{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Optimization of a Dissipative Quantum Gate" ] }, { "cell_type": "code", "execution_count": 1, "metadata": { "ExecuteTime": { "end_time": "2019-02-25T22:59:40.171450Z", "start_time": "2019-02-25T22:59:37.519770Z" }, "lines_to_next_cell": 1 }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "matplotlib.pylab 1.15.4\n", "scipy 1.2.1\n", "krotov 0.3.0\n", "qutip 4.3.1\n", "matplotlib 3.0.3\n", "numpy 1.15.4\n", "CPython 3.6.8\n", "IPython 7.3.0\n" ] } ], "source": [ "# NBVAL_IGNORE_OUTPUT\n", "%load_ext watermark\n", "import os\n", "import qutip\n", "import numpy as np\n", "import scipy\n", "import matplotlib\n", "import matplotlib.pylab as plt\n", "import krotov\n", "import copy\n", "from functools import partial\n", "from itertools import product\n", "%watermark -v --iversions" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "$\\newcommand{tr}[0]{\\operatorname{tr}}\n", "\\newcommand{diag}[0]{\\operatorname{diag}}\n", "\\newcommand{abs}[0]{\\operatorname{abs}}\n", "\\newcommand{pop}[0]{\\operatorname{pop}}\n", "\\newcommand{aux}[0]{\\text{aux}}\n", "\\newcommand{int}[0]{\\text{int}}\n", "\\newcommand{opt}[0]{\\text{opt}}\n", "\\newcommand{tgt}[0]{\\text{tgt}}\n", "\\newcommand{init}[0]{\\text{init}}\n", "\\newcommand{lab}[0]{\\text{lab}}\n", "\\newcommand{rwa}[0]{\\text{rwa}}\n", "\\newcommand{bra}[1]{\\langle#1\\vert}\n", "\\newcommand{ket}[1]{\\vert#1\\rangle}\n", "\\newcommand{Bra}[1]{\\left\\langle#1\\right\\vert}\n", "\\newcommand{Ket}[1]{\\left\\vert#1\\right\\rangle}\n", "\\newcommand{Braket}[2]{\\left\\langle #1\\vphantom{#2} \\mid #2\\vphantom{#1}\\right\\rangle}\n", "\\newcommand{ketbra}[2]{\\vert#1\\rangle\\!\\langle#2\\vert}\n", "\\newcommand{op}[1]{\\hat{#1}}\n", "\\newcommand{Op}[1]{\\hat{#1}}\n", "\\newcommand{dd}[0]{\\,\\text{d}}\n", "\\newcommand{Liouville}[0]{\\mathcal{L}}\n", "\\newcommand{DynMap}[0]{\\mathcal{E}}\n", "\\newcommand{identity}[0]{\\mathbf{1}}\n", "\\newcommand{Norm}[1]{\\lVert#1\\rVert}\n", "\\newcommand{Abs}[1]{\\left\\vert#1\\right\\vert}\n", "\\newcommand{avg}[1]{\\langle#1\\rangle}\n", "\\newcommand{Avg}[1]{\\left\\langle#1\\right\\rangle}\n", "\\newcommand{AbsSq}[1]{\\left\\vert#1\\right\\vert^2}\n", "\\newcommand{Re}[0]{\\operatorname{Re}}\n", "\\newcommand{Im}[0]{\\operatorname{Im}}$\n", "\n", "This example illustrates the optimization for a quantum gate in an open quantum system, where the dynamics is governed by the Liouville-von Neumann equation. A naive extension of a gate optimization to Liouville space would seem to imply that it is necessary to optimize over the full basis of Liouville space (16 matrices, for a two-qubit gate). However, [Goerz et al., New J. Phys. 16, 055012 (2014)][1] showed that is not necessary, but that a set of 3 density matrices is sufficient to track the optimization.\n", "\n", "This example reproduces the \"Example II\" from that paper, considering the optimization towards a $\\sqrt{\\text{iSWAP}}$ two-qubit gate on a system of two transmons with a shared transmission line resonator.