{ "cells": [ { "cell_type": "markdown", "id": "6554ea4a-7afd-4abb-b505-d8c60bc2a760", "metadata": {}, "source": [ "# Low overhead error detection using spacetime codes\n", "\n", "In this tutorial, we will implement a workflow to sample from a Clifford circuit and use the ``qiskit-paulice`` package to boost the fidelity of the measured distribution by applying [spacetime Pauli checks](https://arxiv.org/abs/2504.15725) throughout the circuit. Spacetime Pauli checks are similar to [coherent Pauli checks (CPC)](https://arxiv.org/abs/2212.03937) in that a Clifford \"payload\" circuit is entangled to some ancillary qubits in order to \"check\" certain invariants in the circuit. Measurement of the ancillas produces a syndrome that is used to determine whether a logical error was detected during execution of the circuit. Postselecting only samples where no error was detected can improve the fidelity of sampled distributions at the expense of decreasing postselection rates. The key difference between CPC and spacetime checks is that measuring CPC syndromes requires measuring time localized, high weight operators. On qubit topologies with limited connectivity, such as heavy hex, implementing these checks requires many SWAP gates, often making the circuit too deep to run in practice. Implementing Pauli checks as spacetime codes allows them to be distributed throughout the payload circuit, allowing for a hardware efficient qubit encoding that remains effective at detecting logical errors during circuit execution. The primary role of the ``qiskit-paulice`` package is to find and insert valid spacetime Pauli checks into locations in the circuit that both maximize error detection effectiveness and minimize qubit overhead.\n", "\n", "This tutorial implements a workflow for boosting the fidelity of the distribution sampled from a quantum circuit using spacetime checks. Since we will use a Clifford circuit, we can estimate the fidelity straightforwardly from the averaged expectation values of the stabilizers of the circuit. We will follow these steps:\n", "\n", "1. **Create a circuit**: Shallow 1D brickwork random Clifford circuit used to visualize the checks.\n", "2. **Identify qubits as targets for checks**: Map the circuit to physical qubits on the ``ibm_boston`` Heron QPU and identify qubits with neighboring ancillas.\n", "3. **Transpile the circuit to the backend**: Select a qubit layout and translate the circuit gates into the native gate set of ``ibm_boston``.\n", "4. **Create a noise model from backend data**: Generate a rough noise model based on backend benchmark data. This noise data will be used to score the effectiveness of each additional check.\n", "5. **Visualize Pauli checks**: Add some Pauli checks to the shallow circuit, so we can visualize how the checks are added.\n", "6. **Determine stabilizers to measure**: Increase the depth of the circuit to increase the impact of gate noise. Randomly sample a subset of stabilizers of the deeper circuit.\n", "7. **Find good checks for each measured stabilizer**: Each Pauli check must commute with the measured observable, so we find checks with respect to each stabilizer.\n", "8. **Sample from the noisy circuit**: Perform noisy samplings of the original (un-checked) circuit with respect to each stabilizer. Perform an additional noisy sampling of the state including the Pauli checks.\n", "9. **Postselect checked circuit samples with no detected errors**: Remove samples which fail at least one check. Calculate expectation values for the bare noisy circuit and the circuit containing checks.