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The notebook describes and implements an "Adversarial Error Benchmarking" process for quantum circuits, where a specific quantum circuit is designed to evaluate the error rate on a simulated quantum device, Aria-2, with a defined noise model.
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{ | |
"cells": [ | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"# Adversarial Error Benchmarking" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"## Constants" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 1, | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"QUBITS = 5\n", | |
"REPS = 1\n", | |
"SHOTS = 1000000" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"## Imports" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 2, | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"# Benchmarking libraries\n", | |
"from typing import Any, Optional\n", | |
"import numpy as np\n", | |
"from qiskit import QuantumCircuit, transpile\n", | |
"from qiskit.visualization import plot_bloch_multivector\n", | |
"from qiskit.quantum_info import Statevector\n", | |
"\n", | |
"# Noise modeling libraries\n", | |
"from qiskit.providers.aer import AerSimulator\n", | |
"from qiskit.providers.aer.noise import (\n", | |
" NoiseModel,\n", | |
" depolarizing_error,\n", | |
" thermal_relaxation_error,\n", | |
")" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"## Define Benchmark Class" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 3, | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"class AdversarialBenchmark:\n", | |
" \"\"\"\n", | |
" Class to generate and run a quantum adversarial benchmark on a given backend.\n", | |
" \"\"\"\n", | |
"\n", | |
" OPTIMIZATION_LEVEL = 0\n", | |
"\n", | |
" def __init__(\n", | |
" self,\n", | |
" num_qubits: int,\n", | |
" repetitions: Optional[int] = None,\n", | |
" backend: Any = None,\n", | |
" ) -> None:\n", | |
" \"\"\"\n", | |
" Initialize the AdversarialBenchmark.\n", | |
"\n", | |
" Parameters:\n", | |
" num_qubits: Number of qubits in the quantum circuit.\n", | |
" repetitions: Number of times to repeat the benchmark circuit. Defaults to num_qubits.\n", | |
" backend: Backend simulator or quantum device to run the benchmark. Defaults to AerSimulator.\n", | |
" \"\"\"\n", | |
" self.num_qubits = num_qubits\n", | |
" self.repetitions = repetitions or self.num_qubits\n", | |
" self.backend = backend or AerSimulator()\n", | |
" self.circuit = self._generate_benchmark()\n", | |
"\n", | |
" def __call__(self, shots: int = 100) -> float:\n", | |
" \"\"\"\n", | |
" Run the benchmark on the given backend.\n", | |
"\n", | |
" Parameters:\n", | |
" shots: Number of shots to run the quantum circuit.\n", | |
"\n", | |
" Returns:\n", | |
" Error rate of the quantum circuit on the given backend.\n", | |
" \"\"\"\n", | |
" counts = self._run_circuit(self.circuit, shots=shots)\n", | |
" return self._calculate_error(counts)\n", | |
"\n", | |
" def _generate_benchmark(self) -> QuantumCircuit:\n", | |
" \"\"\"\n", | |
" Generate the benchmark quantum circuit.\n", | |
"\n", | |
" Parameters:\n", | |
" num_qubits: Number of qubits in the quantum circuit.\n", | |
"\n", | |
" Returns:\n", | |
" Gate instance of the benchmark.\n", | |
" \"\"\"\n", | |
" benchmark = QuantumCircuit(self.num_qubits)\n", | |
" for _ in range(self.repetitions):\n", | |
" for i in range(self.num_qubits):\n", | |
" # Permute the superposition state\n", | |
" angle = 0 if i == 0 else np.pi * (i / (self.num_qubits - 1))\n", | |
" benchmark.u(angle, angle, angle, i)\n", | |
" self.gate = benchmark.copy()\n", | |
" for i in range(self.num_qubits - 1):\n", | |
" benchmark.cx(i, i + 1)\n", | |
" return benchmark & benchmark.inverse()\n", | |
"\n", | |
" def _run_circuit(self, circuit: QuantumCircuit, shots: int) -> dict:\n", | |
" \"\"\"\n", | |
" Run the given quantum circuit on the backend.\n", | |
"\n", | |
" Parameters:\n", | |
" circuit: Quantum circuit to run.\n", | |
" shots: Number of shots to run the quantum circuit.\n", | |
"\n", | |
" Returns:\n", | |
" Counts of the quantum circuit results.\n", | |
" \"\"\"\n", | |
" compiled_circuit = transpile(\n", | |
" circuit, self.backend, optimization_level=self.OPTIMIZATION_LEVEL\n", | |
" )\n", | |
" compiled_circuit.measure_all()\n", | |
" result = self.backend.run(compiled_circuit, shots=shots).result()\n", | |
" return result.get_counts()\n", | |
"\n", | |
" @staticmethod\n", | |
" def _calculate_error(counts: dict) -> float:\n", | |
" \"\"\"\n", | |
" Calculate the error rate from the given counts.\n", | |
"\n", | |
" Parameters:\n", | |
" counts: Counts of the quantum circuit results.\n", | |
"\n", | |
" Returns:\n", | |
" Error rate.\n", | |
