From 15c72be444fab0d1ba6879d097399b12f6a2a8b0 Mon Sep 17 00:00:00 2001 From: Nikhila Ravi Date: Fri, 6 Mar 2020 06:48:31 -0800 Subject: [PATCH] Fix coordinate system conventions in renderer Summary: ## Updates - Defined the world and camera coordinates according to this figure. The world coordinates are defined as having +Y up, +X left and +Z in. {F230888499} - Removed all flipping from blending functions. - Updated the rasterizer to return images with +Y up and +X left. - Updated all the mesh rasterizer tests - The expected values are now defined in terms of the default +Y up, +X left - Added tests where the triangles in the meshes are non symmetrical so that it is clear which direction +X and +Y are ## Questions: - Should we have **scene settings** instead of raster settings? - To be more correct we should be [z clipping in the rasterizer based on the far/near clipping planes](https://github.com/ShichenLiu/SoftRas/blob/master/soft_renderer/cuda/soft_rasterize_cuda_kernel.cu#L400) - these values are also required in the blending functions so should we make these scene level parameters and have a scene settings tuple which is available to the rasterizer and shader? Reviewed By: gkioxari Differential Revision: D20208604 fbshipit-source-id: 55787301b1bffa0afa9618f0a0886cc681da51f3 --- .../notes/assets/transformations_overview.png | Bin 153098 -> 67258 bytes docs/notes/assets/world_camera_image.png | Bin 0 -> 63150 bytes docs/notes/renderer_getting_started.md | 15 +- ...zation_with_differentiable_rendering.ipynb | 141 +++---- docs/tutorials/render_textured_meshes.ipynb | 145 +++----- .../csrc/rasterize_meshes/rasterize_meshes.cu | 77 ++-- .../csrc/rasterize_meshes/rasterize_meshes.h | 87 ++--- .../rasterize_meshes/rasterize_meshes_cpu.cpp | 59 +-- pytorch3d/renderer/blending.py | 12 +- pytorch3d/renderer/cameras.py | 2 +- pytorch3d/renderer/mesh/rasterize_meshes.py | 29 +- pytorch3d/renderer/mesh/renderer.py | 3 +- tests/data/test_blurry_textured_rendering.png | Bin 46164 -> 44166 bytes tests/data/test_silhouette.png | Bin 9116 -> 9057 bytes ...est_simple_sphere_dark_elevated_camera.png | Bin 3493 -> 3857 bytes ...ple_sphere_illuminated_elevated_camera.png | Bin 15939 -> 0 bytes ...nated.png => test_simple_sphere_light.png} | Bin ...st_simple_sphere_light_elevated_camera.png | Bin 0 -> 10400 bytes ...mple_sphere_light_flat_elevated_camera.png | Bin 18420 -> 15693 bytes ...e_sphere_light_gouraud_elevated_camera.png | Bin 16015 -> 10796 bytes tests/data/test_texture_map.png | Bin 31462 -> 0 bytes tests/data/test_texture_map_back.png | Bin 0 -> 31826 bytes tests/data/test_texture_map_front.png | Bin 0 -> 30265 bytes tests/test_blending.py | 6 +- tests/test_cameras.py | 8 +- tests/test_rasterize_meshes.py | 344 +++++++++--------- tests/test_rendering_meshes.py | 84 +++-- 27 files changed, 526 insertions(+), 486 deletions(-) create mode 100644 docs/notes/assets/world_camera_image.png delete mode 100644 tests/data/test_simple_sphere_illuminated_elevated_camera.png rename tests/data/{test_simple_sphere_illuminated.png => test_simple_sphere_light.png} (100%) create mode 100644 tests/data/test_simple_sphere_light_elevated_camera.png delete mode 100644 tests/data/test_texture_map.png create mode 100644 tests/data/test_texture_map_back.png create mode 100644 tests/data/test_texture_map_front.png diff --git a/docs/notes/assets/transformations_overview.png b/docs/notes/assets/transformations_overview.png index 893900a01a1e13a7964ff555c08a0aa3913b1965..f14e7fcfe34cf3b1078600f4f835fa90e012f4a9 100644 GIT binary patch literal 67258 zcmeFZWpErl(>7|anVFd#Gcz;9%rQG=W@dIwYmOmi$IOnInPO&UW@ewg@9%xy=lgxC z&cCx&QyOVB8cj>xYF&NJMky;wBf;atgMon|$;wEmf`I|1z`(#$U;&^KZ5fp)Py+6v zDlG<9H9>d`%6OV-%bF`FfYE`@VZk85@xh?}sRBBLzzP2MTnd~P4C3E%P&*M;V37Y) zM-i0%^Wy>?|J?I`Qixpe|EUcs%LV+WHef0j;y>r$DgWHIZZT{PO5hx2bX-7>2ek&P z2p+=-0T!MZYo7WnahQFgu<1cBAbvo0qe!w6v7Y6%`N)MkWILZ$c^$IcK`e zd#~_+vj3I_f`Oy+90`#^!h(whqW+VlQ-}Z}#>swz|8I#{AS7}t%zv{Y2e80yGM7jz zu>ZN`pCl;c;y*2bvOrz{rQ%eEoAE;SAN9DQ z0q{3fjk)ibs*YfjlmBOq5W40MHJCUgD8q&RekOHVFxHB{KVI1Z3PeFwgtn=58FIBQc@EA{jeN_sMHJ9I>(2* 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z9Jo(-+B5VHz8NF9O4gLLTOYf$G(_AqkDWm_zPyn76R2-@3t}3RE7fl3Sj=l_%@l!x z`YzeTlB$GZwL{qVhpB^xG+pwtI!F@8!J~%`kjB;2Fl|VFjUyV(PEsc~`D9MpB`dvIm${vKKC3kUk^Y;VfXYnKsyO9<&&Tv` zjPjSS)cowuN&m+=q!Z6E_uG-QsAl +For example, given a teapot mesh, the world coordinate frame, camera coordiante frame and image are show in the figure below. Note that the world and camera coordinate frames have the +z direction pointing in to the page. + + --- **NOTE: PyTorch3d vs OpenGL** -While we tried to emulate several aspects of OpenGL, the NDC coordinate system in PyTorch3d is **right-handed** compared with a **left-handed** NDC coordinate system in OpenGL (the projection matrix switches the handedness). - -In OpenGL, the camera at the origin is looking along `-z` axis in camera space, but it is looking along the `+z` axis in NDC space. +While we tried to emulate several aspects of OpenGL, there are differences in the coordinate frame conventions. +- The default world coordinate frame in PyTorch3D has +Z pointing in to the screen whereas in OpenGL, +Z is pointing out of the screen. Both are right handed. +- The NDC coordinate system in PyTorch3d is **right-handed** compared with a **left-handed** NDC coordinate system in OpenGL (the projection matrix switches the handedness). @@ -60,7 +63,7 @@ A renderer in PyTorch3d is composed of a **rasterizer** and a **shader**. Create from pytorch3d.renderer import ( OpenGLPerspectiveCameras, look_at_view_transform, RasterizationSettings, BlendParams, - MeshRenderer, MeshRasterizer, PhongShader + MeshRenderer, MeshRasterizer, HardPhongShader ) # Initialize an OpenGL perspective camera. @@ -81,7 +84,7 @@ raster_settings = RasterizationSettings( # PhongShader, passing in the device on which to initialize the default parameters renderer = MeshRenderer( rasterizer=MeshRasterizer(cameras=cameras, raster_settings=raster_settings), - shader=PhongShader(device=device, cameras=cameras) + shader=HardPhongShader(device=device, cameras=cameras) ) ``` diff --git a/docs/tutorials/camera_position_optimization_with_differentiable_rendering.ipynb b/docs/tutorials/camera_position_optimization_with_differentiable_rendering.ipynb index 0c40ca08..9da39eda 100644 --- a/docs/tutorials/camera_position_optimization_with_differentiable_rendering.ipynb +++ b/docs/tutorials/camera_position_optimization_with_differentiable_rendering.ipynb @@ -75,7 +75,7 @@ }, { "cell_type": "code", - "execution_count": 16, + "execution_count": 21, "metadata": { "colab": {}, "colab_type": "code", @@ -153,11 +153,10 @@ }, { "cell_type": "code", - "execution_count": 17, + "execution_count": 4, "metadata": { "colab": {}, "colab_type": "code", - "collapsed": true, "id": "VWiPKnEIrQdd" }, "outputs": [], @@ -210,10 +209,11 @@ }, { "cell_type": "code", - "execution_count": 18, + "execution_count": 5, "metadata": { "colab": {}, "colab_type": "code", + "collapsed": true, "id": "KPlby75GrQdj" }, "outputs": [], @@ -272,12 +272,16 @@ "source": [ "### Create a reference image\n", "\n", - "We will first position the teapot and generate an image. We use helper functions to rotate the teapot to a desired viewpoint. Then we can use the renderers to produce an image. Here we will use both renderers and visualize the silhouette and full shaded image. " + "We will first position the teapot and generate an image. We use helper functions to rotate the teapot to a desired viewpoint. Then we can use the renderers to produce an image. Here we will use both renderers and visualize the silhouette and full shaded image. \n", + "\n", + "The world coordinate system is defined as +Y up, +X left and +Z in. The teapot in world coordinates has the spout pointing to the left. \n", + "\n", + "We defined a camera which is positioned on the positive z axis hence sees the spout to the right. " ] }, { "cell_type": "code", - "execution_count": 20, + "execution_count": 11, "metadata": { "colab": { "base_uri": "https://localhost:8080/", @@ -290,13 +294,13 @@ "outputs": [ { "data": { - "image/png": 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JCYIgQGvN5s2b2blzJ57nkc/nEyEzU+vPVaHSviaHu68R+yydT6pYLNLf309/f3/i43K+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\nC6mHoAdAOCkAAAAASUVORK5CYII=\n", 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BbYwjtFEzZxfZciKrU4G1yivx+dd/hi1vPQlvyeJ5PBNBEDrlox/9KCtXrmR8fJwgCOjt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\nfa+7tMZVp5AgOUlHxKCvwp62gMFv0aU1suYTzefLLAwFSQu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5UWAlIiIikhMFViIiIiI5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\nSUVORK5CYII=\n", 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    " ] }, "metadata": { - "bento_obj_id": "139884961214608" + "bento_obj_id": "140047483874384" }, "output_type": "display_data" } @@ -304,8 +308,8 @@ "source": [ "# Select the viewpoint using spherical angles \n", "distance = 3 # distance from camera to the object\n", - "elevation = 40.0 # angle of elevation in degrees\n", - "azimuth = 10.0 # angle of azimuth rotation in degrees\n", + "elevation = 50.0 # angle of elevation in degrees\n", + "azimuth = 0.0 # No rotation so the camera is positioned on the +Z axis. \n", "\n", "# Get the position of the camera based on the spherical angles\n", "R, T = look_at_view_transform(distance, elevation, azimuth, device=device)\n", @@ -340,7 +344,7 @@ }, { "cell_type": "code", - "execution_count": 21, + "execution_count": 17, "metadata": { "colab": {}, "colab_type": "code", @@ -362,7 +366,7 @@ " \n", " # Create an optimizable parameter for the x, y, z position of the camera. \n", " self.camera_position = nn.Parameter(\n", - " torch.from_numpy(np.array([3.0, 6.9, -2.5], dtype=np.float32)).to(meshes.device))\n", + " torch.from_numpy(np.array([3.0, 6.9, +2.5], dtype=np.float32)).to(meshes.device))\n", "\n", " def forward(self):\n", " \n", @@ -393,10 +397,11 @@ }, { "cell_type": "code", - "execution_count": 22, + "execution_count": 18, "metadata": { "colab": {}, "colab_type": "code", + "collapsed": true, "id": "srZPBU7_rQdz" }, "outputs": [], @@ -424,7 +429,7 @@ }, { "cell_type": "code", - "execution_count": 24, + "execution_count": 19, "metadata": { "colab": { "base_uri": "https://localhost:8080/", @@ -441,21 +446,21 @@ "Text(0.5, 1.0, 'Reference silhouette')" ] }, - "execution_count": 24, + "execution_count": 19, "metadata": { - "bento_obj_id": "139883849498512" + "bento_obj_id": "140046464048336" }, "output_type": "execute_result" }, { "data": { - "image/png": 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mlJ5MKXUDNwMHldROSRoJ61eHW7pwX8NDHW6X9jVkj1VKqQfoiTHWzjoxxngy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\nkiSV5P8D4F92xJykcVkAAAAASUVORK5CYII=\n", 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    " ] }, "metadata": { - "bento_obj_id": "139884942059856" + "bento_obj_id": "140047413426192" }, "output_type": "display_data" } @@ -489,7 +494,7 @@ }, { "cell_type": "code", - "execution_count": 11, + "execution_count": 20, "metadata": { "colab": { "base_uri": "https://localhost:8080/", @@ -513,7 +518,7 @@ { "data": { "application/vnd.jupyter.widget-view+json": { - "model_id": "79d7fc84b5564206ab64b2759474da04", + "model_id": "78b2d6baaf28479c8aebf3b35cd9cf74", "version_major": 2, "version_minor": 0 }, @@ -521,9 +526,7 @@ "HBox(children=(IntProgress(value=0, max=200), HTML(value='')))" ] }, - "metadata": { - "tags": [] - }, + "metadata": {}, "output_type": "display_data" }, { @@ -535,241 +538,241 @@ }, { "data": { - "image/png": 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Y/UBNgTZ72W6zPp5RlhOIfkmu/rTF6OpUrZQK223teubJkydpLdsExdlhTIGa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\n", 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+ "image/png": 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kTbCgO9sefMHXAmHPHrJJO8XPd2zc/nHHx5XRasw1zRTBJKHLMntrXregOBeY\npE7qExM6mLvqK7cT5joxAnRl5wTFuQikfaVmnFvqs1RptseJPqmsTqEo5w6ztYtAOy5e0pxZd7+4\nqYI2boKom5MU7IXCnD9oOReIVm6uoZPYMe5YXxmtkkZxdbnWl7Fl9+BTKQHjGwM1+ITjxqbutMBW\ndbVaF3ez6Jb1Jemg5Vxg0lqcVpnVbpMU79rQYnYfJoQCpV13dz4sWdxQDGPKhYHiDBz73UQ+fMLs\nlkh9VpoWcuGgOJcQCykMJnkWH4pzCRInlrQTA+ZaD1kYKM4eoVMhme+ZMWR4UJyEBApnCBGyxKA4\nCQkUipOQQKE4CQkUipOQQKE4CQkUipOQQKE4CQkUipOQQKE4CQkUipOQQKE4CQkUipOQQKE4CQkU\nipOQQKE4CQkUipOQQKE4CQkUipOQQKE4CQkUipOQQKE4CQkUipOQQKE4CQkUipOQQKE4CQkUipOQ\nQKE4CQkUipOQQKE4CQkUipOQQKE4CQkUipOQQKE4CQkUipOQQKE4CQkUipOQQKE4CQkUipOQQKE4\nCQkUipOQQKE4CQkUipOQQKE4CQkUipOQQKE4CQkUipOQQKE4CQkUipOQQKE4CQkUipOQQKE4CQkU\nipOQQKE4CQkUipOQQKE4CQkUipOQQKE4CQkUipOQQKE4CQkUipOQQKE4CQkUipOQQKE4CQkUipOQ\nQKE4CQkUipOQQKE4CQkUipOQQKE4CQkUipOQQKE4CQkUipOQQKE4CQkUipOQQKE4CQkUipOQQKE4\nCQkUipOQQKE4CQkUipOQQKE4CQkUipOQQBGl1GK3gRDigZaTkEChOAkJFIqTkEChOAkJFIqTkECh\nOAkJlP8HtUg08UdcRyYAAAAASUVORK5CYII=\n", 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    " ] }, "metadata": { - "tags": [] + "bento_obj_id": "140046419917008" }, "output_type": "display_data" } @@ -838,6 +841,18 @@ "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 1a87998b..6f05940d 100644 --- a/docs/tutorials/render_textured_meshes.ipynb +++ b/docs/tutorials/render_textured_meshes.ipynb @@ -72,7 +72,7 @@ }, { "cell_type": "code", - "execution_count": 1, + "execution_count": 2, "metadata": { "colab": {}, "colab_type": "code", @@ -149,7 +149,7 @@ }, { "cell_type": "code", - "execution_count": 0, + "execution_count": 62, "metadata": { "colab": {}, "colab_type": "code", @@ -213,7 +213,7 @@ }, { "cell_type": "code", - "execution_count": 2, + "execution_count": 3, "metadata": { "colab": {}, "colab_type": "code", @@ -247,7 +247,7 @@ }, { "cell_type": "code", - "execution_count": 3, + "execution_count": 86, "metadata": { "colab": { "base_uri": "https://localhost:8080/", @@ -258,18 +258,6 @@ "outputId": "48987b1d-5cc1-4c2a-cb3c-713d64f6a38d" }, "outputs": [ - { - "data": { - "text/plain": [ - "(-0.5, 1023.5, 1023.5, -0.5)" - ] - }, - "execution_count": 3, - "metadata": { - "bento_obj_id": "139672598358448" - }, - "output_type": "execute_result" - }, { "data": { "image/png": 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eeBqvN/xbMC999wO27CiVsBDiBBITEvjNz37MvDkzsVlP3FGTnZXBhWefGZHa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\nIBIKACKhACASCgAioQAg+gmFodls2J7/sAAAAABJRU5ErkJggg==\n", @@ -278,7 +266,7 @@ ] }, "metadata": { - "bento_obj_id": "139672967269456" + "bento_obj_id": "140208690771152" }, "output_type": "display_data" } @@ -286,8 +274,8 @@ "source": [ "plt.figure(figsize=(7,7))\n", "plt.imshow(texture_image.squeeze().cpu().numpy())\n", - "plt.grid(\"off\")\n", - "plt.axis('off')" + "plt.grid(\"off\");\n", + "plt.axis('off');" ] }, { @@ -306,16 +294,19 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": 39, "metadata": { "colab": {}, "colab_type": "code", + "collapsed": true, "id": "dX466mWnfBLv" }, "outputs": [], "source": [ "# Initialize an OpenGL perspective camera.\n", - "R, T = look_at_view_transform(2.7, 10, 20)\n", + "# With world coordinates +Y up, +X left and +Z in, the front of the cow is facing the -Z direction. \n", + "# So we move the camera by 180 in the azimuth direction so it is facing the front of the cow. \n", + "R, T = look_at_view_transform(2.7, 0, 180) \n", "cameras = OpenGLPerspectiveCameras(device=device, R=R, T=T)\n", "\n", "# Define the settings for rasterization and shading. Here we set the output image to be of size\n", @@ -328,8 +319,9 @@ " bin_size=0\n", ")\n", "\n", - "# Place a point light in front of the object\n", - "lights = PointLights(device=device, location=[[1.0, 1.0, -2.0]])\n", + "# Place a point light in front of the object. As mentioned above, the front of the cow is facing the \n", + "# -z direction. \n", + "lights = PointLights(device=device, location=[[0.0, 0.0, -3.0]])\n", "\n", "# Create a phong renderer by composing a rasterizer and a shader. The textured phong shader will \n", "# interpolate the texture uv coordinates for each vertex, sample from a texture image and \n", @@ -369,7 +361,7 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": 85, "metadata": { "colab": { "base_uri": "https://localhost:8080/", @@ -382,25 +374,13 @@ "outputs": [ { "data": { - "text/plain": [ - "(-0.5, 511.5, 511.5, -0.5)" - ] - }, - "execution_count": 6, - "metadata": { - "bento_obj_id": "139672643021136" - }, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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ZXg9Pfd5P4+h938Btn/ojDNZX6yqi6JsT50kkZHtDp4WQM8zznnwROonEfDfFM1/wEqRp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\nrkJggg==\n", 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CDGzoxgsUSkDZ4YSlECgL03QtL/JAsMAkSwqBTpbaxEkETosZJM+5LEVRYDye\nIEtTpFkWh4LqDkTYiwU1IWNnxoPhzBGd50UIgYsvvADL/Z4XbXuKvdFfcPgQup0u1rGx613meW6S\neoWAiMSl69NiRYrt2aKFboZaalU7aWa6Eo/HE3S7XeR5bgSLFEhK0/TN7cKMH6UxGk8wznPrzpgu\nxxpAXpReoCTSCKLlfhdZasJQAMzfFoclEr7QFCzkvISihZy3bA6G2Le66m8GlXBR0Fr40ZiFqH4F\n50UBXWhM8gKTvMBwPEGe5xjlhU/S1Fa0SCnQzTIcPrCGfctL/rhuv0qVtmqoxCTPsbTUr1UHNbJk\nED5sSSEGAKginzs8NItEShw6cMC3uT9VLC8tYXVlGY8cPbrrfW1sbELlhUsmqq1tcVh0c31Q2OTf\nj04nw2A4xGQygZQJhBUcRakwGucYTSYAgIl1V8aTHOOJES1OpDrnxH9OtLbHkOhlKQ7sM4NWHlzb\nh143s8JFRYLFzW8OTkGzP0IWAIoWct5y5LY78K7b34pESmghoILKDiWUyXfQ1hUpSgDAxnCE9cEQ\n65sDTPIC47wwToyKb5BCmh4hSSLx6Il1PPbiC3BobZ9ZByuMlBt3qESamvJaESXX1iVLPTjTEqyx\nJcSuBHg3LC8v4fGXX4ZUylPWWA4AkGV47Fc9Bl+65945Np7NaDxCL8u8QzW9ziZc47YNM0XiJOss\ny5CmCUqlUZQFtOpgUhQYTXJsDEcYjZ1oyZEXRrSEQgOtuVNuncZ4InwFlZACh8Q+pKkMPiMK2k5F\nUdBlIectFC3kvOb4iZM4fOigSboMftEKpaGFsfqLXOHkhsmhOHZyAyc3B5gUhW0QVqvg8XXM5k+p\nFCaTk5jkub95HVpbNc3EXCt/pZGlGdIkgYAth406thoaEiUc2yZY2ev1sH9tDSdOru/q2uxfW8OF\nj3nMFNdiD3D7TBI88fLL8LEtxkmah6WlJezft9p+vmFCbqBZaiktZpkti3bvRZokyNIMqiyhNVCU\nJWRRYDAcYWMwxOZwBACmLDrIXale6mzhorXChjLuSXpMopOm2Le81AgNlUptO1+JkHMJ9mkh5zVv\nePNtyPMcqrQjLWtlc1hM19rN4QgPHzuO+x86ivsfOopHjp3A5nCEIi+M5d8yYnP9camM6Lnnyw/g\nni8/gOFo7NcppTAaj5Flqa8UQsNpqZq51bqPNBBaI11ewoH9a7u+Npc+5hJccPjgqXVZAKAscfXT\nnronu1pb3Yf9h9w5t/tTISK4tnGTHhG9F0Ka8ue8KPx7Oh7n2ByNMRqNkeeFmWyOUvg5qH8mWnNV\nlPL72BgMMRiOTBKvNp/J0oZJK5oAACAASURBVPbymUxyvOHNt+3JtSJkEaHTQs57BsORzVMQEKWA\nEhKAQl6UOHr8JI6eOIHByNj/pVItrdor3KCHIe7GdMw6Hw8ePYaLDx2IQkRpmlaN62Z1ZhPRn5YH\nwMbJdexbXd35BbHj8Dzp8ZdjdXnp1IuWosAVT3wCLjh8GA8/Ml9/mWlccPgQNsdjLCdJ+wY1h6WZ\n1xJvK4LS8jRNozBNrjXGkwlGE9MxFzN2tbXTUoWRTK7UGEVZIpGmTNp1TN6qczAh5zp0WgghhBCy\nEFC0kPOeH7/5TZjkE5Rl6W34siwxGI7w8KPHcHLDNBbLi2LLX8qzJtff44FHHq0qiLRxWdI0jZrI\nzQoBGVrav9vHXdsQbTccOngQV1/9dGRinq8I0Zx8uXbbVEMp9Pfvx3Oe9YxdnTMA9Htd3/+lOSZD\ndb5bB46qUJwvfbbvk4Z57yaTHHlemB4sNtQ3Tyhoq6ksSwhtvpydy1KWJcaTCX78CEd2Juc3FC2E\n2DF3JpNJldtiR9Kd2A6ou7khoRYWWN8cRDc501BO1PqzbHHCbYVD5kjI+j087tLH7Op6PPNpV+Hy\nJzweUG0Bj7o4maFLWnVLy8ZK4UXf9A+RTgvrzMnhw4fQ63Raz3i+hfH6+ojfWZr6ip+iKE0eSln6\npGrMEQLaapJSoNvJvIAxuSyTuZvvEXIuQ9FCCIAfv/nNGE9yTPIcpXIlzNpWg2ydVOmWzyNs8qJA\noUpfOZSmSTyG0aw8i4gp4kYpXH3VVei23LznYW3fKr7+616AteWlrU9kJ+kubc8pCjzlqVfiyiue\nvIMdVvyD5z0XSegytRst8/X21bW8FiGQpgmgYZNjzWdDqdmidqvPRn15IiWW+l3v+uW56fnyeros\nhFC0EOIYjUaYTCam+kMr32J9ajv1GRVDW7kt+aSAttVK2w8NNYk6uhQlVg/sx8UXXbij6/Cspz8N\nT33aVZBTE3B1POltTvXnwwitTreLF/+Lf7qjcwaAiy68AJdc+higMWL0PMGgdtpCRMqOG1QqhfEk\nj3r07OSz4dfZ6cC+FWRJ4pNvx5McAybgEgJQtBBSceNb3o6TGxsYj01+S5pI9Lsdf7MJfzHvNofh\nkeMnoLTG5ubAdJz1LsscoaEWdG3ugoMHdiRaDh08gBd+8z/CgdNRNVRnMsELXvB8PONpV237qYmU\nuOKJT8DS0jJ0MA6QG60bOzSFXDjLvTdSSgyHo8ZnYjtT2+dHKYVOmqCTJji4tgqljMs3Hk+wvrGB\nm992+07OnpBzDooWQgJuftvtOHbiBAbDIYQQ2L+6YjrmzvNLeRs3sHu+8iC01j6Hw3kBsV7R1d/W\nO2683M9qjeXlZXzbC78JnW0k5HY6Hfzjb/g6PP3pT/Pj9kzxRfaUcNRrkST44f/7+7Zdst3r9fDs\nZz0T+1dXgp3qdsGiG0taloe9cRG9N2mSQFtRMe/7Ps/n5tDaPhxa24dulqFUJdY3NnFi/SS73xIS\nQNFCSI0jt92B4ydOYHNzgH3LfaytLDV+Fbf9ct7qxuXQWmNgf60naRLnrQoRCxE7r+vCRQe3Yx37\nLBoA8hxPeeqVuOrKp8z1mqWU+OpnXo1v/yffipVud+a208TMTqeIPMcTn/wkfO/LXoqV5eW5zh0A\nnnX10/AN3/h1EC1iJRYs2l3NWJ9ovzQ2mHTQ5dgKmCRNoKB9ZQ/mTL5t+5y4x71OhosPHcDFhw6g\nLEscO34cm4MBjtz2U3NfA0LOByhaCGnhyG0/heMnT2IwHOKySy7Ecr+H5X6vNUTUdhOa13XpdXu+\nPDhuKqcbN3QvXHQ172/Kuum6HNq/hu/6jn+25WsVQuDqq56Kl193LR5z0YVm9GWfg3IKLZY67jiT\nCf7Jt30Lvvs7/hlWgoEm27jmGU/HNc94Oq77npdgpd8HVBntKt63Dq5XeA1142pH/oyv3jYzvW4P\nsOXqmCFYthK5brkQwJMe+xg7OKLCyfUNjMYTOiyEtCD07Lj1aQ5qE3J2ceSG67FvdQVpappHf/5L\n92E0ySGlhLRt98Nxh+pjELm/oduibFXIVz/1SdBaI8sydLIMnU4HaZpACgkhBaQwI0UL/7dl/0EF\nUZRu6sRPr4f//Du/h9/63Q/jkaOPQqkychKSJMHXv+D5ePUrX4ZLLrwAMswHOZNIiUGe4w/u/O/4\n0G//Hh546KHaaomrnnIFvveV1wEAnv7UK5HUHC0gipmFs4GrEidKK6X9AJjKdSzWZsDMyWRiBkTM\nTX+WR06u4+jxdT/+FGrvd/1vfd6M9qxx1RMuQydNMRqZ8Ys2BgMKFkKmdSqgaCFkNkduuB4rS+YX\nf5qm+Jt7/r5VuEwTLK61fyhalFK47MKDOHTwgBcs3W7HCpU5REskVurCBcF4RQK5Bj7/N/8bd33i\nk7jv7+9HaUesvvSrHoNv/LoX4KlXXgEphHFYUN/PmaUQAl++/8u4848+ik/++V9iczDA/rU1PP9r\nnotv/sf/EBccPgwA0JNx88ltSbiBYPEuy1aixVZ5jccTL1yOPnoMEy1w9PhJM8Bm7b3GDOHiBIsA\ncMXll6KXZRiNRxjYQRcpWAgBKFoI2QPefuRGdLIMd//9V7AxHJmmY1NcF0xxWtxN66rHX4p+r49O\nJ0Ov20WWpdZlMSKlclxi4eJoiJVa7oWfkwJIU6AsMRmPTbUSgKzXM5s0SoTPMpIESBIU4zGKyQSd\nLIPs94GigG4792kVQ3q62wKgEixae4dFKe1L0/O8wGg8xmSSYzga4tjGEEePn/TjUWEOp8UJ1jSR\nuOKyS5ElCUbjEW645a2n6OIRsrBQtBCyV7z9yI1YHwxx3wMP+9GZQ/GCGU6Lu3k988mPR6eTodvt\notftIJHJFi6L9LqkclwqseL/Df5Tb3NePFrXvhXaRmM8C3DfQu7828JAmCVWUAsPVfPmfXHzaqbb\nUqoSo/EEYytcjp7cwFceedSc2hZOS5jfstTr4srLH4vBcIgbbnnLHl8sQs4ZWr+JmIhLyA54/ZE3\nI5UCT37cJQA0iqLwU1lr+z+t2ZxrEx8KnVrhSm1ZXIHklkTzLWXQUZWRCpu81RNWdbXd6UzArROV\nF+novLS9ls1tq6qgumAJ02x1TbDEO2m75oFmCt8rAT8cw6zkW9eG3z2+6NABfNXhA3j0+HEKFkJ2\nAJ0WQnbJkRuux6Qoce9XHrKhnabzUndannDJBVjbtw+9XteEhtLUP3d2aMj9ojfHnpnbIpo/VBrO\nytQxjM4eWr+ENBpyq7lNezioWd7cktNSCxEppaDteFSj8Rij0RgnTp7Elx54BJjiqoXipd/t4CmX\nX4oTJ0+yjJmQ+WB4iJBTyZHXX48vfeUh5EXhBUsoYELR8vQnPg69bg/9XhfdbjfYXlTJuEL4EJGb\nrxDzCZcWYdIqZbahVKZtutWXxU6f19x4K7GCqdVC0wQLfE5LFRryOSiBcFFKYTweYzgaYzQe4a/v\nvjfKZQqFCmwjuosO7UcnkUywJWR7tH5lpKf/PAg5Nzny9uqm9APf92oMRuMopBD+GpdSIrFCpQ0N\nHfRg1QCE7elRLdPaCBcNDaGN8DDzxmWpwkJxObRufBWE2zim5bfoum6Ym+gpYuqD2sbzCJTauUWL\npiXfVk+Of7iFx2t/keF7VxcpWmtkaYJ9qys4vH8fbnzT21r3QQjZGcxpIYQQQshCQKeFkFPAe977\nK37+e1/1SuRFEeSjiCh8VKEbrkO1pHJb4MNAsdti3BJhnBRfGeQcGFQuQpUHHB2pykutpbPaxyKy\nWHSwLj7fKNxkn+OPJdz6sMTJ5Opo/7ygNXBLXk58rGkrpoSHQpdF192UlsqjlqOF711ZFn6MKgA4\nvH8N3SzB648wyZaQUwFzWgg5Tdzwmn8LADh8YA29bhe9bs80lGsk4LYl44ooj8UQPo7XiUg4hKJD\nBQMaKTtp27rfTMItC/8irjpCWHnjq6HmTIwRAhCy5bHwrfIhErNMCmghzbzbLpwPpJf2gic4tTax\n0joPK9z01D4tcV7LBKPxCKPxGHle4CduZZ8VQvYYJuIScjbw0285YkVLF1mWtSfhRr1awqZycfUQ\n2pJvveBQEKoEdGnG5HGTHTPHzYtAsFTCpP7Xom3yS0vOydzEgyw1l4d/Q6EizV8tEyNqZFKJH5nY\n9eavdsIGzsWZV7zEoiXsiBuKljzPTRXReIzXvOHI9q8BIWQrmIhLyNmASeJMWpJw26uA3H3VCJXY\nHRDadiFRCkIX0KoAyhKizIHSPnZCRSmI0GmZUkVTuTLVaUXs9qfMVs/XlSqrNhW10JKIHBvtBYud\nkgxIUmiZ+WWVkJnltLScj2ies7TvYTIlkZoQcmqgaCHkNONudqI1nCLqEQ5bDWR+/QvvkihAFdBl\nDlEWgJpAlwVQFhC6hFZlay5Kq15oVDyLeLsz4be2VfToWQZPJWp0GGJKUugksyLGTFqm3qXRjfeg\nOoiIHJpYuQghvPgkhJw+GB4i5DTxU282YQQXGkqz1JfOSmmTc11OixuEEUaoCFUAZW4mACgm3k3x\nYZ7IRWmrKhbN5bOYq6v/TlvRTf9q2U7kqZEGHEaywmReF1aSqRUyHSC1Iiaxv92EdWNQtfevh4XC\nqShKHyJ67Y0MERGyxzA8RMiZxIUSksSMIdTsiyLs/20eSVkA5QTIR9DF2IoUM0IztILWCmEQJfQE\nqj4tdtk0t6WWvBqdU1xsNIXT87tmljiZvZ0L+ZRW8DknRpqQkXNgACDtAGkXOulASxnWPPlhj8IR\nvYUw7yVDRIScPihaCDlNuBwWKaVPMvWRDMDcZJWCVgVEMQYmQ6AYmxCQVrbhXIwvbK6FlNpLnpvE\nZcx2rl6FE26/0xe/BTN9l5aVW/vDzdZw2ldPAdqJmHxc5cUIadyXtAdkPSDtAjI1gaHqn2qHQek6\nIeT0wPAQIaeBO950M3q9LgCgk2XI0hRpmlahIWhIlUPkIzMVYwhVQGgdiJqoZKi1g209RWNaK/94\n/bSFp0e4bBko2o5oaREs9UTj8GG0pQa0MP1idJIBaRcq60NnXWiZQkFG4aGyLJEXBSZ5jtFoDAC4\n/o23zP26CSEzYXiIkDNFYvNVAMQlzFoBeQFMBkBunBXfF8WpFW0axomw+ZyGXXYK8IfRrd8bswqL\ntnOIubbYg59NQgC67pKEgiX8o40TA1VC52NgvFk5L1kfQqbVTm2yrhQMERFyuqBoIeQ0IG0eC1w5\nMwBRTiAmQ4jJJlBOoHVZlTq3VBa1S4j51m6bSLhg6r5nr52+/Vxb7KHP2yZcRK1/S3watteNKoEi\nhx4PTLio04dIrXixolII8/4SQk49/C+NkFPMHbfeVFUDuRtdMQJOPgxsPGJ+zZdFS1v5M4yev5RH\n1zefc11zy7k33jFhyk44akBrbZUGtFImIXq0DmwcBTYeBkbrJnRnN5PCdC6+49abTt2JE0LotBBy\nqpGJjJwTUebA5sNAMZnqqpwu5vJn5nRdws23fxbzP3l3ekb49GUdPA5nXfUVbAhJuLwYraGLHChy\nYDwE+vuB7qofYgGg40LIqYaihZBTjOm3InxjOLH5qEm2la7F/A4DO9ETdy585hYuqIuX3RxXz3w4\n57O2hQkRhQucSKkJlKaO8csFAK00oHKIjaMQIgFkpwr9nUEBSsj5AH8WEHIKuf3WNxrBIjTE4LiZ\nxhu7MFd0fEcNqO9yO4eYWww0QjfzB38a227nqdsULPO89tbK7vrCsC+LjSNVIrSEOPGAcc7cOgjc\nfusbt3GmhJDtQKeFkFOIgDCDHw6OIxmfBADIJAnWb9ermLF1Y1V7edHUPUzpz7J33sEWKsvSLk5q\n4yFN29a9Bt26NtiouS5MzPUhIl015PPFXK6wSwtIrSCPfxly3yXmeV7cEEJOBXRaCCGEELIQ0Gkh\n5BSSJAnSoXFZZFpzWNxPd1e9IrCtX+luyzCPIppvbNzWjm4bB9ru8+ak7nm0OSptrlEzFyfonlt/\nvVp7t8Q8DBJyRfV0P9tofiuMwxLmTQvT+C/RJdTx+wEAat8lKBMOokjIqYIdcQk5RdzxppvQmWyg\nMz6JLE18u/fED45o8iOkb+cf5k/Aj2/jQw7RfVvEfV/Cdb7x2RQEausXLZwRjKE04xuqqtbWjcdh\nJXdYZq7tY63doIlmrZ/XGkprM4ii1ihL2x1XmSTrXAGTtUuQlxrXv/HWvX7hhJxPsCMuIaeTZLSO\nZHzCOyzhf4Gi9rfhggSD8oUiJtpaiEioNHJK56gs2oPio1l7tezhbx87OJJuMVMax/Oui6itm/W4\ntg+IWOS4dFwBP8SCH0AKgIRCcuzLUDbHhRCyt9BpIeQUcNvNb8DS+v3opCkSKb27AtfSXwpIGVem\nSCmiJnShA4OtREuACO7m02/smCGZttz81LDtHi3Tutm2rdFRubNxaWoOjHdUnNsSuium1FnDOCza\nOS1KoSwrp8U9zjUwWL4YN9zylrleOiGkAZ0WQk4XnRP3I01t637hSmftSlGpCfe/WYJFBOKk3gdE\naw2lFMyPD1v5IpwoklbYbC8pZXfaZNqz51Akc1QTNbJy2tq9CG3cER8/cqJviwO6siBoW0kEKL+l\ndqZL1MulCuM5kWjmE1UiG5/Y+jUTQrYFRQshp4BMxrklYZaJ6+jhc1oCwSLrYSE3X7vBlmWJyXiM\n8XiMyWSMoiygNSClRJZl6Ha66HY7yDodJEkSCZ/tlU3varOZz5jXxhWzNhZxfotWCmVZIC8KFEUB\nVZb2uggkaYo0zZC6/CKvYuJOv8KKQQgBaYWLBKAkIFX1GMKMCi1sQi6CSJEQAtlkYxvXhxAyDwwP\nEbLHvONHX4nlTgKZSBsaqibA3kClNMm4shIrodNSd1mEAFSpMBwNAQAnTpzA8WPHsLGxgfF4DKVK\nCCGRpSl6/T5Wllewum8VKysrWOr3kXY6kJHVY+cWLQfXUn1tmRmlNcqiwHg8xmAwwGAwwGg4xHg8\nRlmWgADSNEO/38fyygpWlpfR7fWQJPHvNm1jS/UkXOXCRKqejKtQKpOQiyA8VKoSRamwKft4/e3v\nPt2Xh5BzAYaHCDkdZBKmoVyLGIEVLaGrMk2wSDe4IgSKIsf6+kk8/NDDAICHH3oIJ9dPYjKeQKnS\nR0ESmSDrdLC8tITBYD/ygweBAwewIiWSTmdmm/ldBHb2lHnOw5cuK7O0LHJsbm7ixIkTOHH8ONbX\nNzAcDjCZTFAWJbTNJep0O1haXsb+/Qdw6NAh7Nu3hk63Y/cpbK/+IDnXOi7unKQwTovPv4WAFICW\nwp6jgNYCGhJSA9lk/RRdJULOTyhaCNljEinj8mUbAhKySqg1wgWtgqWe21KqEhvr6/jKl7+MBx94\nEACwvr6OPJ/Ym3YV3lCiRFmWKIscZVlAawUpBdI0QZImyNJs6xdQi5qcMTNmi/PQWiEvcgDAYGMT\nxx59FI8cfQQnT57EcDDAZJJDqdK4I7Yny2AosbGxgY31dQw2N3HRxRfj4MGDAIB+v2/CRlpARYM4\nal9W7v748BCq9wwAtJDQUkNrgUQKpOzZQsieQtFCyB5y+4+8DD0biqkLEqtZaiKlJlhqCblaaWxu\nbOChBx7Ag195ACdOmOTOoihaPBAT2lCqRJFrDAYDSCnR63axtLSEXq+HLE0hRNwIe2rZs4h22zzW\nrmnKodZqp5p4cUcuS43JZAIA2NjYwLFjj+LE8eMYbG5ikucmnwVVXxYNAEpBlSXKokCRFyiLAtpW\n/lx40UXo9foQ0r5mOykNCKX9iIkuz0UIDWlVjHYumnDCxTw3EQLv+OHr8OPv+sAeXC9CCEULIXtI\nIiVkrVFcKEQQVJu45W3hIiFNSGJcTHDs6FE8+NCDWF8/ibIs7JF0uwNis1aVUijyHOPRCJsbG5jY\n3A6tNRIpattvgWh2qd0bydJy8FnnEzTF08ooirIw12NzcwMbG1VISCkVWTTR+dvnDTY3zPW0+82y\nDBdceCE6nQ4kBLTQ3skS0uW1AEqZaqIq30gHTouGlMKHiaSUdFsI2UM49hAhe8Rbf/ClPgzknZYo\nt0WayfVtcaXJQtg+LtVfaW+Io+EQR48+ghPHj6HIcz8ssiulFiKuWHH/A2CES1FgMplgMh6bsIbP\nmTF5N6IWiqpPfr1shrBat9tiip+DOOFYznkugejLJznySW6qqMZj5JMcWleFyv5/0fHMtVNaYTwa\n4djRozh29CgeevBBbK6vQ2sdCcrovfHvqQzeWxmdkwjfexsiesu/uvaMfjYJOVeg00LIHpGmSXDz\nko0pSYI2/kEvFRm4K/7mDGA8mWD95AlsbmxAlSUwzZ2Y2hhWmxCJUr76xZU/o6Xny8z9auMiTDta\nvXi4VkU8p6HTPip141wAG34x1TsAoFWJosh9qKdRzWz3UH8FWmuMbEXWsUeP4uDBg1jbvwaZJEYe\nCmHKn21DOUgbM4KqaqBD30tJQChASGgBXyGWpXRbCNkLKFoI2SOc+EisEEmikmfhwzJOsLiE3bY+\nLQCgygLDwQDj8RhazwoHTSEo3RXB3VvWxYqY9iBIIrGVMluFhRqdT3bS96U1yabWzrYa+dD8USYk\nVg8F6WkvNdimsCGm0WiEjfV1jEYjZFlmwjxBPo+2uS5QgJCyJlycaW3mNZQJD1kBmzBERMiewPAQ\nIXvA2/71SwPBIn04oZpkEB4KHBZZ3djaQiDmR76KqlfCqWVRNQVhICmT9oEZg5CSCyxVUxhaqTe/\nm55MLGxCqhThecwOGbWfT8u5RKEeKwwT2+9mSg5v2xRdw8DdKorchOE0GufY+p5FrlmwzIWJpKsi\nknjLD770zHw4CTmHoNNCyB4ghYxvoEJACBk0kTPLAVQCJbjhVUmdtt2/dRCSNEGapkFX3K1TYN1W\nxu1J0MkydDpZ1Rl3lx3lRDQucoAdzHCq+zPV4NnZ+SRSIstMj5VOp4NOlmEymfhwTnRaM05FCtf0\nT/qcISdm6gMqSikBpaGksgZL4LgA0D40pM37qyr3LU34G5GQ3cL/igghhBCyENBpIWQPcPkrjaqX\nIFwgfS+PuNzZh21sOZAzQqSU6HZM6/nhYAClxqiPujEtHUVAQCYS3U4H/X4fS/0lk6chZG277WH6\nnkxJB96pgTM7/3bqk9I0Qa/XBQAsLS+jv7SE0XhsmuoF2TVteSxVzo3wCdJZlqHT6SBNM5NvFJyY\nsC3+tW/UEjVs8T//3NGUFrb0XULYz0Uq+RuRkN1C0ULIHuASboWUUW5DVB4cjD0U57HA52pUYQkg\nSRJ0uz0sLy9jOBj6Ema4Af0atTAVUkh0Ol2s7tuHAwcOYGV1BZ1OZoXTbInQWngTrms8fbtdW+aT\nKFudh5QJer0+AGBtbQ3r+/ebsYYKM2Bi41iBerH1U/YaG+HT7/extGTEnQ/TIQgRaQCuoZyUpmGL\nhDGsbdWSFqa/S6N0m8m4hOwJlP6E7JJb/+WLfS7LPP1LGn1KaoLF5bZkWYbl5SXsW92H1dVV9Pt9\nZGmKLE0hpTS/4kWQsGoFUpok6PV6WNu3hkOHDuHAwQNYWlpGmqSNfiVtU5WgOu80PZW3lkI71/Hn\nPQ8pBbrdDrrdDlZXV3Ho8GEcPHgQKysr6HY6SJLa9QnPSJimbx3rRPX7fayurmBlZSUqXXfvBcLX\n6Y4/53tcVZUJ3PIDLz7TH1dCFho6LYTskk6WRqEhEY49FFXfmO3DdWEJkF9iN0zTFEvLyzhw4IDv\nZuv2MRrZDre2zBd2n25QwJXlVRy+4DAuvPBCrK3tR6fbMUJnRmzIuQ9tTVemeik1s0dP6dTbCChN\nMVtEuDI6j+Y5CAiIxGy01F/CwYMHbSdcID1+HMPREPkkN9cpHIvA9k/J0gz9pSXs378fAHDw4CGs\nrKxWTgusEtTGafF9alx4zFdH6bjbMWLx4hrnSSnRyei2ELIbKFoI2SVp4sqJZZSrEpf7VmJEhMIl\nEiuo3fxMVczqvn1QWiFJpM/hGNj+LWVRmFCRrRTqdjpYXlnB/v37cejQYaztX0O/30eaJD5Ho2qD\nUh0rPGbUXEUHciEUD22CRk+XN/X8EMx8XEtycWMHuZ4sLrFHVxKp0+1gTewz1yDrYGlpCSdPnsTm\n5ibG47Efh0j4kbAz9Hp9rK6u4sCBAwCA/Qf2o9fv2Wot4Y/hq4h8dVRVUSS0CwXp6hqK+D0OHTi2\n9Cdkd1C0ELJLUltKHN6c3M2/Ck+IhljwiHiZ8JsJZGkGsWx+qWdZhn5/CQAwGJibcWFFi5QSWZah\n1+thZWUFK6urWFlZQa9rb8IyDs/A31Slb58v7bz0AyqGgsSJFW0brgXCwT2uzbvX6kIqbfP+ctQE\nU/iv0so0j9PKNMtTGtrN28NIISA6XawKiTRJ0ev3sLa2hs3NTQyHA+R5AaUUhM0Vyjod9Pp9rKys\nYHV1FQCwtLSMTreDRCYmhUVXGS3VidZGjxTCCBd/xlbkRCXs1cTOuITsDooWQnZJmOPQbLQmWp2W\nKirU0hRNBOEHIZCJDMlKgl63i9WVFQDAaDzGZDxBUVrRIgTSLEO320W/10e320WWZSavw4aFQnEC\nmxAs3BADUkImie0rk3gh4QlclrAPig667ppJ2fb6Zn11TWTj2qDu8LQ5LHbU6tKNzqwUlFJmaAIV\ntPHXVihI25umk2FpaRmj0Qjj8RB5XqCMREuGbreHXq+PTsf0eknT1PbSET7MpX14qN5XRptBn30T\nusBpQfV+N3OYdlpiRQgBRQshuydMMnUVQ1UJc+UahE5LWxVO/YYW3sgTISE7GZLE/Cfb7fWgSgVl\nu+UKIZCkCZIkQZqkkEldJFT5NlUVk0QiE9sUL7FTiiRNGmIjfB1tIaFIuNixjuBEi6ydSz1MFe7T\ni6BK/JRFibIsUEoJWZYoS4VSlGaMHzs2olYK8MMiSCSprbxaWTbPLY1bY8SIdcWS1Cbrysb1jxwW\nu06H9eZWsGjrtFRXBD6UHgAAIABJREFUR1f5SbUBIXdeE04IcVC0ELJboiqXyjtxuQ1uXRz6qO+g\nPlfvxSoqBwQAkMQ3UVvm7NyU6ScaPor67MfCoj7gow8duUqnZhgHqMJDWlnnQQYhoXA7BOMGWXHi\nQkBKKSglTDhHqeqmX6nBloEjY5lhhIlEKlIkSeIFiwv5wLseVbgsvJx6xp4bjwKnJbykXs76cFzb\neRNCtgNFCyG74JYfeDEO7luuhXeCm1aQu7EXVHpERqLIHVhUuqCRFKugIJWEcvYEwlwU7QcdVCox\nYxW5hnl2XmoJWBFTJe9WYgaBixIR5LmoWk4KACilfNhHlSoIB9l5566oMgoRmTCR3YfPcbETwsRY\nYQdO1MH5BCe3h/jydZ+7Y5f7RCXzmbn5PR/a0+MScr5A0ULILuh23H9C9g4VRhCCG1XofsQOSvuS\ntnW2SChabvud2U00tC3H1SIcnlhbN8A2PrNDHyulIIVEKQVkWUaDOYZOSzV+khUvdhncOEpOyASC\nxnX/VVZEVHko1VTa8uRQrEQCJnpO5cJESbmBW+NybcJKo0qgTBcs9S7Ds4WMbn3k31+f29LcyMnX\n6jNDCNku/K+HkF1gbt71HA1D82bo15jMirpW0TDJndMeIyrKmS5cUPUScZ6Dyb/QtQodASWUF1XN\nHJggJBSGiOw8XHffmshx4gdAJDbaRAisaPFCxObD1IVJOPm8l6BKyefDNMRJHPPZWrBU+5r2eOr+\nW94nR+VACS/4CCHbh6KFkF3SCNPo2r1Mu/LZuBObDoSH21DYWlvtknVDsRHIl8p10f6Z0OF51Pup\nVCKoqoZp9kZxosb/rVXDIGiYBhceEqKlbDpwWhrlyrXwkA5CVEFib1RmjTZR0kxCae0TMyUc1Oaw\nhNcsyrtxlVPBfLWgKr2uX+968z2mtBCyOyhaCNkF9aTX6KYW3UI1mtIjfGIV+3H+id/e9zXTUX5M\n03WpxIs/P7ioVXgnrs4odGTCE2s0gwvcmSgRNqiUqfdhcSfZ3sdligDRwTWbKkxqL6RxLdvWThcr\n9Wujm2vanxjtueHh1D4LPoDIsmdCdgFFCyG7QE8rOak28KMDi2gz63bo0HWB78DqnRkhKi/Gui4O\nt8c28VKdkmicV5w0HIuEarbqAOulVF3U1HbY7HqLdgEyzRWZV5Q0tp2xQbhkC7ESn291dlpXLoub\n0f5/8fOixnpTTqde9UUImR+KFkJ2gUsm9cGf4IYU/0qvbpKh3+JCREa8WJHihAtMm3ijO6pwkd9l\nLWwU3Qu9fpjlOTQFTbDGb60bCqTNARFV+Kuleqj6M8cNewsduK21rZu0hM7C84tymCsHqBIr9dBQ\n09qpOzThO199Zggh24UZYYQQQghZCChaCNkFN7z7g1BK+/iNdj/KdfWLXQe/0OOpanimg+ci+IXv\nl2kd7cOt1EGoIsKtq0/1jaZM0f+m7ctFQgLHodEdN1jm3Yqtpij4MmuKDI/284pebfV6QvfHH8vn\n3NTeAx1sVwsNtb+X7vqH+zOfEaU0bnj3B/fuA0jIeQbDQ4TskjJocmYIUjGD6IIIbrQI80JcvbLL\nWdEmmdXdNF2oCOE+gnIl4W/A9bwTNGM1rUmqLURP042IT22XwYNZ/Wa2prHVjtM/6km0bbO69XqE\nOSdh4nD4nEqUVGIn3m092wXQSjM0RMguoWghZJcUvkurhpbOmQhyILQdfC+quAlvjpV4EVpUjeFs\n6XFDvCAQMAJxVVLj5jwlzyQ6csvKWTkas3DN1erP29Pc09bC5i2Psy2xgiAXxb+P8QCRbjvt/wn7\nxwROi9ZQVrAUZbnjV00IoWghZNeUrourvTkpGZS7BqEFjy/MEfUFgXAJYkU18YI53Jc6YsrNvDU5\ndpsVuZHwiZJu24+4bf2yjSfMOm7budUreSKxgrpgqYWFwvAXYhHjlvjPhNb+c0II2TkULYTskrJU\nKEvb6VUKKC3NvBCQwt3Y6v1cwpult168cDFipCZeosH92t0Xd0tuFPDEdc6zX9Bsc2bK5ntqpWxj\nj7MtoWn7qIeA3NZ1seLW+7LnwGmpnJQ4F8k5K8oJWdsR2H1OCCE7h6KFkF1SlLHTor14Mb+wpdZQ\ntax33QygwCayROGiSLxEMY1Q6Linx+MbRUxL8Kj21kBvtcFce5l93O1ushtp1Az/oDX3JRQr7nmR\ns6KboSJVG7Fa+cEhVeS0FBQthOwKsUWjo73/+UTIOcjtP/IyrC71kaUJ0jRBliRIkwRZKpEkSdT6\nXvqxfdw4P+HYP7WW+uHIzWFLt2hMIoF5m6y2jsK8yIRJyPNsHrhRVb5KvDMdipl6eCjMUwkESzgk\nQVmWyAuTv5KXJYqiRF6UWB8M8bqff//evn5Czl1av6notBCyB7h8hUQJKCVNXot1XqTQULJyWpzr\noux/lXHfARHVF8W1RvVGb06ABDkx4W6as7VKmHOT6abSlCECoj9VJVA13EDssqiawxI5Lcq6bc5t\nsWEi5rMQsjfQaSFkj/i5f/cqdLMMWZqYKTGuS+qcFjnbaYkHInSDFlb+iqgl2oYPpzko85kqM7ba\nUVJuLLuwky+SXX4ttW7ROgo0ag5LU6wAsbPS6rSoymkpnLtSGoclL0qM8xz/9md+de6XTwih00LI\nKWUwmiBLU/8Lu5QaUmkooQApIe0PbSUAKZtOi7JpLD7Z1geEnAcQtMqHM2JmyYJ5Y0Zz1Qm3P7X2\nuO4l1MXLnLudzdypMc2s3FCo6NhoCUZ0jsVKOPJ0w2lRsdOibA5LGVQNKa0xGE1284oJIRY6LYTs\nIT//2ldHLkvmnBYpIWs5LUIISBk4LaicF1fm7J0XVMvcgnDQwroLE7KdwqHZiJY5w3wVRKIWqqqz\ni68b3Trb2Cge37LWr6VlkESEzgoqp8WJlTDxFla0FNZhCd2WH/mpX9n5ayPk/KT124qihZA95l3X\nfx86aYIsTX1SbiLl1PCQjBJxq2RcJ0Tiv4ZYzKAhCCK2zL1dtMzcmd1Ypq72wqptQMQwATf420zC\nrZyWtvBQqVSQfFtgUpT44Tveu2evnJDzCIaHCDkdTPLCCpIyECeAUC4BxTgsykgTLzjCUJErfBbB\nvJ7ppbTcqeu966YKm8X/bTItHNT6sM1RQZDzEogVJ16U1o3kWx2EgJz4KW0/lqIsUZQKk7w4dS+a\nkPMQOi2EnAJcUm4nTZBlKbIkgZRVkq2MwkMtibm+7Dl2WtrKnMP+LFX4aLp7sm1fZRvZtNM22Vab\nl21862y5qW7KmXAgxLCiqO6w1Mud62Ilclus05KXJfLcOCxMviVkV9BpIeR0MZrklRCRJQQEEuuj\nSGupCJjMVSHMMiVg81vsZK0Vrau+c16oTHFgtBMzM36M1Nc0vhnq+TG6ub/t/pqZK01Yt4mtZon2\nto/d6M3S7MFSbRsk4IaJuC0lzqHT4jrdeoelKDCa5Ns8U0LIVtBpIeQUccePvhy9TmbKoDOT2wLA\nuytSyMpdkc1cF0SlzyLSEi6whJZmdMG4jHNSz48JaCkNnodpVUOn8zx0NBMLFV/SHOw4FDRtpc4m\ndyXsequ8cMntQIh5bhyW0STH9e9837ZePSEkovXrQ7YtJIQQQgg526DTQsgp5Kf/zSvQdW5LapyW\nNJFB6Ei0VBMFpc9hLktU8uxKoqttUE+1rf1Oaf5smeKDTMnrNey+UHmOwuwdnUtjs3p5cyNvJU7K\nrVyWYJu2kJCtFnKPi1IhL4zTMs5zjCc5XvPvf22Lq0AI2QLmtBByupkURVRBBLgcFtPXX9gOc8KW\nCgnrfYpgqlcSIVxey3cJb9yiFqNplxsi3GTahlvJg1kbN756ms+uXllrnkvrwxnnUG8aZx/VB0B0\n80BteVsCrpqWz+L6spgqoUleYFKwYoiQUwWdFkJOMW/9wZdiud9FN8sAAN0sRRK6LbaKqOm0TKsk\nQmv1UMONaaPRs2WnPVpa5MPWveVqR9xNf5haVdBWGqZFqMR9WdorhuoOS71qqCwVxnmBcW6SbjeH\nY/zkL/z6Ll4XIcTC5nKEnCne/K+uxUq/CwDod7voZEmViGsFS1sZdNQVt60jrhUhdeFSZ1bjuVa3\npcbUoNBOvyGmdPCd7xymD/rYuri1022zI2575VBtAMTAdVFaYZKXGI7H2BiOAQA3/uJvzPXyCSFb\nQtFCyJnkln/5YgDA6lIPS90uOlnqHZa6YInclppwcdRdGKDZzn9GuxYglCvzmh5B+TB2q1nCR9s8\n/lbHjb/WprspmBIiargsNeGilMYkLzAYj7E+GOHmX/rQnC+AEDInFC2EnA0c+YHvxupSH0vdDrLU\njkvkxIsdo8g5MAL1EJGhLmJ8Qi5CDdCeiTsrEbYucppfD1t/JWzZB2bG8f2jqecxI7um5VwrVwWN\nvBYgzm+JQkMIHRVtBkJ0eSzKJN4OxhOsD4Y48p7fnOsVEkK2BUULIWcTt//Iy7Dc6yJNk1iwSNvD\nJchzaea0tPdwEa3ioyZhWr4Ktg4QoZlHMn2TaQfYYtXWx59dIdQy13BY2nqx1LYJ3BSlVTVasxUu\nRVFiczTG637+/VucLyFkF1C0EHK2cdsPXYeVfteOBC2a4kXKauyiqHFccyDFhohxTHNeqtVoPCFi\ndjnRjkueZyfaTD3Y9ONVzkr0zFaRErfrd8924wwp1RQrSmkUZYmN4Rg3vPsD23zVhJBtQtFCyNnK\nO1/zvUikbISKEuu6mFDRFjktNTdG1GIsjW+AtjGLdkC7+xHUW2/ZL2aHx9piaIFQpIS5LNNyWjRg\nQ0IKpWqGhEql8KM//R93cfaEkG1A0ULI2czP/btXWeFihEoiQ9dF2jGJQtESOyuzyqOr57QfW1QW\nztbUk1y3+Tobrs82jjntaPXEW7SIlXpDuTCvxW1fCRUrXGx4qFSKgx8ScnqhaCFkEfjZH3sV0kRW\nAiYIF9WrhJyQicVLS5go0gjtSS2zfZkpYmHrTVp3OV2nTD9uPfSDNhETVmKHlUD1x/UQERCHg6xQ\nKUqFH/tZihVCzgAULYQsEj/9b16BJJFIkwSJrEQMAmFST9JtdVqmNJwT8T+I5sInzE5paWG++qG5\nUlpa28HE/VUaR54SFooeBwJGKbN9aUNARVmiLBVb8RNyZqFoIWTRePsPXYfEui5pIpHYkaLTIFwU\nOStB0m4jnOT+neV4iClOjMVnf+zFN0OgkGY3lWser1kBHXsuzk0Ju9ui1oNFa6BQCqUdobkojWgp\nS4XXM9GWkDNN69cCxx4i5CymPHQZuv0+hvd9zooWc4NNZYIkkdHgika8BPNevFT5Km1VRPXyaAE9\nb/VzbXa++FDTzZnxvKDHil/Ulr8SbGJclLAVvxMv8XhCZalQKOOqwIqW9975ZyjLEq/f4pUQQs4M\nFC2EnMV0OhmSRGL/k55pqoms0/Llv7oLy/0e0ki41MWLaLoxNcIOumGkaIsRjDxTBUtQPFQ7Yvvi\nqfuv4kPhsdoM4rqLUomX5lhCRamwORzhMVc/H7/4n4yrcuLkOgBASjnn2RFCTjcMDxFylvK2m34S\n/X4PWZohSayzYm+ooVD50p9/HKtL/ao8OhQqgdtSryZqiJRaMm69ZBpTwjI7Y4swVb29PqqOtcB0\nB6bpsrjeK6YaaH0wxOOf/fWRgLnnvvsBAL/xu/+vX16WJb74xS/u8LURQvaA1t82/ElBCCGEkIWA\n4SFCzlI6WdZsOBeO+GynJz7nG/1zvvhnH0OWJUhEVS6dBMMCxCNFt4waXa2qVjSY1ZO2vXhodjho\n+jF0lDsTdq+tSpgRVAFFjeGURqkV8rzEE57zDQCAC2sOjgRw8UUXADYUNx5PzHKGiAg5K2F4iJCz\nkNtufgN6vS6yNDNjE/mSZ3MzFVEeS3zT19AmndaGOu79yz/xjeoS210XVio0Blyc2qBuPhpRo230\nrIv209q9Nu5i6zrYAkCplW8I97hn/QN/Xdy1iPeto2mS5wCAX/+dD+P+Bx6sQkdK4e67797mmRNC\n9ghWDxGyKGRZisRWCAnhclVEIDKmixagymPRWuNx13wdtFLR84IN8fd/+adByXRzXKMwWdcwveR5\n2q+c/9PevTVLcp3nnX9WZtU+9AloNAACpGAJoCbscITtmQiKggBpYjyfYT7CfISxZVG2NApZlu/8\nBebOl3bMXPliwjdWUBQOjVHY5tgmhyJpkeYRRAN93HtXVeaai8yV+a6VK7NqN6q6d0r/n2Jj1yGr\nKiu3pHz6Xe9amV9wIfds6Ecxt0NYaYPKL/3370QzhexvV/SNyfZYTNm0U55PT0/i3btsYgNwcIQW\n4Ir557//uzo9OVZhA0vhJkKLMgvENY97L6mWfKjQFP0QU9jmza/8j3IufJa5qrS9b4JMVJ21w0pO\n/cJtIUSY94uW4rdv4ZypovQNst7HV11u3reOVrStQ2ip+88Lw2De98ei56P7de1179PPJEn3Hzwy\n+9P48pe/TLUFuEIILcAVs1wuVBShLyUOLMPQEoZzwonWd/31IQwURXPCz79H/162muPaixkVSUWn\nGzpK90N9I8zYQvxdCJGPgk36mPdeLiwG14aWwjf9Kt67LrR020nyLvcdfZ+kwl55Sa6/v9lsutlD\nj5886apTAdUW4GohtABXSFRlScJKNnC0gSU+udrhHddWJ5wJJ/khpvB5RVdZ6asWNrTY6dOuHT8a\nXKCxy1B28bd4Rdp0uf0otNQh1PRVFle7aJtQgZF5z2Z3Qmizjbyu2w/X/sd76ZPPPtP3fvBDSdLF\natV/J4NqC3B1EFqAKyRUWYpQZZHT4ydPdO3kVOXRcktoCRUEE1qaWou8i9d2UVqtsbOLMj/Na9sg\npTi02OsfKTnp+zS02CssJ4HDDgM5F1ddvPeq5bsAFlVk1A8hhebifG9NHEbW65W+9Z3v6Rf37kX7\nOngV1RbgyiC0AFdEmDEUpjg75/Thv/8P+vnHn+h/+Dt/W2/+jTei2T42sMQr25oQ4SR5pyIEjMKE\nFhMy+ipLXOEpnIuaW8cqPqEyE5gWFilpmLU/SlaybSostelh8fK1V61arpBUF5J8NzPIm54W1wYi\n55pqis/sh+S6adkf3/tU3//BD7Reb/pn2+GhNKi89dZbLDYHXAGEFuCKWC6aGUMhsPzbP/lT/adv\nf0fOOZ2enujVl1/WC7duSCEsDEJLIw0t8aq4w2Ecp6SSkgksRVFMhJa4stMPDZlfg4sV2pVs2wpL\nXcsXUu0LFXWtOmxQSK4uVKhW7fok0vxqh32KUMXZbZWGuq703378E33WLt1vpX0tYt0W4Mrg/xKB\nK+Cf//7XVJZlFw7e++jP9R//87dUVVXXLPrTn3/cbZ8GFieXBJPChI98Q6/LNdraUNI22OZnLMUh\nKP7suEdm9P2N7nNMU+/0UNXws4qiSJqJzW31w1rOOV2s1vrZx7/QehNXWaJ9Svb1rbfeOuz/EgDY\nikoLcAUsFstuTZY//4//Se//P/++e845p8dnT/TxvXv6m3qre6xbVyVUXRSvtaJk0bhcw6wd2pkM\nL4NeGstctyhd08X5ZqjGuab/ZLDmS6/pj/XNtslz0fcY5U0fTzcyFv4Tbbe6WDUXSEwqKnZ4KJ1F\nRLUFeP74v0LgOfvj3/taF1g++g/f1Nc/uDsYnqiqWg8fPuofyM7oma6cbP8xFZsuf8SVj/bDJRua\nusfUhYb+J66epOvJuH6mdFdtSV9vKyRP8xMdk/Z/Hj5+rAeP+nVZ0ipLf5iptgBXCZUW4DlrelkK\n/btvfKD/99v/n5QMyUhSXdc6X61UtyvbLhaLaFhGg9tKKin9bxs+crOAuiRhA8vo3iefp7Takqu0\nqG+IVdufEpZRCVUOmSejpuF4cbi+cSZ3gaN4W7uk/5Oz86gBN/pGE9WWsXAD4Nmg0gI8R//sn/yO\nyrLUn7z3ob75rW9Hz031WIxXHkb6S8a2tUM/trKhfGBxymSDZHjIRdWW3NCRG30v57pXDfdlME17\nh++YqdJ4tQvVpfOK7Oyn5Lb9odoCPD9UWoDnaLlc6rt/+QN98798e1BdCfphjiJeHt8u9Bb1q6S/\nTRhIlt2PVrjtlu9Xf6LvdiLZpn84Gh6KlvQP83u8k3fN764y4vqZP1EtpKu69NvGtZb8QrdS+uSY\npoLy+MmZ1utNtpqy7T7VFuD5odICPCd/9I//kbz3+rf/7k+zQSW1Xq9VVZWqqrp8b8doX0gagKLU\nEnZGg3qLixJL/OygkbcPR30TS+7EbwKB2Yf4O0x8jx0rTN43x9KGxNzxHvubUG0Bnh9CCwAAmAWG\nh4DnZLlc6l/+q/+raxDN/Yvf3l+t110jblo9yQ8PmQrHoAnXVA66YaPhz3gTrsvcdKby0twIra99\n/4gzAz69qLskNO3mPtK7rufWNtbKDgwlF0VMlUWh2vvuWA4+ZuSiiXalXIaIgOeDSgvwHPzh1/6h\n/st3/kLnFxeTwxD2saJwWiwWzcyhZDgnXfE2em5kGMjONsoNxygd9sk2z7rhLdPwMnZqj3pyzT5G\nL88NV6XfQ8Nho3hhOkXfV86prmstinKw7ko20E38bd58882RbwfgUKi0AM/B0dFSX//go8EVl3P6\nE2XSiJupstjqSVf1sJ+h0FMybKCN5+mYE3bUhOsyYcQNE4uL70pNlSRMZu4XfZOps7j2yszxdOOo\n1uPSSorPfVDo9DUP93e893JFcwnobY236bGw1RYWmwOePUIL8Bz82d0/z7eiJv/Ct0Hm+vVrWi6P\nusf7kBJXUuxwkEyAiX7LZA0XlutXFIS6zxlOTM424Ib7zvx312sBpcfAt9OIwiBT/AntwJDvc4/L\nzCiKh4vaG96pLEt577VYLFStVlEgsZ+f/s7tJ4Bni38qAM/YH//e17oLIe46hXa5WOjFWzd1dLTQ\n0dFidJ2SwXBQdqhESZUmHh6S6WfZha3YRI+5PsBE9RKnKO5k5xJF063N0FV4bvAdx79veh2j7orS\nTxE60r8Zs4iAZ4tKC/CMfXr//mTDba7KcnR0pJdfuq2yHZLoT5xJD0vSYNtniWTqcRJM0ubb7rHu\nPbuRIZlXj5Vaus/y3WosGtRcusdDZajbynVXhU6bcrvrEoVrFNkFce2w0cjQUHd5aEn1yHWH7O3c\nY3Z7qi3As0VoAZ6Rf/ZPfkeS9H/+m/97tNk2xzmnWzeu687t23KuMNumjaaKqhFKg0tXvcgPD+XC\niv0s2fdK9zG67aIhqOHoThtnotSSmV3kkvAS3sMGFhe/rh82amcWhdXqvLlWgJyqqu6uSbRrT0su\nvLh2zZbvfe972b8dgP0itADPSFmWUmaIYVuVxTmnl++8pNOTYxVFf+LNB5aRkDJ4rHvzqGd2e4hK\ng0vchBstIhcqHp+nryUJL07xdYy6VXUHQcZF4aapxPRXgV6v19lwktuHsQrM9HECcAiEFuAZ+d4P\nfjj63FSV5drpqV55+Y5OT05MpSUZnkjCi5QJKdnZQ8Mgs1NwmXg0nYWUjQYuN3uo/8yxqoZvA4rs\n7UyQ6UJM9/7dvCVVda3VZh2Hokwj7mCXacgFnjtCC/AM/PHvfU1/+v5dKVNpSdlqy3K50Msv3dZr\nr7ys05Pj4VWZ7ftpJJjkgkvmfjpryGwSLT7Xv3GugTb3heJckhsxsjdCLkhnEXnvu0qL7O1MkBn2\nvvTDQ3Vdq6qGF0xM/wa7zhzy3ncNuQwTAYdFaAGegbIsdbFeS1K3NosmqhquXcvl5Zde0q++9Sv6\nwiuv6OjoODslemp4SF0WGHt8fIio35++nyV6vwnbpzqbNVvC25nKSzQME4aGtlRamh7bXGDph4e8\nJF/7zDTu8UpK+hwNucDzQ2gBngE3eZrvV2wtykJlWer6tVN94ZVX9Mu/9EX9rV/9sm6/cEtFUQxC\nThpYXOglcflQsutQkK3oRN8i+yXiB21/bKZGMXzUxc24fWAZVl3Cd/XZSks/NKRuyKjdmbD8v5dq\nX6ssi3aorYp35ZIziHLHDsDhEFqAA/ujf/yPmhVYW+nwz9HRkY6PjnTt9FQ3rl/TrZs39eqdl3Tn\npdt6/dVX9cKtm1oeLaNlU0YDy1hASdc9SaJGrrpi6yxmy+3Th7zPt6uMjQvZwGImKPvw37HwYCot\nGqvChCCjrtzSDYOVRaHNRHVl8BUz26aPMZMIOCxCC3Bgi8VC9x8+jP41vihLXbt2qhdfeEEvvnBL\nd26/qBdv3dILt27q5vXrun79mq5fu9bOGCpUaDjjyParRIFlxx6W7H0bXKIm33Rac3qjla6ur0y5\npa14DPJLmA1kpilnpyRLg54W2SrMaI9Ls3NF4bQoyy5I7tqImztGuTAF4HAILcCBFYVTtam0XDb/\n57ZcLHXz5nW98cXX9caXvqjbt27p5o0bOjk50enJsY6OjrRclCqKsg8qucbXZDXbycAyFU4yJ9s0\nt0yt0ZK67NL9/ehQqKzEy6soDQmKh4jCjg7CjLkdgova/qKTNgxu3bcdqivp/gE4HEILcGDOFTo+\nPtYXXnlFkvTCzZv64muv6kuvv6Y7t1/UycmJjpbN1ZvLslRZFG3/SjgZ2isyh6GdpNIibQ8u2fuK\nmlKHw0PZltXRe9F6b+Yxu62P7mnwSBjOSYeHwv55NWWaruqiHSst7XssF0tdOz1V2fYI7TK9eZfq\nizQMfwD2i2sPAQCAWaDSAhzQH/7ub+v66alu3riuv/u3/5Yk6eb163r5zm3dvHFDR0dLLYpSRVmq\ncEV0gcF+1dtM70jSw6K02jK4PayZDIeEkmbc7rf90G18Zrtdhkxcf10gr0FPS1RtacephsNDvn+L\n3PBQu91iUerm9Wu6dnqqx4+f9BcQuERT7pQ333xT3//+9z/3+wAYIrQAB1QWheSk46Mj/fIvfUmS\ndHJ0pKPjIy0WCxWuMOHDLOTWjwT1w0NmpdlBMJla5XZimnP/0vj1cV5Jr9A8ob3uT/rYpCivhKGh\nvqelzzHNrcGxp75xAAAgAElEQVTic93buLYtJtPXEo6D91osFnrh1k29+MItfXzvnlTtHlQu06QL\nYP8YHgIOqCia6okrnE6Oj3RyfKTlctE+3uhn/rg+uXSVFmfvmp98L4tkZhbpcoHFPNA/ltzVILf0\n96ZO5UnbavfftL8mfstBN3BXfbLfJ12UL3vhR3OMyqLQiy+8oFfu3NG1k9PBrCz73uljAJ4vQgtw\nQLZi0c8EctH9EEzs2itxpcW8hz3ZJ9WVNH9cNrDkR4VG1mvJDVmFaOKTH/ucfX3m7uAzc7klCS7p\nd3PpC1x6jJxeuHlDX3ztVb1y56VmSvmOM4nS27nVcAk5wOEQWoADCtOVo4CSBpbk6shhxpCdNdTN\nHDJNLtHJ2cWnezcRWPpAlAaWkSqLMs+lRlfAHc8tk+89GI9Kg8r24OKSY2IrUYvFQm+8/rre+NLr\nunXzhm7dvLFz2BiryhBWgMOjpwU4oL4PJR6CsRUWpeFlqgG3f+P+l8sHmP7jxsLJ8LFsxeNS5+LL\nrtKS6BaeM70tZr1c5/qelnBfuYss2i8XLrpopj6XZambN6/r9S+8qp/+/GNJ0sXFSk/OzrYu5T+5\n+3tq5gWQR2gBDikZ/lGuymLGfNJhobQFNx3m0CBopCNElwwsgxlDduP8V+zmC9mJQz55zUQlptsu\ns3Ju6MjtZv9kgkuz2/kGXWd2y/4uikInx8f6wssv640vfVGS9OTJmeq61vnFxdheEkqA54zQAhxa\nGB7SMLTI5WNJtBJu92MTzUh1ZWSV28sEligKbS21JFOc0/N59vw+ddK3a/z31Zbp4DJ8LAoX6RK7\n7XsdHx3pzksv6lfaWV3n5+e6WK3lvdfFajUZTggvwPNBaAEO5A+/9g91cnLSV0CKNLT0Q0Bxy8oO\n4zFJQWTweyKw2KnUyuWSTLHlWXRruKRA4zMP9tcs2j24jFVbJOn66am+9PprkqSL1UpVVet7P/ih\nHj56pNXFSpsqvgp09GnmGNsAUxSF/rtf/VV95y/+Yh+HBYBBaAEOxcUhIpzkimhoKGmytQ24Sf1l\nbHhockgneSJXcbGpZfgWu8QV3/aghHv5d/DZZ8f2N13aX2lqyfa05MeZ4qGmrtoiqShLXb92Kkl6\n65ffUFkWOj090Y9+8lN9/It7Or9oqi9VG17G+lvC33axWOjkuLliN4D9I7QABxYNB+V6Wuz/xNkl\nGRbKBwiXudV/drrdtiEis822UaFkGz+ywaVHiGSzRxNUxissYd/7BmDnpOHIjWuXrhteC2m5aP7f\n4PVr1/TmG2/oxvUbevHWTf309i/0k5/9XPcfPtTFxYVW67U2m0p1Xfevb/+ORVtFu3Z6otdeeUUv\n3Lq55QsCeBqEFuBgkr6VdG2PwTot6dotSaeLi1NIminc2BOje6fRwHL5oaGxFPIUV3we3M4El11n\nKbn46gCDzzHHc7lYyl1zem1R6oWbN3Tn9m29+vId/eLep/rk3j09evJE5+cXWq832mw2qupKi7JU\nWZZd8Ll166b+xpdep9ICHAihBTik0ICbzB4qXDprKB9WbKUlqrXsYU0Q39VBXNfrkex89mbmTYaP\njbxN9nm73cQwjze39tICa678LEneSWVZ6vTkRItyoZPjY9156bY+u/9A9x881MNHj3T/wUM9OTtr\nqi5VpWVZarlc6PjoSJJ0cnysV+68pMpUYwDsD6EFOJA+b/SLyskOD8kNw0q8hG6/GJ1Gqiy58JJP\nIJPxJP+6iW3TzT7P87u8aPQ9tnTK5J5ww2sSSeoDjHNaLhcqy0LL5UI3bzQXuDx7cqaz83NdXKx0\ndnGh9Xqtsijlin6hu7r2Ol4udXZ+/hTfGcA2hBbgQOw6LIPr2+SCi9L7JqyYlXTt+/d38vsQZvqO\nMrlkLNR4Nf2v8XbTMi0vo9vYB/LhI6msbAlBozORzVCRzKJx4QU+Ci+uuT6UcyrqWsXpqU6Pj7Xe\nbLReb1RVTW/Lar1WXdVabzaSpKpqnmd1XOAwCC3AgRTtFZ5dEjiG1xrqxoi6GUeDsCLFlZbBtXV2\nSyZNiImbZN0gubSzgUxa6W+GysZusWV6Ox/d9MkdP3wiCTDplGdNJprmKtD9+3WzgJJKSxNefPiq\nTXApS0lOy4VTWZSqqkpVVaksizakNNuu5LXebHa6lhGAy+P/sgAAwCxQaQEOJOpVaYca4sfTReX6\noaNchSWttrRvNpxFlGwzGCJKxm766ouLhoLi6op5TvZGRjqWM9XEO7jp4+JKUoGJKiuZXUgrL+ma\nKk21JbpYUV9hSe+b4+68j/5OReHkVajwpYqilmsrK4PeJAB7RWgBDsRJKlxhZgs1J7Kim1GUacSV\nJsNKdCrMBJbx0RgzRBQ2NWlmEFyUhpj+vi6TWSa2HT7shyHF3o4CS24G0cgHJRORXAgkPlm3xV4q\nIJlZNGiWbv+G4e9aRDPDil1nnQO4JEILcCCuKOQKc2Izy/j3fSjxyrd2IbnJKksusEywoaR7LAku\ntszifRtRnK2wdF2sW3phfVTN2an/xfe7EHY4rb4o+1y/zWUuBWSDi+1psYHFhwajUGmxV+E209iL\nIgmkhesqLwD2i9ACHEhhKizNtFgzhGBmFdmVb/sqi7mfqbJMF1Ty83tGg8tEVaUJNX3w6MLL2I4k\n4SMOO8PthneH1Zbx6kv/yvHAMjolqauyuH7LbjZR2ozrXXsJga6BWmamVxFdV6owlRcA+0VoAQ7E\nFf1JLQwTNU+EIJKZRTTWz5L8nuLb4JGrxcSzh9RXVezwT7bHJR4e6t8wPulHT9jZQ6PbJa+Z6mGJ\n7m8LK2282VJ9sT0vdjbRoK/F2yEi3/7tTLWlC6RFF1IB7B+hBTiQEFQG1x6KVsh1ceUl28/SvF9u\njZbRE7NvnsuFnDQINCfr/nbYxg4PqbufvpuLqyKKixv2NfEw0bDUEu9WXFGxzbTpxQpzJrcxU8S7\ntVrCa+w1GW1fi5Ocd9HfTFG1JW6yDiEGwH4RWoAD6Sstw2bN6OKI6oeD8s23brTSEgKQRk7U0WOZ\nf/w7ZSoN4XbzBt1FFe3IUDzAlN7q7/kwDSlTp8nHiri6MhZWsgv571BVyT1mv3MIe2lTbrOBb6tQ\nioaHikxoodICHAb/HAAO4J/+7m/3lZYiWRW3yyYTK+Cq72fZdWho61RbP/zx3ncn7fHbITB4E0aG\nP+FDmtemrxvbvn8mvG56X9rb4ztw6eOSq5R00dHO6EoWAwzXjoqmrxd9peWf/u5vj+8UgKdCpQU4\ngGYGiWnEdcWgctJdMNGGla751qzZMtnTMpw1k65Nsm04JdvXkW4TDe/46PHQ0Zqvo5ihp9Ftux3t\nHk/34bLfJ3e7f0yKakW5npbwHXy6vH+XZaI+JNtk3c8gotoC7BuhBTiAvspSmODSPDdYm8Xl/0Uv\nc18jJ+DuX/xJeInCh7m+jhVmzoxu56LsEU8aMrOkm9XahvtgtmjeuhsqGmuiNZWWJNn45AVe2dGu\naFr4YCgtCSvpdvZaRN6+3jTl5v52XcDspjyHtXkoZAP7RmgBDqCIqiyuX1CuOxkOF5WLllwdGRrq\nT8RpQGhmteSKEDZv5E7+4yZSS3ab3H6FLLR9O5kAld3PtPqiPqTY1qDsN8kElq5XJ6m0xI25JgS1\nz/V/l364qEj+ZoVZlwfA/hBagAPorhBsFh/rKy2mGdf2roTKysgQR1w4yFVY4uAyNtRjbavGjBuf\nwDz8zHzgmWocHg1Xtml2au+i46cosOTvh+ngaWNuXF6yi8xFvSyh0hItJkilBdg3QgtwACG0NEMF\n7eJjZqqQLap0w0NJw2juxJvrKokrLCMVETdctj6qe2TLHv25fXQ4JiMKHBNhaNC3Yl4X+mCi55Ko\n5NJ9Gg0yE4HF9OqMBb5+enmopHhTEGv/dt3ickU/PERoAfaO0AIcQBdazIyTfnjINNmafpYgP2Mo\nXdY/qbCYScBTRZPo4XQ5/MHy+M1S9rkokIaIqc8Y3Y+R0JJ7rvkwe+0jH9/PfkqcY1yyZRcEu+pO\nG2Fyw0Qh4Ni/mV0Z1wz9OSotwMEQWoADsMNDtmFTuZ6W5GQXRNNwlVYS2vcbXC9nRD+XOLOq7UiP\nS7xgStOIuuP339YJM9Wz0t22x8JubysfaUVnpNoSB740zZjZQSawpJWWsM2gp8XFfyuGh4DDIbQA\nB5A24XbzmKV+eMj2r4wOC/WBJRrZSFZt7ZpSvR+NCmlfiL3to418fttL2PaqraGlvd/VlULgkwk0\nJqSMD1+ZRqJseOk/0IcVcMemgIe/abtfdngofMzg7w5gr/inAAAAmAUqLcABRP0sRaanRX1fRHQ1\nZ2df371ZZkjDD66R46NRkuEwx+B6Pva3rbCk1ZbmA7vHXPIeW/taxp7bUuXpmmRduNpyU3Fx5nPT\nHpdw7OLf/fsNr+lkjnm4urO9dEG4HpH6qz/3f7NMT0ty6QYA+0WlBdizP/idf5DpZzEzhuT6c2Uy\n7BOtlis3GB7qZ8w4e741zbzDPovu+bQnxTS9eiW3ffJjHqu9l6/r5ifdLjyfuR391LXq9PmRzw37\naW/LNMeODbH1xyBtYu7/Ex1TGx7tFbj7P87gb+bsdum6PM7pD37nH+z1f7eAv+6otAB7VqYzh7oK\nijn5JRWWOKwoG1hs4miqLG5YcelmFfUzYaSRBlxTPYkDTOiZ2dZO27513Gqz2/NjTcMTnxtm76Sz\ngOzzcYXDVlrygWVwTKO+FrXHsN2w/SLh+ejvGlXI+p+SZlxgrwgtwJ6VZdms15FMiY1nD6VrjPQ3\n8kNDGpxh++DSTIFWez/MKlLURGpXeQn6pfK7wGJCQ7SOik0Yzg7LxPfH+OROFFl8um2/z20aa75f\ndKmDzNTwqLA0Xl3J3Y+O6WCIqN1Jk6Gc/RxzbOPKS6GyLLccGQCXQWgB9qwJLXGVJZoWa4YzonVc\noiEcUzEwlYGo7uDa2TU2vCQziboTdxoUurfJB5noysppd4vvA4KXj+5vZfej+zUeebowkqxrk93W\nVqeUBpY0rCgOMKZ/Rl1PkLqw1O1vuhigCS7hzaJKC6EF2CtCC7Bni7KM+1lCaunHEExvSoY58UYr\n4bbn1KC76vJUU67MSnO5akt2SrNr39/3VQb7khBUFKosZgm6sfzRjVL1gWU8rCQVKtu7kgwDxcHO\nHL8o701UW8wN11WqfBtY+qpL7uv0722uF2XCZ+GcFoQWYK8ILcCeZSstpqhhZw5FP/ZNsokmTi2u\nO/8PqyzN7b4246aqLd17h9v2CsthqEhRIrFdJxrLPtaW9wvv5kLpyPT/9NWV8XKOs5Wp7pGJakv2\nRrI/6XCQXexvMIOofw2VFuBwCC3AnjkzHGRrBbYqkM8kSSOu/T080/ZDGX3rh6m49G0YGrtwYvTG\nPjpn23BjA0Z/O9y3QWM3w8BiL/7YH4PBRQSiYaL8e8fDQ8OvGT+XvIkz1RZ5s6x/UrFK3sKZQJW7\nmCKA/SG0AHuWmzkUzz7OXyCxfTbqj+h/x5WYbsJvFFzi1OLk88Mb3bL1GoSN6CE/DCyh18Xu9sTq\n+QPeVFziVfmT4KI+eHWVquhnIhGkM4zS45cbIkqPXwh9rglmUTeRrbQka8GklRbWagH2i9AC7Ntg\n2Md1/waX7YfoNk+GGNIqi5KTeHTTBpXkORNY7LTfwaJurXSqs48qKj4KLf3wkDf/nebNf7KjQyHQ\ndYvYua5/Jtfr67rtk2bY/gsP92mXnpauxmOqLea19gKKXYCylZYosBJagH0itAB7lvasKG3JyP5L\nPF0sLno4qbqkM3Bddgq09/1r02rBuHi6c6i09Au+tc8NmlrMsFSuSySZ8zwcrfLRl2zylu9CzPZI\n1L/OHOY4oEwElnC7mfJsPrJryO3+MwwlLl9pkXNJfQzA50VoAfYs14S74yujs+mwVjAstURRJCq6\nhOEhmbNwv3+BXezNmdkyoc4QBxZvpkI78/rh7CE/SC3hbrQwjPleps7UDee47gFnn5wcerHHPA0s\nkrKBJd3ZuMqizDEcEz6L4SHgMAgtwJ5Fy7qHAQTb/xAFm6R51FYLoipLWKdlWGqJHo+mP5vqgHkf\n25TbvZsdSpKTb0sOdZ1fYr/b325xOR8FBdnn2xtp1cV38cr8tH0kRRHCh00bw6nitqfEHsOo4jNZ\nYXHmiJqKlTML50XHMKm22B6X7v3iSzcA2B9CC7Bn9mQWDR30G9g73WPDk27/ezg65DLBJbzGR20u\n6fDGxJ6b6ozkfd3+pP0s8UL7fXAxWWCywtJXaGRe36UWOXlfSyoHVZOpfU+rWpcJLN1xsmNEZqzI\nRcHOVrzi/eqXbbHXMQKwL4QWYM+iKkqotGSCx+CEFjXkDrcfjg711ZXwazgpd/vwxnD1lfZed3FE\ne/HCZDr0jt0mNrTkPi803Drn5Aplpmjv0vCbawoy95LncqNDznynMEimzJTnqGqW/LXSiygC2B+u\n5gXs0b/4oz9IVsI1TbhmNkk66yWtsvSFFjvOEbd/uOHpd+T+Ft4PZhTVdd0MDdVeta/Hr9bsh026\nfTVm5LmRn+aqz3XzmbVXXdfRPtn9nJLGldz9bLZxZotkaE7RnzD+G3Z/QPO3tkNE/+KP/mCXvwKA\nHRBaAADALDA8BOxT8i/3bKUjs6BcOjQUvZmpuPQzhfrhlrgXw7zUTisaGxoyFRZbZWmqH3VTZan7\n1eayy++nw0/dfXXjQdFAUNKRa4d8vJdUhF6aQnVdqyzL+Gt1U6GzBzd7M+0NGutr8emSwoMhouT7\nZ/YjHoratdwFYBeEFmCPuu4V55I+h0ueu9IhomSUSN6159ZBI0uGjSTm6s12SKgdeumGatohGnu1\n59HQ0u9y1/DrolZbG1yGoWWwt17d5xdFPFvJtw2u3QJvuYafbUfaBpi0rcg3M6ei9Vq2iP+2piMp\nuowDgH0gtAD7lq2wXLLPJPu2rm9onSqsGN60goTekvi5EFZCWKjbSkvdX+XZ+90ChwksSaElCjz5\nheXMW3jXfnatug7Nuc2FB6OLQkrJ/tjKVH73otu2hyWelL2zqb9qLhQB+HwILcA+5Ro7Xf4MNhxZ\nmJoX46LfW0+wE093lZM2AITG2bqb3mxXvvXxEFK2ETaJTMnwUBpWxt4jRDKXad6tfa3CFe2MY9eF\nl8nZOTtMbUpWyJm+Cna0QF/ynEseZ3gIOAhCC7BHk4MBO57Inss5zntTZfFmfZZmVk+/9lxcKcld\njzF548zrRt6j/d2Hllreu24WUfEcruUzOUKUCyiZTRgeAvaH0ALsW7Qa7sgmY10uU+e3HXssesON\nB5WEUG1pG3Crqo6mO9uelvHhnXQH4x1Ne2im3qOrrtRetfOS6r5C0zbkOnNZ6X5V3fTA7bqCjO0C\n3vK1kge3/X25YCKwf4QWYJ8OcY7aoYt35yzjMzfNMMym2rTrpNSqwk9VqSiKuCk3rFXSBhnn3MgF\nDs1QU675N3zFNuiFqkoXSsLQULHsL9RoV9/dsfdWu8SYbeHlaZFbgL0htAB7ZP/9nfas9hNdLtOU\n2/eyxMu/XbrsMlJ5UbcIXN0OEVVV1c7eqbTebFRVtYqiUOHcMLSo7zGJgouZkm0DSwgrudASPr/2\ndRt2ShW+VqmyX9yuvcrR8LhdorLSf2r023WVm+ljGz3rkn3x0S+Gh4A9I7QA++Yu90/2bSNC9nrP\nY1dPHjcxJNNNK+qHZHzttV5v5L1XVddardbNWilFIVcU3RL1NrQ45/qmWBNglAaVTHjpdkNevqvs\nFJKcyqJ5n8IV3VBVNB3KXq3aS87ZwLH70FDcatRHl5HNdzz0cbgDsB+EFmCfulkk5oSa32S3N7J3\n0wk6408nfPaeV1xpsdWWTVVps9lotV5LXqoLr6KozXWVkkrLyFWP+2X9+9t21pLdplu631WSpMVi\noUVZxpcQaCstfjSajAeW9NHs5C0/+cDW94z+Jt0y/5NvAeASCC3AHqXtmZ+rPcKMXji5drXWXUot\nfrBJVGUxU57jReVq+bq5ztBqtdJ6vdbFxUplWaosCxVF2V8rKbp2Uh9Y0ibkEIiUBJe0wbcJLZWq\nqhme8u1MpuLkRL7urzat9GdQbTGHwGkyxJiD295y/Yq4TzP6Fh/98O4MDwF7RGgB9u0yQwIj/xh3\n5ka8lkjjUqNDUXjxmUpLf0Xn5qrOtc7Oz7Ver7Veb5rQUhQqymJQaSlc+1jh2qEcl620dNWSul93\nZVBpqfrG39o31Z7jo6N+v8xMJ7vfslWNSzTm5o97H1xGq1mXCTQMDwF7RWgB9ujzjwiML+fqfG7x\ns3wPhh+53TwQV1rC0EwTKJowcX5+odMH/03L9g36Jtm27+X2G5Kkoiy0KMumUbcYhproKs5t9WRT\nVaqrWstPf9h8g6IJO0VRaOH6Kyyf3fol+ZuhAtRfVmCs0qKkrpLWWPr78WuiK2lnD+/TlV26Qhm5\nBdgbQguwZ2GYZNtGW3ssuusYjazWuuVc6tPwYioVSqoVUaXFe11/9GOpKNozvVchJxVFN4Pp5MlP\n2/fMvL+p5nRDRlITSCQdhcNzvDTf0x6T5sb1Rz+Wf/lOXGnJVFvCZ3dBafR4Th7srsrifDpTK191\n2ZpM05lFAD43QguwVzsuKOYlFf1LcsNEfUtL9gybDSxjGcanfSyS6WUJwzV1v6Bc7aNej3ApgqJ9\nJJ7O3S/xFh6LFn0zu29DSbb3J7zW99OlQwXIXmYgqraoCQhjV38e7WoZCy7N9ZyHk8vTEk49crCj\nN3Q7pBsAuyK0AHs0OGf67E37iul5LS4NNf2wy4BPfnePx70jcX7xg9Vva++1qeuuPyVa3TYXotKK\nghsJWsm+xkNYPno8rfx0q+R2V37u9z98NxeuB2D/CFtmQTtn0pP93S/EkquxDI5J+t2SwwNgT4od\ntgEAAHjuqLQAe3S5ds1kMCgzNuTM/8iZYZdsU25mT5I1UWSqGmEYJp2G7L3XxWqthZkt1M8KSooW\nmWGqXGEhu6ddcSW9onO4pECtG5l9C0NIPimfeO/l28XtNLicwFDXL9StOdP/9un0oUFD7u7lk881\n7R1AhNACPDfb1hDpm02dPZnu/PZ9PJEZHoqGixRf0dl7r82m0p/+4EE326eua/3mr7yo0+OjPryE\nz0gvSTAxNNT1qiTTlcPnPrlY6Rv/9b4Wy4WunZ7Iyