{ "cells": [ { "cell_type": "markdown", "id": "4aaf8397-4140-4d16-b4b5-1d9e20adea98", "metadata": { "editable": true, "raw_mimetype": "", "slideshow": { "slide_type": "" }, "tags": [] }, "source": [ "# Understanding the stability of MPFs\n", "\n", "Over in the guide [How to choose the Trotter steps for an MPF](https://qiskit.github.io/qiskit-addon-mpf/how_tos/choose_trotter_steps.html) we introduced a heuristic that limits the **smallest** $k_j$ value ($k_{\\text{min}}$) based on the total evolution time, $t$, that we would like to reach.\n", "In particular, we state that $t/k_{\\text{min}} \\lt 1$ must be satisfied (noting that $t/k_{\\text{min}} \\leq 1$ empirically seems to work fine, too).\n", "\n", "On this page, we will analyze the behavior of MPFs is not guaranteed to work well, when this constraint gets violated." ] }, { "cell_type": "markdown", "id": "986a58b5-611a-4400-9bd5-ba35d4a14188", "metadata": { "editable": true, "raw_mimetype": "", "slideshow": { "slide_type": "" }, "tags": [] }, "source": [ "## Setting up a simple model problem\n", "\n", "For this simple example, we will reuse the model problem from the [Getting started](https://qiskit.github.io/qiskit-addon-mpf/tutorials/01_getting_started.html) tutorial; the Ising model on a line of 10 sites:\n", "\n", "$$\n", "\\hat{\\mathcal{H}}_{\\text{Ising}} = \\sum_{i=1}^{9} J_{i,(i+1)} Z_i Z_{(i+1)} + \\sum_{i=1}^{10} h_i X_i \\, ,\n", "$$\n", "\n", "where $J$ is the coupling strength between two sites and $h$ is the external magnetic field." ] }, { "cell_type": "code", "execution_count": 1, "id": "d77e337b-0a69-49a5-b449-ffe4ad17d7ab", "metadata": { "editable": true, "slideshow": { "slide_type": "" }, "tags": [] }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "SparsePauliOp(['IIIIIIIZZI', 'IIIIIZZIII', 'IIIZZIIIII', 'IZZIIIIIII', 'IIIIIIIIZZ', 'IIIIIIZZII', 'IIIIZZIIII', 'IIZZIIIIII', 'ZZIIIIIIII', 'IIIIIIIIIX', 'IIIIIIIIXI', 'IIIIIIIXII', 'IIIIIIXIII', 'IIIIIXIIII', 'IIIIXIIIII', 'IIIXIIIIII', 'IIXIIIIIII', 'IXIIIIIIII', 'XIIIIIIIII'],\n", " coeffs=[1. +0.j, 1. +0.j, 1. +0.j, 1. +0.j, 1. +0.j, 1. +0.j, 1. +0.j, 1. +0.j,\n", " 1. +0.j, 0.4+0.j, 0.4+0.j, 0.4+0.j, 0.4+0.j, 0.4+0.j, 0.4+0.j, 0.4+0.j,\n", " 0.4+0.j, 0.4+0.j, 0.4+0.j])\n" ] } ], "source": [ "from qiskit.transpiler import CouplingMap\n", "from qiskit_addon_utils.problem_generators import generate_xyz_hamiltonian\n", "\n", "coupling_map = CouplingMap.from_line(10, bidirectional=False)\n", "\n", "hamiltonian = generate_xyz_hamiltonian(\n", " coupling_map,\n", " coupling_constants=(0.0, 0.0, 1.0),\n", " ext_magnetic_field=(0.4, 0.0, 0.0),\n", ")\n", "print(hamiltonian)" ] }, { "cell_type": "markdown", "id": "0f25e279-e987-4da5-a7e3-ffea41542d51", "metadata": { "editable": true, "raw_mimetype": "", "slideshow": { "slide_type": "" }, "tags": [] }, "source": [ "The observable that we will be measuring is the total magnetization which we can simply construct as shown below:" ] }, { "cell_type": "code", "execution_count": 2, "id": "eca935e2-206e-471e-a673-62a67a00add0", "metadata": { "editable": true, "slideshow": { "slide_type": "" }, "tags": [] }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "SparsePauliOp(['IIIIIIIIIZ', 'IIIIIIIIZI', 'IIIIIIIZII', 'IIIIIIZIII', 'IIIIIZIIII', 'IIIIZIIIII', 'IIIZIIIIII', 'IIZIIIIIII', 'IZIIIIIIII', 'ZIIIIIIIII'],\n", " coeffs=[0.05+0.j, 0.05+0.j, 0.05+0.j, 0.05+0.j, 0.05+0.j, 0.05+0.j, 0.05+0.j,\n", " 0.05+0.j, 0.05+0.j, 0.05+0.j])\n" ] } ], "source": [ "from qiskit.quantum_info import SparsePauliOp\n", "\n", "L = coupling_map.size()\n", "observable = SparsePauliOp.from_sparse_list([(\"Z\", [i], 1 / L / 2) for i in range(L)], num_qubits=L)\n", "print(observable)" ] }, { "cell_type": "markdown", "id": "b652e4ab-26c1-4c4e-a34d-47a464c60f26", "metadata": { "editable": true, "raw_mimetype": "", "slideshow": { "slide_type": "" }, "tags": [] }, "source": [ "## Simulating various Trotter circuits\n", "\n", "Our analysis simply consists of comparing the behavior of product formulas of various order (here, second and fourth order) to the exact solution (which we can compute for a problem as simple as this one).