{ "cells": [ { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Populating the interactive namespace from numpy and matplotlib\n" ] } ], "source": [ "%pylab inline\n", "import warnings\n", "import numpy as np\n", "import matplotlib.pyplot as plt\n", "\n", "import rayopt as ro\n", "\n", "# ignore matplotlib and numpy warning each other\n", "warnings.simplefilter(\"ignore\", FutureWarning)\n", "# ignore floating point exceptions\n", "np.seterr(divide=\"ignore\", invalid=\"ignore\")\n", "# by default only print 4 significant digits\n", "np.set_printoptions(precision=4)" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "# It appears that rayopt requires distance rather than\n", "# thickness quoted in patent literature\n", "# So we have to move the thickness value one row down\n", "# \n", "# The first surface represents the Object (O)\n", "# The last surface represents the Image (I)\n", "\n", "description = \"Canon-RF-50mmf1.2-US20190265441A1\"\n", "columns = \"type roc distance diameter material\"\n", "text = \"\"\"\n", "O 0 20.0 50.0 AIR\n", "S 80.11 10.0 40.0 1.804/46.58\n", "S -68.243 9.67 40.0 1.68893/31.07\n", "S 52.862 1.64 40.0 AIR\n", "S 42.184 0.2 37.0 2.001/29.13\n", "S 2510.58 7.47 37.0 AIR\n", "S 99.979 0.7 35.0 1.65412/39.68\n", "S 24.508 1.6 35.0 AIR\n", "S -101.919 7.45 33.0 1.66565/35.64\n", "S 34.799 1.34 33.0 1.95375/32.32\n", "S 516.053 5.56 33.0 AIR\n", "A 0 2.44 32.0 AIR\n", "S -1398.232 2.58 33.0 1.497/81.54\n", "S -20.985 10.02 33.0 1.738/32.26\n", "S 251.143 1.29 33.0 AIR\n", "S 87.566 0.44 34.0 1.76385/48.51\n", "S -43.447 7.29 34.0 1.66565/35.64\n", "S 105.692 1.28 34.0 AIR\n", "S 161.695 1.79 37.0 1.883/40.8\n", "S -42.423 7.96 37.0 AIR\n", "S 54.474 1.95 38.0 1.883/40.8\n", "S -60.531 8.77 38.0 1.59551/39.24\n", "S 40.56 1.54 38.0 AIR\n", "S -58.170 7.14 36.5 1.673/38.15\n", "S 105.985 1.21 36.5 1.804/46.58\n", "S -216.191 5.08 36.5 AIR\n", "I 0 14.6 43.2 AIR\n", "\"\"\"\n", "\n", "text = \"\"\"\n", "O 0 20.0 50.0 AIR\n", "S 80.11 10.0 40.8 1.804/46.58\n", "S -68.243 9.67 40.8 1.68893/31.07\n", "S 52.862 1.64 38.4 AIR\n", "S 42.184 0.2 38.4 2.001/29.13\n", "S 2510.58 7.47 38.4 AIR\n", "S 99.979 0.7 35.0 1.65412/39.68\n", "S 24.508 1.6 31.5 AIR\n", "S -101.919 7.45 31.5 1.66565/35.64\n", "S 34.799 1.34 31.5 1.95375/32.32\n", "S 516.053 5.56 31.5 AIR\n", "A 0 2.44 30.8 AIR\n", "S -1398.232 2.58 31.9 1.497/81.54\n", "S -20.985 10.02 31.9 1.738/32.26\n", "S 251.143 1.29 31.9 AIR\n", "S 87.566 0.44 32.9 1.76385/48.51\n", "S -43.447 7.29 32.0 1.66565/35.64\n", "S 105.692 1.28 32.9 AIR\n", "S 161.695 1.79 33.5 1.883/40.8\n", "S -42.423 7.96 33.5 AIR\n", "S 54.474 1.95 36.7 1.883/40.8\n", "S -60.531 8.77 36.7 1.59551/39.24\n", "S 40.56 1.54 36.1 AIR\n", "S -58.170 7.14 36.1 1.673/38.15\n", "S 105.985 1.21 36.1 1.804/46.58\n", "S -216.191 5.08 36.1 AIR\n", "I 0 14.6 43.2 AIR\n", "\"\"\"" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "s = ro.system_from_text(text, columns.split(), description=description)\n", "s.object.angle = np.deg2rad(22)\n", "s.fields = 0, .7, 1.