\n", "10. **Compare fidelities of original and postselected noisy states**: Show that postselecting only samples with no detected errors improves the estimated fidelity of the noisy state." ] }, { "cell_type": "markdown", "id": "77d07400-c475-4c31-b90b-5ac9f3558ce7", "metadata": {}, "source": [ "### 1. Create the circuit\n", "\n", "First, we will create a shallow Clifford circuit with its entangling gates laid out in a brickwork connectivity. We will use this small circuit to visualize how checks are added to the circuit." ] }, { "cell_type": "code", "execution_count": 1, "id": "3b01c2ab-7688-48fe-837b-63885dd42db6", "metadata": {}, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "execution_count": 1, "metadata": {}, "output_type": "execute_result" } ], "source": [ "import numpy as np\n", "from qiskit import QuantumCircuit\n", "\n", "\n", "def random_clifford_circuit(\n", " num_qubits: int, depth: int, rng: np.random.Generator\n", ") -> QuantumCircuit:\n", " \"\"\"Brickwork random Clifford on `num_qubits`, with `depth` CZ layers.\"\"\"\n", " qc = QuantumCircuit(num_qubits)\n", " qc.h(range(num_qubits))\n", " for d in range(depth):\n", " for i in range(d % 2, num_qubits - 1, 2):\n", " qc.cz(i, i + 1)\n", " for q in range(num_qubits):\n", " if rng.integers(0, 2):\n", " qc.sx(q)\n", " if rng.integers(0, 2):\n", " qc.s(q)\n", " if rng.integers(0, 2):\n", " qc.sx(q)\n", " return qc\n", "\n", "\n", "num_qubits = 12\n", "depth = 4\n", "seed = 1764\n", "rng = np.random.default_rng(seed)\n", "np.random.seed(seed)\n", "circuit = random_clifford_circuit(num_qubits, depth, rng)\n", "circuit.measure_all()\n", "circuit.draw(\"mpl\", fold=-1, scale=0.6)" ] }, { "cell_type": "markdown", "id": "ab354162-7b6f-4ab0-8a2d-49db14dea155", "metadata": {}, "source": [ "### 2. Identify qubits as targets for checks\n", "\n", "Next we choose a 1D qubit layout on the Heron r3 QPU, ``ibm_boston``. We choose a layout that zig-zags diagonally through the coupling graph and maximizes the number of available ancilla qubits. To find available ancillas, we use the ``get_check_qubits`` function, which returns lists of target/ancilla qubit pairs. A Pauli check on ``target_qubits[i]`` will be implemented using ``ancilla_qubits[i]``.\n", "\n", "In the coupling graph below, the green qubits are the payload qubits, and the orange qubits are the ancillas we will use to implement the checks. Qubits ``68``, ``69``, ``89``, ``91``, ``111``, ``113``, and ``133`` have adjacent ancillas, so we will use those qubits (corresponding to virtual qubits ``0``, ``1``, ``3``, ``5``, ``7``, ``9``, and ``11``) as target qubits for implementing checks. Note that qubit ``134`` is adjacent to qubit ``133`` in the payload but not highlighted as an ancilla. This is because ``133`` was already (arbitrarily) chosen to implement a check with ancilla ``132``." ] }, { "cell_type": "code", "execution_count": 2, "id": "5f8ba391-b1d8-40e9-9d79-ef255ac0e100", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Target qubits: [68, 69, 89, 91, 111, 113, 133]\n", "Ancilla qubits: [67, 70, 88, 92, 110, 114, 132]\n" ] }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "execution_count": 2, "metadata": {}, "output_type": "execute_result" } ], "source": [ "from qiskit.visualization import plot_coupling_map\n", "from qiskit_ibm_runtime import QiskitRuntimeService\n", "from qiskit_paulice.layout import get_check_qubits\n", "\n", "service = QiskitRuntimeService()\n", "backend = service.backend(\"ibm_boston\")\n", "\n", "# Choose a layout and pair each available target qubit with a neighboring ancilla\n", "layout = [68, 69, 78, 89, 90, 91, 98, 111, 112, 113, 119, 133]\n", "target_qubits, ancilla_qubits = get_check_qubits(backend, layout)\n", "\n", "print(f\"Target qubits: {target_qubits}\")\n", "print(f\"Ancilla qubits: {ancilla_qubits}\")\n", "plot_coupling_map(\n", " num_qubits=backend.num_qubits,\n", " qubit_coordinates=getattr(backend.configuration(), \"qubit_coordinates\", None),\n", " coupling_map=backend.configuration().coupling_map,\n", " figsize=(12, 12),\n", " qubit_color=[\n", " \"#4CAF50\" if i in set(layout) else \"#FF9800\" if i in set(ancilla_qubits) else \"#DDDDDD\"\n", " for i in backend.coupling_map.graph.node_indices()\n", " ],\n", " qubit_size=220,\n", " line_width=2,\n", " font_size=90,\n", ")" ] }, { "cell_type": "markdown", "id": "32514d9e-bc71-4829-aeae-19fe476edc4b", "metadata": {}, "source": [ "### 3. Transpile the circuit to the backend\n", "\n", "Since the backend has already been chosen, we can go ahead and transpile our virtual circuit into an ISA circuit. Here, we