\n", "\n", "In the code cell below, we do exactly that, for evolution times ranging from $2$ up to $10$ and Trotter steps ranging from $1$ to $25$." ] }, { "cell_type": "code", "execution_count": 3, "id": "e7c43eec-3809-4e3a-998a-7f6a7a8cf2a6", "metadata": { "editable": true, "scrolled": true, "slideshow": { "slide_type": "" }, "tags": [ "skip-execution" ] }, "outputs": [], "source": [ "import numpy as np\n", "from qiskit.primitives import StatevectorEstimator\n", "from qiskit.synthesis import SuzukiTrotter\n", "from qiskit_addon_utils.problem_generators import generate_time_evolution_circuit\n", "from scipy.linalg import expm\n", "\n", "estimator = StatevectorEstimator()\n", "times = np.array(range(2, 11))\n", "ks = np.array(range(1, 25))\n", "\n", "exact = []\n", "order2 = []\n", "order4 = []\n", "\n", "for time in times:\n", " exp_H = expm(-1j * time * hamiltonian.to_matrix())\n", " initial_state = np.zeros(exp_H.shape[0])\n", " initial_state[0] = 1.0\n", " time_evolved_state = exp_H @ initial_state\n", " exact_evs = time_evolved_state.conj() @ observable.to_matrix() @ time_evolved_state\n", " exact.append(float(exact_evs))\n", "\n", " for k in ks:\n", " order2_circ = generate_time_evolution_circuit(\n", " hamiltonian, synthesis=SuzukiTrotter(reps=k, order=2), time=time\n", " )\n", " order4_circ = generate_time_evolution_circuit(\n", " hamiltonian, synthesis=SuzukiTrotter(reps=k, order=4), time=time\n", " )\n", "\n", " job = estimator.run([(order2_circ, observable), (order4_circ, observable)])\n", " result = job.result()\n", " order2.append(result[0].data.evs)\n", " order4.append(result[1].data.evs)" ] }, { "cell_type": "markdown", "id": "0da8acd2-6192-450e-99b3-e0d2b82541ee", "metadata": { "editable": true, "raw_mimetype": "", "slideshow": { "slide_type": "" }, "tags": [] }, "source": [ "## Analyzing the results\n", "\n", "We can now analyze the computed results by plotting them." ] }, { "cell_type": "code", "execution_count": 4, "id": "845cf113-58da-454e-97b6-679d5a5ae9fb", "metadata": { "editable": true, "slideshow": { "slide_type": "" }, "tags": [ "skip-execution" ] }, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "from matplotlib import pyplot as plt\n", "\n", "order2_reshaped = np.asarray(order2).reshape((len(times), len(ks)))\n", "order4_reshaped = np.asarray(order4).reshape((len(times), len(ks)))\n", "\n", "fig, axes = plt.subplots(3, 3, figsize=(20, 10))\n", "\n", "for i, t in enumerate(times):\n", " ax = axes[i // 3, i % 3]\n", "\n", " ax.axvline(1.0, color=\"grey\", label=\"$t/k=1$\")\n", " ax.axhline(exact[i], color=\"tab:green\", label=\"exact\")\n", "\n", " ax.plot(t / ks, order2_reshaped[i], label=r\"$\\chi=2$\")\n", " ax.plot(t / ks, order4_reshaped[i], label=r\"$\\chi=4$\")\n", "\n", " ax.semilogx()\n", " ax.set_xticks([10**p for p in range(-1, 1)])\n", " ax.set_xlabel(\"$t/k$\")\n", "\n", " ax.set_ylim([-0.33, 0.55])\n", " ax.set_ylabel(r\"$\\langle O \\rangle$\")\n", "\n", " ax.set_title(f\"time={t}\")\n", "\n", "fig.legend(*ax.get_legend_handles_labels(), ncols=4, loc=\"center\", bbox_to_anchor=(0.5, 0.0))\n", "fig.tight_layout()" ] }, { "cell_type": "markdown", "id": "2f40b1ee-0e98-4f24-9d25-080306ba98e1", "metadata": { "editable": true, "raw_mimetype": "", "slideshow": { "slide_type": "" }, "tags": [] }, "source": [ "We can now clearly see that in the regime $t/k \\gt 1$ the dynamics are no longer reproduced faithfully by the Trotterized circuits. Thus, if an MPF were to use a product formula with a $k_j$ from that regime, its extrapolated expectation value cannot faithfully produce good results." ] } ], "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": "3.11.9" } }, "nbformat": 4, "nbformat_minor": 5 }