diff --git a/examples/jupyter/post-processing.ipynb b/examples/jupyter/post-processing.ipynb index c8792fa6d..1223f67f3 100644 --- a/examples/jupyter/post-processing.ipynb +++ b/examples/jupyter/post-processing.ipynb @@ -92,20 +92,11 @@ "cell_type": "code", "execution_count": 4, "metadata": {}, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "/home/shriwise/.pyenv/versions/3.6.7/lib/python3.6/site-packages/openmc-0.10.0-py3.6-linux-x86_64.egg/openmc/surface.py:1300: FutureWarning: \"ZCylinder(...) accepts an argument named 'r', not 'R'. Future versions of OpenMC will not accept the capitalized version.\n", - " warn(_WARNING_UPPER.format(type(self).__name__, 'r', 'R'), FutureWarning)\n" - ] - } - ], + "outputs": [], "source": [ "# Create cylinders for the fuel and clad\n", - "fuel_outer_radius = openmc.ZCylinder(x0=0.0, y0=0.0, R=0.39218)\n", - "clad_outer_radius = openmc.ZCylinder(x0=0.0, y0=0.0, R=0.45720)\n", + "fuel_outer_radius = openmc.ZCylinder(x0=0.0, y0=0.0, r=0.39218)\n", + "clad_outer_radius = openmc.ZCylinder(x0=0.0, y0=0.0, r=0.45720)\n", "\n", "# Create boundary planes to surround the geometry\n", "min_x = openmc.XPlane(x0=-0.63, boundary_type='reflective')\n", @@ -212,7 +203,7 @@ }, { "cell_type": "code", - "execution_count": 9, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -245,7 +236,7 @@ }, { "cell_type": "code", - "execution_count": 10, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -271,7 +262,7 @@ }, { "cell_type": "code", - "execution_count": 11, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -281,12 +272,12 @@ }, { "cell_type": "code", - "execution_count": 12, + "execution_count": null, "metadata": {}, "outputs": [ { "data": { - "image/png": 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+ "image/png": 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"text/plain": [ "" ] @@ -313,7 +304,7 @@ }, { "cell_type": "code", - "execution_count": 13, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -323,7 +314,7 @@ }, { "cell_type": "code", - "execution_count": 14, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -345,7 +336,7 @@ }, { "cell_type": "code", - "execution_count": 15, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -362,7 +353,7 @@ }, { "cell_type": "code", - "execution_count": 16, + "execution_count": null, "metadata": { "scrolled": true }, @@ -399,8 +390,8 @@ " Copyright | 2011-2019 MIT and OpenMC contributors\n", " License | http://openmc.readthedocs.io/en/latest/license.html\n", " Version | 0.10.0\n", - " Git SHA1 | fe3d85d0d086321c09d777bfb09cdede7e27289b\n", - " Date/Time | 2019-04-02 13:35:28\n", + " Git SHA1 | cc09ba4a5bf2edd95624e386b72803d83ddc9f4f\n", + " Date/Time | 2019-04-03 14:50:23\n", " OpenMP Threads | 2\n", "\n", " Reading settings XML file...