{ "cells": [ { "cell_type": "markdown", "id": "e457d94b-5a33-4574-bc06-bcd85fe819af", "metadata": { "scrolled": true }, "source": [ "# Probabilistic error cancellation with shaded lightcones\n", "## Background\n", "This tutorial demonstrates how to mitigate errors by using the Shaded lightcone (SLC) addon. This addon is an evolution of the [probabilistic error cancellation (PEC) technique](https://quantum.cloud.ibm.com/docs/guides/error-mitigation-and-suppression-techniques#probabilistic-error-cancellation-pec), wherein a user learns the noise of unique layers in a circuit and then cancels out the noise by applying single-qubit gates and post-processing techniques. Compared to other methods, PEC offers more robust bounds on the bias of the mitigated result, but tends to suffer from a higher overhead in terms of QPU time. During PEC, to compensate for attenuation of the expectation value by noise, the average result is rescaled by a factor of $\\gamma = \\exp(\\sum_{l,\\sigma} 2\\lambda_{l,\\sigma})$, where $\\lambda_{l,\\sigma}$ is the learned noise rate of error Pauli $\\sigma$ at layer $l$ in the circuit. This rescaling increases the variance by a factor of $\\gamma^2$, and thus also multiplies the number of circuit executions needed on the QPU by $\\gamma^2$, which we call the sampling cost or sampling overhead. Because $\\gamma$ grows exponentially, PEC is often limited to shallow or few-qubit circuits. Learn more about PEC in [Probabilistic error cancellation with sparse Pauli-Lindblad models on noisy quantum processors.](https://arxiv.org/abs/2201.09866) \n", "\n", "If we can identify errors that do not need to be mitigated, we can decrease this sampling cost exponentially. A first step in this direction is implementing locally aware error mitigation, which uses a quickly computable conventional “lightcone” to reduce the PEC overhead by bounding an observable's sensitivity to errors throughout the circuit, extending the feasibility of PEC to larger scales for some problems. Errors outside of this lightcone cannot affect the measured outcome and can therefore be excluded from the error cancellation procedure. This exclusion decreases the sampling overhead, in some cases substantially, without introducing additional bias. In particular, for measuring a local observable $O$ of a fixed-depth circuit, the required sampling overhead eventually plateaus when scaling the number of qubits in the circuit (see Fig. 2b in [Locality and Error Mitigation of Quantum Circuits.](https://arxiv.org/abs/2303.06496))\n", "\n", "Shaded lightcones (SLC) go further, using classical simulations to more tightly bound the sensitivity to errors throughout the circuit. This trades some QPU time for CPU time and reduces the sampling overhead needed to renormalize the bias. Instead of a hard cutoff, each potential error in the circuit is assigned a graded “shade” that upper-bounds the susceptibility of the observable to that error. This refined characterization allows for more efficient, targeted applications of PEC with reduced variance, while giving the user the ability to controllably tune the bias in the observable estimation. See [Lightcone shading for classically accelerated quantum error mitigation](https://arxiv.org/abs/2409.04401) for more details.\n", "\n", "Our workflow for the SLC addon leverages the new Samplomatic and Executor framework, allowing users to have more modular control of execution settings for error suppression and mitigation while retaining ease of use for advanced users. For a deeper understanding of the benefits of this framework and its general features, refer to the [Hello samplomatic](https://github.com/qiskit-community/qdc-challenges-2025/blob/main/day3_tutorials/Track_A/hello_samplomatic/Samplomatic%20-%20Hello%20World.ipynb) tutorial.\n", "\n", "### Workflow for lightcone shading, noise learning, and anti-noise injection\n", "For modeling the QPU's noise, we chose to use a sparse Pauli-Lindblad noise model with 1- and 2-qubit Pauli error rates, locally generated on each qubit and edge of the device. With this choice, the SLC error-mitigation workflow presented in this tutorial is as follows:\n", "\n", "a. CPU — Bound per-error impact of 1- and 2-qubit Pauli errors\n", "\n", " 1. Forward propagation (bound effect on observable). Propagate each error to the end of the circuit and compute its commutator with the observable. \n", " - Truncate operator terms during evolution to keep computation tractable. \n", " - Further tighten these bounds by a loose back-propagation of the observable based on quantum speed limits.\n", " 2. Backward propagation (bound effect on initial state). Propagate each error to the start of the circuit and compute its commutator with the initial state.\n", "\n", "b. QPU — Learn noise rates. Use `NoiseLearner` to estimate rates of the Pauli-Lindblad noise model.\n", "\n", "c. CPU — Prioritize mitigation\n", "\n", " 1. Update merged bounds with learned noise rates. Combine forward and backward bounds that were previously computed and update them with learned noise rates. \n", " 2. Rank noise components to mitigate by using the computed bounds and learned rates. Prioritize each possible noise error based on its estimated impact on bias and the associated expense to correct. \n", "\n", "d. QPU — Insert antinoise and run. Execute the circuit of interest with antinoise (inverse noise) specified by using `Box` annotations.\n", "\n", "e. CPU — Estimate observable. Compute the expectation value, applying measurement-based post-selection to reduce non-Markovian noise impact.\n", "\n", "### Noise learning overview\n", "Noise learning is a common step in several error-mitigation methods, carried out by the [NoiseLearner](https://quantum.cloud.ibm.com/docs/en/guides/noise-learning), and can be seen in our [PEA error mitigation](https://quantum.cloud.ibm.com/docs/tutorials/probabilistic-error-amplification) tutorial, as well as our [Propagated noise absorption (PNA) tutorial](https://github.com/qiskit-community/qdc-challenges-2025/blob/main/day3_tutorials/Track_A/pna/propagated_noise_absorption.ipynb). In `NoiseLearnerV3`, a user can specifically identify the to-be-learned noise layers as [`CircuitInstruction`](https://quantum.cloud.ibm.com/docs/api/qiskit/qiskit.circuit.CircuitInstruction) objects, which allows users to compute the desired SLC noise bounds for each layer in the manner described above. The learned Pauli-Lindblad model provides coefficients to be used in the PEC-SLC prioritization. The way in which the gates are collected into layers can be determined by using `generate_boxing_pass_manager` and `unique_2q_instructions` convenience functions, and then fed into the SLC utility function `generate_noise_model_paulis`, as described in Step 2 below.\n", "\n", "| **Part 1** | **Part 2** | **Part 3** |\n", "|-----------|-----------|-----------|\n", "| Pauli-twirl two-qubit gate layers | Repeat identity pairs of layers and learn noise | Derive a fidelity (error for each noise channel) |\n", "| ![paulitwirling.png](exp_data/paulitwirl.png) | ![learnlayer.png](exp_data/learnlayer.png) | ![curvefit.png](exp_data/curvefit.png) |\n", "\n", "### Post-processing overview\n", "After executing on quantum hardware by using the Samplomatic and Executor framework, we convert our bitstring measurements into the desired observable value. In the case of our mirrored Ising circuit, we will ideally get a measured observable of 1, as all qubits should ideally return to their starting point of $\\ket{0}$. When computing the observable value with our `expectation_values` function, we will apply a few post-processing techniques that reduce noise impact. This includes removing shots affected by non-Markovian noise, readout-error mitigation, as well as accounting for details of our PEC implementation. Details are discussed in Step 4 below.\n" ] }, { "cell_type": "markdown", "id": "d1ca218e-fc1a-45e6-8947-6700825d2250", "metadata": {}, "source": [ "## Requirements\n", "Before starting this tutorial, ensure that you have the following packages installed:\n", "\n", "- Qiskit Runtime Executor Preview and SDK (`pip install \"qiskit-ibm-runtime @ git+https://github.com/Qiskit/qiskit-ibm-runtime.git@executor_preview\"`)\n", "- Qiskit addon Shaded lightcone 0.1 (`pip install \"qiskit-addon-slc~=0.1.0`\")\n", "- Qiskit addon utils (`pip install \"qiskit-addon-utils~=0.3.0\"`)\n", "- Samplomatic v0.13 or more(`pip install samplomatic`)\n", "- Qiskit Visualization support (`pip install \"qiskit[visualization]\"`)" ] }, { "cell_type": "markdown", "id": "3c575b1b-766b-4b52-9537-f3009738e8ef", "metadata": {}, "source": [ "## Step 0. Setup\n", "First, import the packages and functions needed to run this notebook successfully." ] }, { "cell_type": "code", "execution_count": 1, "id": "946458b7-ab59-448c-8268-f62d8f53bc6d", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "env: OMP_NUM_THREADS=1\n" ] } ], "source": [ "import logging\n", "\n", "logging.basicConfig(level=logging.INFO, format=\"%(asctime)s %(levelname)s %(module)s %(message)s\")\n", "\n", "# Setting this value prevents itertools.starmap deadlock on UNIX systems\n", "from multiprocessing import set_start_method\n", "\n", "set_start_method(\"spawn\")\n", "\n", "# Needed to prevent PySCF from parallelizing internally (SLC only)\n", "%set_env OMP_NUM_THREADS=1" ] }, { "cell_type": "code", "execution_count": 63, "id": "63326afc-732a-451d-a007-9d72ba5d703d", "metadata": { "scrolled": true }, "outputs": [], "source": [ "import pickle\n", "\n", "import numpy as np\n", "import samplomatic\n", "from matplotlib import pyplot as plt\n", "from qiskit import QuantumCircuit\n", "from qiskit.quantum_info import SparsePauliOp\n", "from qiskit.transpiler import PassManager, generate_preset_pass_manager\n", "from qiskit_addon_slc.bounds import (\n", " compute_backward_bounds,\n", " compute_forward_bounds,\n", " compute_local_scales,\n", " merge_bounds,\n", " tighten_with_speed_limit,\n", ")\n", "from qiskit_addon_slc.utils import generate_noise_model_paulis, map_modifier_ref_to_ref\n", "from qiskit_addon_slc.visualization import draw_shaded_lightcone\n", "from qiskit_addon_utils.exp_vals.expectation_values import executor_expectation_values\n", "from qiskit_addon_utils.exp_vals.measurement_bases import get_measurement_bases\n", "from qiskit_addon_utils.noise_management import gamma_from_noisy_boxes, trex_factors\n", "from qiskit_addon_utils.noise_management.post_selection import PostSelector\n", "from qiskit_addon_utils.noise_management.post_selection.transpiler.passes import (\n", " AddPostSelectionMeasures,\n", " AddSpectatorMeasures,\n", ")\n", "from qiskit_ibm_runtime import Executor, QiskitRuntimeService, QuantumProgram\n", "from qiskit_ibm_runtime.noise_learner_v3 import NoiseLearnerV3\n", "from qiskit_ibm_runtime.options import NoiseLearnerV3Options\n", "from samplomatic.transpiler import generate_boxing_pass_manager\n", "from samplomatic.utils import find_unique_box_instructions" ] }, { "cell_type": "markdown", "id": "549a1ce6-e48f-4a8a-b013-738c21a962f3", "metadata": {}, "source": [ "## Step 1. Map the problem\n", "For ease of demonstration, we select a 1D mirror Ising chain. The 1D Ising chain gives a nicely dense circuit structure, which is convenient for showcasing PEC implementations. A mirror circuit makes it straightforward to know the expected outcome (namely, we should measure an observable of 1).\n", "\n", "Further, we want to run a mirror circuit, so for every gate in the second half of the circuit, there needs to be an inverse gate in the first half. As the measured observable **$$** has non-Z-basis measurements, and the executor accounts for the desired basis at the end of the circuit, we provide a `prepare_basis` function that inserts the appropriate gates at the start of the mirror circuit. This detail is specific to our mirror-circuit demonstration. The `get_measurement_bases` function allows us to easily identify which gates are needed and where to append them, as well as keeping track of qubit index subtleties arising from conventions in `box` annotation as discussed in the \"Prepare canonical bases measurements\" section." ] }, { "cell_type": "code", "execution_count": 3, "id": "5bfefe99-5958-486e-b8ca-ef2573c7f1e5", "metadata": {}, "outputs": [], "source": [ "num_qubits = 20\n", "target_obs_sparse = [(\"XZ\", [6, 13], 1.0)]" ] }, { "cell_type": "code", "execution_count": 4, "id": "e5d4d6d5-9016-4c9a-916b-5075ff459fbf", "metadata": {}, "outputs": [], "source": [ "observable = SparsePauliOp.from_sparse_list(target_obs_sparse, num_qubits=num_qubits)" ] }, { "cell_type": "code", "execution_count": 5, "id": "bb40bad8-cb18-4542-9e18-edf5fdfb5452", "metadata": {}, "outputs": [], "source": [ "bases_virt, reverser_virt = get_measurement_bases(observable)" ] }, { "cell_type": "code", "execution_count": 6, "id": "5b92fd4e-c559-4c56-8bf6-a6f2e397550c", "metadata": {}, "outputs": [], "source": [ "num_trotter_steps = 10\n", "rx_angle = np.pi / 4" ] }, { "cell_type": "code", "execution_count": 7, "id": "cc2b001f-c006-45f1-9942-dcbdabefbec4", "metadata": {}, "outputs": [], "source": [ "def construct_ising_circuit(\n", " num_qubits: int, num_trotter_steps: int, rx_angle: float, barrier: bool = True\n", ") -> QuantumCircuit:\n", " circuit = QuantumCircuit(num_qubits)\n", "\n", " for _step in range(num_trotter_steps):\n", " circuit.rx(rx_angle, range(num_qubits))\n", " if barrier:\n", " circuit.barrier()\n", " for first_qubit in (1, 2):\n", " for idx in range(first_qubit, num_qubits, 2):\n", " # equivalent to Rzz(-pi/2):\n", " circuit.sdg([idx - 1, idx])\n", " circuit.cz(idx - 1, idx)\n", " if barrier:\n", " circuit.barrier()\n", "\n", " return circuit\n", "\n", "\n", "def prepare_basis(circuit: QuantumCircuit, basis: list[int]) -> QuantumCircuit:\n", " # basis is a list of integer values from 0 to 3. These map to the basis measurement as:\n", " # 0 = I; 1 = Z; 2 = X; 3 = Y\n", " assert len(basis) == circuit.num_qubits\n", "\n", " out_circ = circuit.copy_empty_like()\n", " for qb, bas in enumerate(basis):\n", " if bas in {0, 1}:\n", " continue\n", " if bas == 2:\n", " out_circ.h(qb)\n", " elif bas == 3:\n", " out_circ.rx(-np.pi / 2, qb)\n", "\n", " out_circ.barrier()\n", " out_circ.compose(circuit, inplace=True)\n", " return out_circ\n", "\n", "\n", "def mirror_circuit(circuit: QuantumCircuit, *, inverse_first: bool = False) -> QuantumCircuit:\n", " mirror_circ = circuit.copy_empty_like()\n", " mirror_circ.compose(circuit.inverse() if inverse_first else circuit, inplace=True)\n", " mirror_circ.barrier()\n", " mirror_circ.compose(circuit if inverse_first else circuit.inverse(), inplace=True)\n", " mirror_circ.measure_active()\n", " return mirror_circ" ] }, { "cell_type": "code", "execution_count": 8, "id": "67553310-f1f0-4736-85ad-bfebd3c00414", "metadata": {}, "outputs": [], "source": [ "# Instantiate circuit\n", "circuit = construct_ising_circuit(num_qubits, num_trotter_steps, rx_angle, barrier=False)\n", "mirrored_circuit = mirror_circuit(circuit, inverse_first=True)\n", "mirrored_circuit = prepare_basis(mirrored_circuit, bases_virt[0])" ] }, { "cell_type": "code", "execution_count": 9, "id": "0dab284e-dbed-4d2f-92aa-c6c9c0e909a6", "metadata": {}, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "execution_count": 9, "metadata": {}, "output_type": "execute_result" } ], "source": [ "mirrored_circuit.draw(\"mpl\", fold=-1, scale=0.3, idle_wires=False, measure_arrows=False)" ] }, { "cell_type": "markdown", "id": "e4ccbe80-8a2a-440e-9ca1-9d85df2004b8", "metadata": {}, "source": [ "## Step 2. Optimize\n", "We will optimize details associated with the circuit to be run, the observable to be measured, and the noise-learning parameters. As a starting point, we ensure that we instantiate a backend with fractional gates turned on as an option. These fractional gates will allow for greater sensitivity in some of our post-selection filtering.