{ "metadata": { "name": "", "signature": "sha256:f1e9749e570380df82f74083c7aa7784f2a4e8529a0450405052ea5dd319cc9d" }, "nbformat": 3, "nbformat_minor": 0, "worksheets": [ { "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Lecture 8 - Adiabatic sweep\n", "\n", "Author: J. R. Johansson (robert@riken.jp), http://dml.riken.jp/~rob/\n", "\n", "The latest version of this [IPython notebook](http://ipython.org/ipython-doc/dev/interactive/htmlnotebook.html) lecture is available at [http://github.com/jrjohansson/qutip-lectures](http://github.com/jrjohansson/qutip-lectures).\n", "\n", "The other notebooks in this lecture series are indexed at [http://jrjohansson.github.com](http://jrjohansson.github.com)." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Introduction\n", "\n", "In adiabatic quantum computing, an easy to prepare ground state of a Hamiltonian $H_0$ is prepared, and then the Hamiltonian is gradually transformed into $H_1$, which is constructed in such a way that the groundstate of $H_1$ encodes the solution to a difficult problem. The transformation of $H_0$ to $H_1$ can for example be written on the form\n", "\n", "$\\displaystyle H(t) = \\lambda(t) H_0 + (1 - \\lambda(t)) H_1$\n", "\n", "where $\\lambda(t)$ is a function that goes from goes from $0$ to $1$ when $t$ goes from $0$ to $t_{\\rm final}$.\n", "\n", "If this gradual tranformation is slow enough (satisfying the adiabicity critera), the evolution of the system will remain in its ground state.\n", "\n", "If the Hamiltonian is transformed from $H_0$ to $H_1$ too quickly, the system will get excited from the ground state the adiabatic computing algorithm fails.\n", "\n", "In this notebook we explore the dynamics of a spin Hamiltonian that is transformed from a simple Hamiltonian with an easy to prepare ground state, into a random spin Hamiltonian with a complicated ground state." ] }, { "cell_type": "code", "collapsed": false, "input": [ "%matplotlib inline\n", "import matplotlib.pyplot as plt\n", "import numpy as np" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 1 }, { "cell_type": "code", "collapsed": false, "input": [ "from qutip import *\n", "from scipy import *" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 2 }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Parameters" ] }, { "cell_type": "code", "collapsed": false, "input": [ "N = 6 # number of spins\n", "M = 20 # number of eigenenergies to plot\n", "\n", "# array of spin energy splittings and coupling strengths (random values). \n", "h = 1.0 * 2 * pi * (1 - 2 * rand(N))\n", "Jz = 1.0 * 2 * pi * (1 - 2 * rand(N))\n", "Jx = 1.0 * 2 * pi * (1 - 2 * rand(N))\n", "Jy = 1.0 * 2 * pi * (1 - 2 * rand(N))\n", "\n", "# increase taumax to get make the sweep more adiabatic\n", "taumax = 5.0\n", "taulist = np.linspace(0, taumax, 100)" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 3 }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Precalculate operators" ] }, { "cell_type": "code", "collapsed": false, "input": [ "# pre-allocate operators\n", "si = qeye(2)\n", "sx = sigmax()\n", "sy = sigmay()\n", "sz = sigmaz()\n", "\n", "sx_list = []\n", "sy_list = []\n", "sz_list = []\n", "\n", "for n in range(N):\n", " op_list = []\n", " for m in range(N):\n", " op_list.append(si)\n", "\n", " op_list[n] = sx\n", " sx_list.append(tensor(op_list))\n", "\n", " op_list[n] = sy\n", " sy_list.append(tensor(op_list))\n", "\n", " op_list[n] = sz\n", " sz_list.append(tensor(op_list))" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 4 }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Construct the initial state" ] }, { "cell_type": "code", "collapsed": false, "input": [ "psi_list = [basis(2,0) for n in range(N)]\n", "psi0 = tensor(psi_list)\n", "H0 = 0 \n", "for n in range(N):\n", " H0 += - 0.5 * 2.5 * sz_list[n]" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 5 }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Construct the Hamiltonian" ] }, { "cell_type": "code", "collapsed": false, "input": [ "# energy splitting terms\n", "H1 = 0 \n", "for n in range(N):\n", " H1 += - 0.5 * h[n] * sz_list[n]\n", "\n", "H1 = 0 \n", "for n in range(N-1):\n", " # interaction terms\n", " H1 += - 0.5 * Jx[n] * sx_list[n] * sx_list[n+1]\n", " H1 += - 0.5 * Jy[n] * sy_list[n] * sy_list[n+1]\n", " H1 += - 0.5 * Jz[n] * sz_list[n] * sz_list[n+1]\n", "\n", "# the time-dependent hamiltonian in list-function format\n", "args = {'t_max': max(taulist)}\n", "h_t = [[H0, lambda t, args : (args['t_max']-t)/args['t_max']],\n", " [H1, lambda t, args : t/args['t_max']]]" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 12 }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Evolve the system in