just set the qubit layout and translate the gates into the native gate set of ``ibm_boston``." ] }, { "cell_type": "code", "execution_count": 3, "id": "11a6cb5d-8a64-42ab-8007-16f7f1ba4e82", "metadata": {}, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "execution_count": 3, "metadata": {}, "output_type": "execute_result" } ], "source": [ "from qiskit.transpiler import generate_preset_pass_manager\n", "\n", "pm = generate_preset_pass_manager(optimization_level=0, backend=backend, initial_layout=layout)\n", "circuit_isa = pm.run(circuit)\n", "circuit_isa.draw(\"mpl\", fold=-1, scale=0.6)" ] }, { "cell_type": "markdown", "id": "bdbb1e44-9f6d-400b-b03f-092824588ede", "metadata": {}, "source": [ "### 4. Create a noise model from backend data\n", "\n", "Now that we know how the circuit will be laid out on the QPU, we can model how the gate and readout noise on the backend will affect circuit execution. The noise model is used to determine optimal places in the circuit to place Pauli checks. We want to place checks in positions where they capture the maximum amount of error. While a more accurate noise model can improve the detection capabilities of the checks, it is usually not necessary to learn a noise model by sampling the QPU. Here we infer uniform depolarizing noise models for gate and readout noise using only backend benchmark data from ``qiskit-ibm-runtime``. See the ``qiskit_paulice.NoiseModel`` documentation for more information on specifying gate and readout noise. For users who wish to use a learned Pauli-Lindblad noise model, see ``NoiseModel.from_pauli_lindblad_maps``." ] }, { "cell_type": "code", "execution_count": 4, "id": "a4668441-953d-4238-a4dc-88543818c307", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "NoiseModel(gate_noise=0.001687100751481311, readout_noise=0.0057373046875, idling_noise=None)\n" ] } ], "source": [ "from qiskit_paulice.noise_models import NoiseModel\n", "\n", "# Model the gate and readout noise as a uniform depolarizing channel based on backend benchmark data\n", "noise_model = NoiseModel.from_backend(backend, layout, uniform_gate_noise=True)\n", "print(noise_model)" ] }, { "cell_type": "markdown", "id": "ebaf161a-13fe-41d9-a2e9-c3b96e8c6fb7", "metadata": {}, "source": [ "### 5. Visualize Pauli checks\n", "\n", "Now let's add some checks to the circuit and see how they look. We can use the ``qiskit_paulice.add_pauli_checks`` function to find a good set of valid checks. We provide the Clifford payload circuit as input, along with a list of payload qubits on which to add checks (target qubits) and the noise model we made in the previous step. In this example, we will add checks to all ``7`` target qubits with available ancillas. **Checks are added to qubits in the order they appear in ``target_qubits``, which makes it easy to reason about the final layout of the checked circuit: ``final_layout = layout + ancilla_qubits``. If a user decides they would prefer to run one of the output circuits with fewer (``i``) checks, the final layout would be ``final_layout = layout + ancilla_qubits[:i+1]``.**\n", "\n", "The circuit visualization shows that the checks were correctly implemented using the specified target/ancilla pairs.\n", "\n", "Details on ``qiskit_paulice.add_pauli_checks``:\n", "- The first input should be a Clifford circuit with at least one terminal measurement.\n", "- The second positional argument is a list of target qubit indices. Each target qubit will share entangling gates with an ancilla qubit to form a check. Checks will be found and added to the circuit in the order they are given in this argument.\n", "- The final positional argument is a noise model representing the noise expected to affect the circuit during execution. This model is used to evaluate the effectiveness of a given check.\n", "- ``ancilla_qubits``: If the input circuit has a layout, this kwarg instructs ``add_pauli_checks`` on how to assign physical qubits to newly added ancillas. ``ancilla_qubits`` should be the same length as ``target_qubits`` (2nd positional arg), and ``ancilla_qubits[i]`` should be used to implement checks on ``target_qubits[i]``.