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{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Offscreen Rasterization Basics\n",
"Menpo3D wraps a subproject called [cyrasterize](https://github.com/menpo/cyrasterize) which allows for simple rasterization of 3D meshes. At the moment, only basic rendering is support, with no lighting. However, in the near future many more features will be added.\n",
"\n",
"To begin, we need to import a mesh."
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"import numpy as np\n",
"import menpo3d.io as mio\n",
"\n",
"mesh = mio.import_builtin_asset('james.obj')"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"import numpy as np\n",
"model_matrix = np.eye(4)\n",
"projection_matrix = np.array([[ 2.9, 0., 0., 0. ],\n",
" [ 0., 3.7, 0., 0. ],\n",
" [ 0., 0., -2.4, -2158.3],\n",
" [ 0., 0., -1., 0. ]])\n",
"width = np.array(400)\n",
"height = np.array(315)\n",
"view_matrix = np.array([[ 0.9, 0.1, -0.4, 14.7],\n",
" [ -0., 1., 0.1, 29.5],\n",
" [ 0.4, -0.1, 0.9, -949.5],\n",
" [ 0., 0., 0., 1. ]])"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Building a GLRasterizer\n",
"Now that we have all the necessary state, we a able to initialize our rasterizer and produce output images. We begin by initialising a `GLRasterizer` which the necessary camera/rendering canvas state."
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"from menpo3d.rasterize import GLRasterizer\n",
"\n",
"# Build a rasterizer configured from the current view\n",
"r = GLRasterizer(width=width, height=height, model_matrix=model_matrix, \n",
" view_matrix=view_matrix, projection_matrix=projection_matrix)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"We can then rasterize our mesh of James, given then camera parameters that we just initialised our rasterizer with. This will produce a single output image that should be identical (bar the background colour or any lighting settings) to the view shown in the visualisation window."
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"# Rasterize to produce an RGB image\n",
"rgb_img = r.rasterize_mesh(mesh)"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"<menpo.visualize.viewmatplotlib.MatplotlibImageViewer2d at 0x10af79c18>"
]
},
"execution_count": 6,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
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18cObR8wamzEhIXA4LORSqKVhYljtPzvRfsrFZZ0El/+qvrjtkt51JdZPn1QV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\nxzBxPPcKjBC0V359oud5Ptb8mdS00gjebfC9FFT+Raplh2dh9Mfb1sf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KmxX3Yk41OikGliBB3xq5EkEo4DYWwEMtS+Jj/sRnLtXhvVvm9lDq6BmARUqKWx5IXmRtA+01BK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\nxMz7v26MSXGeol/5AAAAAElFTkSuQmCC\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x10af79cc0>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"%matplotlib inline\n",
"rgb_img.view()"
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"vertex_shader_src = '''\n",
"#version 330\n",
"#extension GL_ARB_explicit_attrib_location : require\n",
"\n",
"uniform mat4 projectionMatrix;\n",
"uniform mat4 viewMatrix;\n",
"uniform mat4 modelMatrix;\n",
"\n",
"layout(location = 0) in vec4 point;\n",
"layout(location = 1) in vec2 tcoordIn;\n",
"layout(location = 2) in vec3 linearMappingCoordIn;\n",
"layout(location = 3) in vec3 normal;\n",
"\n",
"smooth out vec2 tcoord;\n",
"smooth out vec3 linearMappingCoord;\n",
"smooth out vec3 normalInterp;\n",
"smooth out vec3 FragPos;\n",
"\n",
"void main() {\n",
" // position is what we would normally pass straight through\n",
" vec4 position = projectionMatrix * viewMatrix * modelMatrix * point;\n",
" gl_Position = position;\n",
" tcoord = tcoordIn;\n",
"\n",
" FragPos = (viewMatrix * modelMatrix * point).xyz;\n",
" normalInterp = normal;\n",
" linearMappingCoord = linearMappingCoordIn;\n",
"}\n",
"'''\n",
"\n",
"fragment_shader_src = '''\n",
"#version 330\n",
"#extension GL_ARB_explicit_attrib_location : require\n",
"\n",
"uniform sampler2D textureImage;\n",
"uniform mat4 viewMatrix;\n",