\n", "\n", "[1]: https://michaelgoerz.net/research/Goerz_NJP2014.pdf" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## The two-transmon system" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We consider the Hamiltonian from Eq (17) in the paper, in the rotating wave approximation, together with spontaneous decay and dephasing of each qubit. Alltogether, we define the Liouvillian as follows:" ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "ExecuteTime": { "end_time": "2019-02-25T22:59:40.192093Z", "start_time": "2019-02-25T22:59:40.175121Z" }, "lines_to_next_cell": 2 }, "outputs": [], "source": [ "def two_qubit_transmon_liouvillian(\n", " ω1, ω2, ωd, δ1, δ2, J, q1T1, q2T1, q1T2, q2T2, T, Omega, n_qubit\n", "):\n", " from qutip import tensor, identity, destroy\n", "\n", " b1 = tensor(identity(n_qubit), destroy(n_qubit))\n", " b2 = tensor(destroy(n_qubit), identity(n_qubit))\n", "\n", " H0 = (\n", " (ω1 - ωd - δ1 / 2) * b1.dag() * b1\n", " + (δ1 / 2) * b1.dag() * b1 * b1.dag() * b1\n", " + (ω2 - ωd - δ2 / 2) * b2.dag() * b2\n", " + (δ2 / 2) * b2.dag() * b2 * b2.dag() * b2\n", " + J * (b1.dag() * b2 + b1 * b2.dag())\n", " )\n", "\n", " H1_re = 0.5 * (b1 + b1.dag() + b2 + b2.dag()) # 0.5 is due to RWA\n", " H1_im = 0.5j * (b1.dag() - b1 + b2.dag() - b2)\n", "\n", " H = [H0, [H1_re, Omega], [H1_im, ZeroPulse]]\n", "\n", " A1 = np.sqrt(1 / q1T1) * b1 # decay of qubit 1\n", " A2 = np.sqrt(1 / q2T1) * b2 # decay of qubit 2\n", " A3 = np.sqrt(1 / q1T2) * b1.dag() * b1 # dephasing of qubit 1\n", " A4 = np.sqrt(1 / q2T2) * b2.dag() * b2 # dephasing of qubit 2\n", "\n", " L = krotov.objectives.liouvillian(H, c_ops=[A1, A2, A3, A4])\n", " return L" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We will use internal units GHz and ns. Values in GHz contain an implicit factor 2π, and MHz and μs are converted to GHz and ns, respectively:" ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "ExecuteTime": { "end_time": "2019-02-25T22:59:40.205367Z", "start_time": "2019-02-25T22:59:40.195692Z" } }, "outputs": [], "source": [ "GHz = 2 * np.pi\n", "MHz = 1e-3 * GHz\n", "ns = 1\n", "μs = 1000 * ns" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This implicit factor $2 \\pi$ is because frequencies ($\\nu$) convert to energies as $E = h \\nu$, but our propagation routines assume a unit $\\hbar = 1$ for energies. Thus, the factor $h / \\hbar = 2 \\pi$." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We will use the same parameters as those given in Table 2 of the paper:" ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "ExecuteTime": { "end_time": "2019-02-25T22:59:40.217979Z", "start_time": "2019-02-25T22:59:40.210784Z" } }, "outputs": [], "source": [ "ω1 = 4.3796 * GHz # qubit frequency 1\n", "ω2 = 4.6137 * GHz # qubit frequency 2\n", "ωd = 4.4985 * GHz # drive frequency\n", "δ1 = -239.3 * MHz # anharmonicity 1\n", "δ2 = -242.8 * MHz # anharmonicity 2\n", "J = -2.3 * MHz # effective qubit-qubit coupling\n", "q1T1 = 38.0 * μs # decay time for qubit 1\n", "q2T1 = 32.0 * μs # decay time for qubit 2\n", "q1T2 = 29.5 * μs # dephasing time for qubit 1\n", "q2T2 = 16.0 * μs # dephasing time for qubit 2\n", "T = 400 * ns # gate duration" ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "ExecuteTime": { "end_time": "2019-02-25T22:59:40.229669Z", "start_time": "2019-02-25T22:59:40.222923Z" } }, "outputs": [], "source": [ "tlist = np.linspace(0, T, 2000)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "While in the original paper, each transmon was cut off at 6 levels, here we truncate at 5 levels. This makes the propagation faster, while potentially introducing a slightly larger truncation error." ] }, { "cell_type": "code", "execution_count": 6, "metadata": { "ExecuteTime": { "end_time": "2019-02-25T22:59:40.238416Z", "start_time": "2019-02-25T22:59:40.232687Z" } }, "outputs": [], "source": [ "n_qubit = 5 # number of transmon levels to consider" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "In the Liouvillian, note the control being split up into a separate real and imaginary part. As a guess control we use a real-valued constant pulse with an amplitude of 35 MHz, acting over 400 ns, with a switch-on and switch-off in the first 20 ns (see plot below)" ] }, { "cell_type": "code", "execution_count": 7, "metadata": { "ExecuteTime": { "end_time": "2019-02-25T22:59:40.247668Z", "start_time": "2019-02-25T22:59:40.241426Z" } }, "outputs": [], "source": [ "def Omega(t, args):\n", " E0 = 35.0 * MHz\n", " return E0 * krotov.shapes.flattop(t, 0, T, t_rise=(20 * ns), func='sinsq')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The imaginary part start out as zero:" ] }, { "cell_type": "code", "execution_count": 8, "metadata": { "ExecuteTime": { "end_time": "2019-02-25T22:59:40.257861Z", "start_time": "2019-02-25T22:59:40.251172Z" } }, "outputs": [], "source": [ "def ZeroPulse(t, args):\n", " return 0.0" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can now instantiate the Liouvillian:" ] }, { "cell_type": "code", "execution_count": 9, "metadata": { "ExecuteTime": { "end_time": "2019-02-25T22:59:40.285740Z", "start_time": "2019-02-25T22:59:40.261287Z" } }, "outputs": [], "source": [ "L = two_qubit_transmon_liouvillian(\n", " ω1, ω2, ωd, δ1, δ2, J, q1T1, q2T1, q1T2, q2T2, T, Omega, n_qubit\n", ")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The guess pulse looks as follows:" ] }, { "cell_type": "code", "execution_count": 10, "metadata": { "ExecuteTime": { "end_time": "2019-02-25T22:59:40.297545Z", "start_time": "2019-02-25T22:59:40.288088Z" } }, "outputs": [], "source": [ "def plot_pulse(pulse, tlist, xlimit=None):\n", " fig, ax = plt.subplots()\n", " if callable(pulse):\n", " pulse = np.array([pulse(t, None) for t in tlist])\n", " ax.plot(tlist, pulse/MHz)\n", " ax.set_xlabel('time (ns)')\n", " ax.set_ylabel('pulse amplitude (MHz)')\n", " if xlimit is not None:\n", " ax.set_xlim(xlimit)\n", " plt.show(fig)" ] }, { "cell_type": "code", "execution_count": 11, "metadata": { "ExecuteTime": { "end_time": "2019-02-25T22:59:40.569943Z", "start_time": "2019-02-25T22:59:40.300753Z" } }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plot_pulse(L[1][1], tlist)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Optimization objectives" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Our target gate is $\\Op{O} = \\sqrt{\\text{iSWAP}}$:" ] }, { "cell_type": "code", "execution_count": 12, "metadata": { "ExecuteTime": { "end_time": "2019-02-25T22:59:40.580131Z", "start_time": "2019-02-25T22:59:40.573402Z" } }, "outputs": [], "source": [ "gate = qutip.gates.sqrtiswap()" ] }, { "cell_type": "code", "execution_count": 13, "metadata": { "ExecuteTime": { "end_time": "2019-02-25T22:59:40.594565Z", "start_time": "2019-02-25T22:59:40.583702Z" } }, "outputs": [ { "data": { "text/latex": [ "Quantum object: dims = [[2, 2], [2, 2]], shape = (4, 4), type = oper, isherm = False\\begin{equation*}\\left(\\begin{array}{*{11}c}1.0 & 0.0 & 0.0 & 0.0\\\\0.0 & 0.707 & 0.707j & 0.0\\\\0.0 & 0.707j & 0.707 & 0.0\\\\0.0 & 0.0 & 0.0 & 1.0\\\\\\end{array}\\right)\\end{equation*}" ], "text/plain": [ "Quantum object: dims = [[2, 2], [2, 2]], shape = (4, 4), type = oper, isherm = False\n", "Qobj data =\n", "[[1. +0.j 0. +0.j 0. +0.j\n", " 0. +0.j ]\n", " [0. +0.j 0.70710678+0.j 0. +0.70710678j\n", " 0. +0.j ]\n", " [0. +0.j 0. +0.70710678j 0.70710678+0.j\n", " 0. +0.j ]\n", " [0. +0.j 0. +0.j 0. +0.j\n", " 1. +0.j ]]" ] }, "execution_count": 13, "metadata": {}, "output_type": "execute_result" } ], "source": [ "gate" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The key idea explored in the paper is that a set of three density matrices is sufficient to track the optimization\n", "\n", "\\begin{align}\n", "\\Op{\\rho}_1 &= \\sum_{i=1}^{d}\n", " \\frac{2 (d-i+1)}{d (d+1)} \\ketbra{i}{i} \\\\\n", " \\Op{\\rho}_2 &= \\sum_{i,j=1}^{d}\n", " \\frac{1}{d} \\ketbra{i}{j} \\\\\n", " \\Op{\\rho}_3 &= \\sum_{i=1}^{d}\n", " \\frac{1}{d} \\ketbra{i}{i}\n", "\\end{align}" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "In our case, $d=4$ for a two qubit-gate, and the $\\ket{i}$, $\\ket{j}$ are the canonical basis states $\\ket{00}$, $\\ket{01}$, $\\ket{10}$, $\\ket{11}$" ] }, { "cell_type": "code", "execution_count": 14, "metadata": { "ExecuteTime": { "end_time": "2019-02-25T22:59:40.608111Z", "start_time": "2019-02-25T22:59:40.599143Z" } }, "outputs": [], "source": [ "ket00 = qutip.ket((0, 0), dim=(n_qubit, n_qubit))\n", "ket01 = qutip.ket((0, 1), dim=(n_qubit, n_qubit))\n", "ket10 = qutip.ket((1, 0), dim=(n_qubit, n_qubit))\n", "ket11 = qutip.ket((1, 1), dim=(n_qubit, n_qubit))\n", "basis = [ket00, ket01, ket10, ket11]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The three density matrices play different roles in the optimization, and, as shown in the paper, convergence may improve significantly by weighing the states relatively to each other. For this example, we place a strong emphasis on the optimization $\\Op{\\rho}_1 \\rightarrow \\Op{O}^\\dagger \\Op{\\rho}_1 \\Op{O}$, by a factor of 20. This reflects that the hardest part of the optimization is identifying the basis in which the gate is diagonal. We will be using the real-part functional ($J_{T,\\text{re}}$) to evaluate the success of $\\Op{\\rho}_i \\rightarrow \\Op{O}\\Op{\\rho}_i\\Op{O}^\\dagger$. Because $\\Op{\\rho}_1$ and $\\Op{\\rho}_3$ are mixed states, the Hilbert-Schmidt overlap will take values smaller than one in the optimal case. To compensate, we divide the weights by the purity of the respective states." ] }, { "cell_type": "code", "execution_count": 15, "metadata": { "ExecuteTime": { "end_time": "2019-02-28T23:05:44.737747Z", "start_time": "2019-02-28T23:05:44.716209Z" } }, "outputs": [], "source": [ "weights = np.array([20, 1, 1], dtype=np.float64)\n", "weights *= len(weights) / np.sum(weights) # manual normalization\n", "weights /= np.array([0.3, 1.0, 0.25]) # purities" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The `krotov.gate_objectives` routine can initialize the density matrices $\\Op{\\rho}_1$, $\\Op{\\rho}_2$, $\\Op{\\rho}_3$ automatically, via the parameter `liouville_states_set`. Alternatively, we could also use the `'full'` basis of 16 matrices or the extended set of $d+1 = 5$ pure-state density matrices." ] }, { "cell_type": "code", "execution_count": 16, "metadata": { "ExecuteTime": { "end_time": "2019-02-25T22:59:40.667015Z", "start_time": "2019-02-25T22:59:40.626148Z" } }, "outputs": [], "source": [ "objectives = krotov.gate_objectives(\n", " basis,\n", " gate,\n", " L,\n", " liouville_states_set='3states',\n", " weights=weights,\n", " normalize_weights=False,\n", ")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The use of `normalize_weights=False` is because we have include the purities in the weights, as discussed above." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Dynamics under the Guess Pulse" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "For numerical efficiency, both for the analysis of the guess/optimized controls, we will use a stateful density matrix propagator:" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "A true physical measure for the success of the optimization is the \"average gate fidelity\". Evaluating the fidelity requires to simulate the dynamics of the full basis of Liouville space:" ] }, { "cell_type": "code", "execution_count": 17, "metadata": { "ExecuteTime": { "end_time": "2019-02-25T22:59:40.719277Z", "start_time": "2019-02-25T22:59:40.706105Z" } }, "outputs": [], "source": [ "full_liouville_basis = [psi * phi.dag() for (psi, phi) in product(basis, basis)]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We propagate these under the guess control:" ] }, { "cell_type": "code", "execution_count": 18, "metadata": { "ExecuteTime": { "end_time": "2019-02-25T22:59:40.740828Z", "start_time": "2019-02-25T22:59:40.733496Z" } }, "outputs": [], "source": [ "def propagate_guess(initial_state):\n", " return objectives[0].propagate(\n", " tlist,\n", " propagator=krotov.propagators.DensityMatrixODEPropagator(),\n", " rho0=initial_state,\n", " ).states[-1]" ] }, { "cell_type": "code", "execution_count": 19, "metadata": { "ExecuteTime": { "end_time": "2019-02-25T23:00:17.931711Z", "start_time": "2019-02-25T22:59:40.746263Z" }, "scrolled": true }, "outputs": [], "source": [ "full_states_T = qutip.parallel_map(\n", " propagate_guess, values=full_liouville_basis,\n", ")" ] }, { "cell_type": "code", "execution_count": 20, "metadata": { "ExecuteTime": { "end_time": "2019-02-25T23:00:17.958621Z", "start_time": "2019-02-25T23:00:17.933972Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "F_avg = 0.344\n" ] } ], "source": [ "print(\"F_avg = %.3f\" % krotov.functionals.F_avg(full_states_T, basis, gate))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Note that we use $F_{T,\\text{re}}$, not $F_{\\text{avg}}$ to steer the optimization, as the Krotov boundary condition $\\frac{\\partial F_{\\text{avg}}}{\\partial \\rho^\\dagger}$ would be non-trivial." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Before doing the optimization, we can look the population dynamics under the guess pulse. For this purpose we propagate the pure-state density matrices corresponding to the canonical logical basis in Hilbert space, and obtain the expectation values for the projection onto these same states:" ] }, { "cell_type": "code", "execution_count": 21, "metadata": { "ExecuteTime": { "end_time": "2019-02-25T23:00:17.968060Z", "start_time": "2019-02-25T23:00:17.960892Z" } }, "outputs": [], "source": [ "rho00, rho01, rho10, rho11 = [qutip.ket2dm(psi) for psi in basis]" ] }, { "cell_type": "code", "execution_count": 22, "metadata": { "ExecuteTime": { "end_time": "2019-02-25T23:00:17.979742Z", "start_time": "2019-02-25T23:00:17.972164Z" } }, "outputs": [], "source": [ "def propagate_guess_for_expvals(initial_state):\n", " return objectives[0].propagate(\n", " tlist,\n", " propagator=krotov.propagators.DensityMatrixODEPropagator(),\n", " rho0=initial_state,\n", " e_ops=[rho00, rho01, rho10, rho11]\n", " )" ] }, { "cell_type": "code", "execution_count": 23, "metadata": { "ExecuteTime": { "end_time": "2019-02-25T23:00:17.991740Z", "start_time": "2019-02-25T23:00:17.982746Z" } }, "outputs": [], "source": [ "def plot_population_dynamics(dyn00, dyn01, dyn10, dyn11):\n", " fig, axs = plt.subplots(ncols=2, nrows=2, figsize=(16, 8))\n", " axs = np.ndarray.flatten(axs)\n", " labels = ['00', '01', '10', '11']\n", " dyns = [dyn00, dyn01, dyn10, dyn11]\n", " for (ax, dyn, title) in