{ "metadata": { "name": "development-steadystate-solver-benchmarks-1" }, "nbformat": 3, "nbformat_minor": 0, "worksheets": [ { "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# QuTiP development notebook for testing and benchmarking steadystate solvers\n", "\n", "Copyright (C) 2013, Paul D. Nation & Robert J. Johansson" ] }, { "cell_type": "code", "collapsed": false, "input": [ "%pylab inline" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stdout", "text": [ "\n", "Welcome to pylab, a matplotlib-based Python environment [backend: module://IPython.kernel.zmq.pylab.backend_inline].\n", "For more information, type 'help(pylab)'.\n" ] } ], "prompt_number": 1 }, { "cell_type": "code", "collapsed": false, "input": [ "from qutip import *" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 2 }, { "cell_type": "code", "collapsed": false, "input": [ "import time" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 3 }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Setup" ] }, { "cell_type": "code", "collapsed": false, "input": [ "reps = 1" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 4 }, { "cell_type": "code", "collapsed": false, "input": [ "def plot_bm_mat(bm_mat, N_vec, solvers):\n", " \n", " fig, ax = subplots(figsize=(12, 8))\n", " \n", " for idx, solver in enumerate(solvers):\n", " solver_name, solver_func = solver\n", " ax.plot(N_vec, bm_mat[:, idx], label=solver_name, linewidth=2)\n", " \n", " ax.set_yscale('log')\n", " ax.set_xlabel(\"Hilbert space size (N)\", fontsize=18)\n", " ax.set_ylabel(\"Elapsed time\", fontsize=18)\n", " ax.legend(loc=0)\n", " ax.axis('tight')" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 5 }, { "cell_type": "code", "collapsed": false, "input": [ "def benchmark_steadystate_solvers(N_vec, solvers, problem_func):\n", "\n", " bm_mat = zeros((len(N_vec), len(solvers)))\n", "\n", " for N_idx, N in enumerate(N_vec):\n", " H, c_ops = problem_func(N)\n", " \n", " for sol_idx, solver in enumerate(solvers):\n", " solver_name, solver_func = solver\n", " try:\n", " t1 = time.time()\n", " for r in range(reps):\n", " rhoss = solver_func(H, c_ops)\n", " t2 = time.time()\n", " bm_mat[N_idx, sol_idx] = (t2 - t1)/reps\n", " \n", " except:\n", " bm_mat[N_idx, sol_idx] = 0\n", " \n", " return bm_mat" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 6 }, { "cell_type": "code", "collapsed": false, "input": [ "solvers = [\n", " [\"power use_umfpack=True\",\n", " lambda H, c_ops: steadystate(H, c_ops, method='power', use_umfpack=True)],\n", " [\"power use_umfpack=False\",\n", " lambda H, c_ops: steadystate(H, c_ops, method='power', use_umfpack=False)],\n", " [\"direct sparse use_umfpack=True\",\n", " lambda H, c_ops: steadystate(H, c_ops, use_umfpack=True, sparse=True)],\n", " [\"direct sparse use_umfpack=False\",\n", " lambda H, c_ops: steadystate(H, c_ops, use_umfpack=False, sparse=True)],\n", " [\"iterative use_precond=True\",\n", " lambda H, c_ops: steadystate(H, c_ops, method='iterative', use_precond=True)],\n", " [\"iterative use_precond=False\",\n", " lambda H, c_ops: steadystate(H, c_ops, method='iterative', use_precond=False)],\n", " [\"iterative-bicg use_precond=True\",\n", " lambda H, c_ops: steadystate(H, c_ops, method='iterative-bicg', use_precond=True)],\n", " [\"iterative-bicg use_precond=False\",\n", " lambda H, c_ops: steadystate(H, c_ops, method='iterative-bicg', use_precond=False)],\n", " [\"direct dense use_umfpack=True\",\n", " lambda H, c_ops: steadystate(H, c_ops, use_umfpack=True, sparse=False)],\n", " [\"direct dense use_umfpack=False\",\n", " lambda H, c_ops: steadystate(H, c_ops, use_umfpack=False, sparse=False)],\n", " [\"svd_dense\",\n", " lambda H, c_ops: steadystate(H, c_ops, method='svd')],\n", " [\"lu\",\n", " lambda H, c_ops: steadystate(H, c_ops, method='lu')],\n", "]" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 7 }, { "cell_type": "code", "collapsed": false, "input": [ "large_solvers = [\n", " [\"power use_umfpack=True\",\n", " lambda H, c_ops: steadystate(H, c_ops, method='power', use_umfpack=True)],\n", " [\"power use_umfpack=False\",\n", " lambda H, c_ops: steadystate(H, c_ops, method='power', use_umfpack=False)],\n", " [\"direct sparse use_umfpack=True\",\n", " lambda H, c_ops: steadystate(H, c_ops, use_umfpack=True, sparse=True)],\n", " [\"direct sparse use_umfpack=False\",\n", " lambda H, c_ops: steadystate(H, c_ops, use_umfpack=False, sparse=True)],\n", " [\"iterative use_precond=True\",\n", " lambda H, c_ops: steadystate(H, c_ops, method='iterative', use_precond=True)],\n", " [\"iterative-bicg use_precond=True\",\n", " lambda H, c_ops: steadystate(H, c_ops, method='iterative-bicg', use_precond=True)]\n", "]" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 8 }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Test problem 1" ] }, { "cell_type": "code", "collapsed": false, "input": [ "def bm_problem1(N):\n", "\n", " a = tensor(destroy(N), identity(2))\n", " b = tensor(identity(N), destroy(2))\n", "\n", " H = a.dag() * a + b.dag() * b + 0.25 * (a + a.dag()) * (b + b.dag())\n", "\n", " c_ops = [sqrt(0.1) * a, sqrt(0.075) * a.dag(), sqrt(0.1) * b]\n", " \n", " return H, c_ops" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 9 }, { "cell_type": "code", "collapsed": false, "input": [ "N_vec = array([2, 5, 10, 15, 20, 25, 30, 35])" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 10 }, { "cell_type": "code", "collapsed": false, "input": [ "bm_mat = benchmark_steadystate_solvers(N_vec, solvers, bm_problem1)" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 11 }, { "cell_type": "code", "collapsed": false, "input": [ "plot_bm_mat(bm_mat, 2 * N_vec, solvers)" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "display_data", "png": 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AixrJTPgd4Mrbrnfu3JmTJ0/e8jaioqKIiIjg/Pnzt/zY4sbNmzcPDw8P8vLy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\nuLg4ZGdnd7nP1qL0yy+/hL29vcKYQYMGtdu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"text": [ "" ] } ], "prompt_number": 12 }, { "cell_type": "code", "collapsed": false, "input": [ "N_vec = arange(25, 400, 25)" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 13 }, { "cell_type": "code", "collapsed": false, "input": [ "bm_mat = benchmark_steadystate_solvers(N_vec, large_solvers, bm_problem1)" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 14 }, { "cell_type": "code", "collapsed": false, "input": [ "plot_bm_mat(bm_mat, 2 * N_vec, large_solvers)" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "display_data", "png": 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Xf5eUlGBlZYWtrS0FBQVGFyi6uroSHh7Oyy+/jEajQavVGvUDQHBwMPHx8fTr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\nAFjcc/FdJdsb4+NpcugQx9LTqW5nx/5GjSTZLiZ798Kbb2pff/ut6ZJ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euWkMBliyRBvF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"text": [ "" ] } ], "prompt_number": 15 }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Test problem 2" ] }, { "cell_type": "code", "collapsed": false, "input": [ "def bm_problem2(N):\n", " \n", " a = destroy(N)\n", " H = a.dag() * a\n", " nth = N / 4\n", " gamma = 0.05\n", " c_ops = [sqrt(gamma * (nth + 1)) * a, sqrt(gamma * nth) * a.dag()]\n", "\n", " return H, c_ops" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 16 }, { "cell_type": "code", "collapsed": false, "input": [ "N_vec = array([2, 5, 10, 15, 20, 25])" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 17 }, { "cell_type": "code", "collapsed": false, "input": [ "bm_mat = benchmark_steadystate_solvers(N_vec, solvers, bm_problem2)" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 18 }, { "cell_type": "code", "collapsed": false, "input": [ "plot_bm_mat(bm_mat, N_vec, solvers)" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "display_data", "png": 