"uniform mat4 lightParams;\n",
"\n",
"smooth in vec2 tcoord;\n",
"smooth in vec3 linearMappingCoord;\n",
"smooth in vec3 normalInterp;\n",
"smooth in vec3 FragPos;\n",
"\n",
"uniform vec3 lightPos;\n",
"\n",
"layout(location = 0) out vec4 outputColor;\n",
"layout(location = 1) out vec3 outputLinearMapping;\n",
"\n",
"void main() {\n",
" vec3 color = texture(textureImage, tcoord).rgb;\n",
" vec3 ambient = 0.05 * color;\n",
" \n",
" vec3 lightDir = normalize(lightPos - FragPos);\n",
"\n",
" vec3 normal = normalize(normalInterp);\n",
" float lambertian = max(dot(lightDir, normal), 0.0);\n",
" vec3 diffuse = lambertian * color;\n",
"\n",
" vec3 viewDir = normalize(-FragPos);\n",
"\n",
" vec3 halfwayDir = normalize(lightDir + viewDir);\n",
"\n",
" float spec = pow(max(dot(halfwayDir, normal), 0.0), lightParams[0][0]);\n",
"\n",
" vec3 specular = vec3(0.3) * spec; // assuming bright white light color\n",
" outputColor = min(vec4(ambient + diffuse + specular, 1.0f), 1);\n",
"\n",
" outputLinearMapping = linearMappingCoord;\n",
"}\n",
"'''"
]
},
{
"cell_type": "code",
"execution_count": 22,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"# make a new mat4 of light parameters\n",
"lightParams = np.random.rand(4, 4).astype(np.float32)\n",
"lightParams[0, 0] = 16\n",
"\n",
"r.set_shaders(vertex=vertex_shader_src, fragment=fragment_shader_src, use_last_uniforms=True)\n",
"r._opengl.set_uniform('lightParams', lightParams)"
]
},
{
"cell_type": "code",
"execution_count": 23,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"<menpo.visualize.viewmatplotlib.MatplotlibImageViewer2d at 0x119569518>"
]
},
"execution_count": 23,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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18cObR8wamzEhIXA4LORSqKVhYljtPzvRfsrFZZ0El/+qvrjtkt51JdZPn1QV\nCQFrjVrspydE6zAeL1p27n0eeJy7Uqq9cLW2QmmNw/HAaT4whFvECpvNxN3NDisztMyQAmkIpBgI\nYggVBXLJ1NYYU6T1sxtaKdy/2jLFAauNao18KuQlY1KZj5lS+nDDqMa0SSQNBFNCELQ1ymnGcuVY\nGq01Wm08hbWoOETS/pG7ux1qYz9NSkqzAjTubm7Ibb0SqrYuPO37pkozjL5Cou/E6ldB1oBaGbaJ\nGNeN8FF7C3ypjM1QBayfnpTSyMtCjMrtbsNXn3yGhsCbN++42w3snxJPByXXyuG4MIxxrR9qBFUk\nKKbyXGAsfYO89VXpiPXruqDnwLcuaX1/k8Q6GUD6PB/6+6UY+uc3aGUdgqj9d27rBGeR5zHNL8OP\n1/O4j5UHHueulIS+7qHUQqmVnBdaWRhC5XQcyMuOaQjUPBDV2G5HhimSRBEzaun7qHKplNYYQqBa\nb3GXZkzjQEDI80JFOJ1mWq2EFLACKQZiTGynie3NBlWlnHI/agJO+5maMzkXaim0Vsm1PV9P1cYy\nv2K7nTCMYUp9QnRt7LZblpqZ54VsdT3U6PVDpQki1q/XzIixD845P/2nKGymREuR3WbgcFoubfGi\nfT9EM2PJDQ2ZISvSBigNtUCSwG47kFL/nNVgLn3G0G43sd1MzMeFec60IATtIa+tgwL7tOXzugnB\nVNAGlZ8W81xyyvM+C2prhNpnBomeV1jYegz04v3tRTfXv8i/Yc79++KBx7krJbJOGCwNq/Uy/few\nnxEJnOYT33z7NZ98smNzM3Hfdn0J99KLjMuSqblScqWaEaZE0L5FvBfxLr3VqBaofeCdqIL1ycOb\nKfHq7oavPvsCjYGn/SPfnL4ljFtKgTlXytwYU0ClcdjP5CrU+YRZIehAqd+z3Uzsbm7YTVukCsfj\nkSaGhkBKA9b6MtFa63rqAyCoQQiChf7zUBGIEQRSCAybkdf3R0Sln66cN22cP0dolKWybyeOT5l3\n75747NPXvL69YzkdeXg88HhYCKpspsTNbuLTT+/5v/7P/4P/9Xe/5te//pphGFiOmWZGqI0lL+vv\nprfPE8BqQ+rz7+1DV1G9ViesS0YreSmI9qGDolwmPJfSa3pefpyHHec6DzzOXSHVfqURozLc3ayb\nzgO3d6/45JM7fvEffs79/Q2tLry+3fH49IiJkUKgaMUM0jAgUvoCUKPXhSCYQLWKzbW3ghtoCJg1\nVISUBnYznugRAAAgAElEQVTTSIwRFB6WA+1QyccTqQK5EA00GLobERoQmKaRXCp5zpQlM+dCK5V5\nnmF9Yl/y0k95yrpPyhpyXqtAIIoSA1hdT1EuYWDdVqVKbsIxN0SMu5tbRJTTPPcOqNI3opc1YLRm\n5NLAjHaEH948MJ9m5qX0Amfg7nbi09c3/OJvvuDLn33Kr/7H37GdtvyX//0X/OM33zBEoValBaG1\nSKlt3Yxe+3RmEWKKGEY5X0+dT2d+Mm8HYgjrEMO+VuI8u+e8k6u25xOk5yZ355wHHueujNDb0c2M\nWmsf4SuNFCO7zcgXn77i/mbDdoh9G/jpQM0LgyopJqiGtYqagQoxxL4Us1agf95Sy7oqoV/rhKiY\nnSf89pUTtEqeG0/toRfjlgaml43jUfvHtbVgV1GGaKjFXnhsrQ/OMyMvM8A6f8egtUvNynnTeGjP\nBbwWz3NojGCC6dq1FNdrqNpn+wwpsd1Mlxk8outqi9qorT/m3rau1KXQrG9jn3NBRBjHxGZKxNAL\ntvf7A4fDns00EEIizwtDFGiR3Bo5VOq6a0tk/f6tX1P9+GTnsl1CzsXMvfVe11Uf7dwVt57ovFwc\n+rLg+UO8Rd19jDzwOHdtpJ8ChBBpBsvxyG47EIOSgnK7GaAs7B+OzKd9L241GDQQNRBSpJV+taOy\n1gLJua1a+9VJBmLoT9StIaHvWGi1UUvp9ULSr7fycUaHodeciBBerEkweudSrZW6WF+C2fqehRQC\npPPqBaOuaSaoIq1h2rutzjc41s5rp3rQabVRayPSv64JWFRqbYg1Wu0dZDH02TmhFoIIQ2voUnob\nem00gzFCzpVaKmVRihkpRW62hgblOGd+/fV3fPPdG253E6f5SN4/kedMCgFJQsuFGJWl1MtgwTCE\nHshaYbHnIPIcdp6H6Zj1oBTWGTyXuTwvNrD3JjM7N5p9+H7MuY+UBx7nroyqstlM