\n" ] }, { "cell_type": "code", "execution_count": null, "id": "38de57b5-ad3c-4163-a940-b1096184e1b2", "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "qiskit_runtime_service._discover_account:WARNING:2025-11-10 11:19:40,108: Loading account with the given token. A saved account will not be used.\n" ] } ], "source": [ "token = \"\"\n", "instance = \"\"\n", "\n", "# This is used to retrieve shared results\n", "shared_service = QiskitRuntimeService(\n", " channel=\"ibm_quantum_platform\",\n", " token=token,\n", " instance=instance,\n", ")\n", "\n", "# This is used to run on real hardware\n", "service = service = QiskitRuntimeService()" ] }, { "cell_type": "code", "execution_count": 11, "id": "9a27f838-16cd-47f1-938d-9cbfeafb2d36", "metadata": {}, "outputs": [], "source": [ "backend = service.backend(\"ibm_kingston\", use_fractional_gates=True)" ] }, { "cell_type": "markdown", "id": "81dd2580-d4a8-45bb-bd05-707c64aa4ac7", "metadata": {}, "source": [ "First, we will transpile our circuit to ISA instructions, [as required for execution on our QPUs](https://www.ibm.com/quantum/blog/isa-circuits). For the data collected in this experiment, we hand select our qubits based on evaluation of the highest quality chain." ] }, { "cell_type": "code", "execution_count": 12, "id": "e9dd4699-a935-45af-90b2-0e48286a587d", "metadata": {}, "outputs": [], "source": [ "layout = [44, 45, 46, 47, 57, 67, 68, 69, 78, 89, 88, 87, 97, 107, 106, 105, 104, 103, 96, 83]" ] }, { "cell_type": "code", "execution_count": 13, "id": "a7505de6-70ef-4996-9f6b-0025f267e920", "metadata": { "scrolled": true }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "2025-11-10 11:19:57,810 INFO base_tasks Pass: ContainsInstruction - 0.00715 (ms)\n", "2025-11-10 11:19:57,811 INFO base_tasks Pass: UnitarySynthesis - 0.00525 (ms)\n", "2025-11-10 11:19:57,811 INFO base_tasks Pass: HighLevelSynthesis - 0.02599 (ms)\n", "2025-11-10 11:19:57,811 INFO base_tasks Pass: BasisTranslator - 0.09131 (ms)\n", "2025-11-10 11:19:57,811 INFO base_tasks Pass: SetLayout - 0.02623 (ms)\n", "2025-11-10 11:19:57,812 INFO base_tasks Pass: FullAncillaAllocation - 0.14400 (ms)\n", "2025-11-10 11:19:57,812 INFO base_tasks Pass: EnlargeWithAncilla - 0.06318 (ms)\n", "2025-11-10 11:19:57,813 INFO base_tasks Pass: ApplyLayout - 0.29802 (ms)\n", "2025-11-10 11:19:57,813 INFO base_tasks Pass: CheckMap - 0.07820 (ms)\n", "2025-11-10 11:19:57,814 INFO base_tasks Pass: FilterOpNodes - 0.33283 (ms)\n", "2025-11-10 11:19:57,814 INFO base_tasks Pass: UnitarySynthesis - 0.00691 (ms)\n", "2025-11-10 11:19:57,814 INFO base_tasks Pass: HighLevelSynthesis - 0.13208 (ms)\n", "2025-11-10 11:19:57,816 INFO base_tasks Pass: BasisTranslator - 1.00303 (ms)\n", "2025-11-10 11:19:57,818 INFO base_tasks Pass: FoldRzzAngle - 1.78719 (ms)\n", "2025-11-10 11:19:57,818 INFO base_tasks Pass: ContainsInstruction - 0.00691 (ms)\n", "2025-11-10 11:19:57,818 INFO base_tasks Pass: InstructionDurationCheck - 0.00405 (ms)\n" ] } ], "source": [ "isa_pm = generate_preset_pass_manager(backend=backend, initial_layout=layout, optimization_level=0)\n", "\n", "isa_circuit = isa_pm.run(mirrored_circuit)\n", "assert isa_circuit.layout.final_index_layout() == layout\n", "\n", "isa_observable = observable.apply_layout(layout, num_qubits=isa_circuit.num_qubits)" ] }, { "cell_type": "code", "execution_count": 14, "id": "87f19e08-0cae-4959-9215-354ab099ab02", "metadata": {}, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "execution_count": 14, "metadata": {}, "output_type": "execute_result" } ], "source": [ "wire_order = layout + [q for q in range(isa_circuit.num_qubits) if q not in layout]\n", "isa_circuit.draw(\n", " \"mpl\", fold=-1, scale=0.3, idle_wires=False, wire_order=wire_order, measure_arrows=False\n", ")" ] }, { "cell_type": "markdown", "id": "7e7135e7-1e86-4d16-b806-30d4a9225e88", "metadata": {}, "source": [ "### Box the circuit\n", "For ease of implementation, we will utilize the `generate_boxing_pass_manager` transpilation pass, which places the circuit instructions into annotated boxes. These boxes clearly indicate where, in the case of PEC, antinoise should be injected into the circuit. For details on settings, refer to the [Samplomatic documentation.](https://qiskit.github.io/samplomatic/)\n", "\n", "Note that the SLC workflow the use of `inject_noise_strategy=\"individual_modification\"` later in the process because this allows us to uniquely identify each `BoxOp` in the circuit.\n", "\n", "The `find_unique_box_instructions` function iterates through the provided boxed circuit and identifies those that have unique 2Q layers or measurements, for the purpose of noise learning and noise injection." ] }, { "cell_type": "code", "execution_count": null, "id": "440f818c-9417-4855-b31b-db47b8595618", "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "2025-11-10 11:20:01,088 INFO base_tasks Pass: RemoveBarriers - 0.02289 (ms)\n", "2025-11-10 11:20:01,100 INFO base_tasks Pass: GroupGatesIntoBoxes - 12.38990 (ms)\n", "2025-11-10 11:20:01,101 INFO base_tasks Pass: GroupMeasIntoBoxes - 0.47898 (ms)\n", "2025-11-10 11:20:01,104 INFO base_tasks Pass: AddTerminalRightDressedBoxes - 2.88177 (ms)\n", "2025-11-10 11:20:01,111 INFO base_tasks Pass: AddInjectNoise - 6.66904 (ms)\n" ] } ], "source": [ "# Box circuit with Twirl and InjectNoise annotations\n", "boxes_pm = generate_boxing_pass_manager(\n", " twirling_strategy=\"active\",\n", " inject_noise_strategy=\"individual_modification\",\n", " inject_noise_targets=\"gates\",\n", " measure_annotations=\"all\",\n", ")\n", "\n", "\n", "boxed_circuit = boxes_pm.run(isa_circuit)\n", "\n", "# Find the unique instructions (layers) from boxed circuit\n", "unique_2q_instructions = find_unique_box_instructions(\n", " boxed_circuit, normalize_annotations=None, undress_boxes=True\n", ")" ] }, { "cell_type": "code", "execution_count": 16, "id": "d662b076-005e-46c7-826d-4c29a4937404", "metadata": {}, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "execution_count": 16, "metadata": {}, "output_type": "execute_result" } ], "source": [ "boxed_circuit.draw(\n", " \"mpl\", fold=-1, scale=0.3, idle_wires=False, wire_order=wire_order, measure_arrows=False\n", ")" ] }, { "cell_type": "markdown", "id": "aa8794ef-7906-4ee3-a9b0-e0399b3e9129", "metadata": {}, "source": [ "### Prepare canonical bases measurements\n", "Due to how the qubits are labeled when identifying unique 2Q layers, one must take special care to keep track of qubit ordering. Below, we introduce the notion of `canonical_qubits` as a means to appropriately update the qubit ordering when providing it to the executor, as a result of how qubit order is captured when boxing circuits and finding unique instructions. See the [Qubit ordering convention](https://qiskit.github.io/samplomatic/guides/samplex_io.html#qubit-ordering-convention) documentation for details." ] }, { "cell_type": "code", "execution_count": 17, "id": "e242702b-0274-4ebf-837d-4319a6772339", "metadata": {}, "outputs": [], "source": [ "# Determine the canonical qubits order\n", "meas_box = boxed_circuit.data[-1]\n", "canonical_qubits = [\n", " idx for idx, qubit in enumerate(boxed_circuit.qubits) if qubit in meas_box.qubits\n", "]\n", "\n", "# map canonical qubit to physical (isa) qubit\n", "c_2_p = {c: p for c, p in enumerate(canonical_qubits)}\n", "# map physical (isa) qubit to virtual qubit (index in original circuit)\n", "p_2_v = {p: v for v, p in enumerate(layout)}\n", "# compute map between virtual and canonical qubit indices.\n", "c_2_v = {c: p_2_v[p] for c, p in c_2_p.items()}\n", "\n", "assert len(c_2_v) == num_qubits\n", "\n", "bases_canon = [\n", " np.array([base_i[c_2_v[c]] for c in range(num_qubits)], dtype=np.uint8) for base_i in bases_virt\n", "]" ] }, { "cell_type": "markdown", "id": "91d92161-addc-4259-ab8f-e6d7e838c99e", "metadata": {}, "source": [ "### Workflow for lightcone shading, noise learning, and anti-noise injection\n", "\n", "> **Note**: For the implementation of SLC-PEC in this tutorial, we run SLC bound computations **before** the noise learning has been completed, so the to-be-mitigated circuit is run as close in time as possible to the learned noise model. In principle, this workflow can be further enhanced to execute simultaneously. Namely, a noise-learning job is run while, in parallel, noise bounds are estimated. For an arbitrary quantum circuit, the noise-bound computation can scale with a weakly exponential dependence. As such, it might be prudent to use parallelized execution when trying to maximize the workflow's efficiency. To this end, we briefly demonstrate this by including cluster-based (128-thread) resources and showing how you can achieve a more refined set of bounds for a provided circuit when constrained to equal computation-time limits, compared to our laptop (8 threads). Furthermore, although not implemented in this workflow, you can parallelize the QPU executions for noise learning and noise-bound computations to achieve the most efficient workflow.\n" ] }, { "cell_type": "markdown", "id": "4a2ec5ed-c339-4273-b407-6bb46b9ede19", "metadata": {}, "source": [ "#### Predict to-be-learned noise-model Paulis\n", "\n", "The `generate_noise_model_paulis` function goes through each boxed layer of the provided circuit and generates all relevant weight-one and weight-two Pauli terms, taking into account the circuit's qubit connectivity, and selecting terms that are relevant to the active nodes and edges. These terms are then used to compute forward and backward noise bounds." ] }, { "cell_type": "code", "execution_count": 18, "id": "e6783d37-c91f-4c6e-af4e-fb8f37d79e6b", "metadata": {}, "outputs": [], "source": [ "noise_model_paulis = generate_noise_model_paulis(\n", " unique_2q_instructions, backend.coupling_map, boxed_circuit\n", ")" ] }, { "cell_type": "code", "execution_count": 19, "id": "f9fd1389-8c61-4585-85a6-ad17ab7a2f1c", "metadata": {}, "outputs": [], "source": [ "noise_model_rates = {ref: None for ref in noise_model_paulis}" ] }, { "cell_type": "markdown", "id": "942dd468-b2c5-49db-ada5-bcc45024df83", "metadata": {}, "source": [ "##### a. Compute and tighten forward bounds\n", "\n", "The `compute_forward_bounds` function evaluates the commutation relations between the gates in each layer and the above-generated Pauli terms in terms of how forward-propagation errors affect the desired observable $A$. For gates that commute with the Pauli terms, nothing is done. For Clifford gates, they are pushed toward the beginning of the circuit. For non-Clifford gates, we approximate their influence on the target observables to later be prioritized for noise cancelation (after all bounds have been merged). This bound is achieved by first applying the L2 norm (namely, the square root of the sum of squares of the relevant Pauli-term coefficients). When there are too many qubit terms involved, we revert to a looser bound that uses the triangle inequality." ] }, { "cell_type": "markdown", "id": "cdef8d41-b04b-414f-a4d2-ef232cf553ce", "metadata": {}, "source": [ "#### Laptop-level resources" ] }, { "cell_type": "code", "execution_count": 20, "id": "79fe4a21-b80d-496b-ba20-f16d9b11834d", "metadata": {}, "outputs": [], "source": [ "slc_atol = 1e-8\n", "slc_eigval_max_qubits = 18\n", "slc_evolution_max_terms = 1000\n", "slc_num_processes = 8\n", "slc_timeout = 60" ] }, { "cell_type": "code", "execution_count": 21, "id": "705fcb9f-c753-45a6-97dd-9ff8ecb07018", "metadata": { "scrolled": true }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "2025-11-10 11:20:04,344 INFO forward Evolving Pauli error terms forwards through the circuit.\n", "2025-11-10 11:20:04,344 INFO forward Modelling errors as though they happen *after* each noise layer.\n", "2025-11-10 11:20:04,345 INFO remove_measure Removing ANY Measure operations from the provided circuit!