zip(axs, dyns, labels):\n", " for (i, label) in enumerate(labels):\n", " ax.plot(dyn.times, dyn.expect[i], label=label)\n", " ax.legend()\n", " ax.set_title(title)\n", " plt.show(fig)" ] }, { "cell_type": "code", "execution_count": 24, "metadata": { "ExecuteTime": { "end_time": "2019-02-25T23:00:27.285618Z", "start_time": "2019-02-25T23:00:17.994014Z" }, "scrolled": false }, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plot_population_dynamics(\n", " *qutip.parallel_map(\n", " propagate_guess_for_expvals,\n", " values=[rho00, rho01, rho10, rho11],\n", " )\n", ")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Optimization" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We now define the optimization parameters for the controls, the Krotov step size $\\lambda_a$ and the update-shape that will ensure that the pulse switch-on and switch-off stays intact." ] }, { "cell_type": "code", "execution_count": 25, "metadata": { "ExecuteTime": { "end_time": "2019-02-25T23:00:27.294959Z", "start_time": "2019-02-25T23:00:27.287968Z" } }, "outputs": [], "source": [ "pulse_options = {\n", " L[i][1]: dict(\n", " lambda_a=1.0,\n", " shape=partial(\n", " krotov.shapes.flattop, t_start=0, t_stop=T, t_rise=(20 * ns))\n", " )\n", " for i in [1, 2]\n", "}" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Then we run the optimization for 2000 iterations" ] }, { "cell_type": "code", "execution_count": 26, "metadata": { "ExecuteTime": { "end_time": "2019-02-25T23:02:14.673572Z", "start_time": "2019-02-25T23:00:27.297181Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ " iter. J_T ∑∫gₐ(t)dt J ΔJ_T ΔJ secs\n", " 0 1.22e-01 0.00e+00 1.22e-01 n/a n/a 8\n", " 1 7.49e-02 2.26e-02 9.75e-02 -4.67e-02 -2.41e-02 28\n", " 2 7.41e-02 3.98e-04 7.45e-02 -8.12e-04 -4.14e-04 28\n", " 3 7.33e-02 3.70e-04 7.37e-02 -7.55e-04 -3.85e-04 29\n" ] } ], "source": [ "oct_result = krotov.optimize_pulses(\n", " objectives,\n", " pulse_options,\n", " tlist,\n", " propagator=krotov.propagators.DensityMatrixODEPropagator(reentrant=True),\n", " chi_constructor=krotov.functionals.chis_re,\n", " info_hook=krotov.info_hooks.print_table(J_T=krotov.functionals.J_T_re),\n", " iter_stop=3,\n", ")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "(this takes a while)..." ] }, { "cell_type": "code", "execution_count": 27, "metadata": { "ExecuteTime": { "end_time": "2019-02-25T23:02:14.706431Z", "start_time": "2019-02-25T23:02:14.676076Z" } }, "outputs": [], "source": [ "dumpfile = \"./3states_oct_result.dump\"\n", "if os.path.isfile(dumpfile):\n", " oct_result = krotov.result.Result.load(dumpfile, objectives)\n", "else:\n", " oct_result = krotov.optimize_pulses(\n", " objectives,\n", " pulse_options,\n", " tlist,\n", " propagator=krotov.propagators.DensityMatrixODEPropagator(reentrant=True),\n", " chi_constructor=krotov.functionals.chis_re,\n", " info_hook=krotov.info_hooks.print_table(J_T=krotov.functionals.J_T_re),\n", " iter_stop=5,\n", " continue_from=oct_result\n", " )\n", " oct_result.dump(dumpfile)" ] }, { "cell_type": "code", "execution_count": 28, "metadata": { "ExecuteTime": { "end_time": "2019-02-25T23:02:14.718871Z", "start_time": "2019-02-25T23:02:14.709705Z" } }, "outputs": [ { "data": { "text/plain": [ "Krotov Optimization Result\n", "--------------------------\n", "- Started at 2019-02-25 00:43:31\n", "- Number of objectives: 3\n", "- Number of iterations: 2000\n", "- Reason for termination: Reached 2000 iterations\n", "- Ended at 2019-02-25 23:19:34" ] }, "execution_count": 