/OxnP0MEfv2r\nvydoZBgS45jINfPZ6y/YThPfvnnD6bjntPQN6ZKXfhU2KCFGSqVfH1X67BgNSOgnKyEG2jpfpxZD\nA0hMwEgMfQ5QPxnqp0NW21pXJH1mz9qqHVIihUQa+qlObgtSK1EVSQEJsa+zyBnMqK1ywhDt10Fh\nHeQnQdflmUprC1XAQiQiazu9gUREMtb614mmaIMkEMdEkF7ofXsDy1J4eDpxmhfEDLFGtecVEGNS\nRCOl0B9XNeZmSDvRlsIwJL762Wf85nffM5dCCIE0JFLpJzPWYH5aePXqni8+veHXv/ma/eF06dbS\nS0FyP8S5XCu21k+IVIhJqbVeOq+CBsr6snPufR54nLsiKn07umrgeOyzc0LU9QpJiMHY7/f847ff\n8er+ls2UmOd+FaUY2hqEXlAbRTFpSFhbqoEYevFvs3VvVYhYipQqmNW13qQP4NPYu4ikCq1VbO1C\nCjGgKCSlrisZrDWKNDQogw4MMa2HE/2jKiBjP+5prfWFmbbW6FzCwPr+te/3Allb1tfTHjNMhdjo\nE5utEW0d1mdrsIvSg0lUcj63Pel6etS7t0waUYSUEiEGjq237ct6RTduB6ZpIGhgXnp3malQq8Gy\n7rpSoVpDEI6nE816XU8MvcK61nbZkaWhH3r1dnN7DkSXzi1Zu7/Wmh57nrf8x0YPeou6+5h44HHu\nioj2dQ+b7Y7SKnk5rVN5+/JKETgdZ77+7gfmXPjFz173Nmldr5qshx0VRVrvvNIYCEH7FnUNiAlt\nPQkJKaIxUivUmmmtUZsQgyAhoCEwpL7Y0qRhsg7+W0cJ5wbkTKsFbQIxEOhfu9SG1T7LpwES9TJh\neIi6tltb/9y2Pmk3I5fCOE0ISl0WULuEhaYgTanNWEpF5oytxzYCPeytRcOt9ROtFPuk51IXsD7z\nB1mv+aDnjfXnEaP2tnxVltY4HDMp9oGIy1L7z0yVYehDCfNSOc0Lx9OJFCLDECG/HERoqCgaZJ3I\n3E/Beg1PH0b4PGvHaOeC5bVo2Q96nHvmgce5KyICw5j48sufUWXh3ds3fLs/9q3g66iWCNjSWA4z\nT4+PNGv9NMYMLBBDXE9xKiLKNAxspwlNQi39hKHSGKShISKaIFcsVEpTagtAf3JPITClsderJCWO\nASuG1V6PMtcK49DDmMFprQlqtVHz0qc+i6AKuRYkaj/dmUMPP1RqLZAiISQUIZeMSS8yrrVAUNIY\nCKI0M6IZtVQOFY7LQp778s809bZ6q4WlFDQkNhthmhJpCMyloKXX7gDkUplzYcmVaYoMqf/cDk8n\n3ixPtGokDaQx9tqgIEybRKOx0cSnn3zOb7/+hofHRzC4vR3JrXfCzXMGoDbDausBCailX2eZPS8H\nVX1eMwHnSc290LqU6kN4nFt54HHuioho3/4tRlsyr25u+S//z3/mf/73/4lSaAJEYTMEdpsISWlL\nhQZCwGRdoKkQY0SJpBQISRhinxsDff6LBut/Sug1PHHXJwYvpV9VaR8gGFQYQ19gGsYBaYVaM6UW\ntk0vp0Ux9LqZ8+TgQq9zqXWtE5oLpeQ+hHAbe2myGqJ2eQy1NAKxX/2EQNqN1Fp6oFIhSKTMmbou\nHp1uJ3QI1Fp7sbb0YFgxzDIpKBDIrRFEMA1rDdK5Jf/cFtWvlmIICMayFAxj3EREe6F0af372m02\ntCb87ptv+OSzT9jebHn75g2kwHKYWXJ+73dqzchLXidnC9J4cZIjL373zw+ntd4t55x75oHHuSsi\n584drbSakaoEM26midbmdVHnwGYIpPg89Ze11Vml78caUl8xoQRS6lctmyGBGFEDY9pgoa37q8Jl\ntUErjXJcaOsJQwgKVJIMxJgIY6TVQLVAbJWyNAgBDYJKI4XY62swbL2+qrWRl8LJjmCNVmsPU7EP\n2WlWiTFiAao2qvT1ChIEjVtyWS5XRIgyV/rVnVbiNDJOpYc06TNscuvhRKz1ULF2tw1DgqXQLlda\nEBSGodfdnGtnamtr6zmX2TpLKcxL6R1iqqSQuH+9JawpJcTQ5x1htB8tx5JzgY6xBk0ouV66sfoe\niZ/+u/Bc1+ScAw88zl0NEdYZLYD1upjjfuZXh79jHAemlAjAZkgM6/bxVmqv3QnPT+DTEJiGgRj7\nYssUI5thZHczINJIYWA33tG0orFfJYn0rqs8ZxYiOiViDASF2jItr3NwqLRKPylRpdUjqkKr9FMW\ntG9ZB7StW8jXbq1ZjbB+lmaNIcRe7LxUWlBijMSglChYbaSYGDYTuRWWeaYspc8oEmVRJeeMbie0\nGS1nTmWhlYaUxlIqrZY+ElH7KooyFqwZS1tDiyohQdPQl6S2hlU4LZlcG0afJj0vrV991YIYBA1s\nthOf/e3P+c3/+geOh0Pvurr8x977nV5+r/RAqqnv/6rFLpOUL3nn5YHTn8gLl93HwgOPc1diu0mM\n40hMA8uxYqVfbTyeDmRbuJGRaRw55oUxbQgaaYuhwRhiYEiBEIQUI2NKTNMWswU1YxBju9uQAJV+\nGjFFJY0jIQzYqdBSpEikamJ3f8Ow22KiHB/e8vj2wNPpyHHJ1CzUZaHkvoOrnwxV8in3GpqgvSss\nF4KGvj5BgGNFlopipGnqYadWqjXItXcoBUFTAjNKzdixt8z3qzCYhgmRpZ/wWOinMiFg2ndaLS2j\nbSHkSiuVJtBonJoxjoFmiXk/E4MSpoRIX7EaVShL5rTkPkhxXeBZauM0L+RcOI9P/ptffMntzS2/\n+e1v+eKrn6HjwK/+/lcc3hl5Kc8F2PRTmt5d1leQiZ0LrM9Vyc/v9x4/2XHuJzzwOHclgirTNLK9\n2fS6lqjEGGhz6fuh1k3iSr++Igjh3DU0JqYpEVQZU2JMA2OKve4mKkNKbMYR6loEK4Ug2ufZWMEo\nhNCvX2pRTsvMfplZcuF02mO1L5Cw3AiaaNo3iMq6tNNqBRrF6H9vts6yWa/oTAhTxKRRS199EYeA\nRkXpk6TNDGlKDMpS103qTQisnWWtf6wGZdoObCZhQdf3M4YQsNooJZKa0ULA5gXJjQEg9Su6eJ5s\njPZutqAEEgtQ54xYfzzAOmyRdTp1r/n5/s1bJER+/vOf8/3bd+Rl5maz5fFxD0CMoRcbv/SiXqdV\nW7vCtLez/xPDjWoPS616KnIfFw88zl2JEHrguX91z/39wOPbJ2qpbIMQAqSkxChMqa9CEBXCEBgl\nMq5DCXu9TmKKiTFGpmlA+vAdWnmuLbFW+xNmW2hS+xWKQcOoCofTidM8czrNlFaYpr4tPbLO57GI\ntIHW+lb2EHqRdF2/Ts2FHFgnKfeCYB0VJVLX1myV3u5N1HWysCD0bjNZC2pMhJgCzfraidIMjc9B\nr6I0DKESEVoK1Na/BzU4tkabC1GFJj3wDKmvg+jWayjpV2qj9RUXta0Bhz4XKQfFaiOXxjff/4CJ\ncP/6E07HI3lZCKKUWtDQA9vLAmRYw846yNHWycp6nh798v3Ov5/Lx60v2/PLor2lvtXyl/0X0Ll/\n4zzwOHclYlS22y2fffIZ/+k/f8Uv/+t/53Sc+fTVPbVmNoNwtx3YjkPvvAqKMjDFyBiUGAK77Q4J\nQhoSu+1Eqo3TktmfFiiF7W5LSCOlQtBCCrUX28YBW/qpRAhKLcYQI+EmYq1PYe4D/vq2cgnrIEEG\n8nEPNIbNRBgS+VQ4HBeOm4zkvmlco6DSq3BN+jjCuhSaNJoV0IHzWvTSjDD0gmsNgWEDFgL1qJD6\nJOLlmKlLhSFhsa/M0LmSRsViRBZhrA1s4BiUzHrVJ1yKikvrqyssN0ptqAq7zdjrj0Q4HBdaa4QU\nGDBKM5alsSyFb7/7nqenJz7/8ufEOPD1m2+orfZwt+7Lai82nZ8XirJ2tPXX/eF/H87rJ/rfjfOn\n0HXLOvkPfbRz18cDj3NXIpfKw8MD5Ve/4te/+RVlPiHWeHjX+PzTG8ao1AXiptfrxNCLiGUdhLcd\nE9Zgs9swTYkmjeN8Ih8XQmvsNjuICcEYKaRxJMU+QK8FoR4r2uBmihxyQTX0AYG1UayARjabxPHx\niNR1b1ZUlInWKohRTjMaArubAd1nFnoBs5kxz2v4SQFtPQyoBMYYKCaU2rugQhHClAChZmMRWObe\n2i3tRDtPJRZgPtFK6GspFAixD1gUpVJ6OAyR45wppV/RldrOhy19IGAzZN1zlXNfP4FAGgK5QVny\nZeJzSn24o7XG4Xjk4c1b5nnps3QKLLV8sPzGmtHooSqs05h763njZcHOy5MdXacP2jr9ep3UuF5l\nNULoxc8vZ/h48bK7Zh54nLsS53kte/aUfGKIynYaiKGvgYgh9c4iFaIoKfQZMap93cOw2SBDQhDK\nUtDQaCiSEgPrwL3Yu7lSCP2qKyiqwhAjS+h1OEovsLVzN/W6IkG0T1GOAoTejVXMCGvY6Kc1fWdV\nHz5Y1/qatm4zLyD96wlCKRXTfo1VSw9MqtDbwBKIricbfVKzCYg1Qgg0XVvJS58mXWrlsCy9M0wT\nmiKWM0OKDAlaq8wnesGw9Wsqw6hm1CiE1subqvW28v4t9vdpIfTt7c0o2s61yyDC/rCn1UZMEZa8\nLkjtLf1m9b3t5631ScrQ29NjMGpUSn6u95HLn+spEO+HoMvW9XWOj3MfEw88zl2JKELUvkAyTQMi\nRhoi97ebXt+igc1uJGgjiBI1EsdIpCEhIsPAdDsyvzuSD5lhVELcEIdAFKO1SlRjjIEpBObWTypE\nYQoBSZFMoeYK1q97cu6zeTZTJBg9SGGkMdBEycdlXW3R590gQpkz+bQw10q2CrX1YXtmvRhY+xKt\nshQKRktKLY00JsIQLisYoF+l9Ss0QVMgYIQQqabUBDEkmhXqMnM8zmiBtBFCSv06SiIxKnlQagmE\nYiStpBjWZah9s6eoYtYo7bwC4txGXhmHQFzrhuYlU9f6o2EcmJcFENIQkePaj0+/dqo/KuSx8+LQ\n1ggaCDGQ7LmI+0z7rdhlW/r5bX0isz2f6JzvuJz7SHjgce5K7O437G62WAvM+yNxjIxjYhq2EHqN\nT1KIaUBDL0QmKZthQ9JAfjhSjyeGURg2/YqF2mfXiPRll6kNCKmf/JTST3Fin5PTslBy7wRbmnE8\nHFmWhTRONFu7qYIQmHrruRpBBT3OPZSkQH17gtIH8SUdCGnoJz3LQlgKtda+XkF7ka8gSAykzdBP\nNaoybm6Y54rVgkilLQoWUAlQhfJ0pJZKFYUxUkRpceD+00/JSyHnzHw6UmugVaXPoO5DisIQkPPq\n8pDQmIglUzWSW+nhaa3BMTNKLgybgSFEhqQcjzOH00KpFa2Fm80WQzgumTjEXjBdG1YaH9p4bued\nWZe3/fSYpl1e+/7Hn0+Hzic79bny2q+y3EfBA49zV6I0YZ4LrSwYsN1O7LYbisE2BLZTYtqOqPUV\nCMMQGcaA1kajYiIkAqoRMMqyINpominSO7N0HepbRPo276i02jgcTuR57mEhN2xt/x43I9Nu1ze2\nqxDRPt/GjGDCoAMl1r5NvUFIsZ+OtMqYetiotZKBrIotmZJLn3UjvdW95kzVRtSINpifelu7SF+y\nKRoxa9SyLikNSkOoBdpcqWtIMdZruPVKTaNSrXBajHkp/aYMwYL0AYLSr8NaUGwAaevXpU9ZbrTe\nEQVMKSIp8UM89J6wWqml0qJdWtflR/nmQ0XJ56utWuslpIQQ1knS51as9Q/5fZ/DfvJ6r+FxHwMP\nPM5diVqNUkpfNpkiQ0rEGBExogopBuIQkAxp6K3oISqWSy+0jQHFaK3fidTaoDWy9YF3CeOEkmtf\nKdHMiEVJpaJLgVIopbKUXsQbYiSmhGjs7erVsFpQ7eHGqqBr/c2Scw8J53lB9RxahFb7EtCKUaUX\n77ZaaarriUhmqUoIpS8PzY0g1jeXDwmN66Z26qX126S3o7fceo2PGdnO3WSGNUGj9TBUjVz76wRF\ngiA0xNbbtaC9M0uFdX86xfrVk4iQcyVqJcXY123EPj+nlbpuhG8sS6bV+l5C+Ulr+vpna/1qT1Uu\nhdOtPd9QyWX0snz4lMjg991l+dRld8088Dh3JZIY2zH2oEGiFiPPM6/vI4FGrYWSlQllGrekaaRY\nxta1BVYbx+OCGowxIWmksrDMhbY07qaBw/GEzYUwbpiXU1/hoIHd3YZkBqUHmSywSQNK5Ptv35J2\nA7VVjm8fef3pXS80zg2oPLx94nhaQPpm8Co9MJRc+gnK/8/em/ZIkmXpec85914z8yUil6qu6oUz\nHJCihhI/6g8I+v+ABAICCQrkkLN0V1XnFuGb2V3O0YdrEZm19HSP9Cmr7AUi3cPd3MPTPZD25jnv\nUis5ZyxGvNU1/FAxAtUaxSpcoXnDxRAN1LkxJOXwYkdtjd1+YkgjzSvLtWJYV1YTkBDR0Bd1LWda\n6enMYEhIvQYjDaiu0xsxrHZrfN/SBawY0XtthSqUUmm1Jy5fc+HxMpOiokHYT5EsUHLFvJGXyvl8\noTR7XjN9nLj8IEMHwBwPsvafdVnTpxzlqVproy0bNnwfG+HZsOFngofTDQmBL7+843e/+ZrTwwNi\nhd0hMaWRMfW8nd0UIThmhSSOxUQzsGaMSahLxUqfXLTcBcS1NN4vC605qJKmGZsbGiKWApfvbl3A\n64K3gEY43y6oSidGt7AKh+FxXgjeO6MkKWE3MqrSaqFow1vD61N4H7RifaW0GATvX97wUqil915h\nhquia3CiVacB11sm55nb5URUJYmiMQJKmRt4QRU0Chb7fEa0v36k4c2gOd7yGmLTpyu1FtR7Ezxa\n0QAxBZIFlmp4dmrrExx5IiaiK9lRvMGSKzkXSl07vjQAfTLUI3e+P6F5mswYTvS1SX697AJp/xiI\nuCYzi/14fbVhwy8VG+HZsOFngKCCOeTcmK8L8+2GmzENkcNuIoVEjEKMwjCNaBCwRsuGDn3tRWsI\ngebrisUdpdvCW6ksS88kRmApC7EpYTSqBOal9FOxg5uCdPt3iIqvE5EQAtNuoNVlzZNRgiRQ7bZs\nWW3dpXRBsvjzisvp6yuzlYA4ULuWBwcXX5vG+5oK5Nk2Xq2SW0NdSBpRrUBfA5kbKSlBA+baM2oc\n4hAZdiN5bpS5EkNf4TV6wnSvxGiYKYSuwwkxEGskt9KnL6x5OPQrokJKCW8QQgWFuq4BzdcE5HU2\nsxqsvrd++shlVtO5f5zmBBWg66meD/6hKOgn8OMk5m0utOHni43wbNjwmUNVGIbAkBLejIf3D9Rl\n4dXrPV+8eMlh3NOsIrq6n2JCtZdrzrfKfoTwLNZVajOWpbLcMru7AdV+/iytt4S7ObY0hqhoA1ej\nWs/M8WaYQWmVGCPDOPa8ntZ1O8UbrrVPdmIgutIjAgENBJG1FLQSVYG26lQi0PBs2GKre7tnyYSg\nNJEu6G2NufiaLaR98qGB5k4xo9SK54UgvbOqOLh0F5UpPbhQex3F/njE9EYxY5AB80YpffoVvNHM\nusbHAjGtExXpb5YCUXtmUC6tk5WV9DztpkQEs0ZrRnMnspIe7a+7/LBPi5WYrDb4/v1q6e/qK1gf\n4qtw+i+d7mxEZ8MvARvh2bDhM0cMyvEwrf/jN4oLj5crr17t2E8D+1H54/uFMEb2h6H3WkrAHdSN\nuylQDc7NcG+8f/OB62khxgG8EVMPKEyhEwdH0BC4lIa33MmLO3WutFJxN+KQeuChOtSKuqLqNLsh\nDHhZNUWt4SFCM0rpRCjGxJCdea4IAdx6EjPaHWTilLKArl1SVGg9w8YNmhU0KrUpUrRHKmsvTNUg\n2BDBnUbPsFlMsApDUnRQGJUaGqeHGRcYdiMYBI24Cq1UkNCF2NWQVsmmq9i60qx1oXhQGiCti6Kb\nNWota8O7oy601ld3ur42kZ5FFILSrksXMv8JuDvWGqKCNXuuvOj38THgEJ5Cln/iOb6v/9mw4eeM\njfBs2PAzwf54wMyYbzPuxjwXTueZh+uMRxiHyKCB3GDQXnXQcE6XgmEseSEvhVKtkwnvScutOWJP\nMxU+Xgo9Dbh0MtKs9RDCNDKMA2FMhBgICCFE3J1Wlr5qqoY/hQC2hgIhaZ966FrSOQSad9GytEoU\nqKwW9pXcwRqw12XXgPV/1KTbwluxfkAUJAr+tPHRbldXM5xefeHFUQJ4olQltAsae+2EeUVV8eZd\na7MmNjuC17auztpzH1aMAY/CEJQmvUW9lcYyd0H0UzRACEoww56Tjztxs9Xi/kOa0u3rTgorwaKT\nvB+mKT/Dv3fxk+ik59MjNga04eeJjfBs2PCZw4Fmxm6dREh1clnIuXK6LHw437h7MbKberXErTSm\nIRJiX62crwWn0urCvFQQIY4R8bWdu3kXEq8TCFnt10OUbhdv60k+KFGV/TiSxt6yLhpIQQkpgUOV\nQAtOqA03Iz0Jc9ephjfv1u0xYuJdk2I9yE/oac/eapenPJVrWrdmPwt1kZ7avJIil261Fl/XXp+O\nNUJfHxl9AhMKYIIXCBSCRTQEXBveBLH+HgRRQug/v1X7uJpaNUWq2oMKNRBTI5RGKUZeGkKv+khB\nSTGsGqXGkyjHra/mzOwnmUqnQSsZ+tRivrKdT6c6n1z8879Dn9rfN76z4WeKjfBs2PCZw91pZkgz\njrsd+xT59t07oK868pIZ0j3jOKACWjJDHAghcQ6Z5amjyYXpLrJcMq1CTAnWaUonDBWJEzElUuxq\n3DIvlDkjMRBTXIlA6Cd8pE8yCOC9rmG3P+K6hua1Rr4+Uk0wF6h9zRXGARkSy23GWl11Kn1tpu5o\nawTva6reXeWk6BAC5oEmxqBpbaCoxCn096gaFaPRCYVWQ2NEJSDeN18WAniDslDT2LOAgqEpEawH\nJpqCEtHm4LWv0lqjlUopFQCJEdpapWFCUsWVNcNI0ADBQp8AhZ7L4+Yr9epN7D/9Wfck5du8rLqb\nv0CY/BcdtWHDzx8b4dmw4TNGDEIMQisNDYkmwmKVw27k/m7ksA8M4sQyY2cnS4QxshioVYiN5Eqr\nQquKtN7TJLHnywQCIo4m2B9fsMwLrVWwiLVGjCPD3QE1I7eKeS/OFOuN4s3hw/uZ4xd7FOd2WUgp\nPlcfxOMdMneCZRJQP/cmdTcGVWiKBLAkfd2kioZIywWPSqNPgVQjrKJjs4q59ELUlFbDkiORLqrO\nhrhD0J54vHZf8VT8KYKKouY0Kq2A1MZu2iHBUVt6yak4MQRkULAK2q33Zt6nYlQw7++JCsM0sKen\nNjdzxik+bbCorU+YjO5UexbgCD+hPHbc9ePN66Tr07wensMH/3Lh8oYNP3dshGfDhs8YqkqMgRgC\nt3mmtExrpWtiVBhiWAlGbxevZoQItVRCTAx39+TTpbd0m2PGmi8DMdA7t6yBN9qyMETFU5+YeLGe\npbP2Iky7oWfYuPaTPY67MO0nXJxcC97Wk7l1d9Ew9hoLFfraSiPWOvEYYkS1a2Aq9MoJTyiGB6UI\nyNNKLfSzvONrVE7rU6WoOLqSAscatFWv4iKoQ3N7lsv0NGVQhKSrRsi6NqimobvZrCdQ+zOx8dVd\ntXZo4V175KuFXvrfNaAM6rgnqjlxCLTaSVOM2i318ExWdN0ttfZ9xuKAm3+U2vyUIPmTsY7/+KYN\nG36R2AjPhg2fM1QIITCmxOl8Iii9QiKuLixR4pDwMNAExCsxZ0wDGkfi/o78cMFrA4Nm/TFBhRQc\n2QlUwW6V28OVl199QdrtmG8z0gJmDWsLos5hv2ea9nhTcptpNaMIuy+OnC4Xcs5E6Tk/uPcG9CXT\n1uC9QYUQEtUq1QspJVLoTqxqTlkqVYUWe/Gpt9azdADVPuUIIiQNAIgbYo0QQ3dvAdTemcqzI6pn\n+FhruPeJkZsTzLuI2mQlIEatCy79exXF2pqhg3eyo2v4n/ScoObS11RB6bTLcRHikAgIog7kTm5i\nQNZ8HxGeV4J4t+B/j6g49EQk+Uh6fgrCxyDCjzf9WdKz9Wpt+LliIzwbNnzO8J6QXKUQx4CqkER5\ndWnzsY8AACAASURBVDywGydEA9EMr5W0n5iOE9oMotBuZy5v36PeiDHhGpEyU0WoazHm4EoYEzpO\n7GtfHUlpHIKS44graArEcWA3TgQVqmeGRXACHrt7KQZF00hgQIanSoSVkEhCVYhJ8TESLdFy5Hqb\nCSERp0QYAvX9jcWFGSFbI5TKlEbCi5fkZelCZRXaLWNW16BC7fqc1rDyVFCaGAYlBqVkx0pblTN9\nctJ1Ok5dM3nAseaE5oQhEAZBbCDEjC0LLI3W6uq0EjT0dRju1ODQjKT99l642nN0rFVQXwtLn35+\nt7A/5ew81UZ8upZSnrTKH2/Udf31fbIi8Ce0QBs2/BKxEZ4NGz5jxCDsdgOH3dRPeKtjardL7KbA\nboyMuwEPfUpiFon7kXY7Y8vcU3pDX+vUWtGU2MdEGgJpUAZN/cTaGlEcSxFUiC1y2A8QtGfVuLDb\nHQhJKfnGpZY+URlAhsQgEY+OREWiQXW8Ck2VNAopKTEp1rQLgNc29qcQPmoP2dEgJB1Q6ZMtRInT\nQBsSuRrVnN0+gDRqbZRsmAhNpU9VpOAr4VCUqJWI0FCqOCrapyqtr6wa8iwOttaDC80E8d77hQvN\nWxdEr/Z0VUXEcOuvQXDEdX2vhTH1Vd1jLogKYV2Fdf2RPw9tRFnHUd+fy/SNl3ySpCzPd/TiUFmL\nRH+8Cvvxs23Y8MvBRng2bPiMEVPg/v7Ab776muv5wny7AY2QhHEI7KbEuB/JtXWNiIGHQK1OWRot\nBlTAWsUaxGHHLkV200DcJwZbg/9aQ0qF/YBrQLNxd5jQGDCDIRvjNBLHiA0BtZliq5U9JVz7esej\n0eP4+sm9iDPsEykFRKCZ0m4LKoXdfurTGXNKqT1JOApRI4NGhiHiZghKuJu4LZVlXgjuhBBo0Qmh\nUl3x2GghoNozCjs7pFvwRWlETFqfvLjQGyYEXJ6JQq3dcdVEUCq4YNUorZJLpZROeMZBP+qN2zrR\nke6kc9HVbt5XZ11r1e3rPdKxvzb/dJv0Q4Yin1x50iPxVKaxYlMqb9jwI2yEZ8OGzxgxKK9evuA/\n/C9/yz/8/T9weviA2QJUUhR2U2JKqee/qBFjoy0nllq5FSiXhd0hrMFzTnBDWkaqEC0xCqT9HobI\n7eHCeEzEAH4tJG2IBkJMTANYbKgqh/2RYdqxFCNnozWwyTAMoRFswq3i1qdAaZoQFepciNPE7TrT\ncmZ69QIRqIthTdG4EESREIlEcGi5UhdnfHEg7hrx4pzfn8EnRFPXL9H1PqoF9URtBaQ7p3KhO8Ra\nIyC0IBhKDCOldV2Tu9NE8VII9MDASsBp1FpZci83XdYKiTGGNXxQGT0wjhHcyLWw5MayFJIqQ1LE\nnKBKSokYA016srLTHWdu/qNcHPnRFZ4f8+mq6ycnOT/I6Nmw4ZeEjfBs2PAZQkTYT4mXd/fc7e+A\n3kHV272NGJXjlJiicnu4EkSw0nj8cKLmSq3dfr3bRfCIqjBOgcN+xxCEFAPBhXE3oFFobhwOAyEM\npBgYXztJR9Ka5xMwZNSu55HEzhUCNIzLtTeCmzcIjt8aatbrKCqEfUKDwr6Lf+sukfMLcs2oKG0v\nLMfK+aEx54y5MIQeCMixa25KroQ5My6NWxxR0Z7EbM40JEyVJt0Npda1OtL6qk7GSExKac6yCqgt\nCNIANcB62OHquKpCnxS1RqsVvHUNUuhC8WUpNKcLoMXIua61E0YIkSkoUYUm3SlWSmXJlRR7OGN3\nnSklt+c11w8+fVbt9Cd/yDof+v7q64fYBj8bfsnYCM+GDZ8hVGCIgd1uYrebOqFpfVU0xEBSYTdE\ndkNkmftKqtV1PZRLnz6MgXGXaBYYx8RhP3IYJ7Sbl1Y3U08xFu8aIM8F8R5KOI2JFFOvR4iR8dhD\nCWm9D0oiNDFCrD1AkN