\n", "2025-11-10 11:20:04,453 INFO circuit_iter Noisy box 'm39'\n", "2025-11-10 11:20:05,254 INFO circuit_iter Noisy box 'm38'\n", "2025-11-10 11:20:05,304 INFO circuit_iter Noisy box 'm37'\n", "2025-11-10 11:20:05,382 INFO circuit_iter Noisy box 'm36'\n", "2025-11-10 11:20:05,467 INFO circuit_iter Noisy box 'm35'\n", "2025-11-10 11:20:05,580 INFO circuit_iter Noisy box 'm34'\n", "2025-11-10 11:20:05,705 INFO circuit_iter Noisy box 'm33'\n", "2025-11-10 11:20:05,857 INFO circuit_iter Noisy box 'm32'\n", "2025-11-10 11:20:06,034 INFO circuit_iter Noisy box 'm31'\n", "2025-11-10 11:20:06,221 INFO circuit_iter Noisy box 'm30'\n", "2025-11-10 11:20:06,449 INFO circuit_iter Noisy box 'm29'\n", "2025-11-10 11:20:06,724 INFO circuit_iter Noisy box 'm28'\n", "2025-11-10 11:20:07,628 INFO circuit_iter Noisy box 'm27'\n", "2025-11-10 11:20:09,110 INFO circuit_iter Noisy box 'm26'\n", "2025-11-10 11:20:11,696 INFO circuit_iter Noisy box 'm25'\n", "2025-11-10 11:20:16,100 INFO circuit_iter Noisy box 'm24'\n", "2025-11-10 11:20:21,781 INFO circuit_iter Noisy box 'm23'\n", "2025-11-10 11:20:30,244 INFO circuit_iter Noisy box 'm22'\n", "2025-11-10 11:20:40,416 INFO circuit_iter Noisy box 'm21'\n", "2025-11-10 11:20:53,437 INFO circuit_iter Noisy box 'm20'\n", "2025-11-10 11:21:06,038 INFO circuit_iter Noisy box 'm19'\n", "2025-11-10 11:21:06,038 WARNING commutator_bounds Bounds computation timed out.\n", "2025-11-10 11:21:06,039 INFO circuit_iter Noisy box 'm18'\n", "2025-11-10 11:21:06,039 INFO circuit_iter Noisy box 'm17'\n", "2025-11-10 11:21:06,039 INFO circuit_iter Noisy box 'm16'\n", "2025-11-10 11:21:06,040 INFO circuit_iter Noisy box 'm15'\n", "2025-11-10 11:21:06,040 INFO circuit_iter Noisy box 'm14'\n", "2025-11-10 11:21:06,040 INFO circuit_iter Noisy box 'm13'\n", "2025-11-10 11:21:06,040 INFO circuit_iter Noisy box 'm12'\n", "2025-11-10 11:21:06,041 INFO circuit_iter Noisy box 'm11'\n", "2025-11-10 11:21:06,041 INFO circuit_iter Noisy box 'm10'\n", "2025-11-10 11:21:06,041 INFO circuit_iter Noisy box 'm9'\n", "2025-11-10 11:21:06,042 INFO circuit_iter Noisy box 'm8'\n", "2025-11-10 11:21:06,042 INFO circuit_iter Noisy box 'm7'\n", "2025-11-10 11:21:06,042 INFO circuit_iter Noisy box 'm6'\n", "2025-11-10 11:21:06,042 INFO circuit_iter Noisy box 'm5'\n", "2025-11-10 11:21:06,043 INFO circuit_iter Noisy box 'm4'\n", "2025-11-10 11:21:06,043 INFO circuit_iter Noisy box 'm3'\n", "2025-11-10 11:21:06,043 INFO circuit_iter Noisy box 'm2'\n", "2025-11-10 11:21:06,043 INFO circuit_iter Noisy box 'm1'\n", "2025-11-10 11:21:06,044 INFO circuit_iter Noisy box 'm0'\n" ] } ], "source": [ "forward_bounds = compute_forward_bounds(\n", " boxed_circuit,\n", " noise_model_paulis,\n", " isa_observable,\n", " evolution_max_terms=slc_evolution_max_terms,\n", " eigval_max_qubits=slc_eigval_max_qubits,\n", " atol=slc_atol,\n", " num_processes=slc_num_processes,\n", " timeout=slc_timeout,\n", ")" ] }, { "cell_type": "markdown", "id": "aaf7c188-c85b-42cf-a096-0a5dc72a68e3", "metadata": {}, "source": [ "#### Visualize the SLC for manual inspection\n", "\n", "You can interpret the behavior of the shaded bounds by examining how the measurements and Pauli terms interact with the local errors. These patterns are characteristic of this kicked Ising Hamiltonian time-evolution problem and also appear in the paper [Lightcone Shading for Classically Accelerated Quantum Error Mitigation](https://arxiv.org/abs/2409.04401), with several telltale features:\n", "\n", "- We can clearly distinguish the two cones arising from the two non-identity Paulis in the observable.\n", "- We can see that the X measurement on qubit 6 commutes with the X error in the rightmost layer.\n", "- We can see that the Z Pauli on qubit 13 commutes with the Z error in the rightmost layer.\n", "- When we reach the timeout specified above, the remaining layers to the left are filled entirely with trivial bounds of two.\n", "\n", "\n" ] }, { "cell_type": "code", "execution_count": 22, "id": "285edaef-8e79-41eb-a563-4675ea75d5b1", "metadata": {}, "outputs": [ { "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" }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "for p in \"XYZ\":\n", " display(\n", " draw_shaded_lightcone(\n", " boxed_circuit,\n", " forward_bounds,\n", " noise_model_paulis,\n", " pauli_filter=p,\n", " scale=0.15,\n", " fold=-1,\n", " idle_wires=False,\n", " wire_order=wire_order,\n", " measure_arrows=False,\n", " )\n", " )" ] }, { "cell_type": "markdown", "id": "1aee6b29-8077-4019-9e37-3e80292aadf6", "metadata": {}, "source": [ "#### b. Compute and tighten forward bounds\n", "We next tighten the bounds by using the `tighten_with_speed_limit` function, which tracks how the observable spreads backward through the circuit and uses that spread to place upper bounds on the effect of each noise operator, taking the smaller of the forward bound just computed, and the backward-propagation bound." ] }, { "cell_type": "code", "execution_count": 23, "id": "e060d547-79da-4f54-bf5e-677f70306040", "metadata": { "scrolled": true }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "2025-11-10 11:21:08,270 INFO speed_limit Tighting bounds using information propagation speed limits\n", "2025-11-10 11:21:08,270 INFO speed_limit Modelling errors as though they happen *after* each noise layer.\n", "2025-11-10 11:21:08,298 INFO remove_measure Removing ANY Measure operations from the provided circuit!\n", "2025-11-10 11:21:08,310 INFO circuit_iter Noisy box 'm39'\n", "2025-11-10 11:21:08,314 INFO circuit_iter Noisy box 'm38'\n", "2025-11-10 11:21:08,317 INFO circuit_iter Noisy box 'm37'\n", "2025-11-10 11:21:08,319 INFO circuit_iter Noisy box 'm36'\n", "2025-11-10 11:21:08,323 INFO circuit_iter Noisy box 'm35'\n", "2025-11-10 11:21:08,325 INFO circuit_iter Noisy box 'm34'\n", "2025-11-10 11:21:08,328 INFO circuit_iter Noisy box 'm33'\n", "2025-11-10 11:21:08,330 INFO circuit_iter Noisy box 'm32'\n", "2025-11-10 11:21:08,334 INFO circuit_iter Noisy box 'm31'\n", "2025-11-10 11:21:08,336 INFO circuit_iter Noisy box 'm30'\n", "2025-11-10 11:21:08,338 INFO circuit_iter Noisy box 'm29'\n", "2025-11-10 11:21:08,340 INFO circuit_iter Noisy box 'm28'\n", "2025-11-10 11:21:08,344 INFO circuit_iter Noisy box 'm27'\n", "2025-11-10 11:21:08,346 INFO circuit_iter Noisy box 'm26'\n", "2025-11-10 11:21:08,349 INFO circuit_iter Noisy box 'm25'\n", "2025-11-10 11:21:08,351 INFO circuit_iter Noisy box 'm24'\n", "2025-11-10 11:21:08,355 INFO circuit_iter Noisy box 'm23'\n", "2025-11-10 11:21:08,357 INFO circuit_iter Noisy box 'm22'\n", "2025-11-10 11:21:08,360 INFO circuit_iter Noisy box 'm21'\n", "2025-11-10 11:21:08,362 INFO circuit_iter Noisy box 'm20'\n", "2025-11-10 11:21:08,367 INFO circuit_iter Noisy box 'm19'\n", "2025-11-10 11:21:08,369 INFO circuit_iter Noisy box 'm18'\n", "2025-11-10 11:21:08,372 INFO circuit_iter Noisy box 'm17'\n", "2025-11-10 11:21:08,375 INFO circuit_iter Noisy box 'm16'\n", "2025-11-10 11:21:08,378 INFO circuit_iter Noisy box 'm15'\n", "2025-11-10 11:21:08,380 INFO circuit_iter Noisy box 'm14'\n", "2025-11-10 11:21:08,383 INFO circuit_iter Noisy box 'm13'\n", "2025-11-10 11:21:08,386 INFO circuit_iter Noisy box 'm12'\n", "2025-11-10 11:21:08,389 INFO circuit_iter Noisy box 'm11'\n", "2025-11-10 11:21:08,391 INFO circuit_iter Noisy box 'm10'\n", "2025-11-10 11:21:08,394 INFO circuit_iter Noisy box 'm9'\n", "2025-11-10 11:21:08,396 INFO circuit_iter Noisy box 'm8'\n", "2025-11-10 11:21:08,399 INFO circuit_iter Noisy box 'm7'\n", "2025-11-10 11:21:08,401 INFO circuit_iter Noisy box 'm6'\n", "2025-11-10 11:21:08,404 INFO circuit_iter Noisy box 'm5'\n", "2025-11-10 11:21:08,406 INFO circuit_iter Noisy box 'm4'\n", "2025-11-10 11:21:08,410 INFO circuit_iter Noisy box 'm3'\n", "2025-11-10 11:21:08,412 INFO circuit_iter Noisy box 'm2'\n", "2025-11-10 11:21:08,415 INFO circuit_iter Noisy box 'm1'\n", "2025-11-10 11:21:08,417 INFO circuit_iter Noisy box 'm0'\n" ] } ], "source": [ "forward_bounds_tighter = tighten_with_speed_limit(\n", " forward_bounds, boxed_circuit, noise_model_paulis, isa_observable\n", ")" ] }, { "cell_type": "markdown", "id": "85f3c9c2-d60c-4044-a496-dae88c3dd749", "metadata": {}, "source": [ "#### Visualize the SLC for manual inspection\n", "\n", "We can further tighten the bounds by accounting for lightcone limitation. In principle, this gives us a smoother transition from the computed bounds to the trivial bounds set forth after the timeout was reached. Here, the effect is not as visible because the lightcones have already reached the edge of the circuit. \n" ] }, { "cell_type": "code", "execution_count": 24, "id": "6ba4b397-e903-4b85-9482-31a96c689dc0", "metadata": {}, "outputs": [ { "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" }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAagAAADlCAYAAAAGA2PGAAAAOnRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjEwLjcsIGh0dHBzOi8vbWF0cGxvdGxpYi5vcmcvTLEjVAAAAAlwSFlzAAAPYQAAD2EBqD+naQAAPsNJREFUeJztfQmUHFd57ldVvUxPz75JmhlpNNLYkix5wQIJjC0F49iBAzy2EB4x5Pg9AiYJSVjNi98LhyS8YOKwPPsEAy8QwHYggB8BArYxwki24wUJ2ZYXSbNIoxlJs6/dPT3dVfXOrerpmdZU1b3VU5qumv6/c4YeUZ//v+6t5U5V/9/3SwB0EAgEAoHgM8il3gECgUAgEKxACxSBQCAQfAlaoAgEAoHgS9ACRSAQCARfghYoAoFAIPgStEARCAQCwZegBYpAIBAIvgQtUAQCgUDwJWiBIhAIBIIvQQsUgUAgEHwJWqAIBAKB4EvQAkUgEAgEX4IWKAKBQCD4ErRAEQgEAsGXoAWKQCAQCL4ELVCEwGJ4eBi6rjv+3HPPPaXeTQKBUCRCxf6HBEIpoSgKPvKRj1huq6mpwZ133oloNIof/ehHq75vBALBO7COuvRDc7AmzoFIJKIfOHBAZ7j11lsvWp7KysqitnkRn35oDlA+c1DyHaAfmgNPzgFZlvUf/OAHxuL013/910L/TWtrq/7P//zP+vnz5/W5uTn92LFj+i233FLA+fSnP23E3LFjh37ffffp4+Pj+pEjR7jbrrrqKv1nP/uZPjU1pc/MzOiPPPKIvnfv3mX7YBejqqpK/+IXv6j39fUZ+zY0NKQ//PDD+ite8Qq6Zuia0cthDugVH2HN4Ctf+Qre8Y534O6778bf/M3fcPktLS148sknje+q2H8zMjKCN7zhDfjGN75hvCb88pe/XMD//ve/j5MnT+Kv/uqvIEmS47bLLrsMhw4dwvT0ND7/+c8jk8nggx/8IB599FHs378fTz/99LL9uTAG+/7sne98p7FvL774IhobG3Httddix44d+O1vf+vBjBEI/kfJV0n6oTlY6Tnwd3/3d8ZTyHe/+11dkiSh/+brX/+6Pjg4qDc0NBT8//fff78+MTGhV1RUFDzhsKcbu6efC7c98MADxlNPZ2dn/v9bv3698TT16KOPCsVg+3DXXXfR9UHXh16uc0BVfITA48Mf/jBuv/12/OIXv8B73/te44lIBOxp6yc/+YnxtMKeThZ+HnroIdTV1eHqq68u4DtVBC7dJssybrzxRqNAo6+vL///nz9/Hvfff7/xFFRdXe0Yg2FychJ79+7Fhg0bhMZDIKw10AJFCDTe/e5340tf+hKeeeYZvO1tbzNepYmgubkZ9fX1xmu30dHRgp9/+Zd/yb8CXIqli82FWLqNxY7H4zh+/Pgy3ksvvWRUIG7cuNExBsMnP/lJ7Nq1C2fOnMFTTz2FT3/60+js7BQaH4GwFkDfQRECC/aU8q1vfcv43uaNb3wjEomE8H/LnnIYvvOd7xgxrPDcc88V/DuVStnGc9omigtjsO+k2PdYbOFlY/3EJz6B2267DW9/+9vx4IMPrjgfgeB3+HCB2geA90pjCsDDADQObwuAPbnXmXbQcrFYTCfEAbyBKXAcOOyL86MAXgYfrwfQxOGMAfglZ/8ZtgF4BYenAvg5AN5NvAbATZyHazbOZwD0cGIx3o0A6ji88wB+DT4uB3CZ8duePV344Q//J4aHZ3DjjXdhdJTNJ0MmN07nBWNkRMP0dBKKsgW//KXdcWAx/xNiuDF/Po6MSEgk5rBt2+8CeHEJZwLbt78JqqrhzJk9ufEw7Mp9vg3ALIDHAAzkXwuy4g/2w57Mjhw5YrzOfPDBX+TOR3ZeOuE0gCcF9v+VALZyOKnc3PKeUjfkrmMeHgUwxOGEAbwRQAWH1w3gsEDOawAsf3otBDsGD+auGSewOK8VuD4fyV3LTqjIjZON1wkvsT+dwMd+AOs5HHbPe0hg/728jwZ6gWLv5euhKN9DV6f1geruy0BV9+VODnbxOeHVUJTvoqvTflHp7quGql4L4D84sfZAUZ5EV6f9BdXdl4Wq/qHAAtVsTD1/nOym1yJwEb8KinIfujpDDrFaAewFcIAT67VQlF+hq9P+ROvuU6Gq/1VggWoHMCcwzrcAqBU4ua+EotyLG2+4HPfdfzey2SRu/ePXIxZ5Edu6FmJtyS3WTzhG0rRr8cADP8R73vMu/Ou9x3Hy5AsF2+sbmvDM4WGo6rsghnEoykP5cT7x+Lvx1rfehOv3H8bg4Glj3xobP4P3vGcvnnjiSajZn6IyZv6X4bD5XVdl7CDGcQo63gFZ/h6qqqqMKsAFsCrDs2fPGgJk4FIA5wDpt4jWWC+w6elRQP8DAL8BkOXs/3ZIuA+V4XrLrcnMBHRjQd0hcIPcBwn/D5XR5d+z5eOlZ6HjrQC+x4nFFu8eSHgBMVRZMlJgsf5QYIGKGPcNCf/GifUqAF0Alr+iLcS1kPB9xJA7kJbxNOjGH3wPcGKxc/ZZSOgVGOdznFhs3usExnkdgE0C99HXQMJ3EUOlLSOFCHRjsf4Z1vACxRaSlHGRv3hosyXjsutO4Xh3kvMkswDVWJzsYpnxzuF4t0gsBV2dc5xYbN8ygtPu5TgzxuLEjxUSHOe8wDizQrG8HucrrmjCf/zHg5CUJuiJ+/Djf70BAPsBbvvbUZwbYhfkegwPx42iCad9+/o9t+OP3vs6/PinjwOpf4Oe7QHkWkihy4DoNdixrQXHu3lP6Qu4YJyhr0IK34BHfnkIevJ+/ONXRvD2d/wJotEIvnffCbzmVYsuGBtbX2N8vvIVt2Js7H8jmdKMIoqBgQH84Ac/wLPPPovZ2VnccMMN2LNnDz760Y/m55YtTjt//1OWe/TC9z+H9FRK4Ktm9qSbNhan69pvsWQcGvgmEhkWy37RWQq2OF176a222x87cQ8SaZFIbJxTxo32Gond6JfjCf0hJLlPdQuxkgKxRM9HzVic7GKZ8R5GUiiWeTy9G2fKw3FmjcXJeZyPCo4z0AvUIk6dbYEs6Tg/2oDGumlomoRLOs76Ip5fY9nFA06VfN+8inXFla+CpLCnQUCK/yEk4y9KE//wj4s89r2S8wIFjI0NQx97J2bwCcTrfg9yrBFadhrp1CnE5u/EysapoLX1L9DY9gFU1nwAf/pnEp588hze/9/fD0Xfg6ZmDayeoyIGRKLLX50kk0n80z/9k/HdE/vOiX1n1t3djQ996EO5ar+F14LAhlgGaVVCVUjDYCqM9soMTifY04J7NHSEkJnTEY1LmE/qCEUkjPeL/DFiE69NwnwKqKwBsvNAakZHaqa4WI2X1SAzm0VFfQSZpAoto2HqVKLksfy8b40+HueqLlDbtm1DW1sbDhzgvUISQ1PdNManqtHROoTh8TpUVaZ8E8+vsfy8b17FevyxRzDde4URKxrJ5GN1tg3lnsbY665LABwUC6iNQ0p+BgODy+Mt4DOf+YzxYwVzG3tNFUFT/YXjTCMz9zEj1tXGvv05KmNH8JpX7UGG3fMlVqyh40cPHMQP/u0gpqcWn3RYNSIriGA/PGQ0CY1RFSlVQk1YRSJbfHFuNq2DaZDnUzokGZBXeIdgi5KsAJl583cWs+hYSRWSLCE9JVapuVqx/LxvWR+Pc1XLzGOxGNLpNLZu3WpoN5qaeAUAznj2xBbouoRTZ9ehsiKNbFbxTTy/xvLzvvk1Vqn2zfgaSQdUVUIqJSHC/l0kKhQN42kFYQmIyrrxJFUsIpUSmIysqlGBrgEar06AF499PaMDFXEJ6ryOSEwqPlZN2NC4RWvDkMMru3V5GcvP+xbx8ThX9Qnq6NGjhgVLT0+P8bNSvPYqs/qpo3XYg73zNp5fY3kdrxxieR1PNNbw+cKLOzFb/I17IGm+zhubx4ox2mu+zpsZWuHKtBCv33x9OT1qfianxUTUVhh5btKMdZp9d7IyeBnL63h+jXUx4vHg6RLIRIgEAoFAIKzZIglWksu+T7Db5lUsc7v465zuPo0Ty7t9K22sbJmMk3dueL9vqdQ4/vOZL9rGYNvdgJWSs2o9u21uwErJWbWe3TagUTxWetyo1HPa7gasLJpVntlt82Msc3uiTMapYg0sUArnoc3cpqoQKNeWOKI2XTDWwgLFE8hJgvu1MK1Or2zMbWLxZI/GCcFxwsNxyh6OU/PxOMWPpw4dydSoZznZF0XpKd6rSUXoHGL7lsiMr/C6W4ioI5HmiVPFrruFeEnMrPD+oriIJXZ/4ceSSjBOuQTjjAmOk71C1v24QL0OitKMrk77lbu7bz1UlQk7wRF2NkBRXoWuTnuBWXdfBVR1o2MskxeCql5m+KN1dVoLM7r7olDVLijKMU4sUxCrKG9FV6f9O9ruvlao6pjAOBuhKJehq9N0FbDmVeZy8mKxb+GvgqLEOeO8FIpyUGCc7VCU/4KuTutqvO6+SE4c3Cuwb825WOccclZBVdcLxIrlRNWNnHFeAkWROSJuFq8DivIWQwNnP04mdjwqsG9mRVtLh72wc/h0CpraAVl5M1o6rMu7h08rBgd4mpUBIrTO+skmOzQGaM2A/E6E1tmXimdZwaLWIBCLaaD2AfImhNZZOztkh9KA1gkJMmKxBscnRR2M92bEYtYl8alUGjqYruyXjvHMWM2Q8C7EYvY3v1SKiUnDkCBxBKzM+eRqSLjUVoKbggwdHY6xTF4KOrrMcdrcmFOQjLkAzgrs23pIeAdiDnqoFOqhY04gVgMk7EGMCb4dx7lRYJxsDJdBQpgzTibI/1dDwO+zBaoFXZ0PcASgh3G8+w8EhJ0s1n/ixUP2j88m76OOsUxeCse7Z9DV+VNOzpvR1VmPFw/ZHySTF0FX579zch7H8e4bBMf5K7x4CCsap8lhF/eYwDjfnxvnOk7OELo6f8yJtZMplwT2rQldnT/Ei4fiHoyTuXScFRjnZnR11uDFQ/avrUyehK7On3BivRrAOoF9Y4tTFH/7czYv1vhfbziM870SWjoexN/+fLcDh1n2tBgLStvff8ySN/g//hHZc3UIrbsPbX//57Y5B//HF5A9d4sZ63M2sT7FYjFXkxMIrXuaw+tCLNaEa662z/nEkbsNQXIsdhDXXP2XNpwvIZlir45ajMXJmRdHLPZdW47JuwfJ1LsFBKzs3H8WMRzh8P7EMZbJewxJpBHDLzix3mQ4zMQwzOFVIIafc3I+giTeKjDOltwY2