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2NjbodDp+//13unXrhkajISAggPj4eP32OTk5jBo1Cnd3d+zs7Bg0aBAlJSWE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x7L\nAAAAAElFTkSuQmCC\n", "text": [ "" ] } ], "prompt_number": 19 }, { "cell_type": "code", "collapsed": false, "input": [ "N_vec = arange(25, 300, 25)" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 20 }, { "cell_type": "code", "collapsed": false, "input": [ "bm_mat = benchmark_steadystate_solvers(N_vec, large_solvers, bm_problem2)" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 21 }, { "cell_type": "code", "collapsed": false, "input": [ "plot_bm_mat(bm_mat, N_vec, large_solvers)" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "display_data", "png": 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qKkyfDp6eMGAA/P03uLnBZ59BTIzS032jz65KKixMITJyAgcPaoiMHENRUTJW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altQ4wWC2/m5ZGUkUH2WaPTu7m51RfYfby9cZN92NJFyEOTkiRJ0mWpqREDDefPF9PEAe64Q7ST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\ne0pKMJ/c72F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"text": [ "" ] } ], "prompt_number": 22 }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Problem 3" ] }, { "cell_type": "code", "collapsed": false, "input": [ "def bm_problem3(N):\n", " \n", " a = tensor(destroy(N), identity(N))\n", " b = tensor(identity(N), destroy(N))\n", " \n", " H = a.dag() * a + 0.25 * b.dag() * b + 0.05 * a.dag() * a * (b + b.dag()) + 0.1 * (a + a.dag()) \n", "\n", " c_ops = [sqrt(0.05) * a, sqrt(0.015) * a.dag(), sqrt(0.1) * b, sqrt(0.075) * b.dag()]\n", "\n", " return H, c_ops" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 23 }, { "cell_type": "code", "collapsed": false, "input": [ "N_vec = array([2, 4, 6, 8, 10])" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 24 }, { "cell_type": "code", "collapsed": false, "input": [ "bm_mat = benchmark_steadystate_solvers(N_vec, large_solvers, bm_problem3)" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 25 }, { "cell_type": "code", "collapsed": false, "input": [ "plot_bm_mat(bm_mat, N_vec ** 2, large_solvers)" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "display_data", "png": 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SJEl6eumFnlUnVuH5f56M3TGWnJIcOnt05q8Rf7Gizwo01poa69ifm0vHmBh6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\nwQM/v862O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hsMBiwWS0GPl5u5c+eW9xaEEBWYpmm8/vPrvLTnJQCe7/g8r3d7HQdd3kOZ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"text": [ "" ] } ], "prompt_number": 26 }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Problem 4" ] }, { "cell_type": "code", "collapsed": false, "input": [ "def bm_problem4(N=1):\n", "\n", " H = 0\n", " for m in range(N):\n", " H += tensor([sigmaz() if n == m else identity(2) for n in range(N)])\n", "\n", " for m in range(N-1):\n", " H += tensor([sigmax() if n in [m,m+1] else identity(2) for n in range(N)]) \n", " \n", " c_ops = [sqrt(0.05) * tensor([sigmam() if n == m else identity(2) for n in range(N)])\n", " for m in range(N)]\n", " \n", " return H, c_ops" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 27 }, { "cell_type": "code", "collapsed": false, "input": [ "N_vec = array([2, 3, 4, 5, 6])" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 28 }, { "cell_type": "code", "collapsed": false, "input": [ "bm_mat = benchmark_steadystate_solvers(N_vec, large_solvers, bm_problem3)" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 29 }, { "cell_type": "code", "collapsed": false, "input": [ "plot_bm_mat(bm_mat, N_vec, large_solvers)" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "display_data", "png": 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VSN+VfSk2FPOe/3v0bdL3vss4k5fH8DNnAPiiYUM8rayqNUZJxsVfzrvvvsucOXPIzs6m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VAAAg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\nFhWUBVGMDb1RX3e0r7Pg7BHT6xuernylUurrHQrfk6nkhBBCCOm3KIwn0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"text": [ "" ] } ], "prompt_number": 30 }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Profiling of the two best performing solvers for a big problem" ] }, { "cell_type": "code", "collapsed": false, "input": [ "H, c_ops = bm_problem1(300)" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 31 }, { "cell_type": "code", "collapsed": false, "input": [ "%%prun -q -T steadystate.txt\n", "\n", "steadystate(H, c_ops)" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stdout", "text": [ " \n", "*** Profile printout saved to text file 'steadystate.txt'. \n" ] } ], "prompt_number": 32 }, { "cell_type": "code", "collapsed": false, "input": [ "!head -n 20 steadystate.txt" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stdout", "text": [ " 9309 function calls (9275 primitive calls) in 59.146 seconds\r\n", "\r\n", " Ordered by: internal time\r\n", "\r\n", " ncalls tottime percall cumtime percall filename:lineno(function)\r\n", " 1 54.735 54.735 54.735 54.735 {built-in method umfpack_zi_numeric}\r\n", " 1 1.624 1.624 1.624 1.624 {built-in method umfpack_zi_solve}\r\n", " 1 1.518 1.518 1.518 1.518 {built-in method umfpack_zi_symbolic}\r\n", " 7 0.277 0.040 0.277 0.040 {built-in method csr_minus_csr}\r\n", " 1 0.170 0.170 0.170 0.170 {built-in method umfpack_zi_free_numeric}\r\n", " 4 0.156 0.039 0.156 0.039 {built-in method csr_plus_csr}\r\n", " 68 0.151 0.002 0.151 0.002 {method 'copy' of 'numpy.ndarray' objects}\r\n", " 11 0.094 0.009 0.348 0.032 construct.py:272(kron)\r\n", " 14 0.092 0.007 0.092 0.007 {built-in method coo_tocsr}\r\n", " 41 0.061 0.001 0.061 0.001 {method 'repeat' of 'numpy.ndarray' objects}\r\n", " 14 0.040 0.003 0.040 0.003 {built-in method csr_sum_duplicates}\r\n", " 7 0.036 0.005 0.074 0.011 data.py:72(_mul_scalar)\r\n", " 1 0.029 0.029 0.856 0.856 superoperator.py:59(liouvillian_fast)\r\n", " 245 0.029 0.000 0.029 0.000 {method 'reduce' of 'numpy.ufunc' objects}\r\n", " 17 0.026 0.002 0.026 0.002 {method 'astype' of 'numpy.ndarray' objects}\r\n" ] } ], "prompt_number": 33 }, { "cell_type": "code", "collapsed": false, "input": [ "%%prun -q -T steadystate_direct.txt\n", "\n", "steadystate(H, c_ops, method=\"direct\")" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stdout", "text": [ " \n", "*** Profile printout saved to text file 'steadystate_direct.txt'. \n" ] } ], "prompt_number": 34 }, { "cell_type": "code", "collapsed": false, "input": [ "!head -n 20 steadystate_direct.txt" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stdout", "text": [ " 9309 function calls (9275 primitive calls) in 58.058 seconds\r\n", "\r\n", " Ordered by: internal time\r\n", "\r\n", " ncalls tottime percall cumtime percall filename:lineno(function)\r\n", " 1 53.669 53.669 53.669 53.669 {built-in method umfpack_zi_numeric}\r\n", " 1 1.617 1.617 1.617 1.617 {built-in method umfpack_zi_solve}\r\n", " 1 1.506 1.506 1.506 1.506 {built-in method umfpack_zi_symbolic}\r\n", " 7 0.278 0.040 0.278 0.040 {built-in method csr_minus_csr}\r\n", " 1 0.169 0.169 0.169 0.169 {built-in method umfpack_zi_free_numeric}\r\n", " 4 0.154 0.038 0.154 0.038 {built-in method csr_plus_csr}\r\n", " 68 0.135 0.002 0.135 0.002 {method 'copy' of 'numpy.ndarray' objects}\r\n", " 11 0.096 0.009 0.362 0.033 construct.py:272(kron)\r\n", " 14 0.095 0.007 0.095 0.007 {built-in method coo_tocsr}\r\n", " 41 0.067 0.002 0.067 0.002 {method 'repeat' of 'numpy.ndarray' objects}\r\n", " 14 0.039 0.003 0.039 0.003 {built-in method csr_sum_duplicates}\r\n", " 7 0.037 0.005 0.075 0.011 data.py:72(_mul_scalar)\r\n", " 245 0.032 0.000 0.032 0.000 {method 'reduce' of 'numpy.ufunc' objects}\r\n", " 1 0.028 0.028 0.869 0.869 superoperator.py:59(liouvillian_fast)\r\n", " 17 0.026 0.002 0.026 0.002 {method 'astype' of 'numpy.ndarray' objects}\r\n" ] } ], "prompt_number": 35 }, { "cell_type": "code", "collapsed": false, "input": [ "%%prun -q -T steadystate_iterative.txt\n", "\n", "steadystate(H, c_ops, method=\"iterative\")" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stdout", "text": [ " \n", "*** Profile printout saved to text file 'steadystate_iterative.txt'. \n" ] } ], "prompt_number": 36 }, { "cell_type": "code", "collapsed": false, "input": [ "!head -n 20 steadystate_iterative.txt" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stdout", "text": [ " 10047 function calls (10015 primitive calls) in 7.414 seconds\r\n", "\r\n", " Ordered by: internal time\r\n", "\r\n", " ncalls tottime percall cumtime percall filename:lineno(function)\r\n", " 1 3.391 3.391 3.391 3.391 {built-in method gstrf}\r\n", " 17 1.577 0.093 1.577 0.093 {method 'solve' of 'factored_lu' objects}\r\n", " 1 1.024 1.024 2.998 2.998 lgmres.py:20(lgmres)\r\n", " 18 0.344 0.019 0.344 0.019 {built-in method csc_matvec}\r\n", " 7 0.278 0.040 0.278 0.040 {built-in method csr_minus_csr}\r\n", " 3 0.118 0.039 0.118 0.039 {built-in method csr_plus_csr}\r\n", " 11 0.095 0.009 0.355 0.032 construct.py:272(kron)\r\n", " 13 0.089 0.007 0.089 0.007 {built-in method coo_tocsr}\r\n", " 41 0.067 0.002 0.067 0.002 {method 'repeat' of 'numpy.ndarray' objects}\r\n", " 1 0.047 0.047 0.047 0.047 {built-in method csc_plus_csc}\r\n", " 5 0.042 0.008 0.042 0.008 {built-in method csr_tocsc}\r\n", " 13 0.039 0.003 0.039 0.003 {built-in method csr_sum_duplicates}\r\n", " 7 0.037 0.005 0.075 0.011 data.py:72(_mul_scalar)\r\n", " 1 0.030 0.030 6.538 6.538 steadystate.py:342(_steadystate_iterative)\r\n", " 249 0.029 0.000 0.029 0.000 {method 'reduce' of 'numpy.ufunc' objects}\r\n" ] } ], "prompt_number": 37 }, { "cell_type": "code", "collapsed": false, "input": [ "%%prun -q -T steadystate_iterative.txt\n", "\n", "steadystate(H, c_ops, method=\"iterative-bicg\")" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stdout", "text": [ " \n", "*** Profile printout saved to text file 'steadystate_iterative.txt'. \n" ] } ], "prompt_number": 38 }, { "cell_type": "code", "collapsed": false, "input": [ "!head -n 20 steadystate_iterative.txt" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stdout", "text": [ " 9150 function calls (9118 primitive calls) in 7.102 seconds\r\n", "\r\n", " Ordered by: internal time\r\n", "\r\n", " ncalls tottime percall cumtime percall filename:lineno(function)\r\n", " 1 3.393 3.393 3.393 3.393 {built-in method gstrf}\r\n", " 19 1.727 0.091 1.727 0.091 {method 'solve' of 'factored_lu' objects}\r\n", " 1 0.567 0.567 2.702 2.702 iterative.py:156(bicgstab)\r\n", " 19 0.357 0.019 0.357 0.019 {built-in method csc_matvec}\r\n", " 7 0.274 0.039 0.274 0.039 {built-in method csr_minus_csr}\r\n", " 3 0.118 0.039 0.118 0.039 {built-in method csr_plus_csr}\r\n", " 11 0.096 0.009 0.355 0.032 construct.py:272(kron)\r\n", " 13 0.090 0.007 0.090 0.007 {built-in method coo_tocsr}\r\n", " 41 0.066 0.002 0.066 0.002 {method 'repeat' of 'numpy.ndarray' objects}\r\n", " 1 0.047 0.047 0.047 0.047 {built-in method csc_plus_csc}\r\n", " 26 0.045 0.002 0.045 0.002 {built-in method zeros}\r\n", " 5 0.042 0.008 0.042 0.008 {built-in method csr_tocsc}\r\n", " 13 0.039 0.003 0.039 0.003 {built-in method csr_sum_duplicates}\r\n", " 7 0.037 0.005 0.075 0.011 data.py:72(_mul_scalar)\r\n", " 1 0.028 0.028 0.859 0.859 superoperator.py:59(liouvillian_fast)\r\n" ] } ], "prompt_number": 39 }, { "cell_type": "markdown", "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
Numpy1.8.0.dev-c5694c5
Cython0.19.1
OSposix [linux]
SciPy0.13.0.dev-38faf7c
QuTiP2.3.0.dev-38c4dbc
Python3.3.1 (default, Apr 17 2013, 22:30:32) \n", "[GCC 4.7.3]
matplotlib1.4.x
IPython1.0.dev
Fri Jul 19 16:53:10 2013 JST
" ], "metadata": {}, "output_type": "pyout", "prompt_number": 40, "text": [ "" ] } ], "prompt_number": 40 } ], "metadata": {} } ] }