diff --git a/.gitignore b/.gitignore index ccbe6fc70..30afb0d15 100644 --- a/.gitignore +++ b/.gitignore @@ -2,6 +2,10 @@ build/ dist/ *.egg-info/ **/__pycache__/ +*-checkpoint.ipynb +**/.ipynb_checkpoints +**/.ipynb_checkpoints/** + # Docusaurus site website/yarn.lock diff --git a/docs/notes/renderer_getting_started.md b/docs/notes/renderer_getting_started.md index cd56c376d..633e9529a 100644 --- a/docs/notes/renderer_getting_started.md +++ b/docs/notes/renderer_getting_started.md @@ -84,3 +84,25 @@ renderer = MeshRenderer( shader=PhongShader(device=device, cameras=cameras) ) ``` + +### A custom shader + +Shaders are the most flexible part of the PyTorch3D rendering API. We have created some examples of shaders in `shaders.py` but this is a non exhaustive set. + +A shader can incorporate several steps: +- **texturing** (e.g interpolation of vertex RGB colors or interpolation of vertex UV coordinates followed by sampling from a texture map (interpolation uses barycentric coordinates output from rasterization)) +- **lighting/shading** (e.g. ambient, diffuse, specular lighting, Phong, Gourad, Flat) +- **blending** (e.g. hard blending using only the closest face for each pixel, or soft blending using a weighted sum of the top K faces per pixel) + + We have examples of several combinations of these functions based on the texturing/shading/blending support we have currently. These are summarised in this table below. Many other combinations are possible and we plan to expand the options available for texturing, shading and blending. + + +|Example Shaders | Vertex Textures| Texture Map| Flat Shading| Gourad Shading| Phong Shading | Hard blending | Soft Blending | +| ------------- |:-------------: | :--------------:| :--------------:| :--------------:| :--------------:|:--------------:|:--------------:| +| HardPhongShader | :heavy_check_mark: |||| :heavy_check_mark: | :heavy_check_mark:|| +| SoftPhongShader | :heavy_check_mark: |||| :heavy_check_mark: | | :heavy_check_mark:| +| HardGouradShader | :heavy_check_mark: ||| :heavy_check_mark: || :heavy_check_mark:|| +| SoftGouradShader | :heavy_check_mark: ||| :heavy_check_mark: ||| :heavy_check_mark:| +| TexturedSoftPhongShader || :heavy_check_mark: ||| :heavy_check_mark: || :heavy_check_mark:| +| HardFlatShader | :heavy_check_mark: || :heavy_check_mark: ||| :heavy_check_mark:|| +| SoftSilhouetteShader ||||||| :heavy_check_mark:| diff --git a/docs/tutorials/camera_position_optimization_with_differentiable_rendering.ipynb b/docs/tutorials/camera_position_optimization_with_differentiable_rendering.ipynb index 7f4afc5b8..0c40ca086 100644 --- a/docs/tutorials/camera_position_optimization_with_differentiable_rendering.ipynb +++ b/docs/tutorials/camera_position_optimization_with_differentiable_rendering.ipynb @@ -75,11 +75,10 @@ }, { "cell_type": "code", - "execution_count": 0, + "execution_count": 16, "metadata": { "colab": {}, "colab_type": "code", - "collapsed": true, "id": "w9mH5iVprQdZ" }, "outputs": [], @@ -107,7 +106,7 @@ "from pytorch3d.renderer import (\n", " OpenGLPerspectiveCameras, look_at_view_transform, look_at_rotation, \n", " RasterizationSettings, MeshRenderer, MeshRasterizer, BlendParams,\n", - " SilhouetteShader, PhongShader, PointLights\n", + " SoftSilhouetteShader, HardPhongShader, PointLights\n", ")" ] }, @@ -154,7 +153,7 @@ }, { "cell_type": "code", - "execution_count": 0, + "execution_count": 17, "metadata": { "colab": {}, "colab_type": "code", @@ -211,11 +210,10 @@ }, { "cell_type": "code", - "execution_count": 0, + "execution_count": 18, "metadata": { "colab": {}, "colab_type": "code", - "collapsed": true, "id": "KPlby75GrQdj" }, "outputs": [], @@ -243,7 +241,7 @@ " cameras=cameras, \n", " raster_settings=raster_settings\n", " ),\n", - " shader=SilhouetteShader(blend_params=blend_params)\n", + " shader=SoftSilhouetteShader(blend_params=blend_params)\n", ")\n", "\n", "\n", @@ -261,7 +259,7 @@ " cameras=cameras, \n", " raster_settings=raster_settings\n", " ),\n", - " shader=PhongShader(device=device, lights=lights)\n", + " shader=HardPhongShader(device=device, lights=lights)\n", ")" ] }, @@ -279,7 +277,7 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": 20, "metadata": { "colab": { "base_uri": "https://localhost:8080/", @@ -292,13 +290,13 @@ "outputs": [ { "data": { - "image/png": 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zz0YpxejoKFrrOA04PDzM3XffTTabJZvN1qX3gLpUX5pk6i6ZBkzXUhmRlVxlmM/nGRwc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JCYIgQGvN5s2b2blzJ57nkc/nEyEzU+vPVaHSviaHu68R+yydT6pYLNLf309/f3/i43K+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\nC6mHoAdAOCkAAAAASUVORK5CYII=\n", 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" ] }, "metadata": { - "tags": [] + "bento_obj_id": "139884961214608" }, "output_type": "display_data" } @@ -322,10 +320,10 @@ "plt.figure(figsize=(10, 10))\n", "plt.subplot(1, 2, 1)\n", "plt.imshow(silhouete.squeeze()[..., 3]) # only plot the alpha channel of the RGBA image\n", - "plt.grid(\"off\")\n", + "plt.grid(False)\n", "plt.subplot(1, 2, 2)\n", "plt.imshow(image_ref.squeeze())\n", - "plt.grid(\"off\")" + "plt.grid(False)" ] }, { @@ -342,7 +340,7 @@ }, { "cell_type": "code", - "execution_count": 0, + "execution_count": 21, "metadata": { "colab": {}, "colab_type": "code", @@ -395,11 +393,10 @@ }, { "cell_type": "code", - "execution_count": 0, + "execution_count": 22, "metadata": { "colab": {}, "colab_type": "code", - "collapsed": true, "id": "srZPBU7_rQdz" }, "outputs": [], @@ -427,7 +424,7 @@ }, { "cell_type": "code", - "execution_count": 10, + "execution_count": 24, "metadata": { "colab": { "base_uri": "https://localhost:8080/", @@ -444,21 +441,21 @@ "Text(0.5, 1.0, 'Reference silhouette')" ] }, - "execution_count": 10, + "execution_count": 24, "metadata": { - "tags": [] + "bento_obj_id": "139883849498512" }, "output_type": "execute_result" }, { "data": { - "image/png": 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C+QuyXWscjXY+Vo2qQg1QjTqqUAOMv44xnzqMiD0jYuaOx8CbgFuBy4F3F6u9G/jemFsn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\n", 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"text/plain": [ "
" ] }, "metadata": { - "tags": [] + "bento_obj_id": "139884942059856" }, "output_type": "display_data" } @@ -469,12 +466,12 @@ "_, image_init = model()\n", "plt.subplot(1, 2, 1)\n", "plt.imshow(image_init.detach().squeeze().cpu().numpy()[..., 3])\n", - "plt.grid(\"off\")\n", + "plt.grid(False)\n", "plt.title(\"Starting position\")\n", "\n", "plt.subplot(1, 2, 2)\n", "plt.imshow(model.image_ref.cpu().numpy().squeeze())\n", - "plt.grid(\"off\")\n", + "plt.grid(False)\n", "plt.title(\"Reference silhouette\")\n" ] }, @@ -841,18 +838,6 @@ "language": "python", "name": "pytorch3d_local" }, - "language_info": { - "codemirror_mode": { - "name": "ipython", - "version": 3 - }, - "file_extension": ".py", - "mimetype": "text/x-python", - "name": "python", - "nbconvert_exporter": "python", - "pygments_lexer": "ipython3", - "version": "3.7.5+" - }, "widgets": { "application/vnd.jupyter.widget-state+json": { "02acadb61c3949fcaeab177fd184c388": { diff --git a/docs/tutorials/render_textured_meshes.ipynb b/docs/tutorials/render_textured_meshes.ipynb index b139ecff5..1a87998b3 100644 --- a/docs/tutorials/render_textured_meshes.ipynb +++ b/docs/tutorials/render_textured_meshes.ipynb @@ -72,11 +72,10 @@ }, { "cell_type": "code", - "execution_count": 0, + "execution_count": 1, "metadata": { "colab": {}, "colab_type": "code", - "collapsed": true, "id": "nX99zdoffBLg" }, "outputs": [], @@ -100,7 +99,7 @@ " RasterizationSettings, \n", " MeshRenderer, \n", " MeshRasterizer, \n", - " TexturedPhongShader\n", + " TexturedSoftPhongShader\n", ")\n", "\n", "# add path for demo utils functions \n", @@ -214,7 +213,7 @@ }, { "cell_type": "code", - "execution_count": 0, + "execution_count": 2, "metadata": { "colab": {}, "colab_type": "code", @@ -248,7 +247,7 @@ }, { "cell_type": "code", - "execution_count": 18, + "execution_count": 3, "metadata": { "colab": { "base_uri": "https://localhost:8080/", @@ -265,21 +264,21 @@ "(-0.5, 1023.5, 1023.5, -0.5)" ] }, - "execution_count": 18, + "execution_count": 3, "metadata": { - "tags": [] + "bento_obj_id": "139672598358448" }, "output_type": "execute_result" }, { "data": { - "image/png": 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1ufjTE0/j9YZ/C+Zl737A1p2lEhZCnEBiQgK//umPOG3ebGzWE3fUZGdlcNE5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\nRIJCR6Zeuozmze7fSurrvvXNHj/3yj8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Q4gga4HR28dna9Sxd/j6V1TV0Ort69dhTZk3n1z+9BavVGvY6I6WpxcHNd/6a+oamPj0u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\nIBIKACKhACASCgAioQAg+gmFodls2J7/sAAAAABJRU5ErkJggg==\n", 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" ] }, "metadata": { - "tags": [] + "bento_obj_id": "139672967269456" }, "output_type": "display_data" } @@ -307,11 +306,10 @@ }, { "cell_type": "code", - "execution_count": 0, + "execution_count": 5, "metadata": { "colab": {}, "colab_type": "code", - "collapsed": true, "id": "dX466mWnfBLv" }, "outputs": [], @@ -341,7 +339,7 @@ " cameras=cameras, \n", " raster_settings=raster_settings\n", " ),\n", - " shader=TexturedPhongShader(\n", + " shader=TexturedSoftPhongShader(\n", " device=device, \n", " cameras=cameras,\n", " lights=lights\n", @@ -371,7 +369,7 @@ }, { "cell_type": "code", - "execution_count": 20, + "execution_count": 6, "metadata": { "colab": { "base_uri": "https://localhost:8080/", @@ -388,21 +386,21 @@ "(-0.5, 511.5, 511.5, -0.5)" ] }, - "execution_count": 20, + "execution_count": 6, "metadata": { - "tags": [] + "bento_obj_id": "139672643021136" }, "output_type": "execute_result" }, { "data": { - "image/png": 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ooUM4evQolpaXsbq6hvX+OoaDIYaDIfI8R+H+vyhXsdYJm8AyUlZiw6dohwG3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\n6tpO4See43NV4kBzsXrIuXWikuiJRx8p5rYYHztUNjxZ1zX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05qgU3KDEaYH9u9Q9EyP2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\npWO4Yk0852kAAAAASUVORK5CYII=\n", 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ZXg9Pfd5P4+h938Btn/ojDNZX6yqi6JsT50kkZHtDp4WQM8zznnwROonEfDfFM1/wEqRp\ngsw6K7LKU6mTa/0y4cppiRJoJ4uWdmclWA7OcqMKpn3ax6Zwsb1flEKpFFSpUNj8FKUUhABmejNA\nfwWf/7M/wPrycRRFgaIsobTpczMsFX73H76x+RtOCJlGWD1EyLnCb9z8VszOziBNkoZYiUWKL15c\nAkpDrGxAqLjmcUHJc3VGYqJOaXu58QfChYkQlkdrraGVCRU50VLayRHNsgkhZVmKmW4Xh77wGRy+\n64vIh0OsLS9BaY1kbife98l/OIG7TQiZQhgeIuRs8q43vx4AsDA/j8WF+apsuX40q4Bk9Nz9Ho9z\nUEYKFe8n6j0Ffxom+yvR9vE01QLQEFV3X60BLUysRwkNoc11lG1hKgHkeYGiKLHnyutw3uOvxYN3\nfgFFUWDYX8PCRVec8L0nhGwNKFoIOQO87+1vxu6dOwEAaZZB2sZvvmCRotlvpZ4RuSlagkogXwRM\nEi3BPlAJkXYvdnzQSItordZwq4x40dAQ0FpXVUXVJJB2oS5iNtenlEKe50gSif1PeCqkDSGVTGgh\nZNvD8BAhp5n3v+vt6PW66GQZUDWGq0WLkLLhqMSCJS5NrkVKU7iMclca4aE2sRK4MOH6TWW5aB0s\nV1103VQANhwEAGWpUJalrTBSVbWR1qZpnRACSZIA0FhdW8fPvvQVG7/5hJBpheEhQs40H3j3zZVg\nMQNvKFpEHBYa21slEi5RfgsC4RL/HBUeqna2caHiVxy1vwwIAQ1t5nUU1nERxnFpn1peO6MFUGYv\nWpsE3bIskec5AFTC72zw3v/8Jggh8PLXvuGsnQMh2x06LYScBn795regm3XQ6WTodDpVsi0Az2Xx\nq4QwtkTZd1bghVZahcs4dyUWIpsSK2Okyggho2PHxVUSWbcFLvTjOS3OhfF7vihV2j4v5rX+YLDh\nGajf/663eSXkcd8bWZWRh7lD3nNEQs99VvGypSxLFGWJvCiQ5zl+7uWv2tB5EkICWD1EyJnit97z\nDnQyI1iyNK0cFQAtuStoFyxxYm3gqPgD6WbDQpaTEDAbaUjnNgnb/6Mqfa7CQ5FoccKlnvW5pWTa\nEzaIxRFQhdsa8zK5a4omkXTnO7G7cBRSa8s1ap/+QCPPCxxfXsbP/NLLJ947Qki7aGl3agkhhBBC\nzjHotBByivnge9+JLMvQyTJkWRaEIxCFIWKnpd1liZJtgcBZwUbdlnh5s+smOCyVEzEGv9lcW3io\nLFWQkGveVM8wDevMKM+piY/duJ9t91yG+UNuy3a3K/pMqhLtEeEjiGavGqXNDNhKYzgc4ujx41ha\nWmZ+DCGjYXiIkNPNB9/7TnQ6HXSyNGjH75rGoTGAYoRgiXNawvLjtvVjhUu8XK0S8YpNiZVxQsV/\ni/9nxs9rgRMtXsO5KjykvBmnrWgxYgPV9kECcnQqVYH3hDLyVjFS3Qs/MboOLfnVXpPyeeJcHfdY\n7/extLyC40tLeMVr39h6DwnZxrT+YWH1ECGniA+9713odjrIsrolf90kzk+erR9uMGxzVkZVADlC\nUbIJwdJaPdQ+8LaJlRNxW9re4hKTEZRGm3Vaa6hYgDhBIQWSJIVK6pyWcccNc1oil8Stg/d5jMkL\nCkrT3WsjhVtdsu0epbc8OzODbqeL+bnZkfeTEBJCp4WQiFve8gbMzsyYBFqvdT78oSka+FfW1rA4\nP48kSZCmrjV/Egya7VUqI9wWb3BFlITrPx8pTsYIlg25LWkKpAn0MIfIUrNuMGy9XyL8p2V9/Zck\nnlQRbU6EdVxKz0lxb/anOoCo3Qw/hOZvXzsnIhIlnqsVNeOL3ZNGNVEgWprX7Wa9rvrSRBVTKnKV\nlFJYWV3D//6iX2i9v4RsUxgeIsTnA+++uVEKG9j+aA7yfqWJ+9U5/NDD2Lt7VyBYkiSBFDL4Vh+L\nlkCgSFmNf8IbbDEiFISNOC3jlqPr8VagrxT+6R8+g0/91f/A4QcfwsL8HJ5+3VPwnc++EZdecgAo\nioZ4C3aBUYO5pWo258JDOhQulWgpG+cnRLOvTXUa8bno6rZU4qRtuf6s64qhIOwmfCHpLbddWiRY\ndCRa4gopl89TFAVu/9KXAQAHb76l/b4Rsr1geIiQX3/7W9DpmATZXrc7sRtt4/fGDrju2/Q37rkX\nF56/vzmPkN9/pcp9iESLlFgbDPCNb96HRx56CPOLi3jyNVdjptOBqMIenqMTiI62nJaTEyw6kfiX\nr96F3/m9/wufv/2O4LUvfvmr+Mv/76/xmle+HE+59hqgKBr3tk2stAZNRN3e353+qHyT2EGRngBs\n67HSRqN0PChjFsF2o12vSKx4DlJQbK1FMPO17ywF96BaXz+ecOXjW8+fEFJDp4Vsad7+htei0zFd\nVDuu2Zut6mlNzvQGKKA5KPk9OJTSOHb8OGZnZiATiUQmwazNfvghdAUERCfD3/79P+L3P/bf8Mij\nj6IozAw8z3vu9+InfuxHMNvpVOPiJKcFkwRLJFBa81SSBF/86p1409veiYcePjLyfl526SV4w6/9\nKq687FKzQqnRYmVMrkflRrj8FaWgtIYqjcNSlgpFWUYiApUglFJUUyDAEzPVwf05HGPR4t8f/7Nu\nEyst4aL6KjwR612LbnFY/GvUgctiXKUiLzC0XX/ve+ABvOoNbxn5GRCyTaDTQrYfvW43EC1pllph\nIb3cBuGJCy9/xIYXTOWK+f0xMxabkMZDR45g5+IipJRI7KPuuIpwv963ep0m+PX/8gF8+n/8TeN8\n/+qv/yeufPwV+K7v+FeAViPHfTFiuRVfpLRtLASWBwP8xvs/OFawAMC9h+7DH/7ff4zXv+415q39\n/oYES5iaIiBcDKw6BQHpXBghIYQKQnG+8HCCpU20tCcO12cQhn0QCCK/67B/DSPSVsKy5ki0jBIs\ndadfHQmcuoT7vD17xn4GhGxn2FyObFkOvuZXkHUypEmKNElt+3zXJdUKjKQWGkkU3jGDopsjSFTL\nAHDPofsw0+tVroqUyUTBUgAoALzxzW9vFSwAcHxpGX/zt3+PMk38YbbhsgAbDwWFyy2qpdfFRz/y\nMXzlrq9h586dOO+886p5kmKUUvirv/lb3H3nXbj7zruANB0rWKpUE+8hqtCMX0kV9VCp7mN0yU5k\nehNNSj8nKRKQSbTefd6Nz9p9xiIMF9bhqDrkhyp3pRYojUdL7oqyZdxm2Th1Wrt1/hQHNLgJGQWd\nFrJl6WSd8FtyNBj57fSDHAcvNBRFGqBhmqLN9Hro9XrNAVCKVsEiEonf+73fBwDc9sUvjT3vz/7z\n7TjywGFccP5+wGughpYv/BOZ5LKkKe76l6/gk3/x/+Laa6/F85//fCil8Kd/+qe47bbbWneZ5zlu\n/fO/AAD88kteXP0RaRMs46wiEYRw7E8pIbWGsvdQK+9DEJW3ARGFhHyB0cjf8R2T6F4EWUJW/CRp\ngk7WgUwSQOu6d0xRIi/ydqdERU6LFwqqxEklaNxzFSQh+31rCCHtULSQLUuaJlBezpYbP6tv9tIP\nD8ETGfCSbUPZopTC/YcfxOLCPJIkFCuuEslZC85lEAK4+5uH8Cd//pcAgP379+Oaa67BZz7zGayu\nrjbOW2uNO79xD87fv68yKE7IZRGxXGgRD2mK//bHn8De887Dq171Klx22WUoyxL79u3Dq1/9aqyt\nrbXe26989S4AwGPHj2Pfjh3tH0DDJYmus1FKriGFsCEiK1pE9Um05JTokV2Gg5sARPfE9nqRCdIs\nRbfTBQD0ej3Mzc9hdmYWWSdDWSqsra1ieXkZqyurGA6GUKVqhID8RnmtOSzRdkqZcJC2XX99RwYA\n8pYkZ0KIgaKFbFnK0nZNzep1oopRYIRgEVX2bVgV4vZZYqbXRa/bbYQYRCRWXDyk0Brvet/78Zzn\nPAcA8NKXvhS9Xg9/9md/hg996EMYDofReZd44P77IbIMwntt0y7LJMmSJLj7rq/hf/3z7fill74U\nl112GYQQSNMU1113HW688UZ86lOfat3zkUcfBQAcO3oU+3buNNVOscuClue+8aP9dQLQXuWQ/1mh\ndjHgV+VoLzFaaxd3qpNm7c8kMeIkswnYiUyQpmkVOnRujVIKw8EQy0vLKEvjquTDHHmem+RgpSrH\nRCsvb0XX3Xt9h2WUuHGixRcrpVIorFhZXl7e1KdMyHaCooVsSQ6+5leQJinKsgzKTetvvXWoYVyy\npdvOfft96MgjWJibr/qwhOXSUXjEPv/Hf/ocZJril3/5lwEA3a75Zn/NNdc0SmEdt3/xS3j++jq6\nafQrulHHJb6ctnLgTgf//VN/ifMvuAA33HBDeOla49prr8WnP/3pajD1efSxo+bnkUcgrroSyPNI\nkWCMYHGxmahM2Gt+U4XsglmTw/4nOk6ARd3jBrbSaHZmFvv278OOHTuwtLSM1ZUVrK6tolwtTdjH\nVu/A9ovRSgXzHFUyya4yx1RVDko8Y7WygqZZRRSGi5Tnsrg+LXlu7vNav9/8rAghABNxyVbl4M3v\nNt9gbflsWaoqSdINPFrp+mu7duWrGtH3eSilcd/9D+C++x/ATLeHTqe9XLrpsphB7P/46B/iZS97\nGbrdbiVYhBC46KKLsG/fvvYL0Bprw2E1eMaSY6LrEjdli18TAitLS/i7z3wWN9xwA3bs2NGovNm1\naxdmZ9tbzBdFgaIocO837wNkmLTbKpy8BRHImfq58MI8iPJVzD0xj2rwbxEGlVhwn51WOH7sOO6+\n+x4cOnQIhx88jGPHjmFpeRmrq2tY769jOBhiOBgiz3MU7v8X5TrWOmHjOSNlLTaqEm0/4VZ7gsRv\nKOftt3TlzqWygiXHyuoqVlZX2VyOkDHQaSFbFq01irJEUZpvsElhkmbNIGLKak2yrfefS/jUtrRZ\nK5RlgV7PiI00S8PclSokIZoui0zwhS98AUoDV111VXVebhA+fvw40thJsQzzAjt27gCGObw3hhtt\n1GWJSY3I+Oe//zweeewxPOlJT2psIoRo7Ugb84UvfwU/qtTIDrHhybSfo/ZtLhtmEp6ksR4KNExY\nRSgBJTSEUnApqy5pV0kNoZxDU2J1ZRUrKytVXxjfnbEHbEwxUL0Sbef2EYgmVSfYAlGfFr8iSPuV\nQ07UaCNYrABcW1sfe68JIRQtZItjrHdj/yeyRJoqSDtw1EVFEkLougGcS2uxoueBww9hZmYGAJAm\n4XxCdQ5G02URWYo/+PgncOONN7YO/oPBAN/85jdbz/v+ww+if3wJs7OzVXdcTBIj1UZNcePjgj3/\n+NnPI8syXHHFFa27WVlZaQ0N+Xz97nswXFtDt9MBtB5TMSSarov2V9RhIdfgrxKCLoHFJkYrrQBl\nxZ8LJynT10VqZQSOzY+pNEk1dYAvKFS1Dt4cSFq7yRzNejcdA/z92O18UYK4T4uKclm8aiGtFYqi\nrByrtbV1HHwHHRZCJsHwECGEEEKmAjotZMty8OZb8KbXvLJyCxIpkecJEilRlmW1nZDa69EiquTP\n0uYrJKmZCBEAkiSJGqN57kyQgCvwwP334yt3fQ0v/Lmft+tD96E/JuFyfm4Wq/1BnVMyIUwz7tX4\ntUcefQwA8NWvfc06Cu2t/TfitBx59DGsrKyiu6cbZswGhkvssoSJuH6/Fu1F2jxzo3oIYcM0SkOJ\n2i1TQkAoBUDaWxXN9WPPrSgLrPcHGAwLDIZDW7VT2tdKFGUJpTQS228nkRJpmiBLTVgwSSQSIZGm\nMpissdERV9W5U8qrGvJ7s7jQUJ4XWF1naIiQjUDRQrY02iaNwoqWJJHIE1k1+VJpAqlEMHgLAZsk\nWeLrd9+LfeftQWo7xAZN49x/oiU0lKb4o4/fin379uEJT3hC47yEEPjc5z43snpoz+7dyOZcaCgu\nI27mswQvjbshUuDQ3fcCAB4+8ijW1tawtraGPVHreKUUHnroIeR5PmJHBq0UHj12DHv27mmPCjVO\nTHjRIS9OFOiYcIJJP1ta29c1dBDi8++H387fz2HJiwKPHV/Gw48exep6H/08Dyp/XHJsnVjtSqZl\n9f9Ot9NBN0vRyTJ0shRZmqLTSZHaZGTpHVe5hnKRWNHaVKO5R3/QZ/ItIRuEooVseVy5spQSChpF\naXIZpJDIsgxpKm0Js+lRIoUw37jLEjsWF5AmadXWvtFyvi0BFwKPHTuGT//13+D666+3673OJUJg\naWkJf/d3fzfynJMkwa75eZQUaPYAACAASURBVFtK7DMhq6XZ9z5Aa+DOO01juNW1VXQ6HTz88MM4\ncOBAsN3x48fxla98ZWJ31jRNUagyVlRBn5ZWxyVOxNVRGXSEc1qMqaWrNJeq5b3nujgBCiu+jEgo\nceToMRx68GEcW1qpSuFVWE8ddj+OZtqGJ3ylMA7MTDdDr9vBjK0K63U66HYyJFKadByvrb/LbSlK\nM0FiURQo8oKTIxKyCShayJbm4M234OBrXgkAGAyHWDneh4ZAaStekjRFr9tBmkj77dkMQokUUEoj\nTRMkaeINhF4zOi9XNBAuUuCO278IANi5c2fred1xxx248847R553URaAF5pptDipno+t2wlVi60I\nuuvrd5tjFCU6HYG7774b1113XTDf0Je+9KWRScLB3oXAyuqaFyJrP3TraVXl3PUT7YfpGm/ym/4Z\nqvohFZVaW0Hpyo4fOXYM9z7wII4trVQiNna5Rrle/vqyLIG8Xr+cSKRJgo6tApvpdbEwO4PF+Tl0\ns7Q6BydYyioslCPPC7zs114/5iYRQmIoWsi2QSmF40srWB0MzTdh2802S83Mz1JKdDtGtHQ7GWY7\nKeZm52zFUN0zRHjCJeg14oRL1sHf/uNnAAAHDhxo9BvJ8xwf+9jHxp7rhefvrytjqrUbqh0KiENK\n64MBHn7kkWpVv9/Hl7/8ZTznOc/B7t27AQDHjh3DJz/5yQ11ZjUTRiZeDknopYzOa4mqiKKKItHY\nUMcpM43pFer3KEgpoW2PnfX+AA8eeQxHjy8jL4og/yTY2wjR0kaVu1KWGCLHuv1s19b76A8GKJXC\nzvk5dLLUm8VZVz1ZTFhosOHjEUIMFC1ky+PyBd746l9BUZYYDAYmDCRNWEgphdz2XukPh1heXUOv\n28HlF+43TkuS1MNnnNMiELosAji+uoovffkrAIBDhw5hOByi0+lU5/PpT38ad99998jzTZIEF194\nYTCWAxvTLOPzWSQeO3oMh+5/oFqllMIXvvAF3Hbbbbjxxhuxvr6OP/qjP8JnP/vZyQcD0O100Ol2\nmk1ORkWp2k5QhGJFeFpF2E4tjtFuCIzdAmGLIk1uitYKK2treOz4EvI8DxrSjWOjr8e9X8qyhNIK\niRDopAmkmDF9f2xYKM8LDPMc/X4fr3nT28YegxDShKKFbBve9I534xde/EIcXVoK8hT8AUopZRJx\nVYk0TWqXRdSixM9raeuC+7nPfg7LK2YixEOHDuHw4cM4cOAAbr/9dgDARz7ykbGDohACOxcXINI0\nCBFhkiiZFJ4RAsPhAEuRg3L48GF89KMfxec+9zk8+OCDuP322zHYoAswM9NDb6YXVA41z7FdqdTm\niifPhLZzEMUTH3rbVn1bRODvVPktbv/SJFwvraxivT9oTF6IE3BX4uexAFJKYag11gcD5HmBolNC\nCpPkm+c5BoMh1gd9vPbNb9/wcQkhNRQtZFuxf/dOHD7yaFDy7PCrTq65/BKkaYokTSuRAtTdc+EX\nt/gja5Liy//y5erpPffcgw996EPYt28fbrvtNgDAo3aywbHnue+8yRfTyPuYoFqEQB5Nzui48847\nce+99xo3YkLyrc9Mr4der1dnyTbOccSptzwPJIcQkEJAClnnrThxolXdzK9SLeb4qurOazNllEZR\nmMkP/Q61OInwUPz+xj61ttNGmCZypQaGwyH6gyH6/T7yYnxFFiFkNBQtZFtx8B3vxute+XJ84a67\ng7JY2KoTt5wkCRJperpUybewIQvXmwWNPFcgS3HfA4erdXme44477oAQYmL5sCNNU5PTojbuAmwE\nN4i7pOJYnGzUXfHZu2c3FucXosSU+njtK9oli/8vnIiULQm+thNt0MylmujZJfRKEyTSCkkiq3Jj\ntImMePcbEC+jwkNwQSphyp+VUhgOcwwGA/QHAxRlgYM3v3vi/gkh7bAjLtl2vPWW9+HC8/aY/ANV\nT37nnmttBnYp/QRaUfks/mAZj6fDosADhx8M1rnky42yd/cu7Nq1C9BeH5KTTcKFGdWVUkaQJUn7\nmzbJ7l07q3mZTvi8xm3ruV8+fvt8paPJE/1JCpVCN+sEFTz+drrlfW37GPeI9wGtMdPtIJUS/f4A\n6/0+1vt9ChZCTgF0Wsi25AO/82Hc9PznB9UksG7Lk6+8DFJISDfPUJAcWifhhsrFLN/zjbvx6GNH\nT+rcrr7qSmRpGnaYbTEcYia9rpXC8aXliZMgboZLLr4I3TQF7KSUp2LPcS8XKSSAMlyp6zAR4Iwe\nbeccCnNMul1zL9vyWcaFiDabjOuWF+dmsDg7Y8uac/QHQ7zx7e86iTtCCHHQaSHblo//8R8DdmBz\nTktZliaXQsoqNNReLVRTRz0kHj3ySOM4m2Gm18O1T7x682+c0FQOME7Ler+PTpaik53c9xXX0+Zx\nBy6OypNDEdc8lY3LmkpcCVSul492kxIqb5JC+7MsTU8UpRSyJIVMkg25KpNcmLaH//9OlibYs2MR\ngK5cFgoWQk4ddFrItubWW2/F8573vGqQAgBhS6EdIjBV/LmGEG6TSBw/euykzmfv3j144jUbEC2b\naSrnthcChdanxGnZsWMRALB//34IvfHE3Y24RVqEzlbLFtUz19FWQENoAS3qnyiNsJFCoJOmGA6H\ngRDZrNPS9tz9f+Oay52/Zxc6aYJ+f4DXv+2dG74vhJCNQaeFbHtuvfVWwA5CT77yMttwLonKmpv5\nLIYwE/cb9957Uudy+SUHcMnljzupfaBFHAiYPi1JklRz3pwMe/fsxt49uzG/ZzdgE1xPXArpliVU\n+6w+AdGyha3W0UqHJc028VZpBQ2NnQtzdnPdECax0zLOhXHOSlGYNvxlWSJNJM7fuwvn792Fbpqg\nP6BgIeR0QaeFEM9xkVJW3XEddfdbhNkscQ+RosDX75nc+n4cT3vqU5A0Ai6nKAdFALt37EC/f/Kd\nWK+49FIAwLybhXoDx95kCq63KCqnCGhRNrFDUvkxdkZorbFn5yLue+hIsP2oni2j3JY4XKS1RreT\n4bIL9lX/f1CsEHJ6oWghxHLrrbfira97DdIsrQZJIfxv+eHgG4sKmZrZf0+ULMvw1Cc/qTlJ4ilI\nwgXMaH7+vr1IbSijOEG3JUkkrnr85QCAXpZGDVZGn9mmpZeow2B1rxwnR6qpiACnY7SysaV6F6bh\nnMbC3CwSKVCWTeHhhIlfAt7mxgQVQgB2Lc7jon17OUMzIWcQhocIIYQQMhXQaSHEI00SZGka+gNe\nM7lG+qvf3CxNsL6+fsLHftbTrse+fedVOSIbZlLlkHuuSuzZswfn2267fhO8zbBn925cedWVAIC0\n0cu27QQ2SdWm3+5NiODhbRS+TTfXO3ckkRJ7du7A4SOPjnRO2kJFcX8XpRSkFLj6skvw1lved3LX\nSQjZNBQthFgOvuaVWJibg/RKbRv5K1FXV394Xl9axqETFAJzc7P4zu/8DiRpApRjRItoHrdlo/bV\nSiOXEldefhlwEqLlisddigsuutA8acxE7Z3BKUjFMfsRkXBpz2uBrSaqDqudEFHQGrjkgv146JHH\nULaUNMMLA2GEWNFaV0nbhJCzA0ULIR4un6VyV2x3uUkFxoDAzMws9p+3F9+87/5NH/dJV1+NJ1/z\nxBbBcvKdcP1z70iJCy84H7BTFbTNwTSOLE1x7ROvxq6FhckHDsTLZq+jvv9ipNvSjtYKTroYwWGE\nSTdLcdG+vbjn/sMNQQLPaYmrhaQQ+MQnPrHJ8yeEnA4oWgixZGlqOtFGxkqjL0tbjxYA/SI/oeTW\nxYV5fM93Pxs7FxZMaMjvwXLqmtcCAGayDOdfcAEAYG52tjHj8yT2nXcernvqU9BJbR+bxvxI7Se8\nqcvwnJRGyrMTLhAuHbeBHyYKKn60xkX79uCRo8dwbHklECew7op7AMDcTA8f/YM/3MyZE0JOMxQt\nhFjSNIEQ0nyTd9/ovaZyGNPdVQDoCIFik84FADz9uqfgGc98BoRqnyl5s7qluRdvTZLg8bYPTLfT\n2dR+pZS47knXmPdvcEbkU4KoxaOwrs1ktyXKSdEa2grCyw9ciEOHH8LK6ho0NIZDU62VJhI75ucw\nPzuDN7/zPWfiygghm4SihRCLESxx/7iW7rdoURICSGZncOH+/Xh4E638d+3cgR9+/g9iJkuBomzp\nAHvyBCKmLHDV468AAFx6ycU48uijG97PeXv24Lu/69lYnJ0DlBNn4853grAY8Q5/pmf4bosTkI0G\nf+17d2Eh/1GWJTppiksv2I88z7Gytla9g6XLhJz7ULQQYpEydFnacyhGN35T6/2RIYs2BIAf+N5/\ngysefzmE15tldGeTUyBolEZndgYA8D3f+a/x1bu+huWV1Ylvk1Lihmc8DU++9pqJ1U0bP8vx96rl\ntldPKuFY7UIHD2cEaee6aF0tu3mCBsMhhQohUwb7tBAC4OCrX4mZXrchVsSYJNzYFEk6HXz7s56x\n4bl9nvgtV+EHnvf9wKiQUmzybFgNTJideDCEHgxxzTVPxNXfcpWdGHI8F11wPn74BT+EmW731IeG\ndEvRdBQGqsNDdbZR6+ei0RAsupHbolCUJf7TW28+tddBCDntULQQAteORVQDYyhYJiWb2udlifMv\nuhCdDeSK7D9vL37xJS/C4tyc51yc+tAQ0KZhjBtxwf59+PYbnoU9u3eNfXuWpnjFS38Bl116YLTA\niplwKZuSPV4JOvzwkPCmVECL+HEOi3YddGvh8qtvfMtmzoAQco5A0UIIgN07d3pCxbkckxM+g5eV\nwtOf/jT8q2995tj37NyxiJe+5MV4/GWPA8ry1FcKTVIESpswUZbh2f/6X+E5z74Re/fsbt10966d\neO2rXoEbvvWZQD6pMur0iK72FGgvRGQXRl62J1zaZnYmhEwPzGkhxJvbxi+pddVDk2p66m/6GigK\nfNdzno3P33YHjh47Hrzj4gtNqfHPv/Cn8bTrr4NsGTwnd4M5hZQldu/aiZt+8HnYu3sXPn/bF3Dv\noUNY7/cxNzuLa554NX7oB56Lq57wLUB/MDJJ2E9MHlMZHhFf+wQh4VUQwVYRiSAjN07fjfYeTHZI\n0ULItELRQgjq0JCfhLvhSh5v1BZliadefz1e+bKX4tZP/jnuPXQI3ayDZ1x/Hf7t9zwHAHDg4otb\nfvFOQ9LtRshz7N+7B9//ff8W1157LR55+Ai0Vtizexf2H7gY5+3YgWSz0wpM4MQlg3CzKkTLNidX\niEa+jfaOVzeaO7XXQwg5c1C0kG3P+972ZmRZWue1+O3iK9zQ1+4l+HkV6Pdx/dOvx7VXXYnjS0uQ\nWYa5xQXMuRmgtU2+8A9whjRKiPWQyhJzs7O49glXQV15hZmrJ0mMcNNq8yqjPT+2uVqPfTr2ANXs\n277F41USVXksLWdCp4WQ6YWihRCvUmUjVUMT0QqiP0B3pod9M7067SJwAdoyNc40nugqTY8Y6Uq+\ntTaCpS3u4604kcZ3jUkNN3m6vtPiJwQJaBizRYRlRP4ubC8eQsh0QtFCtj1hLgs2KViiQT1KzA0S\neTc02eHpoj0zp7mZN9CP2rw1kjX5jo0VJ5NTWsxP4eW0eE6LCQ9V/9Rv8hbryjDWHxAyrfC3l2xr\n3v3WN9bOStVIzqsaai0X3gB1fmi0ov3pyPefIk5VQGTjpxVvOe4MqqyTDZ1nw2lxShOxQPRLousc\nGEmrhZCphaKFEEIIIVMBRQvZ1jQbyrVXDukRXsHE7+z8Uu/h3cUTsH6CFGgvPOT3xhXVZ9reTVgI\nASH5oRAyrVC0kG1NM59lckM5HzP2bu1BsJmJcyauNw6n2QRhX46IarUtVY+7/Xnv9fa7mc+XEHJu\nQdFCti3vevPrrcviiZUR7VlEy+C9mVYuk4m8HN1S/eLWjVp/yjJXzgxBDxWMPn0nKM0Tb14itwJx\nebrbLvyAqiRrihZCphZWD5FtS3NyRAEpZFhdIhoL9r2texxztGhiHN0Yspvb+a1mXSnMyEP4ndYE\ntNcsry6tEdE+64oiLQAR9445KcZUK41thhu+KISo2u7H4aH6erxOubbsWWgBbbvkiuruxcEkQsi0\nQdFCtiU3v/G1yNIMQgpIKYOHiPRCPMg1x3Vdj/qVDlGeMIkcEq28PiLaa+DmbRscSFSaRQcBKb88\n2RclEpACENI+7LL0ngPea6K57O6C2GCpdAsn/s7qqmMJE34Wfmm6PfXWsufquvRIJ40QMh1QtJBt\niZQSMpFIfMGSyCpEVJfMhn1YqgGvEhz+shMgClCFXS7NLM5OqLj3VqIGnrvSEuIZOcK2zDwt/JP0\nEj58USITK0pgRIxMrJhJ6ufBsvQEj1MGox2o6tTEmOcjryG+JNuWvxIeTnSIFinpFzhbYScEhBbB\nVIqbmp6BEHLOQdFCtiVSJkhkAimNcEmktKGhOoAQDG3V/DsagPLESVn/tA+hzTrhi5k4BDQSLzY0\nLgQ16rW4ZEZE7/EH7cqJsaKkEi8pdJJAyMSKGvtIUkCmtWMDeIJIGrNpkrdyQlVDNuzjr3N5Lb4b\nJvxLFMFszv7nKYTAu978BrzqDW/e/MkQQs4qFC1k2/GOg69DJ8usYDHCxa8gMlixoYxbIlRhVqvC\nChX707kougzFSZsT0WpKtCSRojYMRpoaLUZLFaZq3ahtuupY1IjIWfF/esIlzQBp51FKUiBJrJhJ\nvPBT5GhMFCvtG8RzILbmtVQ//PydtvBQndMiWfZMyFRC0UK2HUliQ0P2pwkPWcHiHJSygChz81C5\nESiAESdwLgqCwTYYRIEqJySuOhrH5DyQtokbg5TaEXvQLcIlSvr15xtSqIVHHGaSshItOskg0gxI\nMiDNzHPpiRjflWm5isa6oIxIR9M1+WXP4W2InTERhYfC6iOTcE0ImT4oWsi2w4WEqsRbAQhVQqih\nESnFEKIc1qEfrULDpMp58VecATaZ2XpSKbTaFzIt1yuGdtmJmLQSLkgyIOnUIibJIhdmo2fvH1LU\nQrE1r8WFh4xI0bFFE4SHWPZMyLRC0UK2Fe968xtsaMiEhaQqIMoSQg2MUCkLEwIKxmiv42o8x81Z\noiFITkChbPQtGjCCQYh6uUoqVoASgCiAfADIxOTDJM596dSPpGPzYpI6oXcT54oJ4SGX1xKUHUXh\nIbjPk6KFkKmEooVsK5zDkggFma9DlAPIcgihi6p6J2zt7955CgY5N84H+bI6XuFtfIqOuWFlssn9\nwkWctKmMhgZKWzlV5JUDo1PrtqQdIO3WIkYm9U5GVSE1GBUe8vNzhP0c0QwPubdRsxAylVC0kG2F\nlAKJyiHW+xBWrAipg2TcEBGNqUFAor3IZ9SA2Fr4M6FKaBOcbEeVjeXTiImrTFimBEpbUVXm0EJC\nJCaEpJ14yXpmcydgXH8Yr5q8QZXj2yx7jucg0oHl0qwgIoRMHxQtZNvw7je/Hh01hCzXIXUBKWAT\ncJNwQ1G7LCIeDBv5EKJaj2DQFK1CJ6ZFIp0C2uXHKfJu2nWK7Tfb3Fjb5OUSWhVAMQTyfp33AgCd\nLpDNmHUugbdtPwjdFz885Pfhq35qb8NgA/ZqIWRaoWgh24akf8yEgoSGkAIiSWwlSdTOv3qH8NIh\nwhogM14Kr2I4Kr31t8MoQ2WEy7KhAfVUSZDNs7mz887TCRhbnQU5MOvzdSBdA7IedNoF0q5xX3Tb\n0eIEXe+sXCKuALR2ISKTwOs+r6og6uRuASHkLMG6P7JtkINVCFVAQENKYR+yEirVw3NaECfeekIl\ncFVit6V6XYwULLE2Of0D6clOqDjOMWoEvcachhUvZWEe+QAYrAKrx4DVY9Brx4H+snFlVNmcIHLE\nqYV5LZPup8A7Dr5u8n4JIecUFC2EEEIImQoYHiJbnve+/CcBAFmSQIq6Zb/56TkqI3JZhNeevt1d\nOUfCDZupFMIpOukT2kfUmE/bqiMUQJkDxQAYrgOdWSDrQicdU4XUOLQIXRWBsLYozmuJSCS/sxEy\nbVC0kC1PYruf+k3lEtnMYwkyUQSCUENYptKSv3KSoaFRbDyF98Q4LZkxYuSTxrHDFbqeYLLITdgo\n60F0ZqGzHoTseHpLQAsd5LTE+UOuekjYRnO+xDFzR1K0EDJtULSQLc27/8NPoJuZ/80Tm8dSC5Y6\nKdPPYxHeN3aXhFsPiFGF0AS3ZaPr6hfPomczTsFs4rQ2vGnb/EkaELYLsbbl0sgHVrgY50VABtML\nwa8k8nNbRqTCsOyZkOmFooVsabI0qcIAzmlxFUOuaggjQkJhAm7wo0Vb1BuIcKF1mxGvjOe0jrEb\n69WyaRHWepzojc1pnMzLWkG7GbSLHOgMIYpZ6GzGdNaNz6ORjKsbsz0HpUMnm5dMCDnjULSQLcs7\nf+nfY26mC2lFS2InRpRCmJJnEWVFiKj6xHNZml1YW1yWIJni5DXGibz/dIR7Ju9vM/bMGAukbWut\nregYQvQL6GIIFEOIzqzp6xLXEnhhuvBITVtHU7UQMnVQtJAtyZte9ALsmJ+twkEAmv1YgofntLSE\nhHzipNy2pTYnZlQ0YtRxxm3duuWZ7D9yCsJIIaMFhACMcFEFoEqIIocucojufN2gzuYtBalI40JE\nm9NOhJBzBIoWsiXpZKkJDQnjrsDLWwlCQxVtybciiCa4fcDbrJI2foVRNHCLMWpCtL2hbez3E31H\n7KhNRIWLzfBU8J5TIHpaz2EDTJAslf4QSkGrge3xkgPdebNZ2gNEEua1+Kql5QB0WgiZPihayJbj\n4ItuwsLsTJV464SGjLvfVkJmdPJtLUS84bga++tRvl2wbN5dGZUGcyKCpXXPowRLvMu2OZhaD33q\nvR3d9sx3RrQGVA4oBVEWZl1nHujMBcJlkwcihEwBFC1ky5ElCTppWnW7lc4dicucKydFNMJCvgMy\nWbAgWsBZEizRW9sNlxPeT/t1etu2bOCWWvXBONHQ8pqwcylWr5WFKY8GgMIud+YgvFDRqF1qahZC\nphKKFrKlOPiimzA/00OWhvMKwXNaZDS/UFtYyD2L5xxCJCGEtw9/bZtgCcf0UyBYRuyluXvR9qN+\nbUQIbMzZNdv2R4KlbQ8bEwna/qvbVjf3bZ0WUZb1NtncqNP29qc3Nj0AIeScgqKFbCk6aYpultWC\nRXpOix8KmhQWEpGTErsIIxvIjZlTaIRVcaKCpVWYTNpsE4xyWRpn1SZY2kSbdrpi4xJm3LkFh9AK\nYrhmhEgPENlM+xt16yIhZEqgaCFbhiCXxUu6rdySSqw0w0IAoMqy6ukhhECSSEiZ2PeHA3K7YGlL\nwh39rHXNJgTLyDyWICy0MZfFhF2sy2G7x2oBCC1sYc4kUTResFSH05PEwmhBE4SGwoPbeI8Chmv1\n7NBpd+RRtAadFkKmEIoWsmXoZhnSRNYzOHu5K7ADeP3cjNZaaxRFgeFwiOFwiLIoIIRAlqXodrvo\ndDrI0sxr+T5m8B5XsrzhCiGMFyyt4uMk0Bql1lBlibIsURQFtFK2MZtEkiRI0xRpmiJJkuY1xnkz\nk06s0iQCQjiRtNFzDX7EhzfPlRUuEEBvZ0sTulqYUbIQMn1QtJAtwZte/ALM9bpWqMhGwi0QJtkK\nAKpUGAzWsby8jOWlZfT761ClQpJI9Ho9zC8sYGF+HrNzc+gI0w9EJF6XllFlxvGaUyhYJu5pwy4L\noLWqBFu/30e/38dwMDDCRStIKZFlHfR6PczOzmJmZgadTgdJItv8lZZTqVf4EsFOBTSB0HFp3dzZ\nQfEWqgQGqwASoLfYuP/aNayj00LI1EHRQrYE3TS1DousypzrEmezjQsPQQBKK6ytruLII0fw6COP\nYHl5CcPBEACQZSl6vR4WVlcx2LkTO8sSi4uL5jiyU1Wn+IzOYzlzgkVsULC4EFg+zLG6toqV5WUs\nLS1jdXUZ/X4feZ4b0SIksk4Hs7Oz2LFjJ3bt2oXFxQX0ej1ImYy9pkairhUho2SC2GSH2jhUFITo\noIEih1ZLgEygO3PB+5xooWQhZPqgaCFbAhMOkl6FEKpEW5eI68JFqlRYWVnBg4cP48EHD2NlZRlF\nXtgmZgJ5LlHkOUqb4yKlRJaaX5U0SSAy2UwEPWlOUrBs8ChKawyHAwDAytIyHnvsMRw9ehRLS0vo\nr68hz3MUZWlmRRZGBHa7XayurCAfDgChkSQJut0oXNYmmFrP2U/FdQ6YbjE92l0W3bbS37/QqGZT\nLIfA+hIgO4BMg5wdDTothEwjnJudEEIIIVMBnRYy9bztJT+KTpZWHXDb5hiCzWnRWmNtfQ2HDz+A\n+++7DysrKyjLovrWLYSAUqVJTFUlAKDT6WB+zrSLn52dRZqmG5wn6MzQTIBtDw1prZEPh1hZXgYA\nPPLII3j00Udw/PhxrK+tIy9yqFJBVx6IuR9lWaAszb1IkgSdLENiE1zTNIWMk3FbnxjzowoDtRUJ\nRevqBnCjqol0mCsTr9cKergOJCvAzI76fTY89Oo3/efW/RJCzl0oWsjUYyZFlDafRQb5LPEcQ0WR\n4+GHHsLhBx7A8vKyESzRwA4hoJRCPsyxvr6G1ZUV9Ad9AIBS9TzKwYzK0fTKp2O2ZQRnGjHhgBpA\nWZYYDPo4fuw4YEXL0aOPYW1tDUVukm/97d3RlFLQah3HhECappidnUO3a/qgJIm0rfOj82s7l9HV\nzC1XGOe4OIHiZn0OS4lclXOj1W1ZAv1l6LQLJB0rWOq8HkLIdEHRQqaeRNZlzn5Zs4gEi9Yax44e\nwwP3349jx46hLMuRZbouYbMoShS2FBh24Nc23yPevlUzWBE0GW0zalpfitRReNLNY9s13guutHt1\ndQ2PPfYoAODo0aNYXVk11UKeu9J2DUVZYn19DUePPoaFhQXMLxjnqdvtmF42/vYTLldE5+ymQ6yS\ndZ3uaevpMnr+w2aKis3W1fkAGKwAM7vqJFyKFkKmEooWMvVIKY1waXS8DQpyURQFjhw5gqWlpSrc\n4WhzTbTWUMoIFlcxNDpV1gAAIABJREFUJKWsN9LCNGCzz7UOu+FW+4yES0NkbMCWGSlMNrALbd2S\n4XCI5eUlLC0tAQAGgz5KVY6t2vH3WxYl+oMBVlZWsLa2BgBYWFhAlmWuC46XNNwsRa7dEOFiRdUL\nYRn0Bi2ZNkXTqmZKoL8Knc1BQ1K0EDLFMBGXTDUHX3QTEjcRYuSyVC6DfaysrOCRR45gMBiEOxkz\nfkkhTd5GIquHEKLOtdDhsOzCD/6u/W6zIw/pXIFRJ2KLXXRDBnjPguPqYBMnWlZXVrG+vo719XXk\neQ6lmiGh9lMz4ZmyKE1Pl/V19NfXjQPl1IgVi1LW98p0FJaAmNDh1zEm+hVrklZ9Ei1Xz/MB9HAt\ncFp+4x1v3cgZEULOIShayFST2hwWF+YRohlJ0UpB20G7KAoor0dH+8BXixHlKwXtl8u6VbFwsXvQ\n8T5RT9LnSm/j41fCZbx4gbebeE9twkVDQyuFPM+xvr5edf9VpWqcxHjhYpN58xzDoXmoUoViRUok\naYpOxzSl6/a6yDqZcahGhMk2JGYmGSPav9q2t2vofi1a9u3di/nZWfzmLTdv5OiEkHMEhofIVJOl\naeiwOOViQzL+HDNKqUrgaC9ko1G39/ArUIS2TeoS6YWF7D6FeR0AtNA2/8IPj9TCRXjHcYj6xTBL\nxWtEUoVT7Kuj8l2q9wtdnZ8Tcdq6P0prlGWJvCgqd0VZASbi/JcRQqISen54pWrcZ0RLkqRI0wS9\nbg+9npn7p98fYH19DcNhbsJRk1ynCWjUb9LxOvt56/pkq/8HdN6HVubcsyyrRNaH3vcuAMDPvfxV\nmzwTQsiZhqKFTDVGEOhKLJinGlqIOrnUa4mbZR3IJAkHbEdDuMC2ss+QZpl3PLetGd6rfmbwxAvq\npnDVJIze+kpotIiX6trQImKCF4O91mLKJbfqWHyI+M3VdQbHEgiFlHeva3Ei7TrpTTJp5irqdDqY\nmZ3B4uIiEplgdXUVAKDUKlSuzH0ba+k0Fkdu41tLoUMVh840tMqhyxxa62oeJSEEhBWkH/4v70F/\nMMAvvvLXRh2ZEHKWYXiITDnaDrqiyjVxJa3x9DJCCHS7XWRZZsSHFl4Ixd+jQUqBTqeLmdk5dLtd\ndLtdSCmrFvDVN3jnqvghIxvD0dp3A3TlfLjzqs0Bbz4c+9D+69EjdBW8kJKur786E9sfRcowP8dP\nfg2GeO9JOPS7fJUEqRNywmuLr81Ei8bBSEw+UJYi62RIs+aEi/XnE8fSIuUSuSr1svZvg73/Ojhn\n91PZvB7lRIs0AitLU2Rpgiw1E0N2u128/5a3b+x/PULIGYdOC5laDr7oJsx0zUSGfuKpFqaSR2td\nFaoAQJZl6M3MoNPpmhmddRm4Ky5MBACQxpWZm5/HwuIiul0T6qhCPWEMxnQVqY7l9yqJ3Bc4B8bP\ne6mrjsIcl3Aw910Pc5jQJRJeSEm4MBacCyKQ2pmrs9S5RhIQKrBYwhBWfWBtS8vdBIqdTtfeJglt\nBUFZCuR5ASmHkHKtCsPk+RBFXkD5fWAisaI1AgGpPbUX3pNqi+j2+KJNV+LNfVZOVOl8gMsff3Ul\nELXwy8Lb7zsh5NyBooVMLS6kUX3L1rWLoYVzWup4T6fTxcLCAlZXV5DnuSn5jUqf4ebb6XSwsLiI\n3Xv2eGW9hjonw1NEVSnvKAHj+RWNEFLb3Dv1e1sFDcLBtT688AZ27/BSotMxImx2zkwguN7vo+yb\nJOVKYHlv8q8ykYkVfT3Mzc3XIk5KaJewbHvYKC/pN0kSKGVmk85zk09TuUCxGmlLaI6cMB0pGfdZ\nOBHU2M4XLUpD50NIKer/Z5Ss/OY0qbf/nV+/BS962SvbPhRCyFmEooVMLX4oJgwLWZcF5qfL+kjT\nFHPz89i5c5edNDExVTS2Xb8AIJME3U4Hc3Nz2LV7N3bt2o1eb6bKezBjo0niFa5iRbQIhXECBrWI\nabgwwWY2P2XiF3/PKvKHfeHltQiBNMswPz9fzVi9vr5umucVeT34N/JYbK5KmqLb62F+bsE4T70e\nYNv6m1uioLSAsqKlKAoMhmYSS1ghoLQywiFSJ0EFVpCjEn7ScdVVmNDrJdxGIlZVD0DlAwghTdKy\n1tBQgLKqJQES78i//b5b8OKXU7gQci5B0UKmm8ppMQOT0Ca5VWtRuy1uluckwczMLHbu2gXADOJ9\n269EawUhrBsxN4sdO3Zg585dWFxcQJbVvybajepWsIiwK9pYAROugycPoozZeDMgkhIeld0UrYzV\njgASJ9p27wYADIY5yqLE2vqa6Yrr8mqqvGVpQ0IZZmZmsLhjB3bt3o35+XlkWae6Xm1viqm40ihd\nCbpqr3lqipb65tb5PX5+Tn2JgTj1LjF0WnQgbPyHqyADAAkBJQAhTdhKKAmTX5xCayDLND743nfi\n51/xq+33nhByxqFoIVONn3DpXBYjXlwSrKi+kQvrNiwsLppJEBfmsL62bt0WhURKdLsdzMzMYnZu\nDjMzPVs1JLzx3yX+otm51QqY6nVhwlPNuqDovY0GsOMKjqNNvGhJdU4iFgVGOgiYxOIdi2byQFWa\nAXx56TjW+30UeW7nVtKV65RlGXrdLubm57Fjx04s7tyBGTdpJNwklKgqtTRC08eVYY/99Pxk5aDf\nSovronWkVPw8GD8Bu3ZZfLfl6md+R6DlpJSAS7WRCgoCEiZJV2uNLE3xm7fcjF985WtGXAMh5ExC\n0UKmmqpyxhuchEb1U0e5E0KYkEZvZgZZlmF2ds7MJ6QUhBSmmiTrmDLnNDUlvfC+0vsuiScONGJx\n0mxjHyantDkxCN7TGO5b3JgQ0fJeEQitJEkwMztbbSOlRLfbxerqKgaDvu1wa+ZWSpIU3W4Hs7Oz\nWFhYxOKOHZibN/ksVbisEbuKFdjGWvL74Sm/z0o9Y7OXr4Sm01I3l/P8FpvHojwRU/Xpcf8K1EWU\nyi0qaG0b5SUJsizFe9/2JrzitW+ceB2EkNMLRQuZakpluro6d0V437SVSybx9IFtP2dKcjOJNM2q\nQdX0IBG2XFcElUJ+UmrrwBy4G023A3EYCb5gGTGoi0i4xHkxEdoNwm2hJ+/cnEviwjyzc3NYX1/H\nYDBAked2cAeSxHW27aI3M4Net2fKxWVYthyk7NqQnJfRM+aM/XP3hIcvNv3pC6r1XhgJLWJHm9m4\nlQqdlmFe1NM7uJCWBqq+gZB1+ozUSBIJpSVSlWCm18NvvecdKIoCL/3V/7SBKyKEnA7Yp4UQQggh\nUwGdFjLVlEpV36Z1Ixk3CiEgjLk4Z0XAzQ4tqvX+N/9mV1k/16ItLBQ+19W//im4smI9IgRUt6UN\nz2FMqCVwWVyi8OikXyEkOt2OCZf1eiiKwoTK7A1zzeiyNEWapUiTFFJKe8VhPoponGdbqKodL10o\nnNcpSqJ17ktQ2l6lt+jKiVG2Ukl5uSxaazzlOd/ffny7DykBKAktNaSW0EIjkQl0opGmKQaDATqd\nDj7w7nfgF37l1WOuiBByuhATpmifHIwm5Cxy8EU3odfpoJultsuphJTCLEtpwjzSBSuEDfvULemF\nbcQGt85r9Fat9w/ozVZciRzvn3oZQdv+WPj4feFcSfJmaN3aP59gVSglmiopFAdurbk/