x1iiY7zqPGExR8n0++x86gfAXQzd1PhU3w1UHHwMt9q73up8pbqeOplcDz1Eu1bkI+Tn8dZvDRg7d4TSiTUFXEVEHUe8JK3VnNe6CQR9Jxr4TjNHt+Iys6zmD2xCdGWCWhzEcQ2DbvmMOyYzqK7SsGWWRWDMRnNaR19VUpRvB1TWXRXm5zj1Qp2Tqt4oXb5bUKU19jCHDMk49VbNgskExJSCck1x2ueqCOClzzK6SOhLmuZbQemtmdgavvkXBShkFoUx2se5QzG3K6F4xSum4UU0hBpmAY0CXIkUxSHYSIsISsB02EJyZCEsE3DRhHeRGSR0zCvYzpkXaghystm2Nfwes5NQoIsFcfxmrfUEYEtJnbwkkc5S7hAMaHu+Pi4IdJlzdWWujAXo7YXVeR7yaOcwZjbtXCcsokKzI/W5oqyNGjz4aI4DFVZHS1p3XgiYr/P29y5RXgGZ87khHWgJmu92InyIhXspY4ENQvjaSZSoRfF8Zon6ojgJY9yukeoFEJdEbW9qCLfSx7lDMbcroXjFN9iXznlhsPQXW1exkMV5o1xOlw8L8+JyQXcYnkj53K5cmXUSQvHDBGO1zxRRwQveZTTPXxWJEEgEAgEQgmEunzlfq2wIr+7TxZyAeDnbHGRU/Io50YXObHinEsdEcRy6iXIqZUgp7rqOYdPp40ycScd1MKnHW+Bs6BPYuXkttol43PclrOwPR/rU86xRHlMm8TKv+2QSk1zeUtdNUR4/JxJVw4LIjy+w4JUgpwVLmJlOLFEc9Z67l6x6guUqHJfhMdcoL2K5e+c3sWinKWfW+YOfr6X32pElAdNQ/bcyAo5kngsQZ4OjeOYERLkicYT4cRcOCyI8fic6hLkjLqIBY/2q9bVOH25QPFdHcyLXESRryi6gNvBWsjJi8XnLXAYKCfN7fLzI2ueH7KEWJt1y/fU4MSiVEeEZ3AcnCQGZ5bwBHJKMmJxa1F1KjFm3mkdOCYvyeXlYwnmFHNYgICrQy6lAE/yMCf70yTm0CVZPCdcjdOXCxTf1WHKUNuLKPK7OjWBtuQQdJIQzal7lFN1kRMrzrnAYRDLKZUgp1yCnEoJcobw4qE2n+U8bfDYQvHKb/43S85vbvkGUmfM30V4sbY6vPKb1u3jTd63cjzBnPFGXH3jJy15Rx7+PFKzzhyT93+4vIVYwjmFnCSceabDQi6nAC/Gzfm0cM4YwpxYojmPuhqnKKhIgkAgEAi+BDlJrDGHAnKSCO5x8kPO9rNhnFuXwfrhEMbqVbSMhtDfvvx7NS95orFaarOojGiYTCgIKTpUTcJEQimK52UsBnKScO+YUTInif3796Ohwf79c7m4BVBOmrOgnRuzlRo0GdAlIB3Rkai0dkXwkicaK5OVjAVCkmB82kGE52UsBnKScO+YUTIniV//+tfG73YoF7cAyklzFrRzI5aWUDstM2clSDqgKtZfa3vJE41VEdYwOycbn4ps/3W7CM/LWAzkJOHeMUME5CSxxhwKyiFn0PffzznPLfSNqjX/8p3MfV5MnnCsyYUqVecu2CI8L2MxkJOEe8cMEZBQl4S6eZBQdzXEwVkf5szmy7pZ5ZxtyfeS33m81OCkLcfcPuMuZ2LMqJyzLfnmcMztSeFYwjlJqGuAhLoXgIS6F84HCXXdzgeJoC8U6upIneG1fBfkcTkhdzl1DanZkRVyYuKxBHkk1L24Ql0qMycQCASCL0FOEuQkkQe5V5S3k4SXOSVFQsMme+eB8f409DwvbsNJGBwGEZ4Tx+RpZjxJRrSuyZKTnhwtcJLg8hw4Ji/N5S3NSU4ShSAnCXKSyIOcJMrbScLLnA2bKvFnP36dbc673/JrjPUxXhx/9uPrbTgHDA6DCM+JY/IeN3hsodh286csOcfv/RzSua++RHhOHJN3F5e3NCc5SZRwgfK7SHGt5qSW78E4TmsxJ7qbgS0jwKkmoDEBzEaAtin3HI95bZEM5jQJzWEVZ+dDiMo6RjLLb4de8kRjlUub+VX9Dmrbtm24/nr7v16CIFKknMGYWzpOwZlb1KaAVARQZaAyDYS04jge8+Y1ybj5TWRlTKv2JeRe8kRjlUub+ZI5SezZswdVVfbvn/0qUqScwZhbOk7BmVskIkAyAsgaMFNh/hTD8ZhXIWu5r30kVMoa4oxrAS95orHKpc38qr7iY04SO3bsMJwk2E8QRYqUMxhzS8cpOHOLzbkS8uacRXhDsjiOx7wz85GCf59KF/77YvBEY5VLm/lVLzN/6aWXvAxHIBAIhDIGOUmQk0Qe5CRR3k4SXuYc708a1XVOZebmZ8KWx7Yt/Z3Hc+KY27V8WTernLMt+V7yO4/nxDG3p13lpJbvhaCW7zlQy/dFkMNCeTpJeJlTV3WM9eVesTm1fOfyROOJcBadJNITnFeTojwup9pVTmr5XggS6pJQNyBiUsoZJKEu43Rutr+99J0Cl9d3KluQs63DOufg6cWcdhyTt5iTF0s0J2QZ4Sb7NvOZ0XSutb09LzM6ttjaXoQn83IyCylq+e4a1PLdBLV8XwS1fF+bQt3OzQqeONhsm/OafWPo7jEXpycOtthwhg0OA1so7v3lJkveza/vR3+vM8fkDXN5C7FEc7KFov3222xzDnz2bmSGnXkDn73D4DCI8MLcnF8zeNTynUAgEAiEiwRq+b7GlPvkJBHc47QWcz53bCc2tg9gYLAdG9vPYGSkGZd09bjmMJx5aTs2bO3B4IlL0NB6DonJWqzfcqoonpexGLbPzaM/EsKm+SymFdn4Vm8wHHLN8ZrXSE4ShULd3bt344orrnAU6pJbgLu58JoX9JxB3/9yytnYMI7KyiQ0TYaiqMhkw0VxGKrqTcO6TDqKWPUMFJucIjwvYzFMKDKqNB1DIQVRTYdaJMdrXpacJApbvh8+fBjPPfccZmftq2nILcDdXHjNC3rOoO9/OeWcnqnG6FgTwuGMsQBFwvNFcRhSM1WYGa9HRTyB8cFWqDY5RXhexmKo1nSjXf36rIq0LFn23xXheM2LkJOEe6EuuQW4mwuveUHPGfT9L6ecO7adMD7bNpwzPmtrZoriMLReYr72q1/vnFOE52Ushu6o+dQ3FFZWxPGaNxJwJwkS6pJQNw8S6haChLrL50JUqNt3SjWq8JzKzM3PrC2PbVta1s0q56zAtvE45vaQcCxRHiv9ZtV1jmXmHJ5RPr7kdx4vw83pRvSbseUU8uxjmdtrhXO6AQl1cyChrt/FpJQzSEJdxunuWVxg7G49fN5ivP7ezAo5IeFYwjxNQ2Z4hC/U5fJE40GA0+RC9AuhFu38WNTynUAgEAhlBHKSICeJPMjVoVzdK7IlyKm7zrnVhtezJKcdx+QtOklssXGv6L3AvYLHc+KYPPGckgLE2uptY6UGJ/Ot7WNtdQ48ictbjCWYE5Ih/LXl5Z7GRFrWuwG1fKeW73lQy/dCUMv35XMh7l7BOPauDpddN+DKvYItPEcPWrthXLVvECe6nTkmb9TgsYXi6YPrLTl79p3HyZwES4TnxDF5M1zeQqxYWwWu/fb7bGM99r5vI9nPeHUc3k+4vMVYMbGcqMI10k22vCf0o2AlESLuFSVrt0EgEAgEglcgJ4k1ptwnJ4ngHifK6Txnh4/twOb2QZweaMXWjjN4uacTe686VhTv6LGd6GgfQP9gG6qrZhGvTGBd82I13cXgicZaPxDF+dY0WgeiGGvOID6rYLw5UxTPy1iizhSi7hUlafl+5ZVX4uqrryYniTJyCyAnCf/P2VrI2dwwgarKFFRNhixrxr+L5TXl3CsYJxKZNwTClvvvIU80VjKuQsm5m6djGlRFL5rnZSxRZwpR94qSOEk8++yzOHLkCDlJlJFbADlJ+H/O1kLOqZkqDI02IBLOIBrJIBzOFs1jnJGxRoMTj6Uwm4jbxvKKJxqrYk5GfDYESZcQnZMRSypF87yMJepMIepesepFEuQkUZ5uAeQk4f85Wws5L99mVkxsah0yPjduGCqat3PbSeOzfcN547O+bsoylpc80VjDG0yrp+k6c2E9354umudlLAZykhBuYy2vuHW2ub3FRU7Jo5wbXeRECVqE6yXIqZUgp+rD9utro+U7/xrQXeVkpeSsWs8KbBuPY24P5cu6WeWcFdi2pb/zeE4cc3tMOFZqcM6omnMq+V74dOaFuLzFWCmxnOQkEQRXh1LkJIcFmttgOkk4c0Kuc54QyHlCMOdJQfcKHs/LWExvlOy3/l7twtb2zrwmQZ6LnOQkQSAQCATCIshJgpwkAuJ2QDnL3Uli5TkXXR0oZyY3F/qKr7ti5lYU5CRBThJ5kJNEIchJYvlclMpJQjynNcfknS9BzpES5JwSztnVqXFiieacczVOXy5QCyCRoru5WCkPOLWmcpJo1rvjRHNLwutSnUOrqoPatm0brr/+eiFu0AWDlLO0c0vHieaWziEE/lopmZPE7t27sW7dOltu0AWDlLO0c0vHieaWziEE/lpZ1Vd8zElix44dQmLdoAsGKWdp55aOE80tnUMI/LWy6m7mok4SBAKBQCD4qkiCry432waTkwQ5SVidO6Lnhvg5RE4SQXGS8CZnqAQ5K0qQs7YEjjzrXI3TlwtU8F0dyEni4s0tOWaUbm6D4SQRzJwVvr5W1BLc09yAhLok1M2DRLPlKg4OhlCXWr5PUsv3iwl/CsxSLnLqHuVUXeTEinO6FwJKJcgplyCnUoKcIbx4qM1nOU9fJDEptXynlu+LoJbvBAKBQFgzoJbvZeBQQE4SwThOlJNavjNQy/eLLNR97Wtfi5YWs8/SWlRAU87Szi0dp/KcW2r5Xghq+V5ky/fHH38cw8P2Iq2gK6ApZ2nnlo5Tec4ttXwvBLV8dwlq+b62lN5+zRn0/aecxc0ZtXwvBLV89xj+FJhRy/flc0Yt30XPIWr5Xux1Ry3fF0At3+1BQl2fi9pIwEpze/HPoWAIdanluwlq+U4gEAgEQolBThLkJBEQtwPKWe5OEm0d1rzB04s57Tgmb7EtOS+WaE7IMsJNjbY5M6NpQHPmZUbHTA4EeTIvJwyeBAkxVFlyUpiFnnt2jqHaNtYizz6WyQOXtxDLDajlOzlJ5EFOEoUgJ4nlc1EqJwm2UNz7S+t4N7++H/29zhyTN8zlLcQSzckWivbbb7PNOfDZu5EZduYNfPYOg8Mgwgtzc37N4LGF4hrpJkdXhxjCtpxCXhWHd/SiOElQy/cyEGOSUDcYx4lyOs/ZmZe2Y8PWHgyeuAQNreeQmKzF+i2niuJ5GYth+9w8+iMhbJrPYlqRjSeTwXDINcdrXuNlNcjMZlFRH0EmqULLaJg6lVgWy0ueaCwRUMv3gIgUKSfNWbmfG1X1E8ZnJh1FrHoGygp4XsZimFBkVGk6hkIKopoOtUiO17xsUoUkS0hPZYyFwg5e8kRjlcRJYsuWLdi/fz+1fF8Dwki/5gz6/lPO4uYsNVOFmfF6VMQTGB9shboCnpexGKo1HZIOrM+qSMsSlCI5XvMiNWHouo5obRhy2P527yVPNFZJWr739vYaP04gYaS7ufCaF/ScQd9/ylncnLVe0mN81q9fOc/LWAzdUbOYYiisrIjjNW/kuUnjc/q087c/XvJEY4mAWr4TCAQCwZeglu/kJJEHOUkUgpwkls9FqVq+s7JuVjlnBbaNxzG3h4RjifJY6TerrnMsM+fwjPLxJb/zeBluzsWyblY5ZwW2zfzM2HIKefaxzO21wjndgJwkciAniUWQe0W5OYMEw0mivzezQk5IOJYwT9OQGR5xIFQL8kTjQYDTZPyvDh1JzDiGYn8m8DhisWqFc7oBCXVJqJsHiWbLVRzsf6GurADrOyoseedPz0FTnTkmDwYPkoxonXkTvxDpyVHzrg1BngPH5KW5vKU5xcS1Ekc0KwmLZkmouwTU8t0EtXxfBLV8LwS1fF8+Fwxs4fnCQ7ssb7YfvekYzvY6c0zeSYPHFoptN3/KknP83s8hbVaWC/GcOCbvLi5vaU4xcW0VRzT7tLBo1u9CXU+LJAgEAoFA8ArkJFEGbgHkJBGM40Q5neds/OXNqN0ygInjm1G/vQ9T3ZvQsKOvKF5bJIM5TUJzWMXZ+RCiso6RzPLboZc80VilcHVoJCeJtaNop5ylnVs6TuU5t9H6GcghFRUNU8jMxBGuThbNm9ck4/XRRFbGtGqvI/KSJxqrFK4O2XJxkti9e7fhJNHSYjYCtAIp993Nhde8oOcM+v5TzuLmLDMbQ2qk3vhmX8sqmJ+JF82rkLVcXYKESllDXLa+kXrJE41VCleHSLk4SYi0fSflvru58JoX9JxB33/KWdyc1W0dKPh3ZctE0bwz85GCf59KF/77YvBEY5XC1WGEnCQIBAKBQBAHOUmQk0Qe5CRRCHKSWD4XpXKSYFonVk5uBbaNxzG3S3ndESvtttUkLfmdx3PimNvTrnKKuT/MclwdTC0YOUm4hLdKdakEivxS5PSj8wDlXFtz638nCSawPds7t0JOzPzQNaQnnF8nCvO4nGpXOcXcH3QOJ+oiFjlJ5MFXly+2ZOYr1fUVK/KDkdOPzgOUc23Nrf+dJCBLqGirt+TNDU7kWqHbc0ze3GLL9EZrV4fM2Ghh+3UOz0tXBwZykigEtXynlu95UMv3QlDL9+VzUaqW72zhuer//rEl7+j7v465M84ck/cdg8cWnU0ft3Z16L/zc8jkbO5EeHyHhcdcOSyQk0QhyEmCQCAQCL6EZ09Q27ZtQ1tbGw4cOMDlkore3VyslEdOEuTqsBauu45zCgZaVLSOKJiL6EhHdExX6UXxNqkZ4/VbXNcxoITQqWZwMrS87FuUF3RXh8a17iSxVKi7d+9ex5bvQVe0U87Szi0dp/Kc25lKHZoM6BKMRYe1Oy+WNw8J1bpm/NRrKmYk61uhKC/org7Zte4kwYS64+PjOHz4MJ566ikMDQ3Zckm5724uvOYFPWfQ959yFjdnsbSEumkZ7KUA+6mYl4rmxXQNs5KMhCQZr5FqdOsbqSgv6K4OkbXuJMEg4iLBQMp9d3PhNS/oOYO+/5SzuDkbbDGfrBZ8IWbjetG8vtxruoWM52xyivKC7uow4lMnCRLqklA3DxLqFoKEusvnolRCXVZKzqr1bMvMORxz+1y+RJxV4dmWjy/5ncfji2YlV63QSahbCGr5ngMJdf0uJqWc5SzUhaZj7sz4CjmxxZbpIwJCXQEeXwxb7aoVOgl1C0Fl5gQCgUDwJVb1CSr4rg7kJFFeDgvlktP/ThLe5DSvdeY4EW1tsOSkz44vcZIQ4Emy0c7d0YtPd+YZXny5r8nISaIQ5CRBThJ5kJNEIchJYvlclMpJgvGO2cTbdV1/PpYdx+QNGzy26Oz82gctOS984KtI57p1iPDYorPtZmu3CYbj996F9IQzj5nIMg4DOUkUglq+B0SkSELdtX+cKKfznD3z/HZs2XgWvQMb0FA7DVVVcOnmgaJ4nedl9DdraB+TMVqtoS4pY7BxeQm5KI9avvtcqMucJK6//nohbtAFg5SztHNLx6k857alcQLxWAqaJiMazmJiurpo3nROzMuQjAKqbF2yLsqjlu8+F+pe6CRRVWXv8EvCSHdz4TUv6DmDvv+Us7g5m5yuwtBYPSLhDKrjSdTEE0XzKtMSGmYkQ8jbPC1BMSzBUDSPWr77XKhLLd+XgwSg7uaC5sz9XJTT3F65vaeAV1udKJp3ptn8y34s3+jC+slImEct3y+KUFcuhZMEgUAgEAg8kJMEOUnkQU4ShSAnieVzUSonCfY7q9bj5bTjmNtD+RJxVoVnWz6+5Hcej1q+m0ih1pVjhijISSIHcpJYBLk6lJtjhv+dJLzMyRwn0gNj3JxCPGr5nkOtK8cMUZBQl4S6ARGTUs6gCXW3OuTsWSLUteP1XJBz02br4on+U2o+lh3H5MHzccoKsK6jwjbn0GlA4/CGTs8ZnHyb+aZGS15mdGyxZb0Nx+SxxVVU9Mu0V9bVkIU8Xmt7uGptLwoS6pJQNw8S6haChLrL54JBRFy7tTOEowdbbW88V+07jxMGL4yjB9tsOIMGh4EtPD//VYsl7w2vG0ZfjzPH5E0bPBHR78I4eTy26Nz50BW2OT9+Uw/O9TrzPn7TcwaHgS087bffZskb+OwdyAw7c0ze1wyemOg3zGlZv8DjtbY/6qq1vSjIi49AIBAIvgQ5SZSBWwC1fA/GcVqLOQ8f24HN7YM4PdCKrR1n8HJPJ/Zedcw1h+HEC7uw+ZIT6Dm+A41Nw0gmqrC562RRPC9dKRgmX+5A9ZZBTB3vQHzjEOYnq1G9+ZxrDsP2uXn0R0LYNJ/FtCIbr+EGw6GieNTyPQdyklh7yn2/5gz6/pdTzuaGCVRVpqBqMmRZM/5dDIehtmEMEnSk5yrA+rhnMuGieV66UjBE6mcgh1REG6YRqU5Ay4aK4jBMKDKqNB1DIQVRTYf1zIrxqOX7BU4SO3fuxJ49e8hJghwKCkAOC+XpXjE1U4Wh0QbD1SEaySAczhbFYUjM1GBirAnxuFmuHApliuZ56UrBkJmtRGqk3lgQs8kKyOFMURyGak1nFKzPqkjLEuzKPkR41PI9B3KSWHvKfb/mDPr+l1POy7eZFQebWoeMz40bhoriMGy59Ljx2bIh91ps/fmieV66Uhj//9bC137h6lRRHIbuqPnENxS2r0gU5QW95Ts5SRAIBALBlyAnCXKSyIOcJApBThLL50LU/aGnL2uUiTvpoMzPjC2PbVuqdWLl5FZg23gcc3tE2JVClMc0TKxM3A5Dp8NcHtu2VOvEysltdVBw5pjbIezqkELGllPIs49lbicniQKoqlQCRX4pcvrReYByrq25vThOEicEnSSceYvx+nrUFXO8HicT2J7rXVxgliMsyFsIqCEzPLJCTpOwqwP7M0HE+YEfi5wkDFDL90KQw8LyuWAg94q11/Kd5zjBd68wFx1RVwcRHsvZudn+RVTfEvcKO17fqexFaW0vKRJibXWWnNTgJHSDA8Ta6m1j5XnkJMFU6FPCbaC7OjVbTiEvzOGlXOTUPcqpusiJFed0365bKkFOuQQ5lRLkDOHFQ20+y3na9y3f2cLz3MF2S94V+wbyrhR2HJM3YvBEXR1EeGzReeKgvXvFNfsS6O5x5l2zb9jguJvbzdz7KFucrv32+yw5j73v20j2M07MllPAIycJAoFAIBA8LpJgIt22tjYcOHBAiF8uKnq/5CQniWAcJ8rpPGe/ObYdne1ncWqgFRtaRjE+VYNdl/QWxRN1dRDlPXdsJza2D2BgsB0b289gZKQZl3T1uOZ4fQ6tH4jifGsarQNRjDVnEJ9VMN68/Hs1UZ6IM4Woe8WqlZkviHQvv/xy7Nq1Cy0tLdiyZYutWLdcVPSUk+aMzg3vrjvmMBHPOU6wm/H8fLhonqirgyivsWEclZVJw3FCUVRksuGiOG7mo0mAl4yrUMymwEjHNKiKtZ+4KE/EmULUvWLVFigm0h0fH8fzzz+PY8eOYXh4GL29vZidnS1rFT3lpDmjc8O7625qphrDOccJhrCNE4MIT9TVQZQ3PVON0bEmIxdbgCLh+aI4bubjWQFexZyM+GwIki4hOicjlrSOJcoTcaYQda9YVR2Um3bv5aKip5w0Z3RueHfdXXGB40T7+pGieaKuDqK8HdtOGJ9tOfeK2pqZojhe31+GN5iL4HSdaR91vj29It5qO0mQUJeEunmQULcQJNRdPhelavnOSslZtZ6ToNeJY24PuRLNivBYiTirwrND36kYl8e2eTu3tfkScVaFZwW2zfxM2XIKeCTUDYJoloS65SVgLZecwWj5fsIjcbCoaFaEx3J291ib2xbL8+oc0lUdyf4JDgdcTimFutSwkEAgEAi+xKq+4hNVQIupqXVOLHeqa//m5MXi88hhgea2FE4SWxwcFnqXOCzY8XovcFhgLd2twDz4FmLZcUwePB+nk9sEw9Bp80lM1L0Csmy0dLf14tOcOSaPPf45uz+wV3Z67tk5BuseV4U8+1gmz7RNEsnp2wVKVAFNThLkJLH83CAniQvnws9OEmzRedrBYWHPvhGc7FngrbfhnDc4DGzh+fmvrOMxg9i+HmeOyZs2eGz/j9m4XDBz2KXj5PGc3CYYPn5Tj+E4IepewRae9ttvs+QNfPYOZIadOSbvawbPyf2BGb+yEoYYwracQl4Vh3eUy1uI5QbU8r0MxJgk1A3GcVqLOY8e24mO9gH0D7ahumoW8coE1jWPueYwUMv3QlDL94vQ7p2BBKzu5sJrXtBzBn3/yypnTpzKRLORyLyh/ymGw0At3wtBLd9X4CRx5ZVXoqGhwZJPAlZ3c+E1L+g5g77/5ZSTtXMfGWs0RLPxWAqziXhRHAZq+V4Iavm+gnbvzE3CDiRgdTcXXvOCnjPo+19OOXduO2l8tm8w267X100VxWGglu+FoJbvF8lJgkAgEAgEHshJgpwk8iAniUKQk8TyuRB1O2Al4qwKz6nMnMdj2xZALd9BLd8vNoLv6kBOEuXlsFAuOS+Ok8RJR+eEkCBvMR61fM+BWr5fHARfNEtCXdG5JXFwMIW6vLbqbtqve93ynSfoFRUHQ5YQbbUu4EqfHTfFsBDkSTKidU22OdOT6ZyC1Z6Xnhw1OYJCV4krmpWERbMk1F0CEuqaoJbvi6CW7/5p+c4WnaMHrXlX7Rs02qUziPBMkat9+/Vd1w3mxykimhUR9DpxTN6EwWOLzs6vfdCS88IHvop0zm9WhMcWnW03f8o25/F770J6wpl3/N7PGRwGMXFtFUc0+7SwaNbvQl3y4iMQCASCL0FOEmtMuU9OEsE9Tn7IefjYDmxuH8TpgVZs7TiDl3s6sfeqY8tiifKeeX47tmw8i96BDWionYaqKrh084BrjhvHCRFe53kZ/c0a2sdkjFZrqEvKGGxc3v1VlNcWyWBOk9AcVnF2PoSorGMkE3LNcdMyvdHD9uulyLlqT1DkJOEj5X4Z5Az6/vs5J2uXXpVrly7LmvFvK4jyWhonDPEtc4eIhrOYmK4uiuPGcUKEN12pY+H/TkYBVba2MRXlzWuScTOdyMqYVpWiOW5apmc9bL9eipwldZLYvXs3ampqylpFTzlpzoJ2bjBXh6Fcu/RoJINw2LrCTpQ3OV2FobF6g1cdT6ImniiK48ZxQoRXmZbQMCOBWVU2T0tQDM9KFM2rkLVcnYOESllDXNaK4rhpmR7xsP16KXKu2is+cpIob7cAcpLw/5yJ8i6/oF36xg1DK+Jdub2nIGdtdaIojhvHCRHemWZzcRjLN4CwfjIS5s1HCv59Kh0piuOmZfqIh+3XS5FzVYskyEmCQCAQCF6CnCTISSIPcpIobycJpmFiZeJWYNuW/s7jsdysTNw+p87lLR2niOME370inNcwsTJxW33Tkt95PKZhYmXijjooDs/QQS3RJ7FybCukMMvlmNsrXMTKcGKJ5qwVzunbBSr4rg7kJFFeDgvl5yRxQjDniRXnDLkeJ89xgs/JCYI1HemB5dV/yyDC0zWkJ5xerVYL8nI06EhiZoWcqItY4HLEYtUK53QDavlOThIBcTugnEFq+c5vhZ4tohW6tRNDZnR0SSt0e1eHzGgi7/4Qi1u3TE8lxha/ZhLgeenqYKQkJ4kCUMv361Iu2szrnJb1fBcAk6e6yIkV53TvPCCVIKdcgpxKCXL610nCy5xs0bnjwcttc972e8fyrdDvePBKG86zS1qhN2HjbdZtzs/csdAK3Z5j8r5ktkKPN+LqGz9pyTny8OeRyr2JEuHxHRYec+WwQE4ShSAnCQKBQCD4EiGvhLptbW04cOCAEN+vKvq1mhM4taZyrtXjtBZzTh3vQHXnIKZOdKCybRiZqSpUbT7nmsPQkckgKUmI6zrGZRkbVBXHI5GieC21WVRGNEwmFIQUHaomYSKxXBcmygu6q0PjWnaSsBLqbt26FU0274P9qqKnnMGYWzpOwZnbSN0MpJCKaMMUovUzkBS1KA5DWpJQreuo1jRMKwpmZLloXiYrGYuNJMH4tIMoL+iuDtm17CTBhLrj4+N4/vnncezYMaPde09PD0bZl5cBUtFTzmDMLR2n4MxtdjaGuZF64/fUUAN0C4sfEQ5Dpa4jIUlIyDKqNM12gRLhVYQ1zM7JxqdiY1/khhd0V4fIWnaScCvU9auKnnIGY27pOAVnbqu3Wuul3HIYesNhz3jnJhc4iie8oLs6jPjUSYKEuiTUzYOEuuUt1PUyJysRZ1V4TmXmPB7btrSUnFXr2ZaZczjm9kS+RJxV4dmWjy/5ncfjC1glVwJWEuoWgoS6OZBQ1+9iUsoZpJbvTL90rndxgbG79fB5CwE1ZIaHV8iJmR+6htTsCD+nAI8vTK12JWAloW4hqMycQCAQCL4EOUmQk0Qe5OoQTPeKjs3W34+cPqXmY9lxTJ5m8CRFQmWbaVlzIZKDU9BzOYV4koxorb2rQ3pq0nRscOClp0bzrg6sk1Is1mDJS6XGc24N9hyTl/S1q0MpckrGc6V1/y13OeFqnKIgJwlyksiDnCSC5yTBFp4HH22x5P3e7wyjt4dxZDz4qLVlj8kbMXhs0XndvTdbcn51871I5DxdRXjR2kZsv9ne1eHle/8B6UnGa8L2mz9lw/mcwWFgC881V/+lJe+JI19CMuXMMXn3mLxVdXUgJwmruRUFtXxfY8JIEuqWX87jL+xC5yUn0P3yDtTUmnf09o7TRfFazlRguG0O6wZimGhOo2oqhPH188tiifJaIxmkc23OR7MKFOgYyoRdcxgaWzRkMhJiMR3ZLJBMSEglpKJ4fhawlktOEVDL9yUgAWgwBKB0nApR1zBmvNRJz1UgXjWD2ZmaonmpKhVyTpCaiWqQVWtxqihvXjdFrqzNOYOaK8hwy2HIZtgrJN0wmM3MS5BtdLMiPD8LWMslZ0mdJJj9Efu0Aokx3c2F17yg5wz6/nudky0042NNiFfNIhKZR6VNy3QRXiQlo3JGgaQBFUkFasj6WwNRXoy1OdfZ9xPs2wmmJtKL4hg5K0yOmoXxZBSpKJ7nZwFrueQUAbV8XwISgAZDAErHqRBbLz1ufK7bYPrXxatni+aNtZoN9mbrs/knJSuI8s7YtDV3y2EYOWfe7KZzT1jJWalonp8FrOWSUwTU8p1AIBAIvgQ5SZCTRB7kJBE8JwlWSs6q9azAtpmfmi1nYftCiTirwrMC27b0dx4vPTVmVOE5lpnnSsnteEaZ+ZJSclatZwW2jccxtydL4OpAThILoJbvFqCW7+7ng1wdguWY0dujrpBj3kR1VUeiP1fX7QAhHmtxPjnM/9uYy8vRoCGZGl0hJ1YCVwdyklgJSKhLQt08SKh78YW6rLKscVPc9oIc60/mWqFLaNxU6cgxIMsIrbPWOGWHxvKt0EPrmm1zZofGL0or9MqovfYqmZ7OCzsro9bi2mR63GMBq+pr0Wwpckok1F0EvxX6lItW6JpH7dep5fvyOaOW7xdLqNu4KYaP/HSP7fn4xTcdxEgf41XiIz/d58hhYItT2x0fteQN3vYFZM8xTgPa7viwbc7B275o8LxshV4Zrce1l37QNudjJ76ORJrxGnDtpbfacO4xON6JZh8tQft1EuquRKhLXnwEAoFA8CXISSIgbgHkJLG2jpN6ch3krUPQ+logbxo1PpVLz7vmMOyYyqK7WsGWWQ2zIWBOkTAWlYvied0KvaFNwnwKqKwBsvNAakZHasY9p5wcFsol56o+QTFh7vXXXy/EJbcAd3PhNS/oOYO+/wxSbRJIRQBVhj4Zh1Q1VxSHYSIiIysB0yEJaVmCXeNXEZ7nrdDnze/dMvPmjyQXxyknh4VyybmqC9SCm8TOnTuxf/9+NDTYuwoHXblPOUs7t2vhOOmJKPRkFFDMC1ifqSiKw1CV1dEyp6M5rWFeASqzetE8z1uhs8I5HaiIS1DndURiUlGccnJYKJecq/qK7+jRo9ixY4dQ63dyC3A3F17zgp4z6PvPoHTmyqGbZwo/XXIY2Gs7hqFYzkHBppuHCM/rVuij/ebiNT1qfian9aI45eSwUC45V71IQmRx8m53vNp10Q4l9q8x3EMWzLtQCOoVJEGO264tfhqnaCyvj+dqQ3T/vRyn1/FW+zi5OYe8PKYiY1jtfAsoxTjF7y9e3o04uAaK0oGuTvtVtbuvCaqagKJ8l6MneT0U5VJ0dS7/8nmRVwFVbYWifJHTIC4CVf0TKMppdHWmbThRqOpGKMp96Oocc4jF9u0voChD6OpMOfBaoKrDUJR/54zzzVCUDejqHHKIFYOqroOifJkTi+lg/giK0s8ZZwcU5R50ddq34TbjfQSKctaWZ8ZijehOQlF+wdm3d0FRqtG18MRgyas04inKXZxYnQDeBkUZ4IyzE4pyJ7o67S9QM97HoChnOLHWsQJrKMrjnH37GGTlK2jcZH8hmxonxutH4ybr9/dj/TI0I+dTgPwbjg7qFkDOIrTO/jLPDmmAVg1IX+Xom64AsB+QziMWt37dmErMAfomSLjTVt+0qHH6BCScRmXUes6S6Qx0bADwCCS8wNH0fAgSphCDvbg5hVjOkPZbnFivBvBKSBhaaBJvwWM3zo2Q8AWOJok1Sfw4JPRxYrUD+FGO57RvfwoJY4jBXnidQjV0JCDhe5xY10PCNsQwytFUtULClwQaFt5qHE/ncUYBfI952EMUun9+6nTgRgHeK3VgiwDvDwQ4zOr4LQK8G3SgwaOcG3RgnwDvWh1o9Sin6Ny+SQcqPcq5WQf2+HRu36nDLBPwIOd2HbhCgPcxD+d2lw5cJsB7qw5EOBxJB35fINYlOnC1R/svyvPyWo/pwJs9nFuRnKJzW4pr/ZUlmFt3PyUpM+dBVLm/0lhmPNMKxptY3u2bX2P5ed8CMU5JRkW1vavD3MwSxwYBGE4MkXrLbcn5CTehzFhhm1gZ97Gc/+J21/7by1biqxXLjJcok3GqruKJwpcLlKhyf6WxzHjnhOOx10Ei7hVe7FtpY4m1JS/Nvnkda5Pt9ouxbxXVDbjyTX9uG+PZn96BObNSXQhscbpuywcstx3q/RoS4m9SjMXpuvZbrGMNfBMJvjVgHnyHBXeuAqLuD36KZcZ7uEzG+ahrlwgRkJMEgUAgEHyJkJdC3ba2Nhw4cMCTeKKK/FLE82ssu3jAqZLvm19jlWrf1ldlURnWMJFSIMs6MqqE6bRzybYdGjbKmE/qiNXKmB3TUFElYWKwOIFkQ0cImTkd0bhkxAxFJIz3m00Ji4GXrgJ+jeXnfWv08ThLItTdvXs39u7da9vuXRSiivxSxPNrLD/vm19jlWrf5lVAZV+hSzqiig5lBdXU2bTpfp5N60hNreybABaDuUPMp3TD0UFe4Z+wXroK+DWWn/ct6+NxruoCxYS64+PjOHz4MJ566ikMD/N7vDhBVJFfinh+jeXnffNrrFLtW0VIx0xaMT6TGdORoVhEKmEo99mTU+MmGaqL74qWx5Kg60BVo8JaNS229Sg2noeuAn6N5ed9i/h4nKteJLFyoa57RX4p4vk1ltfxyiGW1/FEY52dKXRimJwrflEczXXEnRlZ4WrCYvWar/NmhlYey2tXAb/G8jqeX2NdjHgBq+JjF0e1Y1tstg2oYYYtAvFCRhm5c4ttJiYU+ZMzi+6+ak4sdqOICMRi+WoExyny/j9i5HZuEV7rYpxxzjh1wVMn6/E4o+juUznjrBEcZ8YQOTuPk/2FKPJXItv3JoFxKpibSRqVenaYm2Hv80Xe97F4dUjOv2RU61khOc9uJqw0mLfYsONZiWRm0qjWs4yVmQDARNBiZYEpaJxW6CynyFOjeX6k0OfQfp3NWYVgrGqD79zKnV0rIn+syEghwxmnInhuL4zznMO+JY1rwJtxJnLjFLuPppDmjJM11yz+u0ofOEmI4lW5C8EJbFJ/LRCLlUq/hnOTYRfcw+wS5MRiJ8aN+bbR1mBT+RsAuW5yjrgGMNTjThgE8LhArM25eXO6sc3lxmnvEGGCnWi/y7kQ2I3lSQADAvvGmu6t53DYTf1pgViXALiKM85Ebpy8RYotZK8HEOaM8zEAy1tcFILtz+uMRYp/PNdxFne2mBwSuEHKuf231i0t4mUAz4GPXawhB2dupwD8QmBhYW4Uv8Px6WPjZAVVbOFzgpI7H9nxcrruXgBgPr06g50/l3I4Y7l9490a2bG8jnN/YTftR9gzBydWOHd/se+2DGN/jhruLKt7H2X3qVd7dB8N/AJFIBAIBALpoAgEAoHgU5BQl0AgEAi+BC1QBAKBQPAlaIEiEAgEgi9BCxSBQCAQfAlaoAgEAoHgS9ACRSAQCARfghYoAoFAIPgStEARCAQCwZegBYpAIBAI8CP+P+AoweWVNNGEAAAAAElFTkSuQmCC", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "for p in \"XYZ\":\n", " display(\n", " draw_shaded_lightcone(\n", " boxed_circuit,\n", " forward_bounds_tighter,\n", " noise_model_paulis,\n", " pauli_filter=p,\n", " scale=0.15,\n", " fold=-1,\n", " idle_wires=False,\n", " wire_order=wire_order,\n", " measure_arrows=False,\n", " )\n", " )" ] }, { "cell_type": "markdown", "id": "ce0f9cf4-565a-4f18-baa5-bec5c7b354a2", "metadata": {}, "source": [ "#### c. Compute backward bounds\n", "\n", "This part of noise prediction evaluates how an error at a particular layer can affect the input state $\\rho$. The `compute_backward_bounds` function first inverts the circuit, removes measurement gates, and then proceeds with a similar analysis as was done for the forward-bound computations." ] }, { "cell_type": "code", "execution_count": 25, "id": "ff895191-feda-4958-a58a-3d1fb973cb68", "metadata": { "scrolled": true }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "2025-11-10 11:21:10,666 INFO backward Evolving Pauli error terms backwards through the circuit.\n", "2025-11-10 11:21:10,666 INFO backward Modelling errors as though they happen *after* each noise layer.\n", "2025-11-10 11:21:10,667 INFO remove_measure Removing ANY Measure operations from the provided circuit!\n", "2025-11-10 11:21:10,774 INFO circuit_iter Noisy box 'm0'\n", "2025-11-10 11:21:11,640 INFO circuit_iter Noisy box 'm1'\n", "2025-11-10 11:21:11,681 INFO circuit_iter Noisy box 'm2'\n", "2025-11-10 11:21:11,867 INFO circuit_iter Noisy box 'm3'\n", "2025-11-10 11:21:12,078 INFO circuit_iter Noisy box 'm4'\n", "2025-11-10 11:21:12,329 INFO circuit_iter Noisy box 'm5'\n", "2025-11-10 11:21:12,637 INFO circuit_iter Noisy box 'm6'\n", "2025-11-10 11:21:13,110 INFO circuit_iter Noisy box 'm7'\n", "2025-11-10 11:21:13,705 INFO circuit_iter Noisy box 'm8'\n", "2025-11-10 11:21:14,384 INFO circuit_iter Noisy box 'm9'\n", "2025-11-10 11:21:15,213 INFO circuit_iter Noisy box 'm10'\n", "2025-11-10 11:21:15,946 INFO circuit_iter Noisy box 'm11'\n", "2025-11-10 11:21:16,754 INFO circuit_iter Noisy box 'm12'\n", "2025-11-10 11:21:17,557 INFO circuit_iter Noisy box 'm13'\n", "2025-11-10 11:21:18,447 INFO circuit_iter Noisy box 'm14'\n", "2025-11-10 11:21:19,453 INFO circuit_iter Noisy box 'm15'\n", "2025-11-10 11:21:20,472 INFO circuit_iter Noisy box 'm16'\n", "2025-11-10 11:21:21,479 INFO circuit_iter Noisy box 'm17'\n", "2025-11-10 11:21:22,660 INFO circuit_iter Noisy box 'm18'\n", "2025-11-10 11:21:23,705 INFO circuit_iter Noisy box 'm19'\n", "2025-11-10 11:21:24,849 INFO circuit_iter Noisy box 'm20'\n", "2025-11-10 11:21:26,030 INFO circuit_iter Noisy box 'm21'\n", "2025-11-10 11:21:27,111 INFO circuit_iter Noisy box 'm22'\n", "2025-11-10 11:21:28,354 INFO circuit_iter Noisy box 'm23'\n", "2025-11-10 11:21:29,554 INFO circuit_iter Noisy box 'm24'\n", "2025-11-10 11:21:30,897 INFO circuit_iter Noisy box 'm25'\n", "2025-11-10 11:21:32,113 INFO circuit_iter Noisy box 'm26'\n", "2025-11-10 11:21:33,622 INFO circuit_iter Noisy box 'm27'\n", "2025-11-10 11:21:34,962 INFO circuit_iter Noisy box 'm28'\n", "2025-11-10 11:21:36,504 INFO circuit_iter Noisy box 'm29'\n", "2025-11-10 11:21:38,021 INFO circuit_iter Noisy box 'm30'\n", "2025-11-10 11:21:39,750 INFO circuit_iter Noisy box 'm31'\n", "2025-11-10 11:21:41,237 INFO circuit_iter Noisy box 'm32'\n", "2025-11-10 11:21:42,974 INFO circuit_iter Noisy box 'm33'\n", "2025-11-10 11:21:44,527 INFO circuit_iter Noisy box 'm34'\n", "2025-11-10 11:21:46,535 INFO circuit_iter Noisy box 'm35'\n", "2025-11-10 11:21:48,152 INFO circuit_iter Noisy box 'm36'\n", "2025-11-10 11:21:50,074 INFO circuit_iter Noisy box 'm37'\n", "2025-11-10 11:21:51,814 INFO circuit_iter Noisy box 'm38'\n", "2025-11-10 11:21:53,943 INFO circuit_iter Noisy box 'm39'\n" ] } ], "source": [ "backward_bounds = compute_backward_bounds(\n", " boxed_circuit,\n", " noise_model_paulis,\n", " evolution_max_terms=slc_evolution_max_terms,\n", " num_processes=slc_num_processes,\n", " timeout=slc_timeout,\n", ")" ] }, { "cell_type": "markdown", "id": "c707d352-37fe-4c53-82a3-a1207b7a7bfc", "metadata": {}, "source": [ "#### Visualize the SLC for manual inspection\n", "\n", "From computing backward bounds, we can see how the initial state structure governs the early behavior of error propagation:\n", "\n", "- We can clearly see how the Z errors initially commute with the |0⟩ initial state.\n", "- Only on qubit 6, where we initialize the +1 eigenstate of the X basis, does a Z error fail to commute, while an X error does commute." ] }, { "cell_type": "code", "execution_count": 26, "id": "40d0eba9-5e0b-4b1d-8fb2-c239e262062f", "metadata": {}, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAagAAADlCAYAAAAGA2PGAAAAOnRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjEwLjcsIGh0dHBzOi8vbWF0cGxvdGxpYi5vcmcvTLEjVAAAAAlwSFlzAAAPYQAAD2EBqD+naQAAQs5JREFUeJztfXlwHNd95jfTuIiZwTG4SGDAmQHAAwREUaJDOjpIi/IlR3Fky15vvIl3E1fK62yOWsd2UskmLlcq/3i10bqcsp1KJXF8KHFiOU7kQ3IsiiJtrSSLOkjwAHENCIAkAAIEiMGNntl63TPENT396543mJ7B76tCUWT/9L33fv36vZnG+76fC0AcDAaDwWA4DO5cd4DBYDAYjFTgDYrBYDAYjgRvUAwGg8FwJHiDYjAYDIYjwRsUg8FgMBwJ3qAYDAaD4UjwBsVgMBgMR4I3KAaDwWA4ErxBMRgMBsOR4A2KwWAwGI4Eb1AMBoPBcCR4g2IwGAyGI8EbFIPBYDAcCd6gGAwGg+FI8AbFYDAYDEeCNyhG3uLHP/4xotEoKisrN11rbGzEtWvX8POf/xylpaU56R+DwcgMvEEx8hZ/+Zd/CY/Hg9/8zd9c9+9iQ/rXf/1XuFwuPPbYY1hcXMxZHxkMRmYQFXX5h3OQl3Ogq6sr3tPTE3e5XHf+7e///u/ji4uL8fvvvz8rbZaXl9u6JoOffzgH2F45yHkH+IdzYHsOfPzjH48LvO9979P+/nu/93va3z/xiU+Y/r+NjY3xv/3bv43fuHEjvrCwoG12v/Ebv7Eu5nOf+5zG197eHv/Wt74Vn5ycjL/++uum18TPoUOH4j/84Q/j09PT8ZmZmfhPfvKT+NGjR8n8Xq83/uSTT8YHBga0/o2OjsZ//OMfx++55x5+ZviZiW+HHBRl+O2LwcgpvvnNb+Iv/uIv8Lu/+7uYn5/HE088gb/+67/WftKhvr4eL7/8MuLxOP7qr/4K4+PjeOSRR/B3f/d3qKiowBe/+MV18f/yL/+Cnp4e/PEf/7H26tDs2oEDB3DmzBncvn0bX/jCF7C8vIxPfOITOHXqFI4fP45XX33VlOOrX/0qPvShD2n9u3jxImpqavDAAw+gvb0db7zxhqQMMhjORs53Sf7hHGQyB/7sz/4srqpqfGJiIn7mzJl4cXGx6f/zN3/zN/GRkZG43+9f9+9PPfVU/NatW/GysrJ133DEt5uNHOmuffe739W+9YTD4Tv/tnPnTu3b1KlTp0gcoh9f+tKX+Png5yO+XXPAhyQYeY8vf/nL2jcUcRji8ccf1/7bDCLumWee0b6tiG8myZ/nnnsOVVVVuPfee9fFi28zRth4ze12493vfje+973vYWBg4M6/37hxA0899ZT2Lcjn85nyT01N4ejRo9i1a5fpeBiMQgRvUIy8x+zsLIqKivCDH/wAY2NjpvF1dXWorq7WXrndvHlz3c/Xvva1O68A12LtRrMRG68JfnG6sLu7e1PspUuXoCgKmpubTfk/+9nPorOzE0NDQ3jllVfwuc99DuFw2HR8DEahgH8Hxch7iEVcLPrnzp0jxYtvOALf+MY38A//8A8pYzZyid9vGSHdNSpScYjfS4nfY33gAx/QvpF95jOfwR/+4R/igx/8IJ599tmM22QwnA4HblDHAJi90pgWMk0AMZO4FgBHEq8zjRBLcAnOdPAAeASAkiZG/HL7TQCXYY6HAdSaxEwAeN6k/wL7ANxjEqcC+JH4vmHCVQHgPSZfrsU4fw6gz4RLxL0bQJVJ3A0AL8Icd4njB5v+9eDBh7Q/z50T+fxgYpzGm4Y4EHH79gwUpQXPP290D04k+m/WdyTmxC8B8Cb4XZidXcC+fe8CcHFN3C3s3/8oVDWGoaEjifF0Jq59AMBMos2fAhi+81rwK1/5ivYjvpm9/vrr+JM/+RM8++x/JOajmJfpMAjgZcIY3gag1SRmPpFbs1eouxLPsRlOARg1iSkG8D4AZSZxvQDOEtq8D8D6b6+bEQXwbOKZSQfBcz/h+fxJ4llOh7LEOMV40+GSmOkwx3EAO01ixJr3HKH/MtfRvN6gxHv5aijKt9EWTn2jegeWoarHEpNDPHzp8Ha4lX9CQ7DEMGJ0sBwx9QEAPzDhOgK38jIagjfTcC0ipv4XwgZVp6VejDMcSn0LBiIrUFWxuNcTHuJfgKJ8C+GQ8eY5EKmHqh4FcNKE634oygsIh6bScMWgqr9K2KACABYI43w/gErC5L4bivLNTVzHHhT3D7hw4f9q80ffrF8yZInFYnj66Z/jox+9H099sxs9PRfWXa/21+LW5E30DYiH7kMwR0hbgBTlB2hNzNuXfvaf8dhj78FDx89iZGQQfQPLqKn5PD760SM4e/anaKj/JhrqAb9f33Bbws+gumoCAxFAVT8Mt/vb8Hq92inAtRurcMfQnTH2ArgORTmLoMF9H4yoifv0GoAVkzHs13K72+A+XdXu00EA7YQF8hgU5bsIh4wXtIGIG6oqNuVvm3CJDbwPitJl0rdfI2xQYh1oJsxHsRi3Adj8inY9HoCi/DPawsYf5noHiqGq7wXwXROue+BW3kJDcMQwYnRwATFtnOcI62gVXMo/Y0dT6g9Y8yNTiKsPAthNWEd/EYryj2gLG68vvQM+qKrYrH+IAt6gRALmtc3p4hnx0G/GgQcj6O6dM/kmk4SqbU5PPCcerNT49Hu6cb2fwqWgIbhswnUO1/uXiWmf1x6Sl083pIx4+7FR9PZRx7msbU5GXDrfHHr7KLdbQTi0YMIl+rZC4pI/ziK8dHr974cqa+6Fql5HVeUMbt4Un0TNx/lHf/QU3vWuFjzz/Z9Bnf8nxJZ74XJXwlXcCaX0fiyM3oNDx0YIny4FxAI1p21O506LTRlwFX0ZxcXvxPPPn4Y6+y08+dUJfPDx30ZZWSn2hL9wZwzlPv0b0A+fqUU8puC+Y2Po7YtphyiGh4fxne98B2+99ZZm6fTOd74TR44cwac+9ak7uRWb0/OnxAeezXj4HePo75sn/KpZfGtb1DaA77+wPrdJPPrQGAY0rvWHO4wgNifzOURhEuOcJvRtmcg1J3E+xrTNyWitEjjw4CC6e7d6fVG0uSE2pwe+/rGUET/92Ncxd5U6zhVtc0o/zhvEcRbIIYnItXpcvV6HV8/vQ9/QLvQMNmbEN3U5CHWpCJPnW7E45cVMZJcjuN7q6sCtqUqcu3AAasyFN87d5QguJ/ftXILr/IUOTE1XwOXuwMry2ldp5hgbm8aHH38A6vx3sOJ+FMWVn0e89Legxvy4cuEbtvv2Wtd+TExV4LU3FVzr/QRuTw9D8f53/I/f+V8YHJzCr/3aL2Fl+Y07Yxgb0xfd/v71hx/m5ua004mHDh3C5z//eTz55JPYt28fPvnJT2r/vRaXLnRieqoSly52YPTGTkQGxCsZe+i50IHlpWJ0nz+IuagHl8/djUwg877L7JvsZ0XmeiVzfdk5XKq9fWu8WorSeTf842avELd2Xd6yDUo8PCdOiPf2clBbpb/aCDaOYm6hFEVFZu+D06OkegbuIhWl/tso8c0itlLkCK4a/yTKy+cQi7m1xaqqctoRXE7u21ouRVHx0pkP4vZk6k+K6TA5OY7l25/D4MVfwfTVDrx86tcxff3jWJlbfe30+c9/RzuKPjGx+XcIYuPQr62+Dq3z34KnfB5qzI2F2R5cfP3PsDR6EPfcXY2HH/4q3nzj1XVj6Ov9Fvqv7MX8gvg0uwpxVF4ciLjnnns0M1zxjUr8d6rj6NX+Sewon0cspmB21ovS0gXYRaV/UvtzcaEMxaVLqKzW/+6E+y6zb7KfFZnrlcz1Zc6jQkn8qn5xRwyqQnkjsHXr8pa94tuxY4emQ2ltbUVtbS36+vq0Y7t28daVFgTqbyJyrUFLyspKZl8fl6Pl+n+44liZK4O7eNkRXLdnfBA2csXFy4jFXZiarnQEl5P7JrjEWymNK+ZGSfESMsH0jDjcEEdJ8TJKS5ZRXLySAZdPe2EmuAREH7M9hhnBhTiKi5bh9UYxN5eYnzYwm+h/uSeK5cUSFGUwt2Xfd5l9k/2syFyvZK4vZQtu8b4ZrrgLpQtu7JhTMO1fccy6vGUb1JtvvqlZsIiNSfxkivsP6a9sgo3muhYKKlv1U1FJFPvmHcF1YN8V7c+mXTfW/ZlrLif3rf0O13Xtz8oKcfrNPu7aJ06AAbsb9cMozbvMDqUY4+AGrsDO8ayPYc9e/Zf5OxNcmSC8V+9XXYKr3Gt26nPr7rvMvsl+VmSuVzLXl7Fd+gef21X6pnQjsOiodXlLfwclRIgMBoPBYBTgKb7Vo+TitJ7RNSsQRzPF6Rfj61a4lk24rL37F0daxakho2uyuPTrXgtcMRMueX2zwyVOusng6htYSZzUM7puba6J+IPHhtNyidwa9d/OGMRRcnFaz+iaFYjj2uJEnNE1ufNxxZF9s9qvdGuVfp3ONzq4InV9mR+Z0k7rGV2TO86iQtigFJMvbfo1VQW6e80WB/E2Ot2JFP2XgTEVuN6f7sYmBYBmp1tcBK61aXWl5UqO0/y4tps0ThqXgPkpHjqX2TjdEscZy8o4r5jOM2v304xPXm5X2+zvUwnPHW0ODZj2zey5g+T75LLQN7P1RbHQN9r6Yr5WubKwviikdTSuxjF39dYWjbOIOE6R97gTN6iHoCh1aAsLlXZq9A7shKoKYSdMhLp+uJUjaAheNeQaHSxBTG1Oy6XzFUFVD2hWOeFQ6ne9A5EdUNU2TSxoJPBbFfk1QlEeQ3PIeJxDkQBUVQg7cUfYmeoTt6rWQFEOIBy6mvabkd6mWc6EuPMQFMWDFoNx9mvj3AtFOW2SM8EXgKL8ClpCqX8P0B8p0/oF9BP6VqdxtYWNf4fSOyDGuZPAtUMTVStKDdrCqd+39w6UQlX3QFHcJuJDwReEorwfbeHUC0fvQAlUVYgd39T6ll4ACsJ8TLb5y2nmo8htEMCrxNx+EMGQsZPBYKQSqlpL4PIlRLjNCIVS5yOizaEwcZwi7lGEDMYZ0cYpjt8/Txznh9GSRmDeH6nVngNzLiFuvReKsgetBnOob2BH4j6ZjVOI2tvgVh5FfTD1pjg2WISYKqQB1wh92wlFeRzh0KqAeyMGIrugqoukdVRRfgFtYePXSL0D4h5YWUeLTJ47kdt/1AT8Dtug6tEW/q6J2Ossuns/QhDq1qMh+AqeeE4xEbX9flounW8e3b0zCIeeMRHv/TrCoSq8fNr4k4seV4Lm0Pfw9Elj7cLjJ64g0veudcLOjRCviq701iMcOomXT8+btPkHhJz5NbeDltAzePV0aguUI8duoKfvt9AWrsbFM8YiS52vCC2hf8Nrp1OP823HrqOnT7gAHCT0rRZt4adx8YyxbY8e9ymNq+uM2BA2o/PBq+juFaLVa2gLf9+kzRDawhW4eKbGpE0X2sLPmHC9HUBDShFxEroAVzzkRbh4psm0TfP5eDzxTJnltgrB0Dfw7CnhsJEa79UEvZQ5JMZ2BaHQszj9YupxHjs+hj6NqxQXDe6TzjeM7t4YQqF/xwsvphYaP3R8HH19v0Qcp/jg9VXDuS1w5Ngt9PR9ksAl8v4WWsMvmTyf6eejQOeDE+juXUR98Fn8+Y8Op4z500fO4kb/Y5rDTFv4qknfyhAOfddEBH0WvX2/SrqfbeH/h4tnZknPXfp1dEFbR82fO2GpJeaO8YduBwt1rZzRz+w8v3XEC2CcTs7ZVo8zn/NqpU3Zfcvn++TkcZr5imYLTl4TJH6DEkLdpqYmnDx5kqRGdrviuHHTj5qq24jFXNgTvGY5Jqm69rWMYLo7CE/zKJamfPCFNr8qovAJdfnuwDCGRprQ0X4J57o6cc/B85u4qHH9Fw+gua0Hg9374a2YRplnFlW1E5ucB8KBa4gMN2JX/U1MTlegc0+/7TZTjRNY/8vNN7s6EAwM4+pIE3zeKDzls2iom7CVsze6DiAYGMHVkUYEdt3A9G0fWlO8kqTeT0rcz8/vR0vzNfQP74K/8jZUVcHe0HBW26RyCYeI5sAwhkcCaA4MYXy8Dnva+rI6H6l9677QifCeK+i93I6KSv1VWCA4aIurq6sTgcAQRkYCaGoaxs2JWrS12hvnhQ1cU1PVCIY2/0Ke2jfK/KZyUZ9PypyMdjejPHwN0Su7UVp/C7GFEuzYvfngB7VvbxHmh8xngBpH5drSb1BrhbqiyJoom52JGpmqWKaqril8VHU5Na4ioXRf0pTvi4jHNqd7rfOAuJFLS8UZtUnKbYJLtFlSsqRxZsLlSfbrZo3h7/Wp95MSV19zC54dwjnBjdLiFdy67ct6m1SujS4XyyvFWZ+P1L5V+SfgQlxzYvB4ZxCdqbDN5fdPoFxzr3BrYtcixX5u/WucMDQuA2Eq+X4S5jeVi/p8UuZkcVUUrqIYSvy3gZgL7pLMxllDmB8ynwFqnEy3CbdMoe7k5KQm0hXF1da6MKdSI8fjLk2NXF62mFKNTIlJqq7nx6tNVdcUPqEuvzlRY6oup8bNRX2YnqzBDm9UW6zm5zwpnQfGbvpJzgOUNinjFM4J4xM1WpvioYrOejLKmeAS7gs768cz4qLGTd32YnSiWuu/zzOHCs9s1tukcun3qdbUIULmfKT2TWxIkxO18Hij2sJdniJvVK6ZaAUmEn0T33hWVPu5nYn67nAJd4epW6l/X0btG2V+07lozydlTq7MlmHpZuIeKjHEDDY7a3OtJu38kPkMUOOoXFt+SIIq1KWokamKZarqmsJHVZdT43bv6dH+rN2pX6+qu2nbeYDaJmWcHfv0folXcgLVVdPSuPwZcFHj7t7fty