28, "metadata": {}, "output_type": "execute_result" } ], "source": [ "oct_result" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Optimization result" ] }, { "cell_type": "code", "execution_count": 29, "metadata": { "ExecuteTime": { "end_time": "2019-02-25T23:02:14.727933Z", "start_time": "2019-02-25T23:02:14.721387Z" } }, "outputs": [], "source": [ "optimized_control = oct_result.optimized_controls[0] + 1j * oct_result.optimized_controls[1]" ] }, { "cell_type": "code", "execution_count": 30, "metadata": { "ExecuteTime": { "end_time": "2019-02-25T23:02:14.923211Z", "start_time": "2019-02-25T23:02:14.731199Z" } }, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plot_pulse(np.abs(optimized_control), tlist)" ] }, { "cell_type": "code", "execution_count": 31, "metadata": { "ExecuteTime": { "end_time": "2019-02-25T23:02:14.933626Z", "start_time": "2019-02-25T23:02:14.926854Z" } }, "outputs": [], "source": [ "def propagate_opt(initial_state):\n", " return oct_result.optimized_objectives[0].propagate(\n", " tlist,\n", " propagator=krotov.propagators.DensityMatrixODEPropagator(),\n", " rho0=initial_state,\n", " ).states[-1]" ] }, { "cell_type": "code", "execution_count": 32, "metadata": { "ExecuteTime": { "end_time": "2019-02-25T23:02:58.868647Z", "start_time": "2019-02-25T23:02:14.936799Z" }, "scrolled": true }, "outputs": [], "source": [ "opt_full_states_T = qutip.parallel_map(\n", " propagate_opt, values=full_liouville_basis,\n", ")" ] }, { "cell_type": "code", "execution_count": 33, "metadata": { "ExecuteTime": { "end_time": "2019-02-25T23:02:58.896708Z", "start_time": "2019-02-25T23:02:58.871957Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "F_avg = 0.977\n" ] } ], "source": [ "print(\"F_avg = %.3f\" % krotov.functionals.F_avg(opt_full_states_T, basis, gate))" ] }, { "cell_type": "code", "execution_count": 34, "metadata": { "ExecuteTime": { "end_time": "2019-02-25T23:02:58.907689Z", "start_time": "2019-02-25T23:02:58.898995Z" } }, "outputs": [], "source": [ "def propagate_opt_for_expvals(initial_state):\n", " return oct_result.optimized_objectives[0].propagate(\n", " tlist,\n", " propagator=krotov.propagators.DensityMatrixODEPropagator(),\n", " rho0=initial_state,\n", " e_ops=[rho00, rho01, rho10, rho11]\n", " )" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Plotting the population dynamics, we see the expected behavior for the $\\sqrt{\\text{iSWAP}}$ gate." ] }, { "cell_type": "code", "execution_count": 35, "metadata": { "ExecuteTime": { "end_time": "2019-02-25T23:03:10.592257Z", "start_time": "2019-02-25T23:02:58.910322Z" } }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plot_population_dynamics(\n", " *qutip.parallel_map(\n", " propagate_opt_for_expvals,\n", " values=[rho00, rho01, rho10, rho11],\n", " )\n", ")" ] }, { "cell_type": "code", "execution_count": 36, "metadata": { "ExecuteTime": { "end_time": "2019-02-25T23:03:10.605138Z", "start_time": "2019-02-25T23:03:10.595818Z" } }, "outputs": [], "source": [ "def plot_convergence(result):\n", " fig, ax = plt.subplots()\n", " ax.semilogy(result.iters, result.info_vals)\n", " ax.set_xlabel('OCT iteration')\n", " ax.set_ylabel(r'optimization error $J_{T, re}$')\n", " plt.show(fig)" ] }, { "cell_type": "code", "execution_count": 37, "metadata": { "ExecuteTime": { "end_time": "2019-02-25T23:03:11.283032Z", "start_time": "2019-02-25T23:03:10.607990Z" } }, "outputs": [ { "data": { "image/png": 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\n", 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