\n", "- ``cost``: The cost function used to evaluate checks. Can be ``gamma`` or ``LER`` (logical error rate), which are all ways to describe how much of the noise channel is left undetected by the checks\n", "- ``method``: The method used to find valid checks. We use ``windowed`` which randomly samples many spatial window subsets of a target qubit's support (wires). Other valid values are ``genetic`` and ``windowed_genetic``.\n", "- The output of ``add_pauli_checks`` contains circuits with increasing numbers of checks, from a circuit with no checks to a circuit with checks on every target qubit (assuming valid checks are found).\n", "\n", "See [Sections II-IV of the supplementary information](https://arxiv.org/abs/2504.15725) for detailed information on finding good spacetime Pauli checks" ] }, { "cell_type": "code", "execution_count": 5, "id": "467a0a2b", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Physical layout of payload+ancillas: [68, 69, 78, 89, 90, 91, 98, 111, 112, 113, 119, 133, 67, 70, 88, 92, 110, 114, 132]\n", "Checked circuit:\n" ] }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "execution_count": 5, "metadata": {}, "output_type": "execute_result" } ], "source": [ "import matplotlib.pyplot as plt\n", "from qiskit_paulice import add_pauli_checks\n", "\n", "# Find checks on circuit\n", "checked = add_pauli_checks(\n", " circuit_isa,\n", " target_qubits,\n", " noise_model,\n", " ancilla_qubits=ancilla_qubits,\n", " cost=\"gamma\",\n", " method=\"windowed\",\n", " seed=seed,\n", ")\n", "\n", "print(f\"Physical layout of payload+ancillas: {layout + ancilla_qubits}\")\n", "print(\"Checked circuit:\")\n", "checked[-1].circuit.draw(\"mpl\", fold=-1, idle_wires=False)" ] }, { "cell_type": "markdown", "id": "8a6f732e-b24b-45ee-98bd-434ab358752f", "metadata": {}, "source": [ "### 6. Determine stabilizers to measure\n", "\n", "To test the performance of the error detection we will estimate the fidelity of the stabilizer state, $|\\psi\\rangle = U|0\\rangle^{\\otimes n}$, that the circuit ideally prepares against the noisy state, $\\rho$, the hardware actually outputs. The projector onto the pure stabilizer state, $|\\psi\\rangle$, is defined to be the uniform average over the $2^n$ elements of its stabilizer group $\\mathcal{S}$:\n", "\n", "$$|\\psi\\rangle\\langle\\psi| = \\frac{1}{2^n}\\sum_{G \\in \\mathcal{S}} G$$\n", "\n", "Plugging this into the fidelity equation, we see that the fidelity of noisy state, $\\rho$, is equivalent to the average expectation value of all stabilizers, $G \\in \\mathcal{S}$, with respect to $\\rho$:\n", "\n", "$$F = \\mathrm{Tr}(\\rho|\\psi\\rangle\\langle\\psi|) = \\mathrm{Tr}({\\frac{1}{2^n}\\sum_{G \\in \\mathcal{S}} \\rho G}) = \\frac{1}{2^n} \\sum_{G \\in \\mathcal{S}} \\mathrm{Tr}(\\rho G) = \\frac{1}{2^n} \\sum_{G \\in \\mathcal{S}} \\langle G \\rangle_\\rho$$\n", "\n", "For larger problems, measuring (or even enumerating) all $2^n$ stabilizers is infeasible, so fidelity is often estimated by measuring a random sample of stabilizers. Sampling $M$ stabilizers $G_1, \\ldots, G_M$ uniformly at random from $\\mathcal{S}$ gives an unbiased estimator of the fidelity, $\\hat F_M$,\n", "\n", "$$\\hat F_M = \\frac{1}{M} \\sum_{i=1}^M \\langle G_i \\rangle_\\rho$$\n", "For this experiment we will make the circuit much deeper to enhance the effect of gate noise, and we will add checks to every qubit with a neighboring ancilla qubit. While there are more sophisticated ways to sample stabilizers to estimate fidelity, in this example we will sample $100$ stabilizers with uniform probability." ] }, { "cell_type": "code", "execution_count": 6, "id": "post-select-aer-run", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Sampled 100 stabilizers of 12-qubit circuit with two-qubit depth of 72: {-YIIYZZZIZIYY, -XIXYIIZXYIZX, ...