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"## Background\n",
"\n",
"The Quantum Approximate Optimization Algorithm (QAOA) is a hybrid iterative method for solving combinatorial optimization problems. In this tutorial, we demonstrate how to implement the QAOA algorithm using Qiskit Runtime for solving a simple max-cut problem.\n",
"\n",
"In a max-cut problem, we want to partition nodes of a graph in a way that maximizes the number of edges between nodes in differing groups. The desired max-cut partition for the following graph is clear: the 0th-node on the left should be separated from the rest of the nodes on the right by a cut. We will find this answer by applying QAOA by using Qiskit Runtime primitives and sessions."
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"## Requirements\n",
"\n",
"Before starting this tutorial, ensure that you have the following installed:\n",
"\n",
"* Qiskit SDK 1.0 or later, with visualization support (`pip install 'qiskit[visualization]'`)\n",
"* Qiskit Runtime (`pip install qiskit-ibm-runtime`) 0.22 or later\n",
"* SciPy (`python -m pip install scipy`)\n",
"* rustworkx (`pip install rustworkx`)"
]
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{
"attachments": {},
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"metadata": {},
"source": [
"## Setup"
]
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{
"cell_type": "code",
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"source": [
"# General imports\n",
"import numpy as np\n",
"\n",
"# Pre-defined ansatz circuit, operator class and visualization tools\n",
"from qiskit.circuit.library import QAOAAnsatz\n",
"from qiskit.quantum_info import SparsePauliOp\n",
"from qiskit.visualization import plot_distribution\n",
"\n",
"# Qiskit Runtime\n",
"from qiskit_ibm_runtime import QiskitRuntimeService, Session\n",
"from qiskit_ibm_runtime import EstimatorV2 as Estimator\n",
"from qiskit_ibm_runtime import SamplerV2 as Sampler\n",
"\n",
"# SciPy minimizer routine\n",
"from scipy.optimize import minimize\n",
"\n",
"# rustworkx graph library\n",
"import rustworkx as rx\n",
"from rustworkx.visualization import mpl_draw"
]
},
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"cell_type": "code",
"execution_count": 2,
"id": "a2c3bce4",
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"data": {
"text/plain": [
"'ibm_cairo'"
]
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"metadata": {},
"output_type": "execute_result"
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"source": [
"# To run on hardware, select the backend with the fewest number of jobs in the queue\n",
"service = QiskitRuntimeService(channel=\"ibm_quantum\")\n",
"backend = service.least_busy(operational=True, simulator=False)\n",
"backend.name"
]
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"cell_type": "markdown",
"id": "cb6f52f4",
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"source": [
"## Step 1: Map classical inputs to a quantum problem\n",
"\n",
"To demonstrate max-cut, we'll create a graph using the [rustworkx library](https://github.com/Qiskit/rustworkx), and create Pauli Hamiltonian that encodes the cost in a manner such that the minimum expectation value of the operator corresponds to the maximum number of edges between the nodes in two different groups."
]
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"num_nodes = 5\n",
"# The edge syntax is (start, end, weight)\n",
"edges = [(0, 1, 1), (0, 2, 1), (0, 3, 1), (0, 4, 1)]\n",
"\n",
"G = rx.PyGraph()\n",
"G.add_nodes_from(range(num_nodes))\n",
"G.add_edges_from(edges)\n",
"mpl_draw(\n",
" G, pos=rx.bipartite_layout(G, {0}), with_labels=True, node_color=\"#EE5396\", font_color=\"#F4F4F4\"\n",
")"
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"For this simple example, the operator is a linear combination of terms with `Z` operators on nodes connected by an edge (recall that the 0th qubit is farthest right): $IIIZZ + IIZIZ + IZIIZ + ZIIIZ$. Once the operator is constructed, the ansatz for the QAOA algorithm can easily be built by using the [`QAOAAnsatz`](https://docs.quantum-computing.ibm.com/api/qiskit/qiskit.circuit.library.QAOAAnsatz#qaoaansatz) circuit from the Qiskit circuit library."