5iXmNBvYtvy7Wgu4EwhNWG3XDpFvrzwxmC9FDFOdP2exylloqGbjkXWS3a\nwdZ6hz4x6e3m/T1R6aWcrOu3pPRW9OzIJEir3aVWezN7WQMAuxPMcbdut19nKObgtpaHmvfqjZVs\ntNYo1p6LQkWEWvqx4Bg9uNAAN9bMn05XYhBaE8x6YOTHtvTvw/2nSM1PM5lPswk3rrPhl46N8GzY\n8JkiBiGlgAZoZaGWTFA47AZiFMaUSCmSzciXTK3eSy9DIEyRYZcIQyQS2B1G9sc9gyQsCN4qvhSy\n9eLPSGAuBhRcDKkDIQgxNGKA8ZA4HncMacLWSUgTJ5shQyQOXRDsVShpARRrwmIndJzQXURTf5wi\n1NywAhacvCyUa2GMIy0aXntOT2AV5CyQBqVFpYk+W/ObBEoNmK/CYVEcQbWHIpoHhglszqgvRIxY\nG40eRogotlY9SIqE0H+ulU4sm/dCiLa2QpgZcy14NYYUCargwlILeC8TraWSFVwVbcKQAuYJcyeX\nbrsvArV0d5U8VW98gqeQwefuredbf4D/Hwxns6Rv+DliIzwbNnyGCEG5uz8SVTk9nPhv1xu324lD\nEu53E/cv74nTxGmpfHi4EsKAqEHLjGJIE5Ycqc04HkZagcvjAlMgU2ilkLJRxbHa2KWB/Ysd+2Fk\nNw3sdhP7/Y5JlV1I3H3xkiTS6x3GkeDKUirzPGO7K4dXR4ZpjzXl+vYtLopr4DIqOgTMjZxnxuMB\nQcg+k4L1DJshUkelLhm1DF7ISyOQiDHiqetrWu7W8JRiFxCLEGLCSkFy6XUU+x3LXAga2N/tIEKx\nRpkFjYndBFoK5EKxBVmnLHWZMVmDbZ5WTGtvl3ZtM2ZGyb0DS1VWEbbTSkNCr8KIbgyxl4uKOtNx\nYqqQ4sKHhxPXOfcGdpGeLfQndlAif6YJfRvnbNjwI2yEZ8OGzwzDELi/23H38o7d8YCZ8+btG/7n\nv/k1X7+84243cDhOzKXweL6wlEKqa0aM6ro6caQaaQjd7dSc63nu4X5WwY2E4MmJKlQJ+LKQJbDb\n7djtD9y/PDKqkhDGceghfSH03J5hRJaZGDK+3xMlEQpEAdsNII6J4uyw1k/wh8OOUiq1NXDvIuLa\nCMD+sKfVxrVULPegQxfFgyIR0AhDhFLw2kmIiVOt9udH0RAI7sQQu77ICjb3kMAwpJ7ITCMRaEC1\nxuLdeUV1aqur3RtQRUJfWckT4fEuNIaejqzSl3hGD1l0816QamC1r7jyUlGUpL2V3mxdJyrUHlb9\nvJb6kxxmNWv16J3VDfenWik2bPgFYyM8GzZ8ZoghcDjs+NWvvkQM5ssZqPz1777mb377FYchkZLy\n97//lnflsduh6wIIroGanOCNsTpDSj00rzrLkpnnW7dJR0WCrrl1ChKouRIOnfAc90fuXtyTQnca\n6TRAAUR7SvAUiXEghh2oUh8rlhthUtJhj1vFWmPYDXh2Ykyk3cDl/QnxgkdjjJFcKg2QFJDQSclT\ngrQhtC6owQhdG9M7SQmJToqs9rXQWjEhq6DbMHLJWBYcRVPEau0px0EYJFAsUY2epuxd32NPHnUX\nwpMbqu/HerHF2mtVVg1O79YCxKnV0CF08uL0KZA9dXhV6hpcGJ5qMty/14/1KXn5Xm8WT4steXpp\n6zU2xrNhwyfYCM+GDZ8Z3JwokX/929/x+3/4H+TrA7/56gWv7ke+/vIFX756harz3bt31FqQ5rRm\n3JbCshSiGGMMDMPAdV7IOTMMY8+VaX2tNE4jQSCmiZgODMOEl4Vf/+bX/Pa3X3OIA9PLe1RD72zY\nR+S64MWA2COChx2EO9BMm99DdMKrHVET7bLglytBG8PdjhB73s9+94JJGqXe4JZJaiy1cClnbueZ\nfC14cYyAtEZbCvVasSjkXLr2RemZOvTMHvaRthRK7rZydO0Cq0CIiAtiGasnsC5ODmqkFMhLXQlV\nw/Qpuwe6eHklPEF787p3C3ltRqk9ADLF0HU/1gXNqgNDCkwpMKTA4e6O63Xm4XQGes8ZJrT2pNVZ\nCYtKz9n5lL88v5YV5thTsqB8/86N9mzYsBGeDRs+O/RCzMb/+K9/x3I789uvv+T/+N//N37z8hW7\ncce8FIZUaVZpDhXh7YcLJZfV3ZQYpx27+yPHwwGdYM6ZlhsvXx0hDUgcOe72aHCaZfLcmDQQ1YlJ\n0XEACUgY+ippShATUgyKwOMMqUCscD6Thl0nFxXIZ9SBIeLzAuWGW0JTJA2FbA0Qjl++4OHNA/m6\ncLlk9vuBtoxQKjU8kSonivLhdKJ6QwdoVajVethhMMpSKEvGizPIRPMbzSstg5N4iuxzRqwWmkCL\nCRoEbySJmDrSuj7H3GkCgY+dV7quC0W1N7K792qLdQfmQPAuNC+lUaqhIWCqeHNSTIxjo92680tR\nxugUOoHC/UfDGlndXe7d9fXEb0Tkk3VW33c9U59/bjX2vSfvidMbNvycsBGeDRs+M0j3YvPu3Rte\n3O35+lev+c3rV7y+O6IauOWF9x8+cLkt3IpxOmdybl2rIoEhRZrDLTckNrTWLuwFZhf8PJM1E5p1\n59Y4EKfEqInd8cAwjh9T7lKCYQCWVdC7jhgStFbwxQnF0bvUj62ln4M1dPJVQj9BDwq7CLdKqE4K\ngkbYLztKLSxkyg38cCDGxMxKKFqjhEK4XSnVqQYlt24AV7Dq1NJzcBywlnvh6bNXe62RwInjiJXe\nzxBCQHBCikRPnUzRu7CqNVprXSuzkgJRIaauh8q19T4uc9ykd2MJiASaObUWSnM0PJW0KhqUaRpo\nrYE5tTmyFsD2TrB/wYxmXavhPxE++Jf2SmyrsA0/Q2yEZ8OGzwyKoC6YVQ7Hif1+4vH9A3dDIoyR\npdx4+/YDH04z52vh/HhjiJEQAzEFdoMw58ySG7eloa2RgjBMkbcPV+rpSrJGfn3lV/JbxuOReDwy\nhIE0HYBIvc2k/QgqmMDy+JZYEhSl1kr6ImA3w25GGMZe2BVW8cow9JA8g5BGZAiwG/Bd7MJeiag3\nFnd2L45IFHRvvPmHR+QYGe8PyHKjNemuKJkZ9zvyrVBulVsuoIa5URpYrRBiFxrbDasBCUocBXGh\nlu7uinc72tJXa0EEkYYmIWogNEFinwaFVmm3BTPDzfp0B0hRmVLkSgbrWT9Gr5TQtTx0KcaSe8dW\nCMJFlWmISBBSiuzHAW3GxQqikeCgzTBrP/o9+Bg8+OP05We+8skd36ue+DN4JnKbPX3Dzwgb4dmw\n4TODBmHaRb54daSVmd///vdMZN788Q3NG9UKf/X1F+TrjevjI7vJuH9xZJgmzJ2Hd+9oLoxj5HhQ\nHj70SRA50z40vMy8uJ/4Yv+Sb96cOV0rt3Ph3/zuV/z+799yej9zd0ik3URMN67tkf/8H/8bv/vt\na6iFf/gvf8+//dt/z/2vXjJ8tYMwwDLDUmAEcoRS6eVdAaYubOaW0aTgitTIOAQeTn+kemY3HZA0\nU61ys8Lbd2d2+wGJio9CPPRU6RoDM8Z8miml0CSyLDMlK4IyDQ3zDEkJ0idK+ZbxIPhx4HpdejN6\nCljO3VHl0qdT1l/mkCK1VWpbe7YcPBe8fb8Gwt3I9alxvZehdiGyoWteEu5c59xDHUUYgzIMiUsu\n7HcjscZVA9R1QN+T8HxCan5YvQWfDHI+vX8b3Gz4BWMjPBs2fGYYhsjxMBFC/77Wxvl6Yy4Nq5VW\nMh8ebnz77Xu8No6v97x48YI0DCw5s0x7rnPmcrlxPp0p1RAJqEYWmxEaMsObd4/UW2Gej+gwsb+7\ncW2RxSCmI//9v/8dh5d3uEa++X/+gbd//4+8eH3ky9/8ivE4EPZAKuS3V0IrhABSu/am1YxnIx6O\n2GUGcTQZxAHDsFaot8aQdgzHETPh/oUj85l8eyBTyNeGte4uO19OnM8z58vM9bZQS6GUSmkNl0At\nfRrTTLt4OEWS0UtUS8OWxvL+zOXDBRpM04BK65YnVcbdwHy9kWdDTLu1HaP28GhEDcGeZS9Be8mo\nu9Od6tbzhUpfdyndPl7ce2eXCF998YJ5XphzYYyJ/X7HQQPTNPLtd29ZSv0RYXFAPwknfMoilCe7\n1pOP/lnE/MMCig0bfjnYCM+GDZ8RYlDG1eHzdNoyh+tSsFtGqtFq5d0fTyzXmRSkTxhMcBNElJR2\nyFy4XWceH66kMRDTgGgjW0FUaI9Gzo1gsD8uXNy51YUvXtxxub6gLve8ffuP3N0d2Y1HvvvHP4A6\nQf+af/8fvma6H3Gp5NPC7bsLuyGiU+qi5UmxVqm54nGGXFEFPUSICWi0unC9ZIY4IjJQrRLGCc0z\nXp1SC+dL43bNzJcrHx4fOZ3O3K4zpVQkRpoZuVTi0LUxZo2lKK0ZGiJpcSpAadAa53cX8nVGrOt+\nYnJA0RjZ7QK5NPKtginjLiGiqDqG4CL90nv7uQUlmPbPx7qwWDBy6e4tF3rZqIO5k5Jyd5hIKSIa\nKUshDYlhHJnGkTdvPyCl/lmiIj/q2frB/dIXW7LVTWz4BWIjPBs2fEY47BIpdAv2MQ00M25L5nR2\n2lKIomiIFGvsjgPRndv7M9dLYTzeMe521FyRZgQBiQETmK1gVqGBN+ehzJzmdxxHIQ2J9Pvf83I/\n8ruv7/n16zv+6zDxUK7sxj13aY+dP/Dv/vbf8eXrL6nngt8fyI8XTm/ecb1Vwt0LhqggDW4Rz5FS\nC9f3f2RMI+Owg6xwVMSA1ri9v3EdKos5l8uNZVk4zzOP58LtbebhduHdw5l3bx55ePjAkm+U1mim\nPck4BJoq+vBAFaG6YAuo9mlH8ysBY3+ciDFxecwMQ8QwHs8LSR1CQJJx9Uw9N9wETU6bZ8YhEWLA\nrFBoNByk/2ynRwH0KMO1cd3XIlABw6itt8un2L+uy8xf/fY3pDjwD9+84fF0Bpw0jT3r58/NZvqP\nJ2joLjHaXy5S3rDhF4CN8GzY8BlBpbdyH3d7/qe//Rv+6fd/5PR4YdwfKWHGSiU3IziUuUIIHF7d\nc6sTzZxlPmPWmJtxLbAsjaRKLUbOvcpBFDTAy12grSdu5pkzhW/eGdd54ZhGvvr6C0Qjt3zDauNq\nN/7w+B3f/ZcTh7+L3O0mhhi5PpxI1Qn+gmE3UE5vOV9u3KwQXowstyuqN3RS3v7dmes1czvPPL5/\nTzZ4/3jl99+85To33p/OvPvwwIf3F2516Su6JffyT+n1DQFDVNEgmCu37FQrVDNscVSh730CU3Ba\nGXpZaLvhLTIMicN+6t1WxWilUE9wuyw0NzQGEoH5mrsYeVCq9dVUbhlZayaaWZ/YNMO9F4w2M57M\n3iLS13sutGbUXKFVNAZE4PXLL0jDSC6FMUVmzb309CfwtMpy6I60J0v6s1VLfuIBbGRowy8KG+HZ\nsOEzQoiBaRy5Ox744uULHj+cKUtmt9uzHwLn843r6YY347jfsd/v0HFkbAGNhmhhkYLEwDgOHMdE\nE+c8Z0pdKMUYB2WMQgiBpTmyTiHGMWIuzLkRrAf5YX2FlsT4+396w2muvH59z39788CLF0e+fH1P\nuy6rVdq5tzvscuXyeOIhLwy+I18WmjVIwjd/eMvbdyceTjduy43LLfPm3Yk/fPeBuSin243z9Upb\nKsUrzRpujSGmXqvQpJd8zoJWh6AU71odq23ttwIRJayV7a3Vru+ptWuJghLWKQ3SC0NLMWqtPXRa\nAmbCnAvuDalrXYR3fUz4JAfnU5eTe38uX/u3wtN9zw5566WtFoBGrYVlyVxuM8DaJv8TeCY3PKcz\nP+cPquD2kdf8y/nND9MNN2z4fLERng0bPiPE2PNadrsJNTgMkXaY2A+RnQZaabx5vBFF+PKLF7x4\n+YJzdvZSGEaFeOQxXQkxIgL5NnOeK29PV948nHn8MDNGYYhdC5IaaFCGMbE7DKgoUSMxJm63M1cX\nzIXDIfHmv7/h9duZw/+q/OEP3/DhPHLNL4kWett4Cqg2JhNyyTyeT8Ry5eF0ZsmFhvDmzXu++eYN\nb96fWELidLry4fHKh3OmeaC0hiGMQ+iW8qZ4E8ZpoBajtIqJcJ0rUIjR8TT1xnODOEZa9efcHAtG\nbRlZ040Nwyk0B6H2HB1zSumN5ykEhjFRZ6G6k0uhZUNcSLFPh8wNFUVEeubPJyTkKU/Hg/TpkHTy\n0+MLpROvVshl5vHxgdPpxuU2d6fYn+I77uu0aCVZdMdXr9YSXD6hO0/5SX8Bh1kDpTe+s+Fng43w\nbNjwGUHWlqTWjDePV+IQeX03kloFehbMy/uJ+zERhwENwt98PXE9C80K6pWvXxww6aTm/us7iiZa\nrSy3mXcfbvzTm0dueWG/U25LI2djqcb1WolBsNinNcyRISohwPnmjPeJOsJ//v1b/s1vXnN4daAM\niXdvT/z6sCOMcHv4J6b7r3GpLPON2xI4XQvn68zlduPN+zPvHhZOl0bBMINxGrnTSFkypfVOrcMu\ncJ4zt0smXxO1ggcnxkiQAcKCm4Mp8+lGECGpULPRWiOEQBNjnk8MaWRIEzIlDu6kAWxy2hKZb8bt\nUplbRryys4giPF4qS629h6w1dtOAS19ZaTBQf069Wau2nh1VIvJxWiM8pzSrCiEotTS+/faRVhvL\nUmnVe5DiPxMG6O6ftEl8fG5rn4x7nsjO93+h1if4ief8wSEbNnzu2AjPhg2fEWo1BDhMAy9fveL2\nCM0b9/uJ8zxTrSHuaBgYx4lpmoghMI4JI6KqjBJQ6TUHUwh8cdgzDQqt8fZ+4a9+/QWXZeayXGnF\nWWrjfFv4w3dncuspxlYKszVqUNIQOO4n9tPYU5hD4FwaO5TXhwOv48i/+s2XfPXqjjgf2d19yWgw\nPD6w3IzrZeHxOlOs4tHRMaBLglL7FEacmAthVGKDak5eSg8pjIFh6qTCg6ABYojY2Gi1Ugt0S7gS\nYiSOe0qesdrw2hBLRI9MIaLjjn0KaHSyN3Jr5NrI1nAVsEipgt/KJ31afT12yxVHCNOIoTTjk9wc\nQdQ/WsbXyQ7ej6ni5NJ4++GKyFt2u4Gvvrjj2zePz9Ohn2YrHR8N59///od7rB8Wjn563Cbl2fBL\nwEZ4Nmz4jNArDYwhCi8Pe2y5kuvCcT9h3sWqu2mHSSTE2HUiDmkYEFWCKGqNMQVSDEQJ3B/3vDiO\npKAMh6VnAC4zf3j7gZwLSy48Xm+UpXCZe5LxvBRKVaoKTiIchCEExhixoFQiMY58cTxyfDnw9et7\nXr56SeRL2B0Yl5nhzXfc5pnSrK+q1AkJ4hiIQyDX0sXHAmFN/fPV3bTMhcraOh6coIKo9sTiKEiK\nuAWsglnAXRBNhGmHtEhbBclOJznTMMCwZzoMaw7RjMXKEitlAJGINhDvPVkxBVAlJSMG4XLLzxqd\nan0CB32lpJ+0n5v586oJWQkP3b2Va6M048tXR37761e8f7zCLffW+tr+nEHr+1WhLqtOeb3Hvz/8\nebq6EZ0NvyRshGfDhs8KTq2V+TYjy5khODoODAR+9+qe+xdHwm7P//1P33B9PJOvmdf7O0qcCK4M\ntbK0hu4Gdvd79oeB/d2ew4sju2miPl5ZrjN2DrxuwjfvPpCXhhO4P4wMY0TOcL7MBHVUFLdGLQti\nE7RKbspv/urX/Pqrrzi8uGdIipp3f/arF7AbCMcduttxkgWdBibLzHmBamANp2D5RpNIA9KQyEuj\n1Ya3RhRhyZWyEosQuyYmmODNGcbENA1MY1pXSYA58+K8evWKNCSqOyqFAGBCqYGwS7g2xtHZp4kx\nwOliXEoPFuy1HtAkcdz17qw0KOfzjdtSmHPlcrmueTydUqQYMXdKbeRSUFWi9kmLW3dVmUgXNDsg\nATQQgzKMAVfhkssaYPhnfz36xaeFoT9RqvVpSvNGejb8UrARng0bPiPk0ng43fjuzQfev3/kX//u\nS6akPLz7wOE48cXrO9K0Y/xHp8bIMARkiFArdTGsVHQAz5l2FSQabVBOF2Vx4eXxwLenG7fzDcuV\nRMQW4/zhymUu6JCYdhN3940P78/U2VhKxJpTivHybs/rV0fO5xMf3g8ken3EH+eZvGS+yIZGqN+8\nY3574fLmPZd55pYzpUKIE9MUKSVQhso1F2ozbGUtGhSacM2VXBv1qcF89jXPJiKqlNJouSEGx+PI\nOCSiRu73zi4m0hCRUaFMBA29udwEk9rLPR38HpoN3Eom1EwaJ9IQSEPkxWEH3i3rORcOU8QccoPd\nfk+rfaVGhaCA+XM9RG22Np33YlEVIUZlGCIiwuP5xu1/FGpeIwNCr6KQf8lI5pPjnldYP+zZ+sH1\nDRt+7tgIz4YNnxGW0tZaiJmHhwfqr+6Y9gc47jGcSy5EgZwzbg3ViIRe9llLRcwZmqDRudVK+wCP\np4LGC7vDlX/1139Nsx2NhdkalmLvkdKEDkZDqK1XKOS5Utd273kdFagKx/3QV095od5Gjl9/hbjT\nbpk6nBBVzu/OfHhz4nI6s7ReAZGLEQahVqMsDW+9EWGIAYmBDw/XleT0ED9ZaxIwesN4MaxVRLr4\nlwbqyjSETniGwBAj0aRPhIIQvBOkLmqCea54rayeKqZh4O5wwAhraVYXAo+hp1Yvpmsv2UA2YS7G\nNMZeEWFODKDimPT3BtYQQvPnMk9dHVVB9dkKPw4BLFCtv79u/v+JnDzZ43+Ijeds+CViIzwbNnxG\nKNXWr8bDwyN/+PY7xF/z+njHu+uFy7sHCMq1ZNQNSLgJrTSKWa9AKA2bInN18uNMmQuhVQ67iaIv\nEUlcbOTN9T03MmdzSkiIOss1c7kUrpfcqyFaz5Wp2lhC47JUHq+ZvwqKNMOWxv7Fa1hmolday5iP\nnK+Zx4crS6ndCm5ObZWyNC6XmevpQskFVSGmSBgi39XKdS6rGHi1lnsPSkS6mLnVnl6sKAXj5gvn\n20AYCnEIJB3I5khpaKsMOkDtr8EUrucL1RxCpJZG0Mj9IWIauF0uzHOmWOEWFR2UtjrBZFRCNIYY\nGfeKeaMW6ySmZYIoKSmy1OfP0laC2O3k3rOK3BmHyK+/esm3333oWT/Vnv/Ofwo/1Of8EJu7InVS\n1QAAIABJREFUfMOGjfBs2PDZwYDcjD+eLsTvAqfbTIyBv/71F0wyMM+Z434HCCFFciuk1L3JJTeu\n80IxcGmcbuXZFn3JjW//038it8bj44U//uEt708XrnMGc17cJUIQsL6OiUnJrXK7LsxL5WWKqASq\nw/u3Z1LpxOL/+j//I69f7fnVy3uGIcFkhDEw3U3sZOmDk1op7pzPV2iNYVBuc0WJnC4zj29mpnFi\nXhqn6wWRnk4cBIaktOwkcTQF0jhgIhAEiYEigetiVJt5uDrLJYM7Q1SiwH43oEm5LHklJ4FggZIb\n7rWLwWthHBTVgdKMixksoCgpJU6XC0upxBhQlP04kQiUXFiKEBDUndN1QUU6EXInqHbxsjvVnCDO\nUioPlyuuioYACCmGvg7758Y8P/CRu39cY/VP/6c96Nu0Z8MvBRvh2bDhc4M77ka1TmhEhHePZ14e\nJh5l5jRXxuOO/X5gGgIhgEtPpatuzLmxYKBGy41vPjzy4XThdM1cSyHXSl4K81yI+3uW20K+nHj7\nEJiGRNKwZsJ055QEJ0TBcqYsGbMjl9ONyxCISXn49jteHv6alp1//Ke3PJYrf3z/wGO+cmv9NS3z\nzPl05natXG6ZXArTNJCb0dxpLrx9uFBKZRoHxikRWuu1DebkAWrrpOE6Z7I5bSUH4TSTVEkrgXCD\ncTdyfHHHNAx4iYQmtDBRSxdF4zfKXBDxns7MWjiO42Zc50qMERXnvMy4wDgMxNBvU9rKOAwTaOZ4\nNdJKcFTlY9Gnr2uu1ggqWDPOlxmq4627woBV9/PTBOXT255id3440tmmPBt+6dgIz4YNnxnM+krL\nXJjGgWlKvH0wTpeZbHDOjV/vB2IQ0hBQhYbQWiOXTDGjlUZzyNfMd+9OfPvmHW/fn/hwXcil9iC7\nEHn11Q4rjWXJVAvkCikYihNi/wckrdUTQW21bQvX28ItTxwAa0arzvmy8Mc/vufbh7ec88KtGtfF\nMatcLzdOj2dui3C+ZZpVpvsdy1KYS8VceDzPDFF5cdxxf7+HZabNhVL6qq60ylILS6nM6+rPmmHq\nKEpAEIUUE4e7Iy0M1L0weyOKMhwipYDVirdGzQZuiDhNA4qBd+0N1ggSEBGqGbspMaRICN219jE1\nxzBxPPcKjBC0V359oud5Ptb8mdS00gjebfC9FFT+Raplh2dh9Mfb1sf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KmxX3Yk41OikGliBB3xq5EkEo4DYWwEMtS+Jj/sRnLtXhvVvm9lDq6BmARUqKWx5IXmRtA+01BK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\nxMz7v26MSXGeol/5AAAAAElFTkSuQmCC\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x119569630>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"rgb_img = r.rasterize_mesh(mesh)\n",
"rgb_img.view()"
]
},
{
"cell_type": "code",
"execution_count": 25,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"newLightParams = np.random.rand(4, 4).astype(np.float32)\n",
"newLightParams[0, 0] = 1"
]
},
{
"cell_type": "code",
"execution_count": 26,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"r.uniforms.lightParams = newLightParams"
]
},
{
"cell_type": "code",
"execution_count": 27,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"<menpo.visualize.viewmatplotlib.MatplotlibImageViewer2d at 0x11a5459b0>"
]
},
"execution_count": 27,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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TnevB83bZ2LbtlrT8OWZRN74kTPAYxh1xOq18+PAOHyI+BlxlvGiP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Utpg1gtPN3f83CZGKeZWvVl4Ane8eb2xLv3z41wbtqoNa+RXAq3V0eCdwyh9SVd5pX7v/8Ga4Wv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\nSUVORK5CYII=\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x11a545f60>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"rgb_img = r.rasterize_mesh(mesh)\n",
"rgb_img.view()"
]
}
],
"metadata": {
"anaconda-cloud": {},
"kernelspec": {
"display_name": "Python [default]",
"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": "3.5.2"
}
},
"nbformat": 4,
"nbformat_minor": 0
}
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