}\n" ] } ], "source": [ "from qiskit.quantum_info import Clifford, Pauli, PauliList\n", "\n", "num_stabilizers = 100\n", "num_shots = 1_000\n", "num_checks = 7\n", "depth = 72\n", "\n", "circuit = random_clifford_circuit(num_qubits, depth, rng)\n", "# Create all 2^N stabilizers\n", "circ_no_meas = circuit.remove_final_measurements(inplace=False)\n", "stabilizers = PauliList([Pauli(\"I\" * num_qubits)])\n", "for generator in (Pauli(label) for label in Clifford(circ_no_meas).to_labels(mode=\"S\")):\n", " stabilizers = stabilizers + stabilizers.compose(generator)\n", "\n", "# Choose some random stabilizers from the set\n", "keep = np.where(stabilizers.x.any(axis=1) | stabilizers.z.any(axis=1))[0]\n", "chosen = np.random.default_rng(seed).choice(\n", " keep, size=min(num_stabilizers, len(keep)), replace=False\n", ")\n", "stabilizers = [stabilizers[int(i)] for i in chosen]\n", "depth = circuit.depth(lambda x: x.operation.num_qubits == 2)\n", "print(\n", " f\"Sampled {len(stabilizers)} stabilizers of {circuit.num_qubits}-qubit circuit with two-qubit depth of {depth}: {{{stabilizers[0]}, {stabilizers[1]}, ...}}\"\n", ")" ] }, { "cell_type": "markdown", "id": "d2b49d48-441a-401f-aaf5-c7bb42f266ae", "metadata": {}, "source": [ "### 7. Find good checks for each measured stabilizer\n", "\n", "In general, two random stabilizers will not qubit-wise commute, so a set of checks will not usually be valid for two circuits implementing both sets of basis rotations. One could group stabilizers into qubit-wise commuting sets and find checks which represent the whole group, but since we are choosing stabilizers uniformly at random, we will likely not be able to group many stabilizers together for simultaneous sampling. Instead, we will just find a good set of checks for each stabilizer independently. A set of checks is \"good\" if they are valid and capture a large fraction of logical errors during execution of the circuit.\n", "\n", "For this experiment, we will shuffle the order in which we specify ``target_qubits`` so that we can study whether the order seems to make a big impact on how the quality of checks progresses as more are added. ***Remember, checks are added and committed to the circuit sequentially and in the order specified in ``target_qubits``***. Once the first check is set, it is not changed as more checks are added." ] }, { "cell_type": "code", "execution_count": 7, "id": "post-select-report", "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "100%|█████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████| 100/100 [05:52<00:00, 3.53s/it]" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Added 7 checks to 100 circuits in 353s.\n", "On average, 2-qubit depth increased from 72 to 87 when adding 7 checks.\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "\n" ] } ], "source": [ "import random\n", "import time\n", "\n", "from tqdm import tqdm\n", "\n", "\n", "def append_basis_rotation(c, G):\n", " \"\"\"Strip measurements, append basis rotations, and re-measure_all.\"\"\"\n", " out = c.remove_final_measurements(inplace=False)\n", " n = G.num_qubits\n", " for q in range(n):\n", " if G.x[q]:\n", " if G.z[q]:\n", " out.sdg(q)\n", " out.h(q)\n", " out.measure_all()\n", " return out\n", "\n", "\n", "noisy_circuits = []\n", "checked_circuits = []\n", "t0 = time.time()\n", "depths_2q = []\n", "for i, G in enumerate(tqdm(stabilizers)):\n", " # Transpile each basis-rotated circuit onto the backend before adding checks\n", " noisy_circuits.append(pm.run(append_basis_rotation(circuit, G)))\n", " # Shuffle target/ancilla pairs together so each target keeps its ancilla\n", " targets, ancillas = zip(\n", " *random.sample(list(zip(target_qubits, ancilla_qubits, strict=True)), k=len(target_qubits)),\n", " strict=True,\n", " )\n", " checked_circuits.append(\n", " add_pauli_checks(\n", " noisy_circuits[-1],\n", " list(targets),\n", " noise_model,\n", " ancilla_qubits=list(ancillas),\n", " cost=\"gamma\",\n", " method=\"windowed\",\n", " seed=seed + 1 + i,\n", " )\n", " )\n", " depths_2q.append(checked_circuits[-1][-1].circuit.depth(lambda x: len(x.qubits) == 2))\n", "print(\n", " f\"Added {len(target_qubits)} checks to {len(stabilizers)} circuits in {(time.time() - t0):.0f}s.