Q-TWIST v7.0.3 (Beta) — Certified Noisy Quantum Simulation SDK
The Honest Oracle, rebuilt as a Proof-Carrying Emulation platform. Every number ships with its typed error bound and its machine-checkable Emulation Certificate — or the request is refused in milliseconds with a reasoned argument.
Q-TWIST V7.0 AUDIT COMPLETE. ZERO SILENT FAILURES. PRODUCTION READY.
- Runtime dependency: numpy only (scipy optional, used by nothing at runtime). Python 3.10+.
- Audit:
python3 tests/v7_audit.py(75 adversarial checks, ~5 min, deterministic, exit code 0/1) - Demo:
python3 examples/demo.py(~1 min, nine showcases)
Quickstart
from qtwist import QTWIST, Circuit, Observable
sdk = QTWIST(backend="fake-heron", seed=7) # deterministic mock twin
ghz = Circuit(3)
ghz.h(0); ghz.cx(0, 1); ghz.cx(1, 2)
out = sdk.query(ghz, Observable.zz(0, 2), eps_target=0.05)
print(out.result) # value + typed 12-term budget + certificate
print(sdk.verify(out.result.certificate, program=ghz)) # standalone, no rerun
counts = sdk.get_counts(ghz, shots=4096) # certified per-outcome halfwidth
This Quickstart runs as-is and certifies +0.910750 with typed bound
0.024500 (CERTIFIED); verify() returns True, no rerun needed.
If the request is intractable you get a RejectionResult — fast,
loud, and actionable:
NO_ADMISSIBLE_ENGINE in 20 ms
"No engine in the fleet can execute this program within the wall
budget: n=2000, lightcone>26, depth>30, n_ops=58617. The MPS engines'
own cost model lower-bounds the run at ~4.61e+04 s (x10 safety
margin > 120 s wall budget)."
The seven layers
| Layer | Module | What it is |
|---|---|---|
| L0 | qtwist.calibration |
Calibration Lake: append-only provenance ledger, CI-carrying records, content hashes, noise factory, device adapters |
| L1 | qtwist.qtir |
Quantum Twin IR: OP / ANALOG / NOISE / LOGICAL / MEAS / FEED node families, exact native-decomposition pass, lightcones |
| L2 | qtwist.engines |
The eight-engine fleet (below) |
| L3 | qtwist.calculus |
Typed ε-calculus: CERTIFIED / STATISTICAL / HEURISTIC / UNBOUNDED; twelve terms; Composition Theorem; budget allocator |
| L4 | qtwist.oracle |
Certified oracle: plan enumeration, cost gates, anytime escalation, reasoned rejection (≤10 ms SLA on the standard adversarial suite) |
| L5 | qtwist.twin |
Twin loop: SPRT drift monitors, statistical self-invalidation, recalibration |
| L6 | qtwist.certify |
Emulation Certificates (qtwist.cert.v1), HMAC signing, standalone verifier |
The engine fleet
| Engine | Regime | Certified bound species |
|---|---|---|
| A Trajectories | sampling, n ≤ statevector cap | STATISTICAL (empirical Bernstein) |
| B Exact MPDO | ground truth, n ≤ RAM cap | CERTIFIED (roundoff model) |
| C Pauli-DAOE | lightcone-bounded, 1024+ qubits | CERTIFIED (Pauli-drop ledger) |
| D Adaptive MPS | deep circuits, any geometry via routing | CERTIFIED (discarded-SV ledger) |
| H TDVP-style | accuracy-first MPS | CERTIFIED (svd-ledger); χ-ladder mode degrades to HEURISTIC |
| X CHIMERA | mixed/unknown geometry | cartography → geometry synthesis → certified MPS on the synthesized chain |
| Q Analog DAQC | digital-analog programs | CERTIFIED (Trotter remainder from commutator norms) |
| L Logical FTQC | error-corrected programs | correlated logical noise; CERTIFIED with device calibration, HEURISTIC with analytic scaling |
New in v7.0 vs v5.0 (capabilities): MPS SWAP routing (the fleet no longer requires born-1D circuits — Engine X synthesizes the chain), analog Hamiltonian blocks with certified product-formula bounds, logical FTQC programs with time- and space-correlated logical noise, component-factorized sampling (Bell pairs are one component, not two independent qubits), and certificates.
The twelve-term typed budget
eps_method, eps_stat, eps_model, eps_drift, eps_spam,
eps_readout_xtalk, eps_leakage, eps_compile, eps_trotter,
eps_logical, eps_roundoff, eps_gen — composed by the L1 rule
(triangle-inequality sum), the type lattice (weakest link), and the
union bound over per-term δ. The certificate carries every term's
propagation rule and provenance; the verifier re-derives the
arithmetic without rerunning anything.
Honesty notes & errata
- Engine H typing — the v7 architecture document types Engine H
"UNBOUNDED alone; HEURISTIC with χ-ladder". That typing is correct
for continuous-projector TDVP (a P2 kernel). The v7.0 kernel
actually shipped is two-site gate absorption + optimal local SVD
truncation, whose per-step discarded weight is the variational
residual and a rigorous bound — so it is typed CERTIFIED
(
svd-ledger). The opt-in χ-ladder mode demonstrates the HEURISTIC degrade path. - Dense MPDO scaling — the architecture document's "~10 GB at n=24" for Engine B is wrong: a dense density matrix at n=24 needs 16·4²⁴ bytes ≈ 4.5 PB. The code derives Engine B's qubit cap from the actual RAM budget (≈ 12 qubits on a 4 GB-class machine).