6m0jeb9TapXFSHCJnzkdq31oTjREOibx5f1DbXvgTXLhP3Cgrf3g1cHZ1dtrmo85vKRX0+KXPS00Jz+qD27QBhfsh8BqhxMt0mHHZIgsFgMBiMHAh1zdXIlWQnCeEAQVFdm7dZT1aXiyJrFHX8UGQFj58w/rQ0FGm24DzgIrVJdd/oj6xox8lTQVzT4+MmOVu+Ey+Ok6fjovZN6EUobYo/xXHydDH0NlVym5TcUlwuhLMApU2q2wGlb4ORGN77DuNPs+I6lUsgElG14+SpIK6ZcenX43fixXHydFzUvqWb2/r1YkvjpDyf6eajfl03AhgbnNeOk6eCuLa2fbO+DZi6dFRZeAbcGT8D+vUG6S5AW75B0RwiaHFU1bWVNs3U5arqIqnjBVckbZwV5wF6m9Rx9piOUx4XlU/m3Mhlm+ZzSB4Xlc/cbcJluW99Ju4VVOcBChe1b+bzsdjyOCnOIOm5yu6sVzf656WNs1fa3HBt+XPn2A3KXI2sD9BcAQ24FaAhmLQpMiqPbK1NcxeAOEEdj7QOEQJ9A3HTuD6J40z2S0DEhQxKhItPrHS3Az1utwHX1QRXsk2zvomY5jQuHeJbKXVuJNtMXyLc2jjTl1W3Nk5qm9RxZt7mSg7ajOegTfr6sl3aVCysaTLH6cgNylyNPI3u3vRxuhpZLNoglEcG0UlC35zSK/cFV9yES+9bOocIgYPHxCez9HG6Ul2M053xOJP9EhCbU3oXAMHlIo1TbE4/MijD/YhWhlv/b0rfmkPAv79grI5//0OjiGh9M3OS0P/bvES44FJMXAB0PrE5PXsqNZd4ddZvYZw0Jwn6/ZTT5mAW2iwmOElko02zsuRb3eZ4DtqcJrfZFo6RnnWakwR9nFTwIQkGg8FgOBLsJJFF5T5FhU5VqmfimLHRSUKmC8CVC50I7bmCvu521NSOYW7Wi1Bbj+2c9V7oQHDPFQx0t6O+cVjTkjVucDugOkn0XOjQ+tbf3Y7mcB+u9rdh/8G3NsVR+CguDLlS5HObnNuaPJxDOXOSOH78OPx+YU5amE4SMlXoVKW6zHHKdAGoXONOIMTSy8v2nRN0vlX3jflZr8Zp10kiySX6Vly6hMqEs4cdPooLg5VxynwGuE3O7VwezqGcOUm8+OKL2n8XqpOETBU6Vakuc5wyXQBmZypwS7gTeHTRZ1GR/X7pfD5MTdRghyeK0rJ5zKdwAaA6SehctSj3RLG8WGJooUPho7gwWBmnzGeA2+TclufhHKKAnSSyqNynqNCpSnWZjhkyXQBaElz1Sa6Ea4YdLoHQXv0e1CWdKerHbTtJhO9w6X0r96aOo/BRXBhypcjnNjm3+TiHKGChrgWhbu+AiyRqSyfw068HyELA0cFYxoJk6yJLmlBXHCUXp/VSQVxbG2/Wt6GIflIv3TFzK0JdSolwIdRNL7JMCl1VQ6Hr2rLqNGEkTahLvZ9y2lzJQps0oe7WtlmUgzbLctBmpQUuFuoWlFBXjsCPLtTNxjgzF1muxg1IFFmmFzfb6Zs80ax5WfV8FiS7ctBm0TZps8zRAnPV4UJdPmbOYDAYDEeCnSRy7CSRn84D2Wkzfc6stynTMcOMy8o4nXc/2Ukie7llJ4kk2Ekiz5wkaEpvZKz0tq5UpzlJUF0dKHGtYRfePG3sdnDo2MidnFHaFBvKCy/WpYwT5qS6Y4ZCGifFfSM5TnaSYCeJ9XOInSQycZLY0m9QhVLyXaZQdyuEdBuFurkov06NO9vVjlBgBIPDjWgNDuFyXxhHD3XZ4pJZSlymuLkQRJbcJue2Jp+Euvv27cOJEydIsSzUtZYL2XG5KL9OjRPCZW9CuOx2x7S/2+WSWUpcpriZGpfvc4Pb5NzOOUWou9ZJ4siRI/B6vYaxLNS1lgvZcbkov06NE+W6RxPC5dKSZa2UvF0umaXEZYqbqXH5Pje4Tc5tuVOEusJJor29XXOSED+FXPJdplDXyUI6meXXqXF3bchZ865R21wyS4nLFDdT4/J9bnCbnFtHHTO/dOmSTDoGg8FgbGOwk0QOnSRoSm+Q2pSrVI9LL79uFieO3ouTekaglNje6JhhVkqcWvKd4r6RjGcnCXaSWD+H2EkiCS75nodOEvnpPJCdNq9IblOmY4bMsuTOu5/sJJG93LKTRCZgoW6WhLrpy5dbK/neFDRuc2Rw+U7JdzMuAUqZditiUqNxJku051Koa5Q3kTMW6q7NGwt1jeYQC3WXueR7oZV8F4v20yd3GcY9fkL4ztFKvjcFga89Hzbk+m8PD2Con8YlQCnTLsTBlFLo6cb5+Inr2hizIdSlCJLF5vT151PHfezhCK5qc4OFunreuOR7qjnEJd/BJd8ZDAaDwUgFLvmeRSeJ/osH0NzWg8Hu/fBWTKPMM4uq2glbJd9HLu1FQ+sAblxpg7d2AssLpagLDdniopZppzo2pBoncD1rThLU/A9f2oedrf24dqUN/sbrmI96Ubd7c5vsJGE9t+wkYT0fnFsHCHUPHz6MgwcPphXqbhcniYrq1fLlxaWLiMfctku+e6qnAMSxvFgKdalYK2Ful4tapp3q2EAZp0wnCWr+PdW37uSszBeFUpT6EAw7SVjPLTtJWM8H59YBJd/Pnj2Lc+fOIRpNXXF0OzlJzEV9mJ6swQ5vFIqiYn7OY7vk+8KMF9FJP0o9s1BKlrUS5na5qGXaqY4NlHHKdJKg5j+ZszLPnPbBZS6D+8lOEvbuAbtXZCdnhZBbCrjkexadJHbv0V+b1SbKoFfV3bRd8n1n4lVd1U7jNqlc1DLtVMcGyjhlOklQ879rQ84C7fq47fCxk4S9e8DuFdnJWSHklgIW6mZBqCuOWItTbEYYijSTS76PDOon9YwgjkxTuahl2sXRe0op9HTjTJZoz4ZQlyJIFnkRp/XS5YyFusm8ccn3VHOIS77DQpn5BkvPpyM3qO1U8j19+XJrJd+H+mWIg+ll2q3kTFaZ9mwIda+a5I2FukmwUNfu/GCh7npwyXcGg8FgbAvkrZOEFVcHmU4SRjHr4+S22ZKmzf41bVKdJIIGThKDa5wkqK4OMkuhZ5rbjS4A5rmlO2aY5czKOLnku+73uPWl7Z1dfj0XbSpZWEcp43TkBiXTSaItHMu4FLpVJ4lwKGYYszbOvE2V3GZLKI7XThu7Urzt2HX0EF0pBMRC+/yp1KXQH37HOPo1LpiUrNf5rJRCN3OSCIeAl06n5hK479iYaW7XugCI3BrxrXLRnCREzp49lZrrve8Y03KWHCeXfOeS7+vnEJd8z6Tku9RyGwwGg8FgyELeO0nIjKM6Sch0nKByvdF1AMHACK6ONCKw6wamb/vQGrpqy0ni0oVONDYN4dq1gFbKfH6+HKHw5jgKX1dXJwKBIYyMBNDUNIybE7Voa91csJLqJHGuqwPNgWEMjwTQHBjC+Hgd9rT12brnFC4qX/eFToT3XEHv5XZUVArRNBAIDtriosax8wDntqaA51BOnCTuvvtu3HvvvVvmJCEzjuokIdNxgszln4QnGXezJnnwypaTRLV/EjvKhauDgtlZL0pLU5+GpPCJDa5c43JrwuAiJXX+qU4Sa/MhRL/LK8W27zmFi8pXtcZ9w+OdQXSmwjYXNY6dBzi3cwU8h3LiJPHWW2/h9ddf3zInCZlxVCcJmY4TVtoc1+JWsLN+HNFZ+64UMzM+TAquomV4vVEsLuo1a+zwUR0WqE4Sej5q9XzE3CgpXrJ9zylcVD6xIU0K9w1vFCUlSyg36P92cQHgNjm35ewksbUKaKqThEzHCSpXxz7drUG83hPwV03bdpLYk3CS2Jl0kjAAhY/qsEB1kmi/kw+dr7JixvY9p3BR+VoT42xIcHl80W3tAsBtcm6NwE4S2pFFd8al0K06SQxE3IYxa+PM22wmt9kfcWkn9dIdM7fiJCGORYvTeqkgrunx+kk9I/TZKIVu5iQxENFP12WS27VKdRFvxLfKRSv5LvIiTuulyxm1b8K1IdN5a93twKxNdpKwn1uzZ51Lvm9LJwkrrg4ynSTMYrLRZg+xTaoTQz/BSeJKDkqhb31u6VxmOaPyccn39UtP4bfJJd8zAR8zZzAYDIYj4UgnCRdc2IHUpwDnEUUcdAW0WxHl4VMfAhAYHdT97ijOA+ZcC6ZcOl+c7P4gxmnkYkB1f3CCk4T5OI251vJZUeRTxklV0ZvNjWSb7CRBdR5gJwmjectOEg53khCb032u96SMeSn+HOZAd5IQG8oTzx00jPv0e0ZxvZ/m6tAQdJlwnTPl0vniGh/F/SEYihk6P6x3f3CukwSlb6EQDLnW8lGdJCjuD1QnCcrcEGAniY0OLrvT5HaY7BpDz63Z+nIjB22yk0QmThJbukFZEXLVHKjAcnQFZdUlWJ5TEVuOYTqy+eQXVRQ2dTkIX8sIpruD8DSPYmnKB1/oui3RLIWLyidTXOtkoS61bxQ+6j2XKa6VKc4uBJElt8m5rcknoa5wkjhx4gQpliLkWplT4XK7sDi9rG1OmXBRS8NTRbPUMvMUPpniWicLdal9o/BR77lMca1McXYhiCy5Tc7tXD4Jddc6SRw+fBgNDcavuCgiv5KKYsTjcZRWFsNdbNxNmaXhqaJZapl5Cp9Mca2ThbrkvhH4qPdcprhWpjibGseiWc5teQHPoS19xSecJNrb23Hp0iXTWIqQa/yc/krm9uBcxlwCla3rdT3FvnnbolkKF5VPprjWyUJdat8ofNR7LlNcK1OcTY1j0SzntpDn0JYfM6dsTgwGg8FgOO6QhLnquvLOUXJxWi8VxDUrThLi6Lc4XWeE0cEasqvD6GDchGvBlEu/3kx2fxiMuA2dH9a7PzjXSYLSt0hEP6lnhCQf1WGB4v5AdZKgzA1q39hJIpmPeBYcM8zWl6IctMlOEgXnJBFHHHOYkeIkIXRJ1/sXpDgPyONykR0bxDipLgZOdpIwH6c8Vwor45TlSkHlYyeJJNhJwglzSM2CIw8lLq+FuhSxmhXRLKXNdHyrXPSS781p4obWCHUpJd+dLNSVWQqdOk6qUNdMRGxFqCuztD2XfGehbrp5y0Jdhwt1KQK5hiBIollqyfd0gt5VAS6t5LvYnJ4+aVym/fETQKSPJgB1slCXwkUt+R4MgTROCpeA2FBeeDE130PHxxOiX5pQl8KVHCeXfGeh7vo5xELdJLjkO4PBYDAKBnlf8p3q6kDhk+kQIdB/8QCa23ow2L0f3opplHlmUVU7YYvLqU4SRnzAuK2S75S+UbkubHClELqqYChia27I5KLGsasD57amgOdQzoS6999/P+rrjX3VZCraqa4OFD6ZDhECFdWT2p9LC2UoLl1EPOa2zeVUJwkqH7Xku0wu/xouzZXCQBxMmRsyuahx7OrAuZ0r4DmUs5LvP/vZzzA2ZnxkWKYamerqQOGT6RAhMBf1YXqyBju8USiKivk5j20upzpJUPmoJd+lckV9d1wpXK44pm5V254bMrkKwQWA2+TclueTk4QVoa5MNTLV1YHCJ9MhQmD3Hr1Me+1O/XpV3U3bXE51kqDyUUu+y+Tau8GVoqOzy/bckMlVCC4A3Cbn1ghc8j1Rx4kimqWWfE8n6F0V4NJKvg9FVvD4CeMFdigh1KUIQJ0s1KVwUUu+D0b0k3pGWBXXmnMlj3+LE3bpRb80oS6FKxnPQl2qgJWFutkTB1da4KIZHpi32WBJBJ3XQl1KnBXRrCxBr5WS7xGiUJdS8t3JQl2ZpdBlcVGFvzK5qHws1E2ChbpOmEOqw4W6XPKdwWAwGI4EO0lYcK+glpk3d2KwUvKd7jxAdZKgKNWpThLUUui5KPlu7tLBJd/1vK3kwO2AS75nL7fIypomq00rYCeJhJMEzQUgTnIeSOfqIHDwmHiFRnN/aAsj4zbXOklQxkl1kqCWQqeWfDdya1jv/kAr1y369tLp1FKH+46NaX3jku/JvA1mqRQ6l3xnJ4kCLfmeC6GubFEbRehKFcNS2pTJReWjCo2pfaMIYqn9P9fVgebAMIZHAmgODGF8vA572jaXo+eS79Zzy4Jk6/ng3BZQyfdcCHVli9ooQleqGJbSpkwuKh9VaEwv+W4uiKX2f23fhA5tecV+Prjk+/YUk3KbBSLUTTpJtLS04Pjx4xmXfM+FUFe2SJEidKWKYSltyuSi8lGFxvSS7+aCWGr/9b7V6n2LuVFSvGQ7H1zy3d49YHFwdnJWCLnNScn3/v5+7ScfhbqyRYoUoStVDEtpUyYXlY8qNKb2jSKIpfa//U7fdK7KitQ1xrjku/XcslDXej44t9bBJd8ZDAaD4Ug4suR7LpwkaKprF0l1nc7VQb8eILs/iOObmba51kmCMk6qkwS1FDq15LuRW4Odku+ifXFaL13fuOR7Mm8rOSiFzk4S2cttpQUudpLICycJ2arr9E4MVkq+0/t/RaJSncpFddbIRcl3c5cOLvm+cT7Ke1bMYthJInu5LRwnCRbqrhGYUcqvU0Vt6UvD00WKos305eOtiywDodRxwxHr4mCjviX7VSgl32WWtueS7yzUTTdvWai7ChbqJoS6FNEpVaibjkvniyf4zAWPzaG4Sfn461r5eKrIUmxO336+KWXcRx4ewaDG5SKNM11p+2S/rJR8f/aUcQ2x975jLGcl362UtueS7yzUXT+HuOR7ElzyncFgMBgFA3aSsOGKQFWEU/ioXJTy8UZ8wAYnhovtaGrrxfCVvahtvIaZqSo0tgzYHmeqvgHXbZVp777QifCeK+i93I6Kyint3wLBQVtcMsu0U0rRW8kZOw9kJ2ec22t5k1sK2Ekii24BFD4qF6V8PJXPV31L+7W44CrzRqFm4L5B7Ru1THuVfwIuxLG4UAaPdwbRmQrbXDLLtFNK0VO5qHHsdsC5nSvgOZQTJ4nDhw9rThL19fV55yQh2y2AwkflopSPp/LNR724PenXvunMTlcaLtwy+0Yt0y42pMmJWni8UZSULKE8RVxOSr4TStFTuQrBBYDb5NyW56OTBKXsu1OdJKiuCNS+UfioXJTy8VS+wB79JIF/52jGXNS+Ucu0tyacJBoS7g8eX9Q2l8wy7ZRS9FQuahw7D3BuC3kOUcBOEgwGg8FwJNhJIuEkQXFFoDpJpOPSrzeTld5DEZd2ZNsIQm9E5UpqncRx8lQQ1/T4OGmcom2jviX7lYwXR8DTcQ1G9KPkRhB6IypXUutk5Eyx6kqhksYp2hbHydP1i67cXyG1KdfVwaxNdpLInqtDWQ5cOiotcLGTRN44SZg7D7gkcdGV+6LNCNGtgdq3wT55SnVZfRMx/ZKdJMycKaxwyeqbbEW+nDbZSSJ7uS3Lwf3UwU4SFiGzbLBbARqCqX9RnfTiE5tYIThJpOey7iQhs8z81pUIz22bLQb3oN+GY4bzxskl37OXW2ul0NlJYj3YScLhThLhUNyEK9k3mpMErcw8zUlCbolwN7lNipMEJU44SRjFrI0Tm9Orp3emjDly7AZ62Eki5X3iku/sJLEW7CTBYDAYjIJBkcyS701NTTh58qRprEw18tTlIHwtI5juDsLTPIqlKR98oc2/uM93J4lM+rbRSeK1rv0IB64hMtyIXfU3MTldgc49cl0RNrlXSFSqU50kZMa92dWBYGAYV0ea4PNG4SmfRUMdzcmD3Q7kPOuc28JyI8mZUPfo0aNpS77LVCOXVM/AXaSi1H8bJb5ZxArUSUJm3+r8t+Apn4cac2uTZ2mpOK9cEahOEjLjahP5FzkTAmIRa7f/heACwG1ybufyyUlCCHUnJydx9uxZvPLKKxgdNT5mzU4S1nIh2+ViesaHsZt+zYlBQHDa5ZJ9PylxVCcJmXHTM16MT9RoMWIzi87ad/KgxrGrA+e2vIDn0JYfkqC4SAiwk4S1XMh2uTi4Tz9JsLtR/xAR2DmeV64IVCcJmXEd+3S3jEAi79VV03mVM26Tc5uPThIs1HW4UHcg4jLhsiaypJWZpwl15YoPY+Q2KUJdSpwQ6hrFrI0TR8nFab1UENfWxrNQl0u+r59DLNRN9Xw6coNioa49oS61rLqs0vDOFJPmts0eiYJk542ThbrZyy0LdR3jxcdgMBgMhixs6TcodpKw5yQhSo4bQXjBWVWqG/FRuNb3TS+tbuR3Z1UdL3ucoiS9kU+g1XGacVkZJztJ6K+RneywsF3aVCy448gcJxXsJOFwJ4lgKIbnT9UZcgkT034LThJiEzDiW+WiOUmIzemFF1NzCaPWPgsOC8EQ8Owp4xpiwkjWyjjFhvL0yV0p44TBbUTjUkjjpHBRx9kWLsLFM01b7NJh1uZgFtpkJwk9H+NZym0ozf2cJrfZFo5l7Bqjxy1YGicVXPI9T4S6mZQc3yialVm+XGZZdWrJ90xK0VfV2hPXyuQqBJElt8m5rcknoa5wkjhx4gQploW61nIhu+S4TC6ZZdWpJd9llqKn8snkosaxaJZzO1fAcyinThJer9cwloW61nIhu+S4VC6JZdWpJd9llqKn8snkKgSRJbfJuS3PJ6Eul3zPbsl3mSXHZXLJLKtOLfkusxQ9lU8mFzWOhbqc20KeQxRwyXcGg8FgOBLsJOFwJ4nBiNuw3PjGUugUVwdK+XKqkwSlrDq1b1ZKvlPGSSlHTy35bqW0PTtJsJPE+jnEThJJsJNEgZZ8l10K3YxPZln1XJZ8NytHn6vS9uwksfrZuPDbZCeJTMBC3Two+e5koa5ZzqyID43Kqq8trc6l7bnke6GKZnPRpsJC3VXIFJg1BIEnnjtoyPXp95zD9X5KmyzUtSvUFZvTS6dTi2vvOzamiZEFKPezJQTDsuprS6vLLW1PE+purWiWhbr2c2v2rN/IgWiWhbpJcMl3BoPBYBQM2EliDdhJApYV4ee6OtAcGMbwSADNgSGMj9dhT1ufLS5qaXUql8zS9uywYO9+cm55DsXYSaLwS7471Uli7RiFgHV5JcPy8YTS6lQumaXtnazI5zY5t3N5OIdy4iTR0dGBI0eOsJPENnGS0MdYq49RbCrFS7a5qKXV6VzyStuzw0L28sG53Z65pYCdJLJUVn27OEm03xmjzlVZMWObi1pancols7S9kxX53CbnNh/nEAXsJMFgMBgMR4KdJNhJwraThNA6iePk6dw3qA4L/RH9KHk6HRSVS6BvYFk7Tp4K4poVJwlqm+wkQcuZfj2egzaLctAmO0kkwU4SKcBOEtl1kjBz36DyiZgeSVzJuCt56eqQizZdOWiTnSSyl1tYcqrZ6vloBewkwU4Sjin5bsS1lq8QHDO45DuXfE83b9lJYhVc8p2dJDIq+X76xdROEseOj1kq+R4KwZBrLZ+V0vZGJeRXy8fTnCTE5vTy6YaUMcIU2IpjBjtJJPMxnANXB3aSyLeS71IPSTAYDAaDIQtFssq9NzU14eTJk6R4meryqctB+FpGMN0dhKd5FEtTPvhCm49PU/jYScJ6zrq6OhEIDGFkJICmpmFNE9XWat9JgsJH5eq+0InwnivovdyOisop7d8CwUFHzA12WMhOzji31/Imt1v2DSop0r3rrrvQ2dmJ+vp6tLS0GIp1ZaqRS6pn4GYniZw5Sfj9EyjXuNyaELZIyUypTuGjclX5J+BCHIsLZfB4Z7Ry8k5xGWEniezkjHObP7ndsg1KlHufnJzE+fPn0dXVhbGxMfT39yMa3VyuW7YaeTlajvnxasAVx8pcGdwZuAVQnB+s9G07OEnMRCswkRjj1FQ1VtTMlOoUPiqX2JAmJ2rh8UY126Ryz6xj5ka+uwBwm5zb8nxykrh06RI5VqYaubJ1vdal2Ddvm4+dJKznbF/ClWKXBFcKKh+VqzXB1ZDg8viijpkb7CSRnZxxbvMntxSwUJeFuhmVfBen62SUfI9E9JN6RojYKG1vVEJ+dZw0oa44Si5O68kQJPcOrDhQHLySAwErC3Wzl9tKC1zujOejfr3B0hxy5AYlU+wVU4Hr/QtS2+SS77kt+S6Ly+mCZBbqCrBQ1wlzSHW4UJePmTMYDAbDkWAnCXaSKFgnCbO+WRmnmSuFlXGykwQ7SaSbt+wksQp2kmAnCcc4SbzwYp1hmw8dH7fkJEHpG9VJQmxOz59KnzPqONlJIpkPdpLInmPGdME4SXDJ9zVgoW7uhboXNvCJo+bBUCRrol8q36ULnWhsGsK1awFNqzU/X45Q2F75+EIQWXKbnNuafBHqCieJEydOkONZqGstF9tLqLvaN40vha5Npug3FzkrBJElt8m5ncsXoW4qJ4m7774bfr8/ZTwLda3lYnsJdX13+FyuOKZuVWfAJa9vMnNGjWPRLOe2vIDn0Ja94hNOEu3t7evEusJNwggs1LWWi+0k1N27ga+js8s2l8y+ycxZIYgsuU3ObV6VfLfiJMFgMBgMhhnYSYKdJBzjJCFO6slykqD0jeokIfIiTuulyxm1b+wkkcwHO0mkmrfsJLEe7CSRADtJFJ6ThBmfTFcKKh87SSTBThJOmEOqw50kWKi7DYW6MgWsuw3GedVGKfTWNG32EYSuG8cZCKWOG45YF81yyXfZYtJ4Dtpcfda5zWXLa5rM3FLBQt1tJtSlCVhpQl2xOX3/hdRcjz40hgELAtbWsAtvnm4ybPPQsRFcsSAEFJvTt59PzfeRh0cwyCXf1+RtMEvl13cb3k8W6maa29C2EOqyFx+DwWAwHAl2ktiGThIyHRZ6LnQgtOcK+rvb0Rzuw9X+Nuw/+JbtnJ3takcoMILB4Ua0BodwuS+Mo4e67LkYXGxHU1svhq/sRW3jNcxMVaGxZcBW37jku737ye4V2clZIeSWAnaSyGJZb6c6Sch0WKj0T2p/irLqxaVLqKzW/253nHX+W/CWz0ONueF2x7S/2+XyVd+C2J6XFspQ5o1CXUn9eYxLvlvPLTtJWM8H59ZBThKHDx9GRUVFynh2krCWCye7P8zO+DA1UYtyTxTLiyUprYmsjHN6xovRm36UFC+jtGQZxcUrtrnmo17cnvSjzDOL2enKjPrGJd+3p9sBt7ke7CSRAJd8zw/3h/BevRR6XYKr3Dtrm0vgrn36b1F3N+oVbJt3jdrmCuzRufw7dY6qupu2+8Yl3+3dA3avyE7OCiG3FLCTBIPBYDAcCXaS2GZOEjSHBZqThNA6iePkqSCurY0361vfQFw7Sp5OB0XlSmqdxHHyVBDXrDhJUOYGtW/sJJHMBztJpJq37CSxHuwksQ2dJGQ6LAyY5IzKJ2KuSFa0D/Ytb9ncoPKxk0QS7CThhDmkspPEKmSqkd0K0BBMfVBAYHRwATGLCujt4iSx24Dvqg0nCZkOC7JLvju1tD2XfGcniXTzlku+r4KdJLaZk4TYnH5k4P7wSML9geokQclZrkq+U8q0U0u+i83JqG/JflHHySXfk/ngku+p5i07SawHO0kwGAwGw5EoklXyvampCSdPniTFy1QjT10OwtcygunuIDzNo1ia8sEXuu4ItwCnOklcudCpuT/0dbejpnYMc7NehNp6HJGzCxtcLoROKxiKbHnONvJR+rWdXAC4Tc5tTb44SaQS6ra2tqK2tjbrquuS6hm4i1SU+m+jxDeLmIPcApzqJFHpn4ALcc39Aa44lpeLHZMz/5pxai4XKcS1uXHfMO+Xlb6x80B2csa5zZ/cbtkGJUq+T05O4vz58+jq6tLKvff19eHmzdTCSHaSsJYL2U4SszMVuDVRC48nqv29qMg5DgszUd8dlwuXK46pW9UOcd8w75eVvrHbQXZyxrnNn9xu6SEJKyXfZaqRK1uH1/292DfvGLcACl8unCRaElz1Sa6dNxyTs70bXC46OrsckTNKv7aTCwC3ybndCicJFupuM6GuOEouTuulgrhmRagrU8Aqu+Q7pUw7Vagr2jbqm9XS9izUTeaDhbqp5i0LddeDhbrbUKg7IFGoK1PAKrvku1NL2291iW3zGFcO2mShbvZyWzhCXT5mzmAwGAxHYku/QW0nJ4nWNHHCd84srk/iODcq1c3HmRuHBdlOEmZ9YyeJZN5WcuB2EM9Bm/T1Zbu0qVhY02SOkwp2ksiCk4TYdM6dDhjGHTwmfOfSxx08NqzFNATdeOK5g4Zcn37POVzvpzss0MZJc5IQG8DpF1O7UghD2j6LThJGXGv5qOOkuD9YcZKQNU52kkjmg50kUs1bdpJYDy75nkXR6Wtd+xEOXENkuBG76m9icroCnXv6LcdkKkjeKNSVOU6Z5eOpfDJFv7kaJ4tms5Mzzu21vMktBVzyPYuiU1Gu3JMoXy5u0tJSsa0YJwuSZZaPp/LJFP3mapws1M1Ozji3+ZPbnDpJCPsj8ed2FupOz/gwlihfLiB47cQ4eZwyy8dT+WSKfnM1ThbqZidnnNv8ye2WveITThLt7e3rxLrCTWK7C3UPbihfHtg5bivGyeOUWT6eyidT9JurcbJoNjs549zmT24p4JLvDAaDwXAk2EkiC04S4oi4OIVnhL6BgGlcssT56GBMO6mX7pi5FYcF2jhpThKU8vFWnCSMuNbyWSltb+b+YMVJQtY42UkimQ92kkg1b9lJYj3YSSJLThJXiMp9szLnQuN0vX+B1KYs94dcOSz0Obi0PTtJWMsbO0kkUZYDl47CcZJgoa5FoW76Uu6rgsfmNHFDEbpQ10qbLNTNXsl3M65slHw3mxtW2kw/h6yLoDMXe8ezIvZuSTPO/oh10az580kTsArBfX1wR8qYscF57YOovPsJFuraQToRmsCBB6cTYkZzwWNDEBkLWK0KdcOhmEkpdz1ObE5Pn9xlGPf4CSDSRxPqhkNxUpuFINTNRcn3rjO7DdvsfPCqxkfhSo7TiC/JRRXqirnx5unUcYeOjWhzI9mmWT7CIQUvnU5dm03gvmNjWZhDgstcqCtzDonN6dXTOw3bPHLsFnosjJPyfKa75wKdD05ofGJz+vMfHU4Z86ePnMWNfiv3s8hkTVgi38+2cIz0rJuvowvktdsK2IuPwWAwGI4EO0nYcFigxvVfPIDmth4Mdu+Ht2IaZZ5ZVNVO2HKSyMT9IZ+cJHJR8v3n5/ejpfka+od3wV95G6qqYG9oOGtc1DGc7WpHKDCCweFGtAaHcLkvjKOHNh+Vp+bjXFcHmgPDGB4JoDkwhPHxOuxps+fS4eQ59GZXB4KBYVwdaYLPG4WnfBYNdRNZc4Oh3vdodzPKw9cQvbIbpfW3EFsowY7dmw/fyLwHEXaS0CGEuSdOnAAF+V7ynRpXUT2p/bm0UIbi0kXEY27bThIy3R+c7SSx9SXf62tuwbNDH0Np8Qpu3fZllYs6BjE3vIm54XbHtL/b5dp43xVFxfJKsRQup82h2kTfRN5KSpY0Xrtc1OeTct+Lq6JwFcVQ4r8NxFxwl9h3NqHeA3aS2OAm0dHRgePHj8Pv98MI+e4kQY2bi/owPVmDHd6otiDMz3lsO0nIdH9wtpPE1pd8n7rtxehEtXYPfJ45VHhms8pFHcP0jBejiblRWrKM4uLUpy+p+dDve61+38XiXbyUIZcz55DI2/hEjZY3sWlEZz1ZdYOh3veV2TIs3UzkSYkhZrDZybwHb7GThLGbRKE6SVDjdu/p0f6sTZRUr6q7adtJQqb7g5OdJHJR8v3u/X3r+Cp9s1nloo7hrg1zo3lXav0aNR/td+67PobKihnbXE6eQx379OcukOhTddV0Vt1gqPfd05J+fNm4B/ezk8QqKJuTvDMbss536IJBc7gsxMriiks+x+La4nG6LYyT0jdI5JLVXq7OGlH7L3Ocsvm2+j5RkYvnbqvbSyIX46SvLzJXIxPcB0UJoi08ZxjRO1ALVZ2FovyTiRbgYbiVfWgIGn8iGR0sQUxthKI8aaJTKIGq/jYUZRDhUOpvXwORHVDVZijKtxAObf4WtF4D8vtQlFE0h1J/chYYiuyEqo5BUf7NRGfxy1CUXQinKKux2qYHqtoARfmiSc7EMen/CkW5ajLOIBTlq2gLG4uDdb7/CUW5hlAo9f2MaFziaHMPFOU/TPr2