\"\n", ")\n", "print(\n", " f\"On average, 2-qubit depth increased from {circuit.depth(lambda x: len(x.qubits) == 2)} to {int(np.mean(depths_2q))} when adding {num_checks} checks.\"\n", ")" ] }, { "cell_type": "markdown", "id": "948310a1-84e3-4ee8-91d1-a5acc1924328", "metadata": {}, "source": [ "### 8. Sample from the noisy circuit\n", "\n", "We use Qiskit Aer to produce noisy samples for the bare payload circuit as well as the checked circuit. We use the same depolarizing model for simulation of noisy samples that we used to find checks. Once the simulations are complete, we will calculate the average postselection rate and expectation values to get a feel for how well the error detection worked before visualizing the data." ] }, { "cell_type": "code", "execution_count": 8, "id": "0499f8dc-52c6-479b-b4fc-d3daa4f5235b", "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "100%|█████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████| 100/100 [05:46<00:00, 3.46s/it]\n" ] } ], "source": [ "from qiskit_aer import AerSimulator\n", "from qiskit_aer.noise import NoiseModel as AerNoiseModel\n", "from qiskit_aer.noise import ReadoutError, depolarizing_error\n", "\n", "# Create a noisy simulator with the same info we used in the noise model for check picking\n", "aer_nm = AerNoiseModel()\n", "aer_nm.add_all_qubit_quantum_error(depolarizing_error(noise_model.gate_noise, 2), [\"cz\"])\n", "p = noise_model.readout_noise\n", "aer_nm.add_all_qubit_readout_error(ReadoutError([[1 - p, p], [p, 1 - p]]))\n", "noisy_sim = AerSimulator(method=\"stabilizer\", noise_model=aer_nm)\n", "\n", "counts = []\n", "t0 = time.time()\n", "for i, checked_circ_result in enumerate(tqdm(checked_circuits)):\n", " noisy_counts = (\n", " noisy_sim.run(noisy_circuits[i], shots=num_shots, seed_simulator=seed * i + 1)\n", " .result()\n", " .get_counts()\n", " )\n", " checked_counts_per_variant = []\n", " for k, ck in enumerate(checked_circ_result):\n", " cnts = (\n", " noisy_sim.run(ck.circuit, shots=num_shots, seed_simulator=seed * i + 2 + k)\n", " .result()\n", " .get_counts()\n", " )\n", " checked_counts_per_variant.append(cnts)\n", " counts.append((noisy_counts, checked_counts_per_variant))" ] }, { "cell_type": "markdown", "id": "465b3af7-7d3a-40f6-950a-8b9cfae74ac5", "metadata": {}, "source": [ "### 9. Postselect checked circuit samples\n", "\n", "In this package a check is implemented using entangling gates between one ancilla qubit and one target qubit. Each ancilla starts in $|0\\rangle$, so $Z_\\text{anc}$ stabilizes its input state. Forward propagating $Z_\\text{anc}$ from the beginning of the ancilla through the entire checked circuit yields a Pauli operator on the output which may be higher weight and extend into the payload circuit. The qubit indices on which this output operator has non-identity terms are called the check's support, and the check passes if the bits, $b$, in the check's support have even parity: $\\bigoplus_{i=1} b_i = 0$. A sample is kept if each check produces $0$ for its parity check.\n", "\n", "The ``CheckedCircuit`` instances output from ``add_pauli_checks`` provide a ``get_postselection_method`` method, which returns a method that takes in a bitstring or bit array and returns a syndrome vector which reports the syndrome associated with each check. As shown below, samples which have ``0`` syndrome for every check are kept, and the rest are discarded.\n", "\n", "In the chart, we see that adding more checks causes the postselection rate to go down. While the goal of error detection is to catch as many errors as possible, as postselection rate goes down more shots may be required to achieve some target accuracy. If the postselection rate drops too low, the number of shots needed to collect one logical sample may become prohibitive. In this example, the postselection rate seems to converge, implying that additional checks are contributing less additional detection capability. Although adding more Pauli checks generally provides greater error detection capability, it comes at a cost of increased circuit depth and an increase in sampling cost." ] }, { "cell_type": "code", "execution_count": 