\n", "\n", "s[1].conic = 0.00E+00\n", "s[1].aspherics = [0, -1.44652e-6, -1.02693e-9, 1.91678e-12, -3.07794e-15, 2.00476e-18 ]\n", "s[18].conic = 0.00E+00\n", "s[18].aspherics = [0, -2.17027e-6, 4.00496e-9, -1.90948e-11, 4.86536e-14, -4.89586e-17 ]\n", "s[25].conic = 0.00E+00\n", "s[25].aspherics = [0, 3.50064e-6, -5.98670e-10, 1.34319e-11, -2.56798e-14, 2.59930e-17 ]" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "System: Canon-RF-50mmf1.2-US20190265441A1\n", "Scale: 1.0 mm\n", "Wavelengths: 588, 656, 486 nm\n", "Fields: 0, 0.7, 1\n", "Object:\n", " Semi-Angle: 22 deg\n", " Pupil:\n", " Pupil Distance: 46.3747\n", " Refractive Index: 1.00028\n", " Update Radius: True\n", " Radius: 20.669\n", "Image:\n", " Radius: 21.6\n", " Update Radius: True\n", " Pupil:\n", " Pupil Distance: -64.6214\n", " Refractive Index: 1.00028\n", " Update Radius: True\n", " Radius: 26.1322\n", "Stop: 11\n", "Elements:\n", " # T Distance Rad Curv Diameter Material n nd Vd\n", " 0 S 20 inf 50 basic/air 1.000 1.000 89.30\n", " 1 S 10 80.11 40.8 - 1.804 1.804 46.58\n", " 2 S 9.67 -68.24 40.8 - 1.689 1.689 31.07\n", " 3 S 1.64 52.86 38.4 basic/air 1.000 1.000 89.30\n", " 4 S 0.2 42.18 38.4 - 2.001 2.001 29.13\n", " 5 S 7.47 2511 38.4 basic/air 1.000 1.000 89.30\n", " 6 S 0.7 99.98 35 - 1.654 1.654 39.68\n", " 7 S 1.6 24.51 31.5 basic/air 1.000 1.000 89.30\n", " 8 S 7.45 -101.9 31.5 - 1.666 1.666 35.64\n", " 9 S 1.34 34.8 31.5 - 1.954 1.954 32.32\n", "10 S 5.56 516.1 31.5 basic/air 1.000 1.000 89.30\n", "11 S 2.44 inf 30.8 basic/air 1.000 1.000 89.30\n", "12 S 2.58 -1398 31.9 - 1.497 1.497 81.54\n", "13 S 10.02 -20.98 31.9 - 1.738 1.738 32.26\n", "14 S 1.29 251.1 31.9 basic/air 1.000 1.000 89.30\n", "15 S 0.44 87.57 32.9 - 1.764 1.764 48.51\n", "16 S 7.29 -43.45 32 - 1.666 1.666 35.64\n", "17 S 1.28 105.7 32.9 basic/air 1.000 1.000 89.30\n", "18 S 1.79 161.7 33.5 - 1.883 1.883 40.80\n", "19 S 7.96 -42.42 33.5 basic/air 1.000 1.000 89.30\n", "20 S 1.95 54.47 36.7 - 1.883 1.883 40.80\n", "21 S 8.77 -60.53 36.7 - 1.596 1.596 39.24\n", "22 S 1.54 40.56 36.1 basic/air 1.000 1.000 89.30\n", "23 S 7.14 -58.17 36.1 - 1.673 1.673 38.15\n", "24 S 1.21 106 36.1 - 1.804 1.804 46.58\n", "25 S 5.08 -216.2 36.1 basic/air 1.000 1.000 89.30\n", "26 S 14.6 inf 43.2 basic/air 1.000 1.000 89.30\n", "\n" ] } ], "source": [ "s.update()\n", "#s.paraxial.resize()\n", "print(s)" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "System: Canon-RF-50mmf1.2-US20190265441A1\n", "Scale: 1.0 mm\n", "Wavelengths: 588, 656, 486 nm\n", "Fields: 0, 0.7, 1\n", "Object:\n", " Semi-Angle: 22 