n6AoPoRC6ZwkxDjroChfMuEKA/gAFGUYQYNxDmp9C0NRnkBb2PgB1fn+AIoyZMIljvy+DkX5mUnfBNdX0BY2FjLqcZ/W7lOrwT3oGyhLtPkKFOVVkzY/DkVZQjg0ZdjmQMQHVa1M9C0d1yEAx6Eo1wlz6H8T9F6fhaJEEDLg0udQI4CfQFG6TPomnuEptIQ2fytMoj9SDVUVv3/7mgnXLwJ4m/Ycp78HYk34PybjFFquz8CtDKA+mPoV7dhgEWKqOM7+PShKv0nffgeKMoFwKGrY5kCkDqo6R1pHFWUv2sLGpTB6tXFS1tFSqOontXW0LbyYJqYUwLfFb+ZBRdw5P1Vx4N2EuLfFgRZC3EcIMWVx4P2EuHfGAb+kNnfFgWOEuAfiQKOkNqm5fTQOlEtqMxQHjjg0tx+KA25Jbe6PAwcJcX8gMbedceAAIe6xOFBiEuOKAx8mcO2JA/dK6j81TuazviMO/LLE3FLapOY2F8/623KQW2s/OTlmbgaZZYPNS6brdkJyuPTy61RQFPkyuNaqy+VwyeubHS6Kq0OmXLL51rpXyM6tzHzsNujbVenzccWRfbPTr/TfLOh8stcXl+LCjqaqlNfmR6YQlzpO+vpiBY7coGSqkcUNT+840a05TtC4iknuFVRQFPkyuHS+OTJfOOQmuVfI6JtVLqqrA52rxvC6Pb70fRO5fel0vamrg8w2qRAbwPdfSN23Rx8aw4DU+Wjtvm9V36z2y9xhYZC8XjUEi6SuLzuaqvDA1z+W8tpPP/Z1zF2VOc4bll0iKGAnCQaDwWA4EjkR6lIgFNBXr9fh1fP70De0Cz2D4pel9jF1OQh1qQiT51uxOOXFTGSXI7iEGvzWVCXOXTgANebCG+fucgSXk/smXB2mpypx6WIHRm/sRGSgxTaXbD4q17lEPs5f6MDUdAV6elsd0f+eCx1YXipG9/mDmIt6cPnc3cgEMu+7zL7JflZkrlcy15edw6VADGi8WorSeTf848av6XKxLm+5UPfw4cM4evSoYbl3KmTWtbfiOLHVXFRF/lZzOblvVFeHXPBRuSiuDrnof6Vfdz9Z1NxPllCZcENxwn2X2TfZz4rM9Urm+jLnUYUmWMPijhhURZw9cM667EihLgVCAR2ov6mpqUVSMqlrn3Sc0GDiOLHVXEINLhwTzBT5W83l5L4JVwdxyCfp6jA3l7gfDuCjcol8CJFHOleHXPR/VtwnAOWeKJYXS1JaTeXqvsvsm+xnReZ6JXN9KVtwA64iuOIulC64sWNOwbQ/fT24rVyXt/SQhKzNSXZdeyuOE1vNRVXkbzWXk/tGdXXIBR+Vi+LqILtNCsJ79X7VJbjKvcZ6vq2+7zL7JvtZkbleyVxfxnbpH3xuV+mb0o1Aao1SrtblPDvFJ5LoS1sWW1wDKsShSwJfEUYHVZOS6eKTE+UTygpGB8tNuARPCYFLxFVoheKMy6+riXFSPu2UYCASN+TS+RrJ4xTCzfRc1KmzInmcpRiMxLXTaUbHqnUuyjiXMRjxGHLpfEXEt+Ci77UYjMTS9E28Z1EwECnVTuoZYUBr00Vss0obc/o2vaLOqQmXeO1TjqsRVTsRZ3SUW88t7ZveQKTEZA4JwWbi3VNa6O2K9o37JsZXRuTymcxHESPWBMoC7EbvgNtwrRLoHSgnzm3K+rKkPQPUcc6PTGun9VJBXNPHSVtHxTHy9OMU3qv2v5k5wEmCil8Qn5VMYkRSXyRwiYJvv2iyyIib/mPxttaES0yMd4vftqWJEal8TUxzQt/uE85eJjEjAH5G4Aol8pZuYVtIjNPs9xPigXqXyYMgFpaXAWwuI7EZx8Rne5MYMfFfJXDtEeX6TMY5mxin2SYlFtuHxedTk3H+VHzuNOES/XlI26TM72eDyeYuFtszhAXSnej/ZjPd9bgsjmTAHJ3ie51JbsWi9h+EjUUc3X+HtiGnH+dJAKkd2lehJOajuF/pnrsLAPRP9+kh5s9ek5iJRN/MlkZxLx80WV/Eov0T8R3GhKs4sb5sNrZdhejPm5o7y9auo2KderukdTTvNygGg8FgMFgHxWAwGAyHgoW6DAaDwXAkeINiMBgMhiPBGxSDwWAwHAneoBgMBoPhSPAGxWAwGAxHgjcoBoPBYDgSvEExGAwGw5HgDYrBYDAYjgRvUAwGg8GAE/H/AYPZ7tc/Ium6AAAAAElFTkSuQmCC", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "for p in \"XYZ\":\n", " display(\n", " draw_shaded_lightcone(\n", " boxed_circuit,\n", " backward_bounds,\n", " noise_model_paulis,\n", " pauli_filter=p,\n", " scale=0.15,\n", " fold=-1,\n", " idle_wires=False,\n", " wire_order=wire_order,\n", " measure_arrows=False,\n", " )\n", " )" ] }, { "cell_type": "markdown", "id": "c8960e51-733e-4458-b77c-287ba3abdb8d", "metadata": {}, "source": [ "#### Preview merged bounds without learned noise rates\n", "\n", "The `merged_bounds` function determines the point in the circuit where switching from backward bounds to forward bounds minimizes the total estimated bias on the desired observable. This bias is computed as the sum of the backward-bound contributions for all noise locations before that point, plus the forward-bound contributions for all noise locations after it. Currently, this is done uniformly for all qubits.\n", "\n", "> **Important Note**: The point to switch from forward to backward bounds depends on the learned noise rates." ] }, { "cell_type": "code", "execution_count": 27, "id": "b5cd8752-3bb5-44ee-97a8-6edaf5946e9d", "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "2025-11-10 11:21:58,304 WARNING merge Missing noise rates. Partitioning backward/forward commutator bounds by assuming uniform error rates.\n", "2025-11-10 11:21:58,305 WARNING merge Optimal spacetime partitioning not implemented!Just partitioning list of noisy boxes.\n", "2025-11-10 11:21:58,305 INFO merge Determined Box idx for partitioning to be 20.\n" ] } ], "source": [ "merged_bounds = merge_bounds(\n", " boxed_circuit,\n", " forward_bounds_tighter,\n", " backward_bounds,\n", " noise_model_rates,\n", ")" ] }, { "cell_type": "markdown", "id": "ace27801-b949-44e0-801d-e74ccb2f877a", "metadata": {}, "source": [ "### Visualize the SLC for manual inspection\n", "\n", "After merging the backward and tightened forward bounds, the behavior of the combined SLCs becomes clear:\n", "\n", "- The function above tells us that a partition is chosen at which the switch from backward to tightened forward bounds takes place.\n", "- We can see below that the SLCs now contain partial backward and partial tightened forward bounds." ] }, { "cell_type": "code", "execution_count": 28, "id": "eb2948bc-fa27-4108-b03c-0291d3b2f7c8", "metadata": {}, "outputs": [ { "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" }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "for p in \"XYZ\":\n", " display(\n", " draw_shaded_lightcone(\n", " boxed_circuit,\n", " merged_bounds,\n", " noise_model_paulis,\n", " pauli_filter=p,\n", " scale=0.15,\n", " fold=-1,\n", " idle_wires=False,\n", " wire_order=wire_order,\n", " measure_arrows=False,\n", " )\n", " )" ] }, { "cell_type": "markdown", "id": "79c19217-c0e6-4a36-9bbe-f5795054caf3", "metadata": {}, "source": [ "#### Cluster-level resources \n", "Here, we demonstrate how utilizing 128 threads on a cluster allows us to propagate through a more substantial portion of this larger circuit when limited to the same compute time as our laptop." ] }, { "cell_type": "code", "execution_count": 29, "id": "ba91b66c-8b6d-4f00-8834-4d1f8483554c", "metadata": {}, "outputs": [], "source": [ "with open(\"exp_data/merged_bounds_cluster.pickle\", \"rb\") as file:\n", " merged_bounds_cluster = pickle.load(file)" ] }, { "cell_type": "code", "execution_count": 30, "id": "5967cd55-e8fe-4ea6-bab1-7031aabd8cc6", "metadata": {}, "outputs": [ { "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" }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "for p in \"XYZ\":\n", " display(\n", " draw_shaded_lightcone(\n", " boxed_circuit,\n", " merged_bounds_cluster,\n", " noise_model_paulis,\n", " pauli_filter=p,\n", " scale=0.15,\n", " fold=-1,\n", " idle_wires=False,\n", " wire_order=wire_order,\n", " measure_arrows=False,\n", " )\n", " )" ] }, { "cell_type": "markdown", "id": "377cb8e8-ad91-4808-938c-dba6bb73a4c9", "metadata": {}, "source": [ "## Step 3. Execute\n", "In this section we begin the part of the workflow that uses a real quantum device. For this learning-based error mitigation method, there are two steps to this: \n", "\n", "1. Learn the noise by using `NoiseLeanerV3`.\n", "2. Execute an error mitigation circuit with the new Samplomatic and Estimator framework. \n", "\n", "With the bounded errors from our quantum circuit, we must learn the associated noise rates to prioritize our error budget, determine the sampling overhead, and execute on a QPU. Further, with this noise rate information, we can also highlight how, by utilizing the strong compute resources from our cluster, we reduce sampling overhead while maintaining the same residual bias." ] }, { "cell_type": "markdown", "id": "afc648d1-41d6-4407-8a57-e0314cfff263", "metadata": {}, "source": [ "### a. Learn noise rates\n", "\n", "The noise learner allows characterization of the noise processes affecting the gates in one or more circuits of interest, based on the Pauli-Lindblad noise model described in the [Probabilistic error cancellation with sparse Pauli-Lindblad models on noisy quantum processors](https://arxiv.org/abs/2201.09866) paper. The `run()` method launches a noise-learning job for the provided unique 2-qubit layers, based on the options specified in the noise-learner configuration. In these options, you can adjust the Pauli-twirling strategy, which helps ensure that the hardware is well described by the Pauli-Lindblad noise model.\n", "\n", "Details of your noise model are at risk of drifting over time. As such, we set a parameter to ensure the learned noise model is recomputed for experiments older than four hours. This is a rough rule-of-thumb and should be considered carefully when applying it to your own work." ] }, { "cell_type": "code", "execution_count": null, "id": "58a20bea-4339-4cbf-a847-2a7493417a9b", "metadata": {}, "outputs": [], "source": [ "post_selection_enabled = True\n", "load_cached_noise_results = True" ] }, { "cell_type": "code", "execution_count": null, "id": "5af6aa92-2215-40be-b525-1e25e5776cfc", "metadata": {}, "outputs": [], "source": [ "noise_learner_options = NoiseLearnerV3Options(\n", " num_randomizations=64,\n", " shots_per_randomization=128,\n", " layer_pair_depths=[1, 2, 4, 8, 12, 16, 24, 32, 40, 48],\n", " post_selection={\n", " \"enable\": post_selection_enabled,\n", " \"strategy\": \"edge\",\n", " \"x_pulse_type\": \"rx\",\n", " },\n", ")\n", "\n", "noise_learner = NoiseLearnerV3(backend, noise_learner_options)" ] }, { "cell_type": "code", "execution_count": null, "id": "af113b30-b560-42c3-94d4-c4bec9e4ff0f", "metadata": {}, "outputs": [], "source": [ "if load_cached_noise_results:\n", " noise_learner_job = shared_service.job(\"d46ssf71gh7s7398k9a0\")\n", "else:\n", " noise_learner_job = noise_learner.run(unique_2q_instructions)" ] }, { "cell_type": "code", "execution_count": 35, "id": "db624045-7abe-41f1-a60c-1ba141aaa6f6", "metadata": {}, "outputs": [], "source": [ "noise_learner_result = noise_learner_job.result()" ] }, { "cell_type": "code", "execution_count": null, "id": "b08c37a6-5acb-41e9-a76c-abc0195d87f7", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Minimum fraction of shots kept for noise learning experiments: 0.58\n" ] } ], "source": [ "if post_selection_enabled:\n", " print(\"Minimum fraction of shots kept for noise learning experiments: \", end=\"\")\n", " print(\n", " f\"{min([min(d.values()) for d in [nlr.metadata['post_selection']['fraction_kept'] for nlr in noise_learner_result[:2]]]):.2f}\"\n", " )" ] }, { "cell_type": "code", "execution_count": 37, "id": "99144d7f-b891-4115-8cb3-ecdbedd10a73", "metadata": {}, "outputs": [], "source": [ "# Get a dict mapping InjectNoise.ref to QubitSparsePaulilist\n", "refs_2_plm = noise_learner_result.to_dict(unique_2q_instructions, require_refs=False)" ] }, { "cell_type": "markdown", "id": "e6a790a3-bc11-46e2-8cb4-2e43257926c8", "metadata": {}, "source": [ "### b.i. Update merged bounds with actual learned noise rates\n", "\n", "Now that the specific noise model has been learned, we can apply the learned noise rates to the predicted noise bounds and obtain a final determination of which bounds have the most impact on minimizing the bias." ] }, { "cell_type": "code", "execution_count": 38, "id": "bba8fca6-5339-4d4d-be01-45ca8bf94a5a", "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "2025-11-10 11:22:03,755 WARNING merge Optimal spacetime partitioning not implemented!Just partitioning list of noisy boxes.\n", "2025-11-10 11:22:03,756 INFO merge Determined Box idx for partitioning to be 20.\n" ] } ], "source": [ "merged_bounds = merge_bounds(\n", " boxed_circuit,\n", " forward_bounds_tighter,\n", " backward_bounds,\n", " refs_2_plm,\n", ")" ] }, { "cell_type": "markdown", "id": "649b9640-e89f-4021-9f7d-f1e136c4eb6d", "metadata": {}, "source": [ "#### b.ii. Compute the `local_scales` for the hardware execution\n", "\n", "`compute_local_scales` looks at each possible noise error in the circuit and estimates how much that error could bias the final measurement, as well as how expensive it would be to correct it. It then ranks the errors by how worthwhile they are to mitigate and selects the subset that reduces bias as much as possible, while staying within the allowed sampling-cost budget (or achieving a desired accuracy). The result is a set of scaling factors indicating which errors will be actively mitigated and which will be left unmitigated (`local_scales`), along with the predicted total sampling cost overhead (`sampling_costs`) and remaining bias (`residual_bias_bound`).\n", "\n", "The ability to control the desired remaining bias is a critical feature of the SLC implementation of PEC. Whereas in the [original implementation](https://arxiv.org/abs/2201.09866), the sampling overhead always targeted zero bias, we can tune the required sampling overhead with a trade-off in the expected remaining bias. This helps let the user stay within a fixed sampling budget, which can be particularly useful when initially prototyping a workflow.