9, "id": "f6777fe6-6612-47c9-babe-6e6ea9c19ee4", "metadata": {}, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "psr_per_variant = []\n", "kept_per_stab = []\n", "for i, (_, checked_counts_per_variant) in enumerate(counts):\n", " psrs = []\n", " kept_at_num_checks = None\n", " for k, cnts in enumerate(checked_counts_per_variant):\n", " ps_fn = checked_circuits[i][k].get_postselection_method()\n", " kept = {bs: n for bs, n in cnts.items() if not ps_fn(bs).any()}\n", " psrs.append(sum(kept.values()) / num_shots)\n", " if k == num_checks:\n", " kept_at_num_checks = kept\n", " psr_per_variant.append(psrs)\n", " kept_per_stab.append(kept_at_num_checks)\n", "\n", "max_len = max(len(s) for s in psr_per_variant)\n", "psrs_arr = np.full((len(psr_per_variant), max_len), np.nan)\n", "for i, s in enumerate(psr_per_variant):\n", " psrs_arr[i, : len(s)] = s\n", "ks = np.arange(max_len)\n", "\n", "fig, ax = plt.subplots(figsize=(8, 4))\n", "ax.plot(ks, psrs_arr.T, color=\"darkorange\", alpha=0.15, linewidth=1)\n", "ax.plot(\n", " ks,\n", " np.nanmedian(psrs_arr, axis=0),\n", " color=\"black\",\n", " linewidth=1,\n", " linestyle=\"--\",\n", " label=\"median\",\n", ")\n", "ax.set(\n", " xlabel=\"Checks committed\",\n", " ylabel=\"Post-selection rate\",\n", " ylim=(0, 1.05),\n", " title=f\"Per-stabilizer post-selection rate ({len(psrs_arr)} stabilizers)\",\n", ")\n", "ax.legend()\n", "ax.grid(True, alpha=0.3)\n", "plt.tight_layout()\n", "plt.show()" ] }, { "cell_type": "markdown", "id": "5e4a1389-5c9f-4d37-aee5-5e98d927b13e", "metadata": {}, "source": [ "### 10. Compare fidelities of original and postselected noisy states\n", "\n", "We see that postselecting only samples with no detected errors greatly improves the expectation value for every stabilizer, and thus improves the estimated fidelity of the stabilizer state. Although the postselected values were calculated using about 60% the number of samples as the raw, noisy values, the expectation values are much more accurate and the sampled variance is lower. We can also now see that the postselection rate above was actually converging to a value similar to the noisy circuit fidelity. The postselection rate was converging because the checks were catching the vast majority of errors actually occuring during circuit execution." ] }, { "cell_type": "code", "execution_count": 10, "id": "post-select-plots", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "ideal fidelity: 1.0\n", "noisy fidelity: 0.4876\n", "postselected fidelity: 0.9754\n", "mean post-sel rate: 0.461\n", "\n" ] }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "from qiskit.result import sampled_expectation_value\n", "\n", "\n", "def expectation(counts, G):\n", " \"\"\"EV of G from counts measured in Z-basis.\n", "\n", " Pads with `I` on any qubits beyond G's support (e.g. check ancillas in the postselected counts).\n", " \"\"\"\n", " if not counts:\n", " return float(\"nan\")\n", " n = G.num_qubits\n", " sign = -1 if int(G.phase) % 4 == 2 else 1\n", " total = len(next(iter(counts)))\n", " label = \"\".join(\"Z\" if q < n and (G.x[q] or G.z[q]) else \"I\" for q in range(total - 1, -1, -1))\n", " return sign * sampled_expectation_value(counts, label)\n", "\n", "\n", "results = []\n", "for i, ((noisy_counts, _), kept) in enumerate(zip(counts, kept_per_stab, strict=True)):\n", " results.append(\n", " (\n", " expectation(noisy_counts, stabilizers[i]),\n", " expectation(kept, stabilizers[i]),\n", " sum(kept.values()) / num_shots,\n", " )\n", " )\n", "\n", "fidelity_noisy = float(np.nanmean([r[0] for r in results]))\n", "fidelity_postsel = float(np.nanmean([r[1] for r in results]))\n", "psr = np.mean([r[2] for r in results])\n", "print(\n", " f\"ideal fidelity: 1.0\\n\"\n", " f\"noisy fidelity: {fidelity_noisy:.4f}\\n\"\n", " f\"postselected fidelity: {fidelity_postsel:.4f}\\n\"\n", " f\"mean post-sel rate: {psr:.3f}\\n\"\n", ")\n", "\n", "evs_ideal = np.array([1.0 for r in results])\n", "evs_noisy = np.array([r[0] for r in results])\n", "evs_post = np.array([r[1] for r in results])\n", "idx = np.arange(len(results))\n", "\n", "\n", "def cum_mean_sem(ys):\n", " valid = ~np.isnan(ys)\n", " s = np.cumsum(np.where(valid, ys, 0.0))\n", " s2 = np.cumsum(np.where(valid, ys**2, 0.0))\n", " n = np.maximum(np.cumsum(valid).astype(float), 1)\n", " mean = s / n\n", " sem = np.sqrt(np.maximum(s2 / n - mean**2, 0) / n)\n", " return np.where(np.cumsum(valid) > 0, mean, np.nan), sem\n", "\n", "\n", "def strip(ax, ys, color, label):\n", " m, s = np.nanmean(ys), np.nanstd(ys)\n", " ax.axhspan(m - s, m + s, color=color, alpha=0.15, label=f\"{label} mean ± std\")\n", " ax.axhline(m, color=color, linewidth=1, linestyle=\"--\")\n", "\n", "\n", "fig, ax = plt.subplots(figsize=(8, 4))\n", "ax.axhline(np.nanmean(evs_ideal), color=\"black\", linewidth=1.5, label=\"ideal\")\n", "strip(ax, evs_noisy, \"red\", \"noisy\")\n", "strip(ax, evs_post, \"green\", \"post-sel\")\n", "ax.scatter(idx, evs_noisy, color=\"red\", s=22, alpha=0.7, zorder=3, label=\"noisy \")\n", "ax.scatter(idx, evs_post, color=\"green\", s=22, alpha=0.7, zorder=3, label=\"post-sel \")\n", "ax.set(\n", " xlabel=\"stabilizer index\",\n", " ylabel=r\"$\\langle G \\rangle$\",\n", " ylim=(-0.1, 1.1),\n", " title=\"Per-stabilizer EVs\",\n", ")\n", "ax.legend(loc=\"lower left\", ncol=2)\n", "ax.grid(True, alpha=0.3)\n", "plt.tight_layout()\n", "plt.show()\n", "\n", "M = np.arange(1, len(results) + 1)\n", "fig, ax = plt.subplots(figsize=(8, 4))\n", "for ys, color, label in [\n", " (evs_ideal, \"black\", \"ideal\"),\n", " (evs_noisy, \"red\", \"noisy\"),\n", " (evs_post, \"green\", \"post-sel\"),\n", "]:\n", " cm, sem = cum_mean_sem(ys)\n", " ax.plot(M, cm, color=color, linewidth=1.5, label=label)\n", " ax.fill_between(M, cm - sem, cm + sem, color=color, alpha=0.15)\n", "ax.set(\n", " xlabel=\"number of stabilizers averaged\",\n", " ylabel=\"running fidelity estimate\",\n", " title=\"Fidelity convergence vs. number of stabilizers\",\n", ")\n", "ax.legend()\n", "ax.grid(True, alpha=0.3)\n", "plt.tight_layout()\n", "plt.show()" ] }, { "cell_type": "markdown", "id": "74f54161-8689-4898-b887-257a711ea6e5", "metadata": {}, "source": [ "Here we see that although we randomized the order in which we added checks to the target qubits, the convergence of gamma follows roughly the same trend for all stabilizer experiments. For other problems on a different set of physical qubits, and with an imperfect noise model (remember, our noise model in this tutorial exactly modeled the noise affecting the samples), one might see more pronounced differences in convergence depending on the order in which checks are added.\n", "\n", "This gamma curve converging to ``1.0`` implies that additional checks will not be able to detect a great deal of additional error, as there is very little modeled error that is uncovered by the checks. This reinforces our earlier observation regarding convergence in postselection rate being due to a lack of uncovered error in the circuit." ] }, { "cell_type": "code", "execution_count": 11, "id": "per-stabilizer-score-curves", "metadata": {}, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "stab_scores = [[v.cost for v in checked_circ_result] for checked_circ_result in checked_circuits]\n", "max_len = max(len(s) for s in stab_scores)\n", "scores = np.full((len(stab_scores), max_len), np.nan)\n", "for i, s in enumerate(stab_scores):\n", " scores[i, : len(s)] = s\n", "ks = np.arange(max_len)\n", "\n", "fig, ax = plt.subplots(figsize=(8, 4))\n", "ax.plot(ks, scores.T, color=\"steelblue\", alpha=0.15, linewidth=1)\n", "ax.plot(\n", " ks, np.nanmedian(scores, axis=0), color=\"black\", linewidth=1, linestyle=\"--\", label=\"median\"\n", ")\n", "ax.set(\n", " xlabel=\"Checks committed\",\n", " ylabel=\"Gamma\",\n", " yscale=\"log\",\n", " title=f\"Per-stabilizer gamma curves ({len(scores)} stabilizers)\",\n", ")\n", "ax.legend()\n", "ax.grid(True, alpha=0.3, which=\"both\")\n", "plt.tight_layout()\n", "plt.show()" ] } ], "metadata": { "kernelspec": { "display_name": "Python 3 (ipykernel)", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.12.9" } }, "nbformat": 4, "nbformat_minor": 5 }