3.34: ground states of spin chains by DMRG, held to exact answers 2026-10-05 09:50:20 -04:00
gbs_check.rs wai-quantum 0.3.27: Gaussian boson sampling, exactly 2026-10-04 16:19:25 -04:00
ldpc_memory.rs wai-quantum 0.3.30: qLDPC memory at circuit level, re-derived from the circuit up 2026-10-04 21:30:40 -04:00
noisy_bench.rs wai-quantum: branching noisy trajectories (shots that share a history share a state) 2026-10-17 11:36:07 -04:00
npu_onnx.rs wai-quantum: the limb model in the portable format; f16_of at 2048 2026-10-14 10:03:55 -04:00
nqs_ground.rs nqs_ground: a projected network up to 24 spins is held to its sector alone 2026-10-08 14:17:42 -04:00
patch_xeb.rs wai-quantum examples: patched cross-entropy benchmarking from shots (patch_xeb) and one amplitude's contraction cost (tn_cost) 2026-10-19 11:21:04 -04:00
qec_frame.rs wai-quantum 0.3.25: error correction at circuit level, sampled, modelled and decoded exactly 2026-10-04 14:21:56 -04:00
qec_threshold.rs wai-quantum 0.3.25: error correction at circuit level, sampled, modelled and decoded exactly 2026-10-04 14:21:56 -04:00
qio_gset.rs wai-quantum 0.3.31: quantum-inspired optimisation, a re-runnable classical baseline 2026-10-05 05:27:49 -04:00
receipt.rs wai-quantum circuit2: the crate's consumers follow the circuit's gateset 2026-10-09 11:19:49 -04:00
rv32_listing.rs wai-quantum 0.5.2: the dataflow device's vector engine as a member 2026-10-15 01:49:20 -04:00
stablehlo_gate.rs wai-quantum: the gate's products as a portable matrix-unit program 2026-10-15 10:06:50 -04:00
sv_bench.rs wai-quantum: tiled multi-gate state-vector passes; vectorised wide-gate kernel 2026-10-17 11:21:27 -04:00
sv_run.rs wai-quantum 0.3.28: the dense state vector at any angle, the same bits threaded or not 2026-10-04 17:01:39 -04:00
tdvp_quench.rs wai-quantum 0.3.35: time evolution of spin chains by TDVP, held to exact answers 2026-10-05 11:13:38 -04:00
threshold.rs wai-quantum 0.3.13: mixed states, and a bound that classical physics cannot reach 2026-09-07 03:47:38 -04:00
tn_cost.rs wai-quantum tn: path search from independent restarts; the engine runs eight 2026-10-20 17:34:17 -04:00
tn_path.rs wai-quantum 0.3.26: tensor-network contraction, hyper-optimised, sliced, bit-identical 2026-10-04 16:03:22 -04:00
uf_bench.rs wai-quantum 0.3.32: union-find decoding in near-linear time 2026-10-05 07:46:12 -04:00
utility.rs wai-quantum 0.3.22: sparse Pauli dynamics at utility scale, and identical bits on every platform 2026-10-01 15:13:52 -04:00
utility_bptn.rs wai-quantum 0.3.23: belief-propagation tensor networks, a second method for the same circuits 2026-10-01 20:40:14 -04:00
utility_mz.rs wai-quantum 0.3.22: sparse Pauli dynamics at utility scale, and identical bits on every platform 2026-10-01 15:13:52 -04:00