{ "metadata": { "name": "", "signature": "sha256:25107e5f1192d38806c9be991c62f2417a42d8152853c7320002d351545e2e2d" }, "nbformat": 3, "nbformat_minor": 0, "worksheets": [ { "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "Running petsc4py\n", "================" ] }, { "cell_type": "code", "collapsed": false, "input": [ "%matplotlib inline\n", "from matplotlib import pyplot as plt\n", "from cavity_flow2d import cavity_flow2D" ], "language": "python", "metadata": {}, "outputs": [ { "ename": "SyntaxError", "evalue": "invalid syntax (, line 1)", "output_type": "pyerr", "traceback": [ "\u001b[0;36m File \u001b[0;32m\"\"\u001b[0;36m, line \u001b[0;32m1\u001b[0m\n\u001b[0;31m %matplotlib inline\u001b[0m\n\u001b[0m ^\u001b[0m\n\u001b[0;31mSyntaxError\u001b[0m\u001b[0;31m:\u001b[0m invalid syntax\n" ] } ], "prompt_number": 4 }, { "cell_type": "code", "collapsed": false, "input": [ "nx, ny = 128, 128" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 48 }, { "cell_type": "code", "collapsed": false, "input": [ "x = cavity_flow2D(nx, ny, 1, 1.0, 1.0)" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stdout", "text": [ "Solved\n" ] } ], "prompt_number": 50 }, { "cell_type": "code", "collapsed": false, "input": [ "Z = x[...].reshape(nx,ny,4)\n", "fig, axs = plt.subplots(2,2, figsize=(10,8))\n", "titles = ['u', 'v', 'vorticity', 'temperature']\n", "for idx, ax in enumerate(axs.ravel()):\n", " cs = ax.contourf(Z[:,:,idx], 100)\n", " fig.colorbar(cs, ax=ax, shrink=0.9)\n", " ax.set_title(titles[idx])" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "display_data", "png": 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0SHOveIJlnJI5zwpAgmQBSIQLaVujXB0GZPsabZK3aRnpSu7jftK6bnI6IA8P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\ndZgT/2OrLwEWBlNDIvkFYzNfel6kOGX7rwEhotdR0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"text": [ "" ] } ], "prompt_number": 51 }, { "cell_type": "markdown", "metadata": {}, "source": [ "Interacting with the Solver\n", "===================" ] }, { "cell_type": "code", "collapsed": false, "input": [ "from petsc4py import PETSc\n", "PETSc.Options().setValue('-snes_monitor', 'cavity.conv')\n", "PETSc.Options().setValue('-snes_view', 'ascii:cavity.conv::append')" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 30 }, { "cell_type": "code", "collapsed": false, "input": [ "PETSc.Options().setValue('-pc_type', 'lu')" ], "language": "python", "metadata": {}, "outputs": [] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can attach the debugger to the notebook kernel process:\n", "\n", " gdb -p \n", " \n", "and use this to debug the PETSc process." ] }, { "cell_type": "code", "collapsed": false, "input": [ "nx, ny = 32, 32" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 53 }, { "cell_type": "code", "collapsed": false, "input": [ "x = cavity_flow2D(nx, ny, 1, 1.0, 1.0)\n", "with file('cavity.conv', 'r') as f:\n", " print ''.join(f.readlines())" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stdout", "text": [ "Solved\n", " 0 SNES Function norm 5.477314536447e+00 \n", " 1 SNES Function norm 1.816293390980e-01 \n", " 2 SNES Function norm 1.615679527132e-06 \n", " 3 SNES Function norm 2.545415244619e-14 \n", "SNES Object: 1 MPI processes\n", " type: newtonls\n", " maximum iterations=50, maximum function evaluations=10000\n", " tolerances: relative=1e-08, absolute=1e-50, solution=1e-08\n", " total number of linear solver iterations=3\n", " total number of function evaluations=4\n", " SNESLineSearch Object: 1 MPI processes\n", " type: bt\n", " interpolation: cubic\n", " alpha=1.000000e-04\n", " maxstep=1.000000e+08, minlambda=1.000000e-12\n", " tolerances: relative=1.000000e-08, absolute=1.000000e-15, lambda=1.000000e-08\n", " maximum iterations=40\n", " KSP Object: 1 MPI processes\n", " type: gmres\n", " GMRES: restart=30, using Classical (unmodified) Gram-Schmidt Orthogonalization with no iterative refinement\n", " GMRES: happy breakdown tolerance 1e-30\n", " maximum iterations=10000, initial guess is zero\n", " tolerances: relative=1e-05, absolute=1e-50, divergence=10000\n", " left preconditioning\n", " using PRECONDITIONED norm type for convergence test\n", " PC Object: 1 MPI processes\n", " type: lu\n", " LU: out-of-place factorization\n", " tolerance for zero pivot 2.22045e-14\n", " matrix ordering: nd\n", " factor fill ratio given 5, needed 5.02244\n", " Factored matrix follows:\n", " Mat Object: 1 MPI processes\n", " type: seqaij\n", " rows=4096, cols=4096, bs=4\n", " package used to perform factorization: petsc\n", " total: nonzeros=401152, allocated nonzeros=401152\n", " total number of mallocs used during MatSetValues calls =0\n", " using I-node routines: found 1024 nodes, limit used is 5\n", " linear system matrix = precond matrix:\n", " Mat Object: 1 MPI processes\n", " type: seqaij\n", " rows=4096, cols=4096, bs=4\n", " total: nonzeros=79872, allocated nonzeros=79872\n", " total number of mallocs used during MatSetValues calls =0\n", " using I-node routines: found 1024 nodes, limit used is 5\n" ] }, { "output_type": "stream", "stream": "stdout", "text": [ "\n" ] } ], "prompt_number": 56 }, { "cell_type": "code", "collapsed": false, "input": [ "Z = x[...].reshape(nx,ny,4)\n", "fig, axs = plt.subplots(2,2, figsize=(10,8))\n", "titles = ['u', 'v', 'vorticity', 'temperature']\n", "for idx, ax in enumerate(axs.ravel()):\n", " cs = ax.contourf(Z[:,:,idx], 100)\n", " fig.colorbar(cs, ax=ax, shrink=0.9)\n", " ax.set_title(titles[idx])" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "display_data", "png": 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9rdfrjWvfvv2pDRs2jL7kkks+BYD8/PyS4uLiggULFiwuLi4umDhx4moTh+cn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0AAAg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\nUiBCCCGEkLPCxAohhBBCiCKYWCGEEEIIUQQTK4QQQgghimBihRBCCCFEk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"text": [ "" ] } ], "prompt_number": 57 }, { "cell_type": "markdown", "metadata": {}, "source": [ "Running in Parallel\n", "===================" ] }, { "cell_type": "code", "collapsed": false, "input": [ "from IPython.parallel import Client\n", "c = Client()\n", "view = c[:]\n", "\n", "%load_ext parallelmagic\n", "view.activate()\n", "view.block = True" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 1 }, { "cell_type": "code", "collapsed": false, "input": [ "%autopx" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stdout", "text": [ "%autopx enabled\n" ] } ], "prompt_number": 68 }, { "cell_type": "code", "collapsed": false, "input": [ "from cavity_flow2d import cavity_flow2D\n", "nx, ny = 32, 32\n", "x = cavity_flow2D(nx, ny, 1, 1.0, 1.0)" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 8 }, { "cell_type": "code", "collapsed": false, "input": [ "da = PETSc.DMDA().create([nx,ny],dof=4, stencil_width=1, stencil_type='star')\n", "xn = da.createNaturalVec()\n", "da.globalToNatural(x, xn)" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 69 }, { "cell_type": "code", "collapsed": false, "input": [ "from petsc4py import PETSc\n", "sc, X = PETSc.Scatter.toZero(x)\n", "sc.begin(xn, X, True, 'forward')\n", "sc.end(xn, X, True, 'forward')\n", "if not rank: Z = X[...].reshape(nx,ny,4)\n", "else: Z = None" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 70 }, { "cell_type": "code", "collapsed": false, "input": [ "x.getLocalSize()" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "display_data", "text": [ "\u001b[0;31mOut[0:17]: \u001b[0m1024" ] }, { "metadata": {}, "output_type": "display_data", "text": [ "\u001b[0;31mOut[1:17]: \u001b[0m1024" ] }, { "metadata": {}, "output_type": "display_data", "text": [ "\u001b[0;31mOut[2:17]: \u001b[0m1024" ] }, { "metadata": {}, "output_type": "display_data", "text": [ "\u001b[0;31mOut[3:17]: \u001b[0m1024" ] } ], "prompt_number": 43 }, { "cell_type": "code", "collapsed": false, "input": [ "X.getLocalSize()" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "display_data", "text": [ "\u001b[0;31mOut[0:18]: \u001b[0m0" ] }, { "metadata": {}, "output_type": "display_data", "text": [ "\u001b[0;31mOut[1:18]: \u001b[0m0" ] }, { "metadata": {}, "output_type": "display_data", "text": [ "\u001b[0;31mOut[2:18]: \u001b[0m0" ] }, { "metadata": {}, "output_type": "display_data", "text": [ "\u001b[0;31mOut[3:18]: \u001b[0m4096" ] } ], "prompt_number": 44 }, { "cell_type": "code", "collapsed": false, "input": [ "rank = PETSc.COMM_WORLD.Get_rank()" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 57 }, { "cell_type": "code", "collapsed": false, "input": [ "%autopx" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stdout", "text": [ "%autopx disabled\n" ] } ], "prompt_number": 71 }, { "cell_type": "code", "collapsed": false, "input": [ "Z = view['Z'][view['rank'].index(0)]\n", "fig, axs = plt.subplots(2,2, figsize=(10,8))\n", "titles = ['u', 'v', 'vorticity', 'temperature']\n", "for idx, ax in enumerate(axs.ravel()):\n", " cs = ax.contourf(Z[:,:,idx], 100)\n", " fig.colorbar(cs, ax=ax, shrink=0.9)\n", " ax.set_title(titles[idx])" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "display_data", "png": 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9rdfrjWvfvv2pDRs2jL7kkks+BYD8/PyS4uLiggULFiwuLi4umDhx4moTh+cn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0AAAg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\nEkkNUeb555+/s3379mWHDx9OJe+/YMGCfcuWLdv+1ltvfUlnP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