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],
"text/plain": [
"<Figure size 2210.55x953.167 with 1 Axes>"
]
},
"execution_count": 4,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# Problem to Hamiltonian operator\n",
"hamiltonian = SparsePauliOp.from_list([(\"IIIZZ\", 1), (\"IIZIZ\", 1), (\"IZIIZ\", 1), (\"ZIIIZ\", 1)])\n",
"# QAOA ansatz circuit\n",
"ansatz = QAOAAnsatz(hamiltonian, reps=2)\n",
"\n",
"ansatz.decompose(reps=3).draw(output=\"mpl\", style=\"iqp\")"
]
},
{
"attachments": {},
"cell_type": "markdown",
"id": "da92068c",
"metadata": {},
"source": [
"The previous image illustrates the ansatz in basic gates for clarity. However, it can be expressed in multiple levels of decomposition by changing the `reps` argument or by drawing the circuit without the `decompose` method. For example, the following representation directly shows the QAOA structure with the default `reps` value, which is `reps=1`."
]
},
{
"cell_type": "code",
"execution_count": 5,
"id": "8fbe14ff",
"metadata": {},
"outputs": [
{
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],
"text/plain": [
"<Figure size 2210.55x953.167 with 1 Axes>"
]
},
"execution_count": 5,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"ansatz.decompose().draw(output=\"mpl\", style=\"iqp\")"
]
},
{
"cell_type": "markdown",
"id": "abe6e493",
"metadata": {},
"source": [
"## Step 2: Optimize problem for quantum execution."
]
},
{
"cell_type": "markdown",
"id": "26970208-6305-4338-93dd-e0dcb0aa8d36",
"metadata": {},
"source": [
"To reduce the total job execution time, V2 primitives only accept circuits (ansatz) and observables (Hamiltonian) that conforms to the instructions and connectivity supported by the target system (referred to as instruction set architecture (ISA) circuits and observables)."
]
},
{
"cell_type": "markdown",
"id": "cfdd9015-81ab-45de-bd0d-f99470d61992",
"metadata": {},
"source": [
"### ISA Circuit"
]
},
{
"cell_type": "markdown",
"id": "b136c1ed-6a3c-4767-b0de-d2738b43a778",
"metadata": {},
"source": [
"We can schedule a series of [`qiskit.transpiler`](https://docs.quantum-computing.ibm.com/api/qiskit/transpiler) passes to optimize our circuit for a selected backend and make it compatible with the instruction set architecture (ISA) of the backend. This can be easily done using a preset pass manager from `qiskit.transpiler` and its `optimization_level` parameter.\n",
"\n",
"- [`optimization_level`](https://docs.quantum-computing.ibm.com/api/qiskit/transpiler_preset#preset-pass-manager-generation): The lowest optimization level just does the bare minimum needed to get the circuit running on the device; it maps the circuit qubits to the device qubits and adds swap gates to allow all 2-qubit operations. The highest optimization level is much smarter and uses lots of tricks to reduce the overall gate count. Since multi-qubit gates have high error rates and qubits decohere over time, the shorter circuits should give better results."
]
},
{
"cell_type": "code",
"execution_count": 6,
"id": "3e08da25",
"metadata": {},
"outputs": [],
"source": [
"from qiskit.transpiler.preset_passmanagers import generate_preset_pass_manager\n",
"\n",
"target = backend.target\n",
"pm = generate_preset_pass_manager(target=target, optimization_level=3)\n",
"\n",
"ansatz_isa = pm.run(ansatz)"
]
},
{
"cell_type": "code",
"execution_count": 7,
"id": "1b707e64",
"metadata": {},
"outputs": [
{
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],
"text/plain": [
"<Figure size 2281.67x1454.83 with 1 Axes>"
]
},
"execution_count": 7,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"ansatz_isa.draw(output=\"mpl\", idle_wires=False, style=\"iqp\")"
]
},
{
"cell_type": "markdown",
"id": "da6d7c8b-0d45-453e-a36d-ae19dccda76e",
"metadata": {},
"source": [
"### ISA Observables"
]
},
{
"cell_type": "markdown",
"id": "df6ff51e",
"metadata": {},
"source": [
"Similarly, we need to transform the Hamiltonian to make it backend compatible before running jobs with [`Runtime Estimator V2`](https://docs.quantum.ibm.com/api/qiskit-ibm-runtime/qiskit_ibm_runtime.EstimatorV2#run). We can perform the transformation using the `apply_layout` the method of `SparsePauliOp` object."