time" ] }, { "cell_type": "code", "collapsed": false, "input": [ "#\n", "# callback function for each time-step\n", "#\n", "evals_mat = np.zeros((len(taulist),M))\n", "P_mat = np.zeros((len(taulist),M))\n", "\n", "idx = [0]\n", "def process_rho(tau, psi):\n", " \n", " # evaluate the Hamiltonian with gradually switched on interaction \n", " H = qobj_list_evaluate(h_t, tau, args)\n", "\n", " # find the M lowest eigenvalues of the system\n", " evals, ekets = H.eigenstates(eigvals=M)\n", "\n", " evals_mat[idx[0],:] = real(evals)\n", " \n", " # find the overlap between the eigenstates and psi \n", " for n, eket in enumerate(ekets):\n", " P_mat[idx[0],n] = abs((eket.dag().data * psi.data)[0,0])**2 \n", " \n", " idx[0] += 1" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 13 }, { "cell_type": "code", "collapsed": false, "input": [ "# Evolve the system, request the solver to call process_rho at each time step.\n", "\n", "mesolve(h_t, psi0, taulist, [], process_rho, args)" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 14, "text": [ "Odedata object with sesolve data.\n", "---------------------------------\n", "states = True, expect = True\n", "num_expect = 0, num_collapse = 0" ] } ], "prompt_number": 14 }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Visualize the results\n", "\n", "Plot the energy levels and the corresponding occupation probabilities (encoded as the width of each line in the energy-level diagram)." ] }, { "cell_type": "code", "collapsed": false, "input": [ "#rc('font', family='serif')\n", "#rc('font', size='10')\n", "\n", "fig, axes = plt.subplots(2, 1, figsize=(12,10))\n", "\n", "#\n", "# plot the energy eigenvalues\n", "#\n", "\n", "# first draw thin lines outlining the energy spectrum\n", "for n in range(len(evals_mat[0,:])):\n", " ls,lw = ('b',1) if n == 0 else ('k', 0.25)\n", " axes[0].plot(taulist/max(taulist), evals_mat[:,n] / (2*pi), ls, lw=lw)\n", "\n", "# second, draw line that encode the occupation probability of each state in \n", "# its linewidth. thicker line => high occupation probability.\n", "for idx in range(len(taulist)-1):\n", " for n in range(len(P_mat[0,:])):\n", " lw = 0.5 + 4*P_mat[idx,n] \n", " if lw > 0.55:\n", " axes[0].plot(array([taulist[idx], taulist[idx+1]])/taumax, \n", " array([evals_mat[idx,n], evals_mat[idx+1,n]])/(2*pi), \n", " 'r', linewidth=lw) \n", " \n", "axes[0].set_xlabel(r'$\\tau$')\n", "axes[0].set_ylabel('Eigenenergies')\n", "axes[0].set_title(\"Energyspectrum (%d lowest values) of a chain of %d spins.\\n \" % (M,N)\n", " + \"The occupation probabilities are encoded in the red line widths.\")\n", "\n", "#\n", "# plot the occupation probabilities for the few lowest eigenstates\n", "#\n", "for n in range(len(P_mat[0,:])):\n", " if n == 0:\n", " axes[1].plot(taulist/max(taulist), 0 + P_mat[:,n], 'r', linewidth=2)\n", " else:\n", " axes[1].plot(taulist/max(taulist), 0 + P_mat[:,n])\n", "\n", "axes[1].set_xlabel(r'$\\tau$')\n", "axes[1].set_ylabel('Occupation probability')\n", "axes[1].set_title(\"Occupation probability of the %d lowest \" % M +\n", " \"eigenstates for a chain of %d spins\" % N)\n", "axes[1].legend((\"Ground state\",));" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "display_data", "png": 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4d/7559MLL7zAyvvAAw+wa08//TRdcMEFRET04IMP0qWXXhqT5lDtZt68eRHt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kQ4mkRGDu+kYjKJ462qCv7yF1ENN5lE7/5IBmPVaiHC77tv4E2OjhazAFch19fTuns3Pi+/jDUw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tjRqVvW40OraQkEvXSy0FLoQQQgghPEvRebg9RaVS+c40PmbzpYBe+rL8fc6OelZWzYe7OOn1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Xv3smLFCnbv3k1jYyO2bbNq1SoikchYuyYIgnDGIoJbEAThLKKtrY3Vq1fz9NNP\nc+edd461O4IgCGcF0qVEEAThLOKyyy4D4PDhw2PsiSAIwtmDCG5BEISzjN27dxOLxcbaDUEQhLMG\nEdyCIAhnGVu2bOGSSy4ZazcEQRDOGpTWWo+1E4IgCIIgCIJwpiIt3IIgCIIgCIIwgojgFgRBEARB\nEIQRRAS3IAiCIAiCIIwgIrgFQRAEQRAEYQQRwS0IgiAIgiAII4gIbkEQBEEQBEEYQURwC4IgCIIg\nCMIIIoJbEARBEARBEEaQ/w8IRlA094r+MAAAAABJRU5ErkJggg==\n", "text": [ "" ] } ], "prompt_number": 16 }, { "cell_type": "heading", "level": 3, "metadata": {}, "source": [ "Software versions:" ] }, { "cell_type": "code", "collapsed": false, "input": [ "from qutip.ipynbtools import version_table\n", "\n", "version_table()" ], "language": "python", "metadata": {}, "outputs": [ { "html": [ "
SoftwareVersion
Python3.4.1 (default, Jun 9 2014, 17:34:49) \n", "[GCC 4.8.3]
matplotlib1.3.1
Cython0.20.1post0
IPython2.0.0
Numpy1.8.1
SciPy0.13.3
QuTiP3.0.0.dev-5a88aa8
OSposix [linux]
Thu Jun 26 15:12:57 2014 JST
" ], "metadata": {}, "output_type": "pyout", "prompt_number": 17, "text": [ "" ] } ], "prompt_number": 17 } ], "metadata": {} } ] }