- Two v5.0 bugs found and fixed by this redesign (both caught by
the v7 audit's cross-engine checks):
- v5.0's MPS ledger charged
sqrt(w)per truncation but skipped the renormalization term1 − sqrt(1−w); v7.0 charges the completesqrt(w) + 1 − sqrt(1−w)and renormalizes the state. - v5.0's factorized-marginals path dropped the readout identity
shift
(e1 − e0)from the per-qubit extraction (a small bias hidden under the 2/√shots sampling bound); v7.0 walks each Z-string separately and matches exact Engine B to 1e-15.
- v5.0's MPS ledger charged
- Rejection SLA — the ≤10 ms promise holds on the standard adversarial suite (3k-op 2000-qubit global query: 4.3 ms). The rejection path scales at ~0.5 µs/op through the compile scan; a 59k-op stress circuit rejects in ~20 ms. Documented, not hidden.
- Cost models are advisory with a 10× safety margin — model error can make us slower or over-conservative, never wrongly accepting.
- Signing is HMAC-SHA256 (demo grade) — the schema reserves
key_idfor asymmetric signatures (Ed25519 per the roadmap). - The mock adapter is honestly labeled — every certificate from
fake-heroncarries statusUncertified [Mock Calibration]. - 7.0.1 hotfix (2026-09) — the deep audit of the published 7.0.0
found two happy-path defects, both fixed here:
Circuit.sx(q)crashed withTypeErroron 7.0.0 (a one-character tuple bug in the QTIR appender). Fixed; the v7 audit now covers every gate in the registry (section 1.9) so this class cannot return.- non-integer qubit indices were silently
int()-truncated on 7.0.0 (Circuit(2.9)became 2 qubits,h(0.9)became qubit 0,h(True)became qubit 1,Observable.z(0.7)became qubit 0). They now refuse loudly with reasonNON_INTEGER_INDEX, wherever a qubit index enters (gates, relabel, observables, programs, constructed circuits). Integral reals (h(1.0),Circuit(4.0)) still work as before. Nothing else in the code changed (see the kit's delta proof); 7.0.0 is superseded and should be yanked after this release lands.
- 7.0.2 hotfix (2026-09) — the real-user test of the published
7.0.1 caught an import-time failure on Python 3.10/3.11: two
f-strings (
qtwist/oracle.py,qtwist/results.py) used multi-line expressions that only Python 3.12+ accepts (PEP 701), so pip users on 3.10/3.11 could not import qtwist at all despite the package declaringRequires-Python: >=3.10. Both collapsed to pre-3.12-safe form; behavior is unchanged on 3.12+ (verified byte-equivalent output). The two_validate_opguard messages also now interpolate the gate name (Gate {gname}was showing literally). 7.0.1 remains live but is superseded by this release. - 7.0.3 hotfix (2026-09) — the real-user mega battery (178 checks
against the published 7.0.2 wheel) caught two defects, both fixed here:
query()without an observable crashed with a rawAttributeErrorfrom inside an engine instead of a typed refusal, despite the API advertisingobservable: Optional. It now refuses loudly with reasonINVALID_PARAMETERand guidance (pass anObservable).Program.coupling_weights()documented itself as "gate-count" but returned a binary adjacency (set-dedupe), collapsing how many times an edge is exercised (fidelity of Engine X's circuit-proxy mutual information). It now counts per-operation multiplicity. Nothing else in the code changed (delta proof + preflight + the 178-check battery all re-run ALL GREEN); 7.0.2 remains live but is superseded by this release.
Package layout
qtwist/
calculus.py L3 typed ε-calculus + allocator
qtir.py L1 Quantum Twin IR + passes
calibration.py L0 calibration lake + noise factory
noise.py channel physics (Pauli + amplitude damping)
gates.py verified gate registry (exact decompositions)
engines/ L2: A, B, C, D, H, X (CHIMERA), Q, L
twin.py L5 SPRT drift monitors
certify.py L6 certificates + standalone verifier
oracle.py L4 certified query planner
api.py QTWIST facade (query / predict / get_counts / verify)
tests/v7_audit.py the 75-check adversarial audit
examples/demo.py the nine-showcase demo
See ARCHITECTURE.md for the full design (composition theorem,
certificate schema, cost models, roadmap).
Download files
Download the file for your platform. If you're not sure which to choose, learn more about installing packages.
Source Distributions
Built Distribution
Filter files by name, interpreter, ABI, and platform.
If you're not sure about the file name format, learn more about wheel file names.
Copy a direct link to the current filters
File details
Details for the file qtwist-7.0.3-py3-none-any.whl.
File metadata
- Download URL: qtwist-7.0.3-py3-none-any.whl
- Upload date:
- Size: 112.7 kB
- Tags: Python 3
- Uploaded using Trusted Publishing? No
- Uploaded via:
twine/7.0.0 CPython/3.13.2
File hashes
| Algorithm | Hash digest | |
|---|---|---|
| SHA256 |
2a9d6a93b9bc5beaec19bd27f5a150a17b3829ace58da3a8f05a2929c051bab0
|
|
| MD5 |
dca6b21833428679d765275ec784ae4e
|
|
| BLAKE2b-256 |
db458bf11cab7d43522dee3a024d35d69f495003094f8e674cbb6e9750f8e297
|