5n4KL1wW\nn697Xt+X5r1onnnLnxZvAki/QkgpJ0hVFfIxP5VNHEZVal0qhbJUKMoSuf1ZFCWKssTV3/F99aEC\n4aODdWY/JcqyNPsqChRFgWGe22oxI46KomSCLiGnj9Y/cwwPkelGA2VZmhbtWpnmZS6fwctpaPbs\n8Ac/O3ipepvmT0Tf8tte1w3XR4/YR/hai6sw4aF0fG3t+4j33f4eVG3+k8Q4KkmaQiYJpBSVTzRp\nnyp63d3f9nNE457G+wkdluj9Ddcl/AyUss3k7PFX+4NgUs1AtFYP+1ya/jLSCrZq9uokMYnKdtss\nTfFb73nH2f4NIGRbwfAQmW4EUJQKpdJ2skBdNQ4TWkFoCTupMVwOZqXUo7iFe+rP+ByU8AZhkDhM\nFHoI7nW/iseFVMZvt4kLbwSq4nNp37f2zmj0+dfbisr/aPok1XNdt6hx6bf+a/4JjKyVikuf/cTb\nINwXPnfbVyLUuTFeiOiZ/+YHPQssmhkzugtCW+GizTxTUupAuKz3+5jp9apKtA++950oCtOg8Jde\nxckWCTmd0GkhU4+GsfSVUii1CRGY5/E3fR0ObpHj0vqNX7W7J2NdlhHvaT5HY7v40e5MjHJVQoel\nbd/j3JpgOb4fkQvlXAzVdk9U83rM9qr1OuN7Fnxmbl9ouxfxOYZ5LO7zz4uyVqyiVq9VNZnww191\nyFBIYV0X60JJaaYzSFPb2dflRUlkWYosS/GBd998tn8dCNnSULSQqebg73wcsAm5pYq/aTcTMkcJ\nlngQbfsZixgVD+QbFDHt72l72NmJrQBpFzOj99v+HA0xV18bGvdg3LIK7oEKRMyoY7iwjYofI+53\neIyW61HePqt1fu6LMqEhX5y4fKRAvMDLNaqFixTSiBfhZrg2bstgOKwElS96kiShcCHkNELRQqYf\njcpdqV0W9zwcHN23/fibfPNbe/s3/5GipmXgbRMxk92Y8W7KWFembXBX7YP9RKdlhLsyUji0CIxx\nDo9ZVt4juu9KV+vHfU5GlKqGUFL2vcOiwLc/9wWB0eKShp2QcUktlcMSJGqLKrdFeI5Lmib4+Cf/\nvDqXeluBlMKFkNMGq4fIluDgC29CkkikibHwk0QirfIQ6lJmKUSUkOklYAbVQ34VUbMyJ66kmVw1\nJBoFQiLa57gKos3ku4hoP2EVTzQbUCPXJK6YiiudRMt76vOPK4gw/rJCRlQPhc5THfYrrUhF5bSZ\nyiFXPTTIC6z1B7jh+57f6Ebs9ht00lW12FFWNJVKQdn9lWVRVSLleY7hcFiVhfvl8q57b1EqlkYT\ncuKweohsXQ7+7scrZyVwXbxBLnyoaoBq5E+0hX/iEERbOCN2OuKcjzgU0the1RUvKnQX2pyVUeGi\nNgelzfFROj5GXMkzviKquS8VXmt83S3ho5GvtYbu6rBP6TssurmPUinkRYG8LD1nxWoXz2mJa8/9\nvBbru3hi11YTCVtSnyT407/8q6q3jXugChVJOi6EnGIoWsiWQQPmG7H71q1U+6AYhRPi15vfuFty\nOloG1rYwkZ9v0RQzYbJwcG7jBveWBONYmDQExqjQzgYFykjRE+8ruI/NBm9xAm/j4d5TvbflMww+\nVxWUu7tHXhin5Tv+tx+pnbK4z4wLGYk438V336yYkb5wqSuJnvvdz8Z7fut3bU+Xsp5vgDkuhJwW\nKFrIlsEl5RZlacugVSRgwqqihojxBss2NyUUJao1CVVHg7X29hsP7oEAaJxP7SSMzGtpESL+vhui\nZGRCKxrXOFbEqNHiQ/sN4LRuEWUjHBjlC5ZQ8DXuk9Kt+Uru9aJUGBYFvu25L4hyWMIwX2tTPyG8\nAJqo3RZXTSTi3JYUQkp87e578bW770Wpymr+JH/b37zl7WfyV4GQLQtFC9mSmNwDFTgvrYNktD4c\nuNsExegKotghaYaHlOcg1OcQuzJhaEg1REzDuWgRIr7j0y5UwusZ67JEImaUExRcb9ArpUUwqjoJ\nt97GnbcThJ7r4gnP0hN3sSB1gmWYF1G+UUs3Xz8h1/sPkdPi5zz5OVHOcdmzayf+5C8+jT/5i0+j\nLG2Dw2ASTuPK/Nd3vu2s/T4QslVgIi7Zchx80U3Vciol0iQBACSJbe3vf2P2QwMCwezOYRv/MKm0\nbSD0cl1b31MTJ+42E31bEWLk68I/eJh36x8xWjf6HP1k3nGJwqPPpyUZOKLtj0s89xA8FygMF9X5\nSwDq1v1Fif5wiGd9303BedeN7qJZof11DaEWVaSVUXv/skRZFHjs+HF86Pf/oLqG//iSFyKRSeXM\nuOOUZYlhnuM/vPp1I+4aIcSDibhke+DCRIDplpuXJXI/ZFSqIFnXb0ZXRu5H7aqo+pt/HOaIQ0Jj\nEnCrEErDzVFjcz3ivJSGazLCWRnb42Tc+1t7rDQThcfmpnj3pBx1TY33xMuqclR8p8Z9Tn61UF6Y\nR+CyREKvreorfNR5LXF4CIHAtYJXSuxYWAjmZnrvBz9c5URVrYLtBJRZyibkhJwM/A0iWxthvoX7\nSCkgtYC2c8wIAWihK5dFCwEz5Y5tRq89k0HbxvaiXq6cFa+VvVkO53AWbkZiu7GAqGegFratvo4c\nCr9SFxrCe93f1B3fn9DZO+W44rfat47fX1XN6KD9frWv2B/RrV+GgvtVn2O4bWNf1ebaa+GPhiis\nnRYjVmDFqZkkscCNP/CjrRNbOndFCAGttZ3kIG7n77XyFzpw4eo+LqFwSaTEE668AgDwlbu+Dq01\nHjt6DHt274IWAsIeE1a4/OYtN3OiRUJOEIaHyJalChN5I3M1+7PXnt0PEzVmgYYTFJ74aPQg2fjM\n0NUq4P9v79yDJEnu+v7NrO6emd3Z1+3qjtPpXnqAQICwuBWHJWET4cAvCf8jJAiCsA2EHRhsDAhC\nggAOHMaKMNgROIyNDQ4//rAjzD8Ohw02AcgS3N7tHiAEeqDjJN1x79vH7Gtmursq039UZeYvs7K6\ne2Zne6Z2vh/FbHdXV1dl1egmv/39PTIKt8ThnHYvlcye4vzxzirZbVb4qRXGST6cOfwCzOsFk/nD\n4gRdEh7KJi57wVJXCQGoy5vLCt/4N94f5bGkw3XCBZFAyoSHRBVZlFPjQ0SmDhOZ+rEsSwDAz//S\nv/fHi8JEjUSyTSPEsizxAz/244vcTEIOKwwPEUIIIaS/ULSQO5bHfuXXxNLN9bY6/yHktcjnIccl\nU4IrcjQqn2sRV7u0n4t8l1z+hzGtnJP0XGmFTloKnZb82qQSZ27OjBiblefPrdmULVPO9I8xSbWT\neK/y+Sgd12ViN0XmHMnXZWV8d1r34xZG9L1XIBrG5ZKe27aTaOmvguvlGs6loSHn1olKoocfuD+b\n22Jd7FDV4cmiKPCLH/0ny/uPgZA7BIoWckfz2K/+WrxBwSd2ls7qF8m58RpGNjy6ZNJUyEjhIqtO\nWgm4QkgkPVnSJFN3vpZ4iQRARli0RED3GGKxlOld48RHZ2+b7oTh1jgX+glipv17EIKlCoJlGiXf\nVvimv/XtXrDACxdZCZYve/ZCJda3yZIOMrfFPddRbotWCu9/71/357bW4pf/83+Nwk9+YUWtMRgM\nl/LfACF3EsxpIYcGWQrtkN+U02/PcqJqlzyL3JUk6TPsns/t6CpczuanpOXJSWKs/HDuqK3S5Si/\nJE42SbNeFl4zKHNm1f1WwKZPQ65J2kfGCSvvtDSiZTypc0m+6Vs/GFXwKHnj0tzhtOw5ymlxCcDS\nncrltRgYl9vSPKIpa/6d3z2HC5/8lBcpP/T3vweFblaLRsjXMT635ScWvdGEHCayfz0oWsihIidc\n4MSL1kGwJOIlFRyzEnAjoTCvt0kyu+ciFvleKh0Jt4mqCYfvEjWZc+cE18yLWGSXdgpu9MdFvEgd\nm3rhQhEyasrYx5MS73nfB4CmKkeGhpDc+/TvXJp8C8TJvzYRS3LxxOAAVb6ZXNVUMbkeLv/8l/5d\ndL4f+b7vjZK73bmqqsJ4PME//vGfmn9DCTlcULQQ4tipeOla1TknYqQrkq3DSauLMrQqfjqrirqc\nkbbQSd2aeFSZVajRUjI7Jlu9k8OGAui0101wOawXLduTKd7zrR+ETgRiTrDIs8s/d1KwIBUsGZdH\nhrMqUwnHRYiW5vmrFy/hP/63ODT5I9/3vbW4EudzvWa+/0c/suAdJeTQQNFCiKRLuCARLy5shES0\nZBuVRUmebTckJeuvZITG3I61qajJhKIWLo+eFYbaMfIIs1wW63vIxE5L4rIYUzssTrDItYQSwVI/\nxkIFicuSPkZuS7qkQJJnkxMt7nlVGfyrX/1P2B6P/XmHwwH+wd/5LoxGQ3/d1lpUpu6U+4Mf/slb\nvtuE3EFQtBCSY654aRyX+rWOXRbfcKzeP04CnZ/H4sm6L7FbkoZ/ukI/XYIG6V+BuXks3f1WFsJG\nD/GzTKMWt01WXVU+Gdr1ZSnxnvd9u1+KIb3mLqdl0fAQpMvS6tUinldJonAkWkK7/1/4N78Snbco\nCrz/vX8N97zudRgNh4CqF7Isq4puCyExFC2EzKJTvFgI0aKab/hpdUm9axArsfMiaRse8/NeUtGT\nc3LUAoIGs8Y0Q9zsiMxfDS8LWkKmeS3+DrXKniuDsul++03v+6BPmm43xpsVGsoLFyvCUsiFh1xC\nriwPTx0XkYgbxlyHj/7kTz+PX/+tj7XGePrUSZw5fRfe9OAD+Io3vwnWGkwmUwDAD36EjgshFC2E\nLMhj39OIl47JOvTr6AoNxTkv6WKG4kAL5LakPUaid8RxUsEyJ1E3e/6OvJbWhiTk06oCyuM60Pp/\no8/FlUOyDL2sKhhr8U3v+yCUCNlFw+oIDSXDixwdJ07coou+3b93WUwsXITTIleWdmEiCNFiRLfc\nf/0f/ksUJkodomPrR/Hd3/Ft/hg/8KPslEsIRQshO2RW2MiRhoakiAliBi2RkT9Sa1PytJ1rkhc1\nHYImPXwyoLbIudWMlnh1ofCnxuZFSyMwXHilFGLgPe/7YFSannefupyWfF6LMQZXNq7i8sYG3HBO\nnzyJ48ePtfJack5LnJibFy2maXz3L3/5P7TGKSmKAj/w3d8FABhPJvihH//pHd5rQu44KFoI2Q2L\niBeJEzJd+S1z5UDGAcEsUTGjYqldPZR9MjccdSvYXFhIhGVkfomx1oeD3Pb3vPcDtVjJuCydjkt2\nfaNwzqqq8OLLr+CTn/4snvnSswCA6bTEg/ffh294x9fh7tOnobWKKoha+S2m8knCRogWn4wr1ir6\n+LnzuPDJT3WOGwDWVlcBAN/znR/AP2TvFkIoWgi5VRYWMNHyyflk3ZTUTYm3uxdJkKcjHJTNb0ls\nmi5Z0jW+3RJECaIVnOUiiW5bVdXCABZ493s/UIs/V4LuXJauvJw0NNSR8DstK7z86mt44vc/iT/+\n7Odw9eo1oClXXl1dwZsfehB/8ezX440P3g9dFLBRaEh0I07cFohE3HSBRWMM/sW//dWZ99jdp2/5\ny+/BGx+8Hz/8E4/d+s0npL9QtBCy1+zUhZnHInknSHJ3VUvIyA69yVEXCU3l3JmE7n4r6UsbixXn\ndkROS/2+af4W1WIlhNjq6i3tV+CO70HeaYkGJPJarLW4snEVj1/4A/z+p/4YFy9faSXoDgcD3Hfv\nPXjXOx/Bmx96EEfW1urraDktQrTYRrRUcb6LT8o1Bn/2xWfxP37jN2eMNYzxB777u/CPWAJNDjcU\nLYTcTmYKGDtDAeyExMGBlCQdoSE3+aP90eQguw8KRWXNaWKu7H+CWLBI3vPeD/jFClXinEQuS3I9\n6bZsaKgRTZtbW/iDT30aH3/iPF565dWWYHFopXD3mdP4mq96K97+trfi+PoxDAaFX1TSRk6L9U5L\nlea6VE11UfP8X/7yr0bn6XJc3vjg/fiN3/ytrttNyGGAooWQZfLY97x/b4TKTpDiSDyPvJi5Tsqc\npng2ESnJ6dMn8/6IvPu9H4jygHKdbV0n2flOS3x+eW5jDV548RX8xu98HJ/9/NOYTKedosVtP3pk\nDQ89cD/e8vBDeNNDD+CukyfqY2XCRNF2kdsiHZdP/sln8Nu/e06MNy9arLX4e9/1HfjRn/rZOXeP\nkDuW7F+gwfLHQcjhIF1helYfmF2Jm9znMoIFwvFIbYhIZKhka6uZyg7HOWP/d//NbwvOSLQ4ZXBZ\nuhrGdTst4gYo6x9k8u2Xnn8eL73yCibT6UKXcHNzC597+hk89/yL+MKzz+GRt38NHnjDfSgKXYss\nW68kHZZzsH7haCQiTCuNt7/tKyPR4hZVTFFKYVAUC42RkMOEXmAfQgghhJB9h+EhQg4Qu3ZjOsJC\nC7kje5VvM+N4zlnJJwurbFgo36YfHYnFs1OGrQUuX9nA//6tj+EP//jTGE8mYY/M38Bc99zhYIB7\n7j6Dv/DVb8PXftVbsbqyEiXmQpQ85/q4uEqiX/ufv47nXngxOr5SKnvOp59+uuO6CLnjYU4LIX3g\njW98Y71Yo8/jqP/bLYoC3/936wZkK6MRoIDnP3Vu5rF2RCbJd8efV8C7/obrKKyi9Zmg4tDOPNGC\nrEjJ57NkaoZaW57+4rP4X//3t/HMs8/5HBR0iJZ0u3uulML6kSP4hne8HY8+8g6MhgO/JhG8aGk3\noIsazhkTNZvrvJ0ULeRww5wWQvpA17o6R48cwWBQNK/r7fd99aN+wrTJ2jlIBIETQkUjhtxrrTWe\nPv87gALe9u6/2myrczDcwoS5HwghEYkSvy3zKJNPhQCRSyOERNtElERiJy3zFjfLxkYTAEzLEhsb\n13Dl2jVYs/vvYtZaXLtxA7/31B8ASuHRd3wdBsMBlHXjUVCwTV5OMy55D0RisRROXXz0p38CH/6Z\nf7rr8RJyp8GcFkIOEA8//HBnx9fXf9ndKHSBQhfw2Z6q7VS0f/Tcfd76jX8FX/Wub/ELQurMMbT/\nmXNsPeN84j1/HkiR1k66VSoRLNHz1pPWUzQJtc+/9DK2trZb9Uw5kTiPzc0tPH7hD/BHn/lsLRCV\nOK/IxHUpummS8ff97e9c6DzObSOE1PC/CEIOEGlISHLqxAkoreofMQG2BUYsJnRTudK9r8q8J12W\nRqj4cwtRopV/L3dsnT12V75KV5VQO4clrhaS/WWEehDi5eq163j14kVMy8WqhlJyv48bm5v4+BMX\n8NrFy+KsKtIt/lojx0lhOKxN7jnheXzs8Sd2NV5C7lQoWgg5YOQmcaUUTh4/JtyJEG7IChAdymzD\nt3zV+Zm5Yka3ty0ugMR5k+tsX2vznngRuy0qEixCl0TP5RZjDK5cuYrLG1dRltXc+971urU/gI2r\n1/CJJy6gbBZwAZweAAAgAElEQVRGTOJC8Uj8vaiff/3XfjUwR7h8/pkvzhwDIYcNihZCDghpaEhS\nFBqnTp70X+GdCMkJCZ0NB/loUjAixHv+mDoVKLolWFqv0x/E+RuzxAqkUBFCpBUCarktiy89MJ2W\nuHx1Azdubvoqn1tBjt1ai8/92TN49vkX8ezzLyZOS0a4+VCYwru/4ZHoOISQ+TARl5ADQk6wuG2F\nLrC6uhInuqq4eVr4kEtGFSIDiMRO+gEnBmRaBhIBEPkHrURcsZM8Q7LMdBTIiT8kYj/SdYndiszQ\n28+TRNzJdILrNzdhTAWlcoso3hrjyQR/9OnPAgAeesN9zf0PCbkyGTeImbA8QS4hlyKGkDx0Wgg5\nIKThIElRFFhbWQlOSxJyCC5IkruiY0emHR5CJFhutWFLJIlENZHKChaRr5ILD4l/Q2pLO0TUCgyJ\nl6pxWqbT6Z64LF184dnn8IVnn8PNza1wD7xYEWspJYnH3/udH/DHSCu/CCFtKFoIOQA8/PDDwIw8\niuFwgKIoYqejow1+JFhk+CcrSZKYkduWoWsqzboq0m9JHROlMq8XCQ+Ja+i0XdpxItcA7nYKgu3t\nMba3x3jp1dfEudtjCQKx/t2sra7dlvEQcqdC0ULIAaFLsCgFrK6uYtQ0lIvDOO0wjXRc0ryXbP4J\n0vDOLsefDtpvbwsU9zwVLEgfxPbFxxhbLS4M457fDlwi7qsXLwZRIsNBUJHTsuh9putCSAxFCyEH\ngFn5LIDC0bW10NNEhnuisEP8XIvcCdU1YSf5KPPmUtvluES5K5lGcq3nYnf5b+S2pO/mXZdMgMjv\nbC1QaI0jq2tYGY7mXN1sUTPrd+Q6325tj0OOSsYNipyWZmXromNhxK7FFAk5zFC0EHLAyE1UJ08c\n94IEGSGQChaZv4JOxyWODLUTdHcz+Lwj0hYsMtSzE8HSejoTa+tWcqPRAINBMVcE7NbZcJVb0+m0\nTvSV15jt1xIu4j2Pnu087pE1ho8IkVC0EHIASPuVpO+tra5BFzoKC7USdyPB0g4Zte0IFX3rv6Xx\n+8d2WCgxYUToRuTlZI+aExDde3bJjUJpjIZDrK6sdLoae8VwMIDO9JNxRL+T5t+3fflb6mvI5Ny8\n7Su+/LaOl5C+QdFCyAGnKAqsH12tJ8M01zSZ+INgCTkr0TYkPVuSmNCeZVCk4qjtm8z70K0l2Lgj\nNAnJa2trOHniONZWVm5LyEUXBXRR4NixdbeudGYw4sE3mat78EikeHnrW96452MlpM+wTwsh+8zD\nDz8M3STO5hgUGsfW16MeK/W+Fm7ZGydcLGy9eJ/yiy7X+2fW99lBPuiOyTk3tiVDFltWuv25nYyj\ndj9OnzqJe153Bpc3rmJalRiPJwstWBiNY0boaG11BQBw7OhRaK269xXCRWbldO2/Opqfh0PIYYJO\nCyGEEEJ6AZ0WQg44w+EQ60ePZt5RIl/EuS6Ny2JtVMETWuUniwumTd+SM0jnJn7DugM2++VclNtf\n+TI3nKWA0WiEUydP4P7X34vxZILVlRFeee0iyrLEZDIN12AMoDWsMXWOTJNRq1Rzb1XeEVFK4eTx\n4wCA03edbK67WUta7i4SbxYNw6UrUhNy2KFoIeQA0N2jReHY+lEcXVtraQAZIpICplUq6ypZkt78\n83NMmuPBQqVzp1x/B4CqZ3V/7uZl9mi3Jmbqz+9kKi+KAkfX1vDQA2/A6uoqTp04gbvPnMHGtWvY\n3trGtCybI1tMJyWggPF4AihgMpnCGIOqqlCWJWxT3ixZWRnhoQfuBwCcPH6sHmMkTuLRWv9oYyWT\noJS6rV18CekjFC2E7DPzeoPcfeYMVla6chsybovIb5FrEIVz7TynJc0+kVOp6lYoYu9FzrTX7kwY\n5Wg0wqnBACvDEe45cxqXrmxga7yNGzdu+pWfx5MJpmWJ8XiMsqqwubmFyXSKra1tjCcTjCcTbG5t\nwVqLqqwwrUqsjEZ4/T13480PPQAAWFlZaZ3f2lB6bdtD6+Qr3/Im/Pg/+Wd7eD8I6T8ULYTsM7NE\ny8pohHvvuRvD4XCRI8VuC0KFijxPGh7KdWaTURBZtdtKnRWCxUmOvZMeyZF2c2Afxaq74q4fPYLR\nygjr60f9ekTj8djvurW9DVMZTKZTjCcTTCYT3Nzawvb2GNdv3MT2eBubW1uoqtptGQ2HePD++3Dv\nPXcDALTSMNaI0JC4kbV6AaxdKOzzjY+8Y4cXS8idD0ULIQeEXO+Vu8+cxj2vO41C7yxnPgghl5ch\neqbEUaIZiOCGy5dJ3osEixMwLlSEWjjNNWJyemTXysdmn6JZcdkqhdFwAGstRsMhrDU4eqRu4FYZ\ng5PHj6EsK1hrMS1LlGWJsqqwtb2Nsixxc3OrETsGZVVhZTTCmbtOYbVxWJy75YM/rcSWtskixR4A\njEZDHF1bu+09ZQjpIxQthOwjDz/8cL0QYmZWX1tdxQNvuA/H1481YmD+RK4SXWEhk3AR2yqdx8qX\nIlvY2KWRe+aUSW68C1zD/F3muBQt3WJlmknzpE6wrQso63eKQsMai+GoTsYdDAoYO4IxtbCZTkvc\ndfIEpmWJqqrCApVah7CZiYULusJDwniBrfu8VFUdpnrTgw/ivnvv4bpDhGSgaCHkAOESWYeDAc7c\ndQp3n76ryWfZhfUgGsj5FvmtPJawntFC42ufIhsimvX53Rgo/nMLzuNWPosESwjMtFyQ+A2gOadW\nCtAao9EQxhgMBgO/1pAFYI2FsSY6TtZlkeEhm0qYwNd99Vc21WIULYSkULQQso/oJOzjvrmvra3h\nvnu/DHe/7nS9T3a2jzd21B/5R++0qPBezghJX4jd27EM2GyIyIWGdpvpUh/LHd9t20VCi40FTCRm\nOsI3i1G7LNZY4azUZ5AVQ85lSa8t98rtd+LYMVhYVBVFCyEpFC2E7CPuW7vWGlprDAcDrB89gvvu\n/TI8cN+9WF1ZXXyqlhmzcnNa/TzriFFZEMRErxpBkuqPUH4chYiafZI0l/hUPi2mKWO2zdFUetz0\nyQK0+qFYYaBYLBR5CVnNYRNUK4lW5WRPIoZy4SHvyKDOryl96TUWGx8hhxCKFkL2kRPH1jGZTqGU\nxspohOPH1vG6M3fhDffeizOn78JouJf/ie7EqWgXOXc5He0Qke0INzlxYqOFE+uP2iBUIvEiHBa7\n+BXE4sC2xMJcnNJqnqvkGPLtrvNnw0P+TUQOzdrqCja3tsR+3eEjQg4zFC2E7BM/9WM/jIceeAMm\nkxJFobG6uorTJ0/gdWdO49SJE/V6Nh1lN/WEp+ZW5ficlnhDBy2bJW18295NVBHZ5gMKClY1z1sN\n54SrEiyU6D1/VG+6iP1mX277emw69bdDRC1UbOo4p8kPKL1Ns8RLq1TIwkKWPNcDPHniBC5d2Qjn\ns3RbCMlB0ULIPqGUwpseehDGGBRFgdWVFRxZW8Pa6ipGo2FdUWQtbEeYwrfrn6VcMm917Z1mnUhh\nYdt6Jn7h3REV57ZkhAsgn4vPuff8YVUsXnZhtbTyR2xmn5Y4iJVIXSpdC5lIwPhgUapcYpdEhoa6\ndMh9996DLzz7rP+8ndO/h5DDCkULIfvEaDjEsfV1FFqjKAoMBgWKokChCygtSpOF3SGrYOAntnyS\na05bdGNjJ8PmQyAq2l88c0rDhn4obaclCKzoeZIP0w4RxePaHW3XpfNQnRaH8qKqM7U2UiaZ0JDY\nxxcTweLk8eM4dfKk+NjO044JOQxwlWdC9onhcIhBUWAwGGA4HGAwGNSVQqHgJ5rIrSiZhatUsdY7\nFPkutjsoZW7ZAbb1I4MbNvqcHFfII3EVMemje27FZ9Iy4HDYneZ4JOO2mTDRDmMvUeGVKB/vHEEu\nvCO64UZpuRZYXVnBN7/rUXzzux4N+TBK4aM//RM7Gichdzp0WgjZJ1xTOaVVs/py6JjSrm623r1w\nyBCRm0S9g5ERLF2VQ3mfxsK61Z3n2RzyXMJp6Q4R2UYASNcFPrclDREh0hh7keghe7XYzFZ5bW23\nC814F9E91mZEnn8vnHNtbRWro1EzDnlq+i2ESOi0ELIPPPbhD9WN3pSQKSqeqGeFd5wzIR0M50hI\n96XjaNFxYhvCHUNun+FyCJclKutNnRa3u6igicefCgjRSVa2jt2VaAmOS7g3NXE5uGpvFDuqdL8d\nnT4OD8n7a2GxMholH4DvBUMICVC0EEIIIaQXMDxEyD5Rr12D8OPfEPtkngHtcJEPuzRr6tgmO1ap\nTNeUzi/voReL8uGhurTavd++iHBA18G2PnUSHnJhqCQhF2lSrgx/pQ3s9jRE5M6dvyQrnoczdpQ9\np8eccTJrk3yWxm3RWsMYE42JJgshbShaCNkHikLX+Ssq/MgQxEK5DGmei59MVRJiaMIQKhfYCBkt\nVrREqdNZbKj1dZkm2RlZnB8qiBdZQeRGFeW1hMBV1Oq+yXdZJI9F5ZTeXiFFIdKy50WwM175/OC4\nZ4s8PfNZCGlB0ULIPjAajhp3QQgXiNyJhfuRCHEgWswH5wW+W5oXJM4Zcc3ckkxcCwtlG3dDOC2y\nS22MEzONuPHixY0Nvp+JSxb2Tkw6VSvVCIMZ0iBK4g2j7ty984bunWMTHzHkBUW+iixminKG0rFY\nL2IJITEULYTsA8PBoJ58VagYQku4SCWRmeDdvrLFfBrbkG80NkEIebjE00boiHCQVc27zXN/jC6R\nEIWJ4hCRla1kZumERUpy5oka1XYodrsoYjCu5o+r5ZbIl9lSZyFq4kp2WFuvLE3NQkgbihZC9gEv\nVlzFUEawKOeYoCP5AqFKJ0ysQRm0F/eL4xuxeGm7MjZxaNzb9XjSGTXZ6Ta4GLk1gKL34MyL4Dbt\nhJnuzszPtTe0QkHp+/Oqs3xVGSFEQtFCyJJ57MMfwonjx6J8liinRQgWrzNcuCebORpCMe2F/VSc\nL4L2wjq+z2uUsCFfh2b12R4yaXyp9Tr/TprsOpNse14xrYvrbiX1ZtyXzsHNOL9q9cqZVUweDulF\nZ5KImzotcgCuHH63QoqQOxWWPBOyD4Q8lpDP0hYs+fddO385IfpH0R/Fdr324QgruuqGSTTqoWLT\nz1pYY9vbxI8R+5mu/WYco/2Z0A1YXhPS/Zp7m76OrmFREeCbsrTlTpOJ1J0rE+m3pFNwtCl2WqQm\nVUr7/3889uEPLTZmQg4BdFoIWTJaJ5VDCHXPsWBBVHkDxGEiP3HPCpuIypdMQkzzYNtVMeJD3b4J\n0HJVOna2LnWmnfcbXos34n2ST8jrFRVILbfF7yOclkaYZUNH4h6lobX6drjzLlZGlDbLc+KpO6cl\nhLXcj4VFofndkhAHRQshS2Y0HCShIQQ3JRUvaUJog5ykpavgtwt3RsdHyeADRGJCDtN2mo/RpWDc\nWyH803SIyX4mt3GGVHHV18m43VKKIaqlohJq1VQvpUIl071mcXaYshNycpuxioUSY6elfr8odPj/\nhVUoimJ34yTkDoSihZAlMxwO46ZyXYIlzcVIv7mLdXFku3wnXNwJjMiZ6WTGRCzDLLNcFCUUi2jD\nIgqHbFOhJJwXxEVJKjlHeJkXOaEZXtuBceIlWk16xrW0E5czxVjZSqJu+ZMLY0GG5MSyC+7cWmto\n//vqcIUIOaRQtBCyZLTS9aSaJOFmBYsoF25NjcnkGa39I1wP+dMdaIgTb+X0PctUaM/9iVtiRT+Y\nViJu44YIC8ULGwgBJK7HiZ226yIvJXTjjc4pldQekW1uJ5NqxVpL7mU7Xwj+NVz40IcNd14FRcid\nDEULIUsmWtFZipUoJCQSPVXIxUAySaaVOJHrYm34xq5U7RI4kdRMjq2xeRdHTLTJPlJ4pLkomZdu\nWM31yCUG3P5CLKm8mIkPnDtDI7Tk8gEZqZSKppYQ7HKcfAO/+dVOFoick8ZbES4LhMMSfvzvxSXh\nehE754SEHCIoWghZEq4K5OSJ43F/Fum4CKcFuVV+bfxEhkLke6YRLsaHbqwXLlo4EDo5v05EQlSB\nIxeijrNomi21CFCNHeJ79Np4PaR6yDYxitI1k5yYCR2CwxHjcBAwowuva0bnbmkubpW9vxkWaX6X\nHMuFhyAcla4fl7uitKp/xP8/CCE1FC2ELJm0P4sSX6f9a8RCZibRxA2fY1GXHJv6OE23W5nb4id+\n1UySULBQ0FD1YonyFF0OQ1oRZFF303Xng2xQ57YhEjD1YMI+7QUf64tzt0Im1/praUIywWmpk4p9\nmKgzNBR7L4uiWi+kLSWOE4XskoohBCFTVhXW148CIqfFh4h2mzBMyB0IRQshS8ZNRCp6hkjEuDLo\neaJFTrPRKssIoQ7fn6RxPKKFChvnRUH7xGCrEDsuMpXWpq5QLVBU4+IoUXkk83KUG4yP+Ig4jE+n\nyQgcIVbanxGZN6nTAsSrTGcWbUSUczPHZIneDz10ZiXhhtsX95tp9ZyxFkfW1lDoxmnx91dlmgMS\ncrihaCFkSQwH9X9uwV3JuS450ZL3Oeqk1RC2qNuqZGpgfH5FM3G63AkfiqpDKHVIoqvSyAoXKCyi\n6IRK7awIlwgubCXEC9ASMG58sahRUfJuJ1H/lXi9Ize2aJXpXHJuO+Imji8+b9OScK9dZiITo/3q\nQ7Z2wKyxMMbAGIPRaOhzjFT0eyeESNi1iBBCCCG9gE4LIUtiNBwCEL1ZRDVPu9FcGh5qf+vWULC6\ndgGs1oAxMKoJ4cwoWTbGVRcZaO2Scy2U1d5tgUsGtnHoJcrDqQ/SjNdGzpDyro9wXCCOhdhIicNI\nGXJlTdH7KsprcYm4SFwWHxpKE3JnnXLuxhmIUma5/pBpljgwxmBlZQWj4VCE3OqclsqY5mN0XAhx\nULQQsiQGTXgoEirwmyIxE0QLQulLFDFx4qAWKXFzOQNrZKVLmPRcboXbbkzIR9E+NBMEk+uLIpNc\n00onKQSiCijX+i1K/EVLtCioOnlXZPQuEBxqI8NjoeQoFi9zP59ua1cMhdRYlWyNn0dhIZHXUlUG\n1tZhIWutDw3Je6eUAry4pGghxEHRQsiyCGkd8WKJof45JOgqmSPi6pNDiZAr53W9P+r9dNtVqYyv\nUpHVK2iqi6J1blTt3qhWabQTTc3+qThpkmJzr/02Ua3k8mO8+eKSd73BkxEwi6oYKYqs9a8jt0Xo\nk1a+8QKH97kzsqVvjmQ9qLBYpIExFpUxqIzBaBiLFq2UL1mHaO9PCKFoIWRpOF8lCBYxoYu2/k6/\nhIRcUS3jKl2sq5SBd1qUMlEzOaimDMjq5tt9LFrcpKqcHrIG1iroKETUiAz3kdQh8omuNupEK8NB\nkaCRia2tCp6mdKkRPlYKGM9s9RKXIvtRxIJlbhn0vF/kDvq1ZDrf1qtYG1hjcPeZ0xgMBm2npTLi\nEBQthDgoWghZEnJ+jAVLxmkRykVGhJwAsEiqhRqnJXvSJjfCmDo04fu6WADWwK1PBNfUzWqf6+IE\niiwjtkl4yAuVZN0f+Oc2XGdzDbKUVzXCK3ValBAwcVisfT8dregO5uqc20K8wnMID1WmgmkcFmMt\nRqMRINcbcp9V+WMRctihaCFkWUQhlTjRttNpicp64Z2W0CMkiBetTSxcGsGikjnbfYm3VT1xug62\nztXRynrhIpcVkOXIVooW5IQKnMoK7wsXJnT9RWhEJ3rAyFxgf0VKPqjI7EgTez0itpQLEc1nN4LB\nt5ITObj1K+d4VVWFB+67rx67UlBCtFRV5a/KUrQQEkHRQsiSEEGVJq8lbiSWc1u8aMiuEGjFFA5Y\naEAH90KZWjAYvyE+gAKACj4h1AkTCwWtXSM5LTr0OmdF+SWa/fitcFOsSMD1aSWxuIk781qRUyPG\n57VavEyBCxuldyIqUIouUkntkq8mWvA3WOuwOSJC5j8nrfurqsK0LPHg/feLJOy6I3GIZcXjcVVE\nhBCKFkKWwmMf/hDuOnUScHOSzGtJnJZ2FVF9jHgF5Dp51euH5iDa1m6LlbM4EOVgyByRejJV0eSq\nmjb+Sjel0CJ0JDu1okmilW5McIKEsySf50RLs007GeaEhhc8wbFwCbo2XIx8ADq8EeXf2WGcSB5M\nLWa8xP11Q9WQMQbT6RQQaz5BCD9jY3HiJOxjH/35nY2ZkDsYihZCloQUC37iRhwTCpVD0oVBq3zG\nyolYiANrNKANjNFRuEg59wNBwFhoMaFW3oawqPuHaKvr/BUdCw3vtvgJ1wbBItSEkqGsxJlJQ1Zo\nHCHdJBm7iigL4dYAsShCcCdadTwtFZPp2XIbU13aZkzdm8UCeNNDD0Zj1CrORZLXwMgQITEULYQs\ngeFgEFyBjMsQhYsQ53XAhUhC0xTAL0gYT3hGG+iMcDHG+DbxMhHXaucEaLcmNKyxsMaiUlXd6Mw6\nIWVjB8iLEBcWkiMRCxx6t6hZRXpGH26Zw2HFGkZe/kiRomxLdNjkiRL/dIkUCyGudkyaKJxci+gv\nZ43Bmx9+yOcGObSufz9pmMqvU0QI8VC0ELIERsNh1mlRQa3EDgvENoSEUhs8hnimbEIXGrpTuFhr\no9JaqAooISpbVF2KizDJ1km3Og5ZtURLbq0g68M8yjswLm9FBwGVEIsWscJz866VQsjGOmleNVGd\nFyM74brSZ7lDggsJyeoosWuHXmmPwgLGWhRF0eTRdJ3QfcRStBCSgaKFkCVQDAr/PF6QUKzwLJrN\nBWHgxEF8vGzuaNNEVZtYuFijoYrQJyT5SHAibAkD4z0Cn+PSCBI5Nq1S0SIWEkSY7JV3XOQKzrVe\n0M1S0lLAWNSTu25EiwGgfSl1XPIt0n38MSMPo5WDkl8wcRZuQYTOdJZ5BxFN4owxGBRFXVVkROM7\n164/+hhFCyE5KFoIWRI5oREcDCkA4u3i635mjozdDQ2gjvQ0wsXqpiTa+rJbJxZk2TGa5nJVJTfU\nlSvRuNBUuqh4ReIw1kwlj0gorpN8DbS2IU7UrDCtta5FijGwWkfixTkuUcl3WGy6lcKiWk/CXnuT\ny6I6nse48JAx9f0vBkXtumjXYK4WZvXOIYXXOU7TsrzlkRJyJ0HRQsgySL4wh0Rc91osGJgsnhg+\ngWiCbOdzKD/laW1q9eKqgkQVS/j2r/y5bdMfRBd1foW0Mep8CwS3xapaGIkqGCXCWyE5NggMH/ry\nzotwV5rlA+Bcl7RzbeN1xEJk1o1u7zAzTDSPjg64QUKm7wk7qXltjMHXfNVXNg4WoIxBZSyMqzWS\nxxfrFE2mk8XGSMghgaKFkCWz+Ld8JRJa2ysj5/auv9Wj7q8i2/aLNvJ+ghSTtjEGRVGgqCpUiVAK\niyzKxRKbyVbpxG1JJnKLJuQUxq+gMBiGBQHrnjBxSCR/mbv3SKJPicPs7oihGmouzW71/dWN4xKX\nNsscHrjE3eY+vPrapR2PjpA7GYoWQpbNDta7kY3dIL/dzzhEoVWySGL45i5Fi2+SZi0qXSfHal2g\nKAyMNXCGC5pJFyIfx1rnjLjcFLlukPLJp95rsKaZrOtrMdZgpWlhX49Lh8UERffceocZ15tNorWt\nFYui/aOk4ah4fIZYyjAn8bfJDKqFpJ3dIC5t+2+MwfZ4jF/85V+Z+TlCDhszig8JIYQQQg4OdFoI\n2Q9kCGaO8aI6X7hNIs9F1cmqdcKrbaqCpNui4nCEqhvSaa3rypahdWU/9Wen1ie/1usU1SEiI6pw\navdEi7UNnWcR3J4mQtU4LhZQlQ8ljUajJlRkAK2hjIFVqlnfKHZNunyRtkvS4ZuoZI9F4kOp0dJZ\nStR9ALNAK373eynLEi++8hpevcjQECEpFC2ELAGbzHMLldsmubf52qG26HGCxa2knNvHoZVGMSgw\n9H1VoiNDAZiqpvy4qkIflWaC1airgLRqwkTWrQ7tLtxV/sRl1MYYbG+P/ZlGoyGsrXM+lKrFkW5C\nWspl4NqQ6JtdiqnF7IBP650Zybm7Kjy2QawZ030Eay22xmNcv34DAPDcCy/hi3/+PDa3tnZzVkLu\naChaCNknZqe2hMoezBAncX+50MNEicUALUJzN5UmkFqFQhfZvwRRv5PmVelXIK4xxgLWNIFm57bY\nkN+SJJi68cECZVWX826Px1BKYTgcQus6l0Y3bo5cUNJGLg7mZtS290+ubScVRDvErfBsYZv8oLzT\nsj0e448+/Tm8cukyxuO6UujqtWvYHo/xiU984raMjZA+Q9FCyFKwma/r+QlTiQTcTKVz8zIjWJwj\nY1UsXPx7Llzj+rTAewhaaQyKAYSJ0gzZoqpEEq57Q5zcWANbNT1gfDVRLBiiZmkWIlEYmEynfvml\n4WBYh1OUhdLScbEhv1f59SLz/VkWJQpx7TxK1PlmYqtZY/GOt38NjDEwpsJ4MoWFxcuvXsRvfeIc\nNre3G/ep/lBVlQuFkwg5jFC0EHLgUOLfJGclUz0UerzUWCWES7SQoSs7ds6H8i1I3GrNRaFhbd1q\n3liLylTQWnkB1Dp587ru81I7LtmGc65XjHMgjI0OM55M6/GtKgwGAxitoIxKHJfQtyV2W5oxdbot\ne9FQbvEAkd/TN4uzePm1S3j14iW8/NpFXL12HZPJBBevbHhxYm1QOuyES0g3FC2E7AddYQmXSJJx\nWbIhIr/Cs3RabBAujWBxKy3HpcC2ES42rKwM1ZQ+a79OkdIaWqtmgrV47KO/4I/w2Ic/BHG4uoMu\n0vb+qukhM7s1/XgygVIKa0p5oWSSHjBKKRTNddXX5+7NDvNXFsS2nuTenLGx0SL/52O/i5tbW6ia\n8Jq8D7lHihZC8lC0ELI0Zk9Eyv8v3ta5fyJYgtOihHBB02G2nuR9XAU+scMLlyCY6qRa1XSo1UpB\nq7qtvhQsAPDYR38+PG8ETO2kmPZK1krBZCfkICvG4zG0VhgOB+FYbi+xFIG/L5H5Y717NJv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CePH8OZUydx+tQprK8fwWg4aBajhP9sIZwtL2Z8B3/bJEnXFUzGVKiMRVWWUEph49o1fObpL+CV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\nrkJggg==\n", 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" ] }, "metadata": { - "tags": [] + "bento_obj_id": "139672642775376" }, "output_type": "display_data" } @@ -700,9 +698,9 @@ "provenance": [] }, "kernelspec": { - "display_name": "Python 3", + "display_name": "pytorch3d (local)", "language": "python", - "name": "bento_kernel_default" + "name": "pytorch3d_local" }, "language_info": { "codemirror_mode": { diff --git a/pytorch3d/renderer/__init__.py b/pytorch3d/renderer/__init__.py index cd547ac1c..3303c34ca 100644 --- a/pytorch3d/renderer/__init__.py +++ b/pytorch3d/renderer/__init__.py @@ -17,13 +17,16 @@ from .lighting import DirectionalLights, PointLights, diffuse, specular from .materials import Materials from .mesh import ( - GouradShader, + HardFlatShader, + HardGouradShader, + HardPhongShader, MeshRasterizer, MeshRenderer, - PhongShader, RasterizationSettings, - SilhouetteShader, - TexturedPhongShader, + SoftGouradShader, + SoftPhongShader, + SoftSilhouetteShader, + TexturedSoftPhongShader, gourad_shading, interpolate_face_attributes, interpolate_texture_map, diff --git a/pytorch3d/renderer/mesh/__init__.py b/pytorch3d/renderer/mesh/__init__.py index e8f62c720..cb890867d 100644 --- a/pytorch3d/renderer/mesh/__init__.py +++ b/pytorch3d/renderer/mesh/__init__.py @@ -4,10 +4,13 @@ from .rasterizer import MeshRasterizer, RasterizationSettings from .renderer import MeshRenderer from .shader import ( - GouradShader, - PhongShader, - SilhouetteShader, - TexturedPhongShader, + HardFlatShader, + HardGouradShader, + HardPhongShader, + SoftGouradShader, + SoftPhongShader, + SoftSilhouetteShader, + TexturedSoftPhongShader, ) from .shading import gourad_shading, phong_shading from .texturing import ( # isort: skip diff --git a/pytorch3d/renderer/mesh/shader.py b/pytorch3d/renderer/mesh/shader.py index 5a151670b..45c75d95e 100644 --- a/pytorch3d/renderer/mesh/shader.py +++ b/pytorch3d/renderer/mesh/shader.py @@ -14,7 +14,7 @@ from ..cameras import OpenGLPerspectiveCameras from ..lighting import PointLights from ..materials import Materials -from .shading import gourad_shading, phong_shading +from .shading import flat_shading, gourad_shading, phong_shading from .texturing import interpolate_texture_map, interpolate_vertex_colors # A Shader should take as input fragments from the output of rasterization @@ -26,17 +26,18 @@ # - blend colors across top K faces per pixel. -class PhongShader(nn.Module): +class HardPhongShader(nn.Module): """ - Per pixel lighting. Apply the lighting model using the interpolated coords - and normals for each pixel. + Per pixel lighting - the lighting model is applied using the interpolated + coordinates and normals for each pixel. The blending function hard assigns + the color of the closest face for each pixel. To use the default values, simply initialize the shader with the desired device e.g. .. code-block:: - shader = PhongShader(device=torch.device("cuda:0")) + shader = HardPhongShader(device=torch.device("cuda:0")) """ def __init__(self, device="cpu", cameras=None, lights=None, materials=None): @@ -70,17 +71,74 @@ def forward(self, fragments, meshes, **kwargs) -> torch.Tensor: return images -class GouradShader(nn.Module): +class SoftPhongShader(nn.Module): """ - Per vertex lighting. Apply the lighting model to the vertex colors and then - interpolate using the barycentric coordinates to get colors for each pixel. + Per pixel lighting - the lighting model is applied using the interpolated + coordinates and normals for each pixel. The blending function returns the + soft aggregated color using all the faces per pixel. To use the default values, simply initialize the shader with the desired device e.g. .. code-block:: - shader = GouradShader(device=torch.device("cuda:0")) + shader = SoftPhongShader(device=torch.device("cuda:0")) + """ + + def __init__( + self, + device="cpu", + cameras=None, + lights=None, + materials=None, + blend_params=None, + ): + super().__init__() + self.lights = ( + lights if lights is not None else PointLights(device=device) + ) + self.materials = ( + materials if materials is not None else Materials(device=device) + ) + self.cameras = ( + cameras + if cameras is not None + else OpenGLPerspectiveCameras(device=device) + ) + self.blend_params = ( + blend_params if blend_params is not None else BlendParams() + ) + + def forward(self, fragments, meshes, **kwargs) -> torch.Tensor: + texels = interpolate_vertex_colors(fragments, meshes) + cameras = kwargs.get("cameras", self.cameras) + lights = kwargs.get("lights", self.lights) + materials = kwargs.get("materials", self.materials) + colors = phong_shading( + meshes=meshes, + fragments=fragments, + texels=texels, + lights=lights, + cameras=cameras, + materials=materials, + ) + images = softmax_rgb_blend(colors, fragments, self.blend_params) + return images + + +class HardGouradShader(nn.Module): + """ + Per vertex lighting - the lighting model is applied to the vertex colors and + the colors are then interpolated using the barycentric coordinates to + obtain the colors for each pixel. The blending function hard assigns + the color of the closest face for each pixel. + + To use the default values, simply initialize the shader with the desired + device e.g. + + .. code-block:: + + shader = HardGouradShader(device=torch.device("cuda:0")) """ def __init__(self, device="cpu", cameras=None, lights=None, materials=None): @@ -112,12 +170,69 @@ def forward(self, fragments, meshes, **kwargs) -> torch.Tensor: return images -class TexturedPhongShader(nn.Module): +class SoftGouradShader(nn.Module): + """ + Per vertex lighting - the lighting model is applied to the vertex colors and + the colors are then interpolated using the barycentric coordinates to + obtain the colors for each pixel. The blending function returns the + soft aggregated color using all the faces per pixel. + + To use the default values, simply initialize the shader with the desired + device e.g. + + .. code-block:: + + shader = SoftGouradShader(device=torch.device("cuda:0")) + """ + + def __init__( + self, + device="cpu", + cameras=None, + lights=None, + materials=None, + blend_params=None, + ): + super().__init__() + self.lights = ( + lights if lights is not None else PointLights(device=device) + ) + self.materials = ( + materials if materials is not None else Materials(device=device) + ) + self.cameras = ( + cameras + if cameras is not None + else OpenGLPerspectiveCameras(device=device) + ) + self.blend_params = ( + blend_params if blend_params is not None else BlendParams() + ) + + def forward(self, fragments, meshes, **kwargs) -> torch.Tensor: + cameras = kwargs.get("cameras", self.cameras) + lights = kwargs.get("lights", self.lights) + materials = kwargs.get("materials", self.materials) + pixel_colors = gourad_shading( + meshes=meshes, + fragments=fragments, + lights=lights, + cameras=cameras, + materials=materials, + ) + images = softmax_rgb_blend(pixel_colors, fragments, self.blend_params) + return images + + +class TexturedSoftPhongShader(nn.Module): """ Per pixel lighting applied to a texture map. First interpolate the vertex uv coordinates and sample from a texture map. Then apply the lighting model using the interpolated coords and normals for each pixel. + The blending function returns the soft aggregated color using all + the faces per pixel. + To use the default values, simply initialize the shader with the desired device e.g. @@ -167,7 +282,52 @@ def forward(self, fragments, meshes, **kwargs) -> torch.Tensor: return images -class SilhouetteShader(nn.Module): +class HardFlatShader(nn.Module): + """ + Per face lighting - the lighting model is applied using the average face + position and the face normal. The blending function hard assigns + the color of the closest face for each pixel. + + To use the default values, simply initialize the shader with the desired + device e.g. + + .. code-block:: + + shader = HardFlatShader(device=torch.device("cuda:0")) + """ + + def __init__(self, device="cpu", cameras=None, lights=None, materials=None): + super().__init__() + self.lights = ( + lights if lights is not None else PointLights(device=device) + ) + self.materials = ( + materials if materials is not None else Materials(device=device) + ) + self.cameras = ( + cameras + if cameras is not None + else OpenGLPerspectiveCameras(device=device) + ) + + def forward(self, fragments, meshes, **kwargs) -> torch.Tensor: + texels = interpolate_vertex_colors(fragments, meshes) + cameras = kwargs.get("cameras", self.cameras) + lights = kwargs.get("lights", self.lights) + materials = kwargs.get("materials", self.materials) + colors = flat_shading( + meshes=meshes, + fragments=fragments, + texels=texels, + lights=lights, + cameras=cameras, + materials=materials, + ) + images = hard_rgb_blend(colors, fragments) + return images + + +class SoftSilhouetteShader(nn.Module): """ Calculate the silhouette by blending the top K faces for each pixel based on the 2d euclidean distance of the centre of the pixel to the mesh face. diff --git a/pytorch3d/renderer/mesh/shading.py b/pytorch3d/renderer/mesh/shading.py index 726bf5eb7..a6c451db3 100644 --- a/pytorch3d/renderer/mesh/shading.py +++ b/pytorch3d/renderer/mesh/shading.py @@ -124,3 +124,39 @@ def gourad_shading( face_colors = verts_colors_shaded[faces] colors = interpolate_face_attributes(fragments, face_colors) return colors + + +def flat_shading( + meshes, fragments, lights, cameras, materials, texels +) -> torch.Tensor: + """ + Apply per face shading. Use the average face position and the face normals + to compute the ambient, diffuse and specular lighting. Apply the ambient + and diffuse color to the pixel color and add the specular component to + determine the final pixel color. + + Args: + meshes: Batch of meshes + fragments: Fragments named tuple with the outputs of rasterization + lights: Lights class containing a batch of lights parameters + cameras: Cameras class containing a batch of cameras parameters + materials: Materials class containing a batch of material properties + texels: texture per pixel of shape (N, H, W, K, 3) + + Returns: + colors: (N, H, W, K, 3) + """ + verts = meshes.verts_packed() # (V, 3) + faces = meshes.faces_packed() # (F, 3) + face_normals = meshes.faces_normals_packed() # (V, 3) + faces_verts = verts[faces] + face_coords = faces_verts.mean(dim=-2) # (F, 3, XYZ) mean xyz across verts + pixel_coords = face_coords[fragments.pix_to_face] + pixel_normals = face_normals[fragments.pix_to_face] + + # Calculate the illumination at each face + ambient, diffuse, specular = _apply_lighting( + pixel_coords, pixel_normals, lights, cameras, materials + ) + colors = (ambient + diffuse) * texels + specular + return colors diff --git a/tests/test_rendering_meshes.py b/tests/test_rendering_meshes.py index 8422f3951..e88b9c716 100644 --- a/tests/test_rendering_meshes.py +++ b/tests/test_rendering_meshes.py @@ -25,10 +25,10 @@ from pytorch3d.renderer.mesh.renderer import MeshRenderer from pytorch3d.renderer.mesh.shader import ( BlendParams, - GouradShader, - PhongShader, - SilhouetteShader, - TexturedPhongShader, + HardGouradShader, + HardPhongShader, + SoftSilhouetteShader, + TexturedSoftPhongShader, ) from pytorch3d.renderer.mesh.texturing import Textures from pytorch3d.structures.meshes import Meshes @@ -92,7 +92,7 @@ def test_simple_sphere(self, elevated_camera=False): ) renderer = MeshRenderer( rasterizer=rasterizer, - shader=PhongShader( + shader=HardPhongShader( lights=lights, cameras=cameras, materials=materials ), ) @@ -133,7 +133,7 @@ def test_simple_sphere(self, elevated_camera=False): lights.location = torch.tensor([0.0, 0.0, -2.0], device=device)[None] renderer = MeshRenderer( rasterizer=rasterizer, - shader=GouradShader( + shader=HardGouradShader( lights=lights, cameras=cameras, materials=materials ), ) @@ -197,7 +197,7 @@ def test_simple_sphere_batched(self): rasterizer=MeshRasterizer( cameras=cameras, raster_settings=raster_settings ), - shader=PhongShader( + shader=HardPhongShader( lights=lights, cameras=cameras, materials=materials ), ) @@ -242,7 +242,7 @@ def test_silhouette_with_grad(self): rasterizer=MeshRasterizer( cameras=cameras, raster_settings=raster_settings ), - shader=SilhouetteShader(blend_params=blend_params), + shader=SoftSilhouetteShader(blend_params=blend_params), ) images = renderer(sphere_mesh) alpha = images[0, ..., 3].squeeze().cpu() @@ -296,7 +296,7 @@ def test_texture_map(self): rasterizer=MeshRasterizer( cameras=cameras, raster_settings=raster_settings ), - shader=TexturedPhongShader( + shader=TexturedSoftPhongShader( lights=lights, cameras=cameras, materials=materials ), )