deg\n", " Pupil:\n", " Pupil Distance: 46.3747\n", " Refractive Index: 1.00028\n", " Update Radius: True\n", " Radius: 20.669\n", "Image:\n", " Radius: 21.6\n", " Update Radius: True\n", " Pupil:\n", " Pupil Distance: -64.6214\n", " Refractive Index: 1.00028\n", " Update Radius: True\n", " Radius: 26.1322\n", "Stop: 11\n", "Elements:\n", " # T Distance Rad Curv Diameter Material n nd Vd\n", " 0 S 20 inf 50 basic/air 1.000 1.000 89.30\n", " 1 S 10 80.11 40.8 - 1.804 1.804 46.58\n", " 2 S 9.67 -68.24 40.8 - 1.689 1.689 31.07\n", " 3 S 1.64 52.86 38.4 basic/air 1.000 1.000 89.30\n", " 4 S 0.2 42.18 38.4 - 2.001 2.001 29.13\n", " 5 S 7.47 2511 38.4 basic/air 1.000 1.000 89.30\n", " 6 S 0.7 99.98 35 - 1.654 1.654 39.68\n", " 7 S 1.6 24.51 31.5 basic/air 1.000 1.000 89.30\n", " 8 S 7.45 -101.9 31.5 - 1.666 1.666 35.64\n", " 9 S 1.34 34.8 31.5 - 1.954 1.954 32.32\n", "10 S 5.56 516.1 31.5 basic/air 1.000 1.000 89.30\n", "11 S 2.44 inf 30.8 basic/air 1.000 1.000 89.30\n", "12 S 2.58 -1398 31.9 - 1.497 1.497 81.54\n", "13 S 10.02 -20.98 31.9 - 1.738 1.738 32.26\n", "14 S 1.29 251.1 31.9 basic/air 1.000 1.000 89.30\n", "15 S 0.44 87.57 32.9 - 1.764 1.764 48.51\n", "16 S 7.29 -43.45 32 - 1.666 1.666 35.64\n", "17 S 1.28 105.7 32.9 basic/air 1.000 1.000 89.30\n", "18 S 1.79 161.7 33.5 - 1.883 1.883 40.80\n", "19 S 7.96 -42.42 33.5 basic/air 1.000 1.000 89.30\n", "20 S 1.95 54.47 36.7 - 1.883 1.883 40.80\n", "21 S 8.77 -60.53 36.7 - 1.596 1.596 39.24\n", "22 S 1.54 40.56 36.1 basic/air 1.000 1.000 89.30\n", "23 S 7.14 -58.17 36.1 - 1.673 1.673 38.15\n", "24 S 1.21 106 36.1 - 1.804 1.804 46.58\n", "25 S 5.08 -216.2 36.1 basic/air 1.000 1.000 89.30\n", "26 S 14.613 inf 43.2 basic/air 1.000 1.000 89.30\n", "\n", "lagrange: -8.5976\n", "track length: 96.41\n", "object, image height: [19.2849 21.2547]\n", "front, back focal length (from PP): [-51.1189 51.1189]\n", "entry, exit pupil height: [20.669 26.1322]\n", "entry, exit pupil distance: [ 36.3747 -50.0214]\n", "front, back focal distance: [-4.056 14.6052]\n", "front, back principal distance: [ 47.0628 -36.5136]\n", "front, back nodal distance: [ 47.0628 -36.5136]\n", "front, back numerical aperture: [0. 0.375]\n", "front, back f number: [1.2366 0.9781]\n", "front, back working f number: [ inf 1.3339]\n", "front, back airy radius: [ inf 0.001]\n", "transverse, angular magnification: [-0. 0.7909]\n", "\n", " # T path n axial y axial nu chief y chief nu\n", " 0 S 20 1 20.67 0 -19.28 0.416\n", " 1 S 30 1.804 20.67 -0.2074 -15.13 0.5677\n", " 2 S 39.67 1.689 19.56 -0.2403 -12.08 0.5881\n", " 3 S 41.31 1 19.32 0.0114 -11.51 0.4381\n", " 4 S 41.51 2.001 19.33 -0.4471 -11.42 0.7091\n", " 5 S 48.98 1 17.66 -0.44 -8.777 0.7056\n", " 6 S 49.68 1.654 17.35 -0.5535 -8.283 0.7598\n", " 7 S 51.28 1 16.81 -0.1049 -7.548 0.5584\n", " 8 S 58.73 1.666 16.03-0.0002564 -3.389 0.5363\n", " 9 S 60.07 1.954 16.03 -0.133 -2.958 0.5608\n", "10 S 65.63 1 15.65 -0.1041 -1.362 0.5583\n", "11 S 68.07 1 15.4 -0.1041-2.861e-15 0.5583\n", "12 S 70.65 1.497 15.13 -0.09869 1.44 0.5588\n", "13 S 80.67 1.738 14.47 0.0675 5.18 0.6183\n", "14 S 81.96 1 14.52 0.1102 5.639 0.6349\n", "15 S 82.4 1.764 14.57 -0.01689 5.918 0.5832\n", "16 S 89.69 1.666 14.5 -0.04966 8.329 0.5644\n", "17 S 90.97 1 14.46 0.04138 8.763 0.6196\n", "18 S 92.76 1.883 14.54 -0.03797 9.871 0.5657\n", "19 S 100.7 1 14.38 -0.3371 12.26 0.3105\n", "20 S 102.7 1.883 13.72 -0.5594 12.87 0.102\n", "21 S 111.4 1.596 11.11 -0.6122 13.34 0.03864\n", "22 S 113 1 10.52 -0.4577 13.38 0.235\n", "23 S 120.1 1.673 7.254 -0.3739 15.06 0.4091\n", "24 S 121.3 1.804 6.984 -0.3825 15.35 0.3902\n", "25 S 126.4 1 5.907 -0.4044 16.45 0.329\n", "26 S 141 1 0.003756 -0.4044 21.25 0.329\n", "\n", " # T SA3 CMA3 AST3 PTZ3 DIS3 TACHC TCHC\n", " 0 S 0 0 0 0 0 0 0\n", " 1 S 1.99 -1.631 1.04 -0.508 -1.343 -0.1262 -0.111\n", " 2 S -0.2605 0.3191 -0.3908 -0.05057 0.5405 0.1247 -0.1527\n", " 3 S 0.3248 0.1898 0.1109 0.7046 0.4764 0.2364 0.1381\n", " 4 S -0.6484 -0.2309 -0.0822 -1.083 -0.4148 -0.3853 -0.1372\n", " 5 S -1.343 2.177 -3.531 0.0182 5.696 -0.3245 0.5263\n", " 6 S 0.3616 -0.8452 1.975 -0.3611 -3.773 0.1139 -0.2661\n", " 7 S 0.6843 0.2947 0.1269 1.473 0.6891 0.2407 0.1037\n", " 8 S 0.1428 -0.3222 0.727 0.358 -2.448 0.1165 -0.2629\n", " 9 S -0.4052 -0.2085 -0.1073 -0.2324 -0.1748 -0.1183 -0.06088\n", "10 S -0.007274 0.05482 -0.4132 0.08638 2.463 -0.04308 0.3247\n", "11 S 0 0 0 0 0 -0 0\n", "12 S 0.01481 -0.07181 0.3483 0.02168 -1.795 0.01749 -0.08481\n", "13 S 1.519 -0.2542 0.04253 0.4033 -0.0746 0.3678 -0.06155\n", "14 S 0.04445 0.1739 0.6805 0.1544 3.267 0.07936 0.3105\n", "15 S -0.1592 -0.4042 -1.027 -0.4516 -3.754 -0.0889 -0.2258\n", "16 S -0.08197 0.03318 -0.01343 -0.07029 0.03389 0.04962 -0.02008\n", "17 S 0.03365 0.1326 0.5228 0.3452 3.421 0.07144 0.2815\n", "18 S 0.8296 0.4907 -0.04336 -0.2648 -3.355 -0.05421 -0.281\n", "19 S -2.649 0.08383 -0.002653 -1.009 0.03203 -0.2761 0.008736\n", "20 S 0.02204 -0.1415 0.9083 -0.7861 -0.7844 0.0332 -0.2131\n", "21 S -0.9307 -0.3219 -0.1114 -0.1444 -0.08848 -0.04927 -0.01704\n", "22 S -0.1109 0.3162 -0.901 0.8402 0.1733 -0.04904 0.1397\n", "23 S 0.9855 0.04049 0.001663 0.6314 0.02601 0.1101 0.004524\n", "24 S 0.009623 -0.02378 0.05878 -0.03742 -0.0528 -0.004444 0.01098\n", "25 S -0.3564 0.3229 0.1289 -0.1882 0.9206 -0.06031 0.03532\n", "26 S 0 -0 0 0 0 -0 0\n", " 0.009712 0.1745 0.0489 -0.1507 -0.3182 -0.0183 -0.01007\n", "\n" ] }, { "data": { "text/plain": [ "" ] }, "execution_count": 5, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "ro.Analysis(s)" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.7.3" } }, "nbformat": 4, "nbformat_minor": 2 }