" \"\"\"\n", | |
" total_counts = sum(counts.values())\n", | |
" correct_counts = counts.get(\"0\" * len(set(counts.keys()).pop()), 0)\n", | |
" return 1 - correct_counts / total_counts" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"## Aria-2 Noise Model" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 4, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"name": "stderr", | |
"output_type": "stream", | |
"text": [ | |
"WARNING: all-qubit error already exists for instruction \"u1\", composing with additional error.\n", | |
"WARNING: all-qubit error already exists for instruction \"u2\", composing with additional error.\n", | |
"WARNING: all-qubit error already exists for instruction \"u3\", composing with additional error.\n", | |
"WARNING: all-qubit error already exists for instruction \"cx\", composing with additional error.\n" | |
] | |
}, | |
{ | |
"name": "stdout", | |
"output_type": "stream", | |
"text": [ | |
"NoiseModel:\n", | |
" Basis gates: ['cx', 'id', 'rz', 'sx', 'u1', 'u2', 'u3']\n", | |
" Instructions with noise: ['u1', 'u2', 'u3', 'cx']\n", | |
" All-qubits errors: ['u1', 'u2', 'u3', 'cx']\n" | |
] | |
} | |
], | |
"source": [ | |
"# Given parameters\n", | |
"one_qubit_fidelity = 0.99890\n", | |
"two_qubit_fidelity = 0.97680\n", | |
"T1 = 110 # seconds\n", | |
"T2 = 1.5 # seconds\n", | |
"one_qubit_gate_time = 135e-6 # seconds\n", | |
"two_qubit_gate_time = 600e-6 # seconds\n", | |
"\n", | |
"# Compute depolarizing error probabilities\n", | |
"one_qubit_error_rate = 1 - one_qubit_fidelity\n", | |
"two_qubit_error_rate = 1 - two_qubit_fidelity\n", | |
"\n", | |
"# Create depolarizing errors\n", | |
"one_qubit_depolarizing = depolarizing_error(one_qubit_error_rate, 1)\n", | |
"two_qubit_depolarizing = depolarizing_error(two_qubit_error_rate, 2)\n", | |
"\n", | |
"# Create thermal relaxation errors\n", | |
"thermal_relaxation_one_qubit = thermal_relaxation_error(T1, T2, one_qubit_gate_time)\n", | |
"thermal_relaxation_two_qubit = thermal_relaxation_error(\n", | |
" T1, T2, two_qubit_gate_time\n", | |
").tensor(thermal_relaxation_error(T1, T2, two_qubit_gate_time))\n", | |
"\n", | |
"# Construct the noise model\n", | |
"noise_model = NoiseModel()\n", | |
"noise_model.add_all_qubit_quantum_error(one_qubit_depolarizing, [\"u1\", \"u2\", \"u3\"])\n", | |
"noise_model.add_all_qubit_quantum_error(two_qubit_depolarizing, [\"cx\"])\n", | |
"noise_model.add_all_qubit_quantum_error(\n", | |
" thermal_relaxation_one_qubit, [\"u1\", \"u2\", \"u3\"]\n", | |
")\n", | |
"noise_model.add_all_qubit_quantum_error(thermal_relaxation_two_qubit, [\"cx\"])\n", | |
"\n", | |
"print(noise_model)" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"## Run Benchmark on Simulated Aria-2" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 5, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
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| |
"text/plain": [ | |
"<Figure size 1374.44x451.5 with 1 Axes>" | |
] | |
}, | |
"execution_count": 5, | |
"metadata": {}, | |
"output_type": "execute_result" | |
} | |
], | |
"source": [ | |
"# Create a noisy simulator\n", | |
"noisy_simulator = AerSimulator(noise_model=noise_model)\n", | |
"\n", | |
"# Create an instance of AdversarialBenchmark using the noisy simulator\n", | |
"benchmark = AdversarialBenchmark(\n", | |
" num_qubits=QUBITS,\n", | |
" repetitions=REPS,\n", | |
" backend=noisy_simulator,\n", | |
")\n", | |
"\n", | |
"# Show the benchmark circuit\n", | |
"benchmark.circuit.draw(\"mpl\")" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 6, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"image/png": 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", | |
"text/plain": [ | |
"<Figure size 1600x320 with 5 Axes>" | |
] | |
}, | |
"execution_count": 6, | |
"metadata": {}, | |
"output_type": "execute_result" | |
} | |
], | |
"source": [ | |
"# Create a statevector from the circuit\n", | |
"state = Statevector.from_instruction(benchmark.gate)\n", | |
"\n", | |
"# Plot the Bloch spheres\n", | |
"plot_bloch_multivector(state)" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 7, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"name": "stdout", | |
"output_type": "stream", | |
"text": [ | |
"Error rate: 14.31%\n" | |
] | |
} | |
], | |
"source": [ | |
"# Run the benchmark and measure the error\n", | |
"error = benchmark(shots=SHOTS)\n", | |
"print(f\"Error rate: {error:.2%}\")" | |
] | |
} | |
], | |
"metadata": { | |
"kernelspec": { | |
"display_name": "base", | |
"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": "3.11.6" | |
}, | |
"orig_nbformat": 4 | |
}, | |
"nbformat": 4, | |
"nbformat_minor": 2 | |
} |
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