\n", @@ -496,59 +487,7 @@ " 72/1 1.05470 1.04178 +/- 0.00185\n", " 73/1 1.03892 1.04173 +/- 0.00182\n", " 74/1 0.98570 1.04086 +/- 0.00199\n", - " 75/1 1.02591 1.04063 +/- 0.00198\n", - " 76/1 1.02944 1.04046 +/- 0.00195\n", - " 77/1 1.04456 1.04052 +/- 0.00192\n", - " 78/1 1.04877 1.04064 +/- 0.00190\n", - " 79/1 1.02922 1.04047 +/- 0.00188\n", - " 80/1 1.03456 1.04039 +/- 0.00185\n", - " 81/1 1.02594 1.04019 +/- 0.00184\n", - " 82/1 1.05772 1.04043 +/- 0.00183\n", - " 83/1 1.03401 1.04034 +/- 0.00181\n", - " 84/1 1.02023 1.04007 +/- 0.00180\n", - " 85/1 1.05036 1.04021 +/- 0.00178\n", - " 86/1 1.04087 1.04022 +/- 0.00176\n", - " 87/1 1.02683 1.04004 +/- 0.00175\n", - " 88/1 1.01558 1.03973 +/- 0.00175\n", - " 89/1 1.05942 1.03998 +/- 0.00175\n", - " 90/1 1.04540 1.04005 +/- 0.00173\n", - " 91/1 1.00511 1.03961 +/- 0.00176\n", - " 92/1 1.04518 1.03968 +/- 0.00174\n", - " 93/1 1.04876 1.03979 +/- 0.00172\n", - " 94/1 1.04409 1.03984 +/- 0.00170\n", - " 95/1 1.08677 1.04039 +/- 0.00177\n", - " 96/1 1.05201 1.04053 +/- 0.00175\n", - " 97/1 1.00706 1.04014 +/- 0.00178\n", - " 98/1 1.01253 1.03983 +/- 0.00178\n", - " 99/1 1.04419 1.03988 +/- 0.00176\n", - " 100/1 1.05087 1.04000 +/- 0.00175\n", - " Creating state point statepoint.100.h5...\n", - "\n", - " =======================> TIMING STATISTICS <=======================\n", - "\n", - " Total time for initialization = 2.4783e-01 seconds\n", - " Reading cross sections = 2.3853e-01 seconds\n", - " Total time in simulation = 1.2926e+02 seconds\n", - " Time in transport only = 1.2922e+02 seconds\n", - " Time in inactive batches = 2.0238e+00 seconds\n", - " Time in active batches = 1.2724e+02 seconds\n", - " Time synchronizing fission bank = 1.9768e-02 seconds\n", - " Sampling source sites = 1.6800e-02 seconds\n", - " SEND/RECV source sites = 2.8950e-03 seconds\n", - " Time accumulating tallies = 3.2764e-03 seconds\n", - " Total time for finalization = 2.5501e-02 seconds\n", - " Total time elapsed = 1.2954e+02 seconds\n", - " Calculation Rate (inactive) = 24706.2 particles/second\n", - " Calculation Rate (active) = 3536.71 particles/second\n", - "\n", - " ============================> RESULTS <============================\n", - "\n", - " k-effective (Collision) = 1.04002 +/- 0.00179\n", - " k-effective (Track-length) = 1.04000 +/- 0.00175\n", - " k-effective (Absorption) = 1.04116 +/- 0.00173\n", - " Combined k-effective = 1.04058 +/- 0.00138\n", - " Leakage Fraction = 0.00000 +/- 0.00000\n", - "\n" + " 75/1 1.02591 1.04063 +/- 0.00198\n" ] } ], @@ -573,7 +512,7 @@ }, { "cell_type": "code", - "execution_count": 17, + "execution_count": null, "metadata": { "scrolled": true }, @@ -592,24 +531,9 @@ }, { "cell_type": "code", - "execution_count": 18, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Tally\n", - "\tID =\t1\n", - "\tName =\tflux\n", - "\tFilters =\tMeshFilter\n", - "\tNuclides =\ttotal \n", - "\tScores =\t['flux', 'fission']\n", - "\tEstimator =\ttracklength\n", - "\n" - ] - } - ], + "outputs": [], "source": [ "tally = sp.get_tally(scores=['flux'])\n", "print(tally)" @@ -624,32 +548,9 @@ }, { "cell_type": "code", - "execution_count": 19, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "array([[[0.40791951, 0. ]],\n", - "\n", - " [[0.40985691, 0. ]],\n", - "\n", - " [[0.40996961, 0. ]],\n", - "\n", - " ...,\n", - "\n", - " [[0.41165858, 0. ]],\n", - "\n", - " [[0.40864517, 0. ]],\n", - "\n", - " [[0.4103825 , 0. ]]])" - ] - }, - "execution_count": 19, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "tally.sum" ] @@ -663,52 +564,9 @@ }, { "cell_type": "code", - "execution_count": 20, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "(10000, 1, 2)\n" - ] - }, - { - "data": { - "text/plain": [ - "(array([[[0.00453244, 0. ]],\n", - " \n", - " [[0.00455397, 0. ]],\n", - " \n", - " [[0.00455522, 0. ]],\n", - " \n", - " ...,\n", - " \n", - " [[0.00457398, 0. ]],\n", - " \n", - " [[0.0045405 , 0. ]],\n", - " \n", - " [[0.00455981, 0. ]]]),\n", - " array([[[1.95627478e-05, 0.00000000e+00]],\n", - " \n", - " [[1.83614292e-05, 0.00000000e+00]],\n", - " \n", - " [[1.64302659e-05, 0.00000000e+00]],\n", - " \n", - " ...,\n", - " \n", - " [[1.72592008e-05, 0.00000000e+00]],\n", - " \n", - " [[1.67649181e-05, 0.00000000e+00]],\n", - " \n", - " [[1.73154805e-05, 0.00000000e+00]]]))" - ] - }, - "execution_count": 20, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "print(tally.mean.shape)\n", "(tally.mean, tally.std_dev)" @@ -723,24 +581,9 @@ }, { "cell_type": "code", - "execution_count": 21, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Tally\n", - "\tID =\t2\n", - "\tName =\tflux\n", - "\tFilters =\tMeshFilter\n", - "\tNuclides =\ttotal \n", - "\tScores =\t['flux']\n", - "\tEstimator =\ttracklength\n", - "\n" - ] - } - ], + "outputs": [], "source": [ "flux = tally.get_slice(scores=['flux'])\n", "fission = tally.get_slice(scores=['fission'])\n", @@ -756,7 +599,7 @@ }, { "cell_type": "code", - "execution_count": 22, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -768,32 +611,9 @@ }, { "cell_type": "code", - "execution_count": 23, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 23, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ "fig = plt.subplot(121)\n", "fig.imshow(flux.mean)\n", @@ -810,22 +630,9 @@ }, { "cell_type": "code", - "execution_count": 24, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ "# Determine relative error\n", "relative_error = np.zeros_like(flux.std_dev)\n", @@ -852,27 +659,9 @@ }, { "cell_type": "code", - "execution_count": 25, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "array([((0.04198465, 0.36778516, -0.54532495), (-0.87811811, -0.39548134, -0.26926397), 571922.4194387 , 1., 0, 0),\n", - " ((0.04198465, 0.36778516, -0.54532495), (-0.27391993, 0.65832903, -0.70112107), 1051291.75191703, 1., 0, 0),\n", - " ((0.23330238, 0.11245273, -0.49945337), ( 0.1509347 , -0.85503549, 0.49611796), 299854.82560331, 1., 0, 0),\n", - " ...,\n", - " ((0.0699198 , -0.02937169, 0.26199297), (-0.52319058, 0.76040935, 0.38477167), 3092157.86592333, 1., 0, 0),\n", - " ((0.14744428, 0.26653355, -0.60973896), ( 0.75846552, -0.63529803, -0.14534944), 2583881.32654478, 1., 0, 0),\n", - " ((0.14744428, 0.26653355, -0.60973896), ( 0.62586295, 0.30081458, 0.71958749), 2875076.1470368 , 1., 0, 0)],\n", - " dtype=[('r', [('x', '" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ "# Create log-spaced energy bins from 1 keV to 10 MeV\n", "energy_bins = np.logspace(3,7)\n", @@ -972,32 +719,9 @@ }, { "cell_type": "code", - "execution_count": 28, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "(-0.5, 0.5)" - ] - }, - "execution_count": 28, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ "plt.quiver(sp.source['r']['x'], sp.source['r']['y'],\n", " sp.source['u']['x'], sp.source['u']['y'],\n",