\n" ] }, { "cell_type": "code", "execution_count": 39, "id": "8914e00e-ba21-41dc-9e64-b942bb23fde1", "metadata": {}, "outputs": [], "source": [ "id_map = map_modifier_ref_to_ref(boxed_circuit)" ] }, { "cell_type": "code", "execution_count": 40, "id": "4c971d31-f2b4-4d17-8a83-4f6d14f81f6f", "metadata": { "scrolled": true }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Full PEC gamma=128.56055005423153, sampling cost (gamma^2) = 16527.81503024657\n" ] } ], "source": [ "summed_rates = 0.0\n", "for _box_id, noise_id in id_map.items():\n", " learned_plm = refs_2_plm[noise_id]\n", " summed_rates += np.sum(learned_plm.rates)\n", " # print(f\"{_box_id}:\\tgamma = {np.exp(2 * summed_rates):1.6e}\\tsampling cost = {np.exp(4 * summed_rates):1.6e}\")\n", "total_gamma = np.exp(2 * summed_rates)\n", "print(f\"Full PEC gamma={total_gamma}, sampling cost (gamma^2) = {total_gamma**2}\")" ] }, { "cell_type": "code", "execution_count": 41, "id": "fb6f2aa0-8a35-420c-aae3-6fc5e9aa8747", "metadata": {}, "outputs": [], "source": [ "biases = []\n", "costs = []\n", "for bias in [0.0, *np.arange(0.001, 0.102, 0.01).tolist()]:\n", " _, cost_, bias_ = compute_local_scales(\n", " boxed_circuit,\n", " merged_bounds,\n", " refs_2_plm,\n", " sampling_cost_budget=np.inf,\n", " bias_tolerance=bias,\n", " )\n", " biases.append(bias_)\n", " costs.append(cost_)" ] }, { "cell_type": "code", "execution_count": 42, "id": "fb9609e0-09d0-483e-a498-9ff9a10e2fa3", "metadata": {}, "outputs": [], "source": [ "biases_cluster = []\n", "costs_cluster = []\n", "for bias in [0.0, *np.arange(0.001, 0.102, 0.01).tolist()]:\n", " _, cost_, bias_ = compute_local_scales(\n", " boxed_circuit,\n", " merged_bounds_cluster,\n", " refs_2_plm,\n", " sampling_cost_budget=np.inf,\n", " bias_tolerance=bias,\n", " )\n", " biases_cluster.append(bias_)\n", " costs_cluster.append(cost_)" ] }, { "cell_type": "markdown", "id": "e9116d2c-db84-4b42-ad2f-842ba834b041", "metadata": {}, "source": [ "#### Benefits of clusters for reducing sampling overhead for a given classical compute time" ] }, { "cell_type": "code", "execution_count": 43, "id": "938c7fa4-70c8-42f2-b941-dbf238ac5119", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Text(0.5, 0.98, 'PEC sampling overhead reduction due to SLC')" ] }, "execution_count": 43, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "xticks = np.arange(0, 11)\n", "\n", "fig, ax = plt.subplots()\n", "ax.scatter([0], [total_gamma**2], marker=\"D\", c=\"tab:orange\", label=\"full PEC\")\n", "ax.plot(100 * np.array(biases), np.array(costs), \"o-\", c=\"tab:blue\", label=\"local PEC+SLC\")\n", "ax.plot(\n", " 100 * np.array(biases_cluster),\n", " np.array(costs_cluster),\n", " \"o-\",\n", " c=\"tab:green\",\n", " label=\"cluster PEC+SLC\",\n", ")\n", "ax.set_yscale(\"log\")\n", "ax.set_ylim([100, 50000])\n", "ax.set_xticks(xticks, [f\"{x:.1f}\" for x in xticks])\n", "\n", "ax.set_xlabel(\"Remaining Bias [%]\")\n", "ax.set_ylabel(r\"Sampling Overhead, $\\gamma^2$\")\n", "ax.grid()\n", "ax.legend()\n", "fig.suptitle(\"PEC sampling overhead reduction due to SLC\")" ] }, { "cell_type": "code", "execution_count": 44, "id": "1df482f9-c12c-4ea7-a71e-7ffc0837b5a6", "metadata": {}, "outputs": [], "source": [ "chosen_bias_thres = 0.1" ] }, { "cell_type": "code", "execution_count": 45, "id": "29443796-dcf6-4b4f-914a-4f0860b6ea37", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "PEC+SLC sampling cost (gamma^2) = 563.1803982530477 w/ remaining bias = 9.3%\n" ] } ], "source": [ "local_scales, sampling_cost, residual_bias_bound = compute_local_scales(\n", " boxed_circuit,\n", " merged_bounds_cluster,\n", " refs_2_plm,\n", " sampling_cost_budget=np.inf,\n", " bias_tolerance=chosen_bias_thres,\n", ")\n", "print(\n", " f\"PEC+SLC sampling cost (gamma^2) = {sampling_cost} w/ remaining bias = {100 * residual_bias_bound:.1f}%\"\n", ")" ] }, { "cell_type": "markdown", "id": "8b03c0ed-d026-4b29-bc09-68c4d0c94889", "metadata": {}, "source": [ "### c. Execute the circuit of interest with antinoise\n", "#### c.i. Prepare template circuit by using `samplex`\n", "The `samplex` is an output of the `build` method of Samplomatic, which encodes all the information that is required to generate randomized parameters for `template_circuit`. These are then used to set up the `QuantumProgram` objects, which are in turn run on a QPU with the `Executor` primitive. Each `QuantumProgram` can contain several items, which you can think of as a pair of `template` and `samplex`. \n", "\n", "See the [Hello samplomatic](https://github.com/qiskit-community/qdc-challenges-2025/blob/main/day3_tutorials/Track_A/hello_samplomatic/Samplomatic%20-%20Hello%20World.ipynb) tutorial for details." ] }, { "cell_type": "code", "execution_count": 46, "id": "a68109cc-3b38-40e0-b145-edaa06b9934d", "metadata": {}, "outputs": [], "source": [ "# Build template circuit and samplex for later use with the \"Executor\"\n", "template_circuit, samplex = samplomatic.build(boxed_circuit)" ] }, { "cell_type": "code", "execution_count": 47, "id": "0de4922b-b958-48d7-b63a-819edfb354bd", "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "2025-11-10 11:22:04,839 INFO base_tasks Pass: AddSpectatorMeasures - 3.41392 (ms)\n", "2025-11-10 11:22:04,843 INFO base_tasks Pass: AddPostSelectionMeasures - 2.88510 (ms)\n" ] } ], "source": [ "# Set up postselection if it's been enabled\n", "if post_selection_enabled:\n", " # Set up post selection PM (to add PS instructions)\n", " post_selection_pm = PassManager(\n", " [\n", " AddSpectatorMeasures(backend.coupling_map),\n", " AddPostSelectionMeasures(x_pulse_type=\"rx\"),\n", " ]\n", " )\n", " final_template_circuit = post_selection_pm.run(template_circuit)\n", "else:\n", " final_template_circuit = template_circuit" ] }, { "cell_type": "markdown", "id": "4f00c61a-4c4d-40d9-9a41-11ea8e9a9337", "metadata": {}, "source": [ "#### c.ii. Set up the `QuantumProgram`" ] }, { "cell_type": "code", "execution_count": 48, "id": "a63d8881-2bbb-4c99-afd3-43f03ee04e5c", "metadata": {}, "outputs": [], "source": [ "num_randomizations = 4096\n", "shots_per_randomization = 64\n", "chunk_size = 256" ] }, { "cell_type": "code", "execution_count": 49, "id": "038a04c9-20ba-432c-bfec-cf69e67ac82f", "metadata": {}, "outputs": [], "source": [ "# Set up QuantumProgram\n", "program = QuantumProgram(shots=shots_per_randomization, noise_maps=refs_2_plm)\n", "\n", "# no EM\n", "\n", "# Collect up a dict of the other arguments that need to be bound to samplex_inputs\n", "samplex_inputs = {f\"noise_scales.{ref}\": float(0) for ref in local_scales}\n", "samplex_inputs |= {\"basis_changes\": {\"basis0\": bases_canon[0]}}\n", "\n", "# Convert samplex_inputs into a dict to pass to QuantumProgram\n", "samplex_arguments = samplex.inputs().bind(**samplex_inputs).make_broadcastable()\n", "\n", "program.append(\n", " circuit=final_template_circuit,\n", " samplex=samplex,\n", " samplex_arguments=samplex_arguments,\n", " shape=(num_randomizations,),\n", " chunk_size=chunk_size,\n", ")\n", "\n", "# plain PEC\n", "\n", "# Collect a dict of the other arguments that need to be bound to samplex_inputs\n", "samplex_inputs = {f\"noise_scales.{ref}\": float(-1) for ref in local_scales}\n", "samplex_inputs |= {\"basis_changes\": {\"basis0\": bases_canon[0]}}\n", "\n", "# Convert samplex_inputs into a dict to pass to QuantumProgram\n", "samplex_arguments = samplex.inputs().bind(**samplex_inputs).make_broadcastable()\n", "\n", "program.append(\n", " circuit=final_template_circuit,\n", " samplex=samplex,\n", " samplex_arguments=samplex_arguments,\n", " shape=(num_randomizations,),\n", " chunk_size=chunk_size,\n", ")\n", "\n", "# PEC+SLC\n", "\n", "# Collect a dict of the other arguments that need to be bound to samplex_inputs\n", "samplex_inputs = {f\"noise_scales.{ref}\": float(-1) for ref in local_scales}\n", "samplex_inputs |= {\"basis_changes\": {\"basis0\": bases_canon[0]}}\n", "samplex_inputs |= {\"local_scales\": local_scales}\n", "\n", "# Convert samplex_inputs into a dict to pass to QuantumProgram\n", "samplex_arguments = samplex.inputs().bind(**samplex_inputs).make_broadcastable()\n", "\n", "program.append(\n", " circuit=final_template_circuit,\n", " samplex=samplex,\n", " samplex_arguments=samplex_arguments,\n", " shape=(num_randomizations,),\n", " chunk_size=chunk_size,\n", ")" ] }, { "cell_type": "markdown", "id": "3100fff6-9fe9-49ad-9662-549cea099e9b", "metadata": {}, "source": [ "#### c.iii. Execute program with the `Executor` primitive" ] }, { "cell_type": "code", "execution_count": 50, "id": "2a1c0fe1-8761-462b-a1d9-b951d5224164", "metadata": {}, "outputs": [], "source": [ "executor = Executor(backend)" ] }, { "cell_type": "code", "execution_count": 51, "id": "13bfc87d-9588-4b16-81cb-84f599174291", "metadata": {}, "outputs": [], "source": [ "load_cached_executor_results = True" ] }, { "cell_type": "code", "execution_count": null, "id": "51b38c77-175b-419a-9e98-188d706dfa09", "metadata": {}, "outputs": [], "source": [ "if load_cached_executor_results:\n", " job_exec = shared_service.job(\"d46t1q6qsa9s73cb28g0\")\n", "else:\n", " job_exec = executor.run(program)" ] }, { "cell_type": "code", "execution_count": 53, "id": "70dd5d10-9cc5-4341-9642-18ba3a0ee58b", "metadata": {}, "outputs": [], "source": [ "results_exec = job_exec.result()" ] }, { "cell_type": "markdown", "id": "d95b59eb-1f8c-4e82-8db8-56c8951d6058", "metadata": {}, "source": [ "## Step 4. Post-process\n", "As we calculate the final expectation value of interest by using `expectation_values`, we will implement a few beneficial post-processing techniques to help ensure we obtain the highest-quality results possible. First, we apply our [twirled readout mitigation, TREX](https://quantum.cloud.ibm.com/docs/guides/error-mitigation-and-suppression-techniques#twirled-readout-error-extinction-trex), which accounts for any errors occurring during the readout process. Then, we fix errors due to non-Markovian noise on our Heron backends by using a post-selection method. This method measures active and spectator qubits, then applies a slow rotation to each qubit, and then measures again. In instances where the two measurements do not confirm a flipped qubit as expected, these shots are discarded by applying a `mask` from the `PostSelector` function. Within the mask computation, a specific strategy can be set to filter based on single-qubit nodes or neighboring spectator edges, which can influence both the number of shots filtered out and the quality of the results.\n" ] }, { "cell_type": "code", "execution_count": 54, "id": "147bcd34-f79e-4abb-821d-5ea9d8388c9f", "metadata": {}, "outputs": [], "source": [ "measurement_noise_map = noise_learner_result[2].to_pauli_lindblad_map()\n", "trex_scale_factors = trex_factors(measurement_noise_map, reverser_virt)" ] }, { "cell_type": "code", "execution_count": 55, "id": "981353e7-95a9-48bb-92c8-87b931e2b295", "metadata": {}, "outputs": [], "source": [ "post_selection_strategy = \"node\"" ] }, { "cell_type": "code", "execution_count": null, "id": "826afe02-3308-4d20-a9e1-ac0b2ba25eca", "metadata": {}, "outputs": [], "source": [ "def post_process_conv(datum, steps=16, gamma=None, ps=False, trex=False):\n", " meas = datum[\"meas\"]\n", " flips = datum[\"measurement_flips.meas\"]\n", " signs = datum.get(\"pauli_signs\", None)\n", "\n", " meas_basis_axis = None\n", " avg_axis = 0\n", "\n", " mask = None\n", " if ps and post_selection_enabled:\n", " # Post-select the results\n", " post_selector = PostSelector.from_circuit(\n", " circuit=final_template_circuit, coupling_map=backend.coupling_map\n", " )\n", "\n", " # Compute the ps mask for filtering results\n", " mask = post_selector.compute_mask(datum, strategy=post_selection_strategy)\n", "\n", " # Compute fraction of shots kept from post selection\n", " total_num_shots = num_randomizations * shots_per_randomization\n", " ps_ratio = np.sum(mask) * 100 / total_num_shots / len(bases_canon)\n", " print(\n", " f\"With {post_selection_strategy}-based post selection ({ps_ratio:.1f}% of shots kept):\"\n", " )\n", "\n", " results = []\n", " for i in range(steps, num_randomizations + 1, steps):\n", " # Compute mitigated expvals w/out postselectoion\n", " res = executor_expectation_values(\n", " meas[:i],\n", " reverser_virt,\n", " meas_basis_axis,\n", " avg_axis=avg_axis,\n", " measurement_flips=flips[:i],\n", " pauli_signs=signs[:i] if signs is not None else None,\n", " postselect_mask=mask[:i] if mask is not None else None,\n", " rescale_factors=trex_scale_factors if trex else None,\n", " gamma_factor=gamma,\n", " )\n", " results.append(res[0])\n", " return results" ] }, { "cell_type": "code", "execution_count": 57, "id": "57b68d19-cda9-4688-b07e-0c7f9da5f252", "metadata": {}, "outputs": [], "source": [ "gamma_pec = gamma_from_noisy_boxes(refs_2_plm, id_map)\n", "gamma_slc = gamma_from_noisy_boxes(refs_2_plm, id_map, local_scales)" ] }, { "cell_type": "code", "execution_count": 58, "id": "b5244ee6-98b2-43da-8238-3d6fb0f4cdd0", "metadata": {}, "outputs": [], "source": [ "steps = 16" ] }, { "cell_type": "code", "execution_count": 59, "id": "95bedd10-5ce9-4145-9b20-1459aa8e7db9", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "With node-based post selection (27.0% of shots kept):\n", "With node-based post selection (26.8% of shots kept):\n" ] } ], "source": [ "results = {}\n", "\n", "for label, result_idx, gamma, use_ps, use_trex in [\n", " (\"PEC\", 1, gamma_pec, True, True),\n", " (\"PEC+SLC\", 2, gamma_slc, True, True),\n", " (\"Unmitigated\", 0, None, False, False),\n", "]:\n", " res = post_process_conv(\n", " results_exec[result_idx], steps=steps, gamma=gamma, ps=use_ps, trex=use_trex\n", " )\n", " results[label] = res" ] }, { "cell_type": "markdown", "id": "1d778145-9ead-4b9f-82a3-cec8aa8c8307", "metadata": {}, "source": [ "From examination of the experimental results, we can directly compare the behavior of different approaches: PEC, PEC combined with SLC, and the baseline of unmitigated results. Some specific details to highlight:\n", "\n", "- Unmitigated results remain outside the desired bias range and are unaffected by sampling overhead.\n", "- Given the high sampling cost computed above (~10k), PEC alone does not converge within the limits of randomization used.\n", "- PEC + SLC, in contrast, converges much more quickly.\n", "- The error bounds also decrease significantly faster for PEC + SLC than for plain PEC.\n", "\n" ] }, { "cell_type": "code", "execution_count": 60, "id": "8df6612b-d611-4201-b1f4-6d8de4a192ad", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(-50.0, 4100.0)" ] }, "execution_count": 60, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(1, 1, figsize=(12, 6))\n", "\n", "ax.axhline(1.0, color=\"black\", label=\"Exact\")\n", "ax.fill_between([-50, 4100], -10, 0, color=\"grey\", alpha=0.25, label=\"Unphysical\")\n", "ax.fill_between([-50, 4100], 1, 10, color=\"grey\", alpha=0.25)\n", "ax.fill_between([-50, 4100], 0.9, 1.1, color=\"red\", alpha=0.25, label=\"10% bias\")\n", "\n", "for label, res in results.items():\n", " ax.errorbar(\n", " list(range(steps, num_randomizations + 1, steps)),\n", " [r[0] for r in res],\n", " yerr=[r[1] for r in res],\n", " alpha=0.75,\n", " marker=\"o\",\n", " linestyle=\"\",\n", " markerfacecolor=\"none\",\n", " label=label,\n", " )\n", "\n", "ax.set_ylabel(r\"$\\langle X_{6}Z_{13}\\rangle$\")\n", "ax.set_xlabel(\"# randomizations\")\n", "ax.grid()\n", "\n", "ax.legend(ncols=2)\n", "ax.set_ylim([-0.1, 2.0])\n", "ax.set_xlim([-50, 4100])" ] } ], "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": "3.13.1" } }, "nbformat": 4, "nbformat_minor": 5 }