]
},
{
"cell_type": "code",
"execution_count": 8,
"id": "e856e5c0",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"SparsePauliOp(['IZIIIIIZIIIIIIIIIIIIIIIIIII', 'ZZIIIIIIIIIIIIIIIIIIIIIIIII', 'IZIIZIIIIIIIIIIIIIIIIIIIIII', 'IZZIIIIIIIIIIIIIIIIIIIIIIII'],\n",
" coeffs=[1.+0.j, 1.+0.j, 1.+0.j, 1.+0.j])"
]
},
"execution_count": 8,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"hamiltonian_isa = hamiltonian.apply_layout(ansatz_isa.layout)\n",
"hamiltonian_isa"
]
},
{
"attachments": {},
"cell_type": "markdown",
"id": "b58c33dc",
"metadata": {},
"source": [
"## Step 3: Execute using Qiskit Primitives."
]
},
{
"attachments": {},
"cell_type": "markdown",
"id": "fe36b13c",
"metadata": {},
"source": [
"As with an iterative optimization procedure, we now need to define our cost function over which to minimize. We proceed in an identical manner to the [Variational Quantum Eigensolver tutorial](https://learning.quantum-computing.ibm.com/tutorial/variational-quantum-eigensolver), computing the expectation value of our Hamiltonian with respect to the parameterized ansatz circuit using the [Qiskit Runtime `Estimator`](https://docs.quantum-computing.ibm.com/api/qiskit-ibm-runtime/qiskit_ibm_runtime.EstimatorV2) primitive:"
]
},
{
"cell_type": "code",
"execution_count": 9,
"id": "2f3e4de4",
"metadata": {},
"outputs": [],
"source": [
"def cost_func(params, ansatz, hamiltonian, estimator):\n",
" \"\"\"Return estimate of energy from estimator\n",
"\n",
" Parameters:\n",
" params (ndarray): Array of ansatz parameters\n",
" ansatz (QuantumCircuit): Parameterized ansatz circuit\n",
" hamiltonian (SparsePauliOp): Operator representation of Hamiltonian\n",
" estimator (EstimatorV2): Estimator primitive instance\n",
"\n",
" Returns:\n",
" float: Energy estimate\n",
" \"\"\"\n",
" pub = (ansatz, [hamiltonian], [params])\n",
" result = estimator.run(pubs=[pub]).result()\n",
" cost = result[0].data.evs[0]\n",
"\n",
" return cost"
]
},
{
"attachments": {},
"cell_type": "markdown",
"id": "32035dc8",
"metadata": {},
"source": [
"Any classical optimizer can be used to minimize the cost function. On a real quantum system, an optimizer designed for non-smooth cost function landscapes usually does better. Here we use the [COBYLA routine from SciPy through the minimize function](https://docs.scipy.org/doc/scipy/reference/generated/scipy.optimize.minimize.html).\n",
"\n",
"Because we are iteratively executing many calls to Runtime, we use a [`Session`](https://docs.quantum-computing.ibm.com/api/qiskit-ibm-runtime/qiskit_ibm_runtime.Session) to execute all calls within a single block. Moreover, for QAOA, the solution is encoded in the output distribution of the ansatz circuit bound with the optimal parameters from the minimization. Therefore, we will need a [`Sampler`](https://docs.quantum-computing.ibm.com/api/qiskit-ibm-runtime/qiskit_ibm_runtime.SamplerV2) primitive as well, and will instantiate it with the same [`Session`](https://docs.quantum-computing.ibm.com/api/qiskit-ibm-runtime/qiskit_ibm_runtime.Session)."
]
},
{
"cell_type": "code",
"execution_count": 10,
"id": "f2fffe34",
"metadata": {},
"outputs": [],
"source": [
"# To run on local simulator:\n",
"# 1. Use the StatevectorEstimator from qiskit.primitives instead.\n",
"# 2. Remove the Session instantiation below.\n",
"session = Session(backend=backend)\n",
"\n",
"# Configure estimator\n",
"estimator = Estimator(mode=session)\n",
"estimator.options.default_shots = 10_000\n",
"estimator.options.dynamical_decoupling.enable = True\n",
"\n",
"# Configure sampler\n",
"sampler = Sampler(mode=session)\n",
"sampler.options.default_shots = 10_000\n",
"sampler.options.dynamical_decoupling.enable = True"
]
},
{
"attachments": {},
"cell_type": "markdown",
"id": "b0b5aa51",
"metadata": {},
"source": [
"We can set an initial set of random parameters:"
]
},
{
"cell_type": "code",
"execution_count": 11,
"id": "1631f250",
"metadata": {},
"outputs": [],
"source": [
"x0 = 2 * np.pi * np.random.rand(ansatz_isa.num_parameters)"
]
},
{
"attachments": {},
"cell_type": "markdown",
"id": "43520f43",
"metadata": {},
"source": [
"We can run our minimization routine:"
]
},
{
"cell_type": "code",
"execution_count": 12,
"id": "0076beb6",
"metadata": {},
"outputs": [],
"source": [
"res = minimize(cost_func, x0, args=(ansatz_isa, hamiltonian_isa, estimator), method=\"COBYLA\")"
]
},
{
"attachments": {},
"cell_type": "markdown",
"id": "95404ae5",
"metadata": {},
"source": [
"In the end, we have a result in the standard [SciPy `OptimizeResult`](https://docs.scipy.org/doc/scipy/reference/generated/scipy.optimize.OptimizeResult.html) format."
]
},
{
"cell_type": "code",
"execution_count": 13,
"id": "7a299ed5",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
" message: Optimization terminated successfully.\n",
" success: True\n",
" status: 1\n",
" fun: -2.3267393689475724\n",
" x: [ 1.199e+00 4.359e-01 3.994e+00 1.558e+00]\n",
" nfev: 51\n",
" maxcv: 0.0"
]
},
"execution_count": 13,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"res"
]
},
{
"attachments": {},
"cell_type": "markdown",
"id": "d162e690",
"metadata": {},
"source": [
"## Step 4: Post-process, return result in classical format."
]
},
{
"attachments": {},
"cell_type": "markdown",
"id": "677cf16b",
"metadata": {},
"source": [
"The solution vector of parameter angles (`x`), when plugged into the `ansatz` circuit, yields the graph partitioning that we were looking for."
]
},
{
"cell_type": "code",
"execution_count": 14,
"id": "29cff98d",
"metadata": {},
"outputs": [
{
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],
"text/plain": [
"<Figure size 2281.67x1705.67 with 1 Axes>"
]
},
"execution_count": 14,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# Assign solution parameters to ansatz\n",
"qc = ansatz.assign_parameters(res.x)\n",
"# Add measurements to our circuit\n",
"qc.measure_all()\n",
"qc_isa = pm.run(qc)\n",
"qc_isa.draw(output=\"mpl\", idle_wires=False, style=\"iqp\")"
]
},
{
"cell_type": "code",
"execution_count": 15,
"id": "c6225876-62cb-42be-8814-de40d002f407",
"metadata": {},
"outputs": [],
"source": [
"result = sampler.run([qc_isa]).result()\n",
"samp_dist = result[0].data.meas.get_counts()\n",
"# Close the session since we are now done with it\n",
"session.close()"
]
},
{
"attachments": {},
"cell_type": "markdown",
"id": "38c59bdc",
"metadata": {},
"source": [
"For small problem instances, the solution can be visually obtained:"
]
},
{
"cell_type": "code",
"execution_count": 16,
"id": "9c61fa56",
"metadata": {},
"outputs": [
{
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"<Figure size 1500x500 with 1 Axes>"
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},
"execution_count": 16,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"plot_distribution(samp_dist, figsize=(15, 5))"
]
},
{
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"cell_type": "markdown",
"id": "b2dd6e37",
"metadata": {},
"source": [
"The most probable bit-strings, up to finite-sampling deviations, encode the solution. Here we see that `00001` and `11110` are found, and are indeed correct. There are two solutions because the labeling of the two partitions with `'0'` or `'1'` is arbitrary."
]
},
{
"cell_type": "code",
"execution_count": 17,
"id": "9a75683e",
"metadata": {},
"outputs": [
{
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],
"source": [
"# Reverse 11110 to convert quantum result to classical solution\n",
"solution = [0, 1, 1, 1, 1]\n",
"\n",
"mpl_draw(\n",
" G,\n",
" pos=rx.bipartite_layout(G, {0}),\n",
" with_labels=True,\n",
" node_color=[\"#EE5396\" if kk else \"#0F62FE\" for kk in solution],\n",
" font_color=\"#F4F4F4\",\n",
")"
]
},
{
"cell_type": "code",
"execution_count": 18,
"id": "071d7e49",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"'0.23.0'"
]
},
"execution_count": 18,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"import qiskit_ibm_runtime\n",
"\n",
"qiskit_ibm_runtime.version.get_version_info()"
]
},
{
"cell_type": "code",
"execution_count": 19,
"id": "f3f06a12",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"'1.0.2'"
]
},
"execution_count": 19,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"import qiskit\n",
"\n",
"qiskit.version.get_version_info()"
]
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3",
"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"
}
},
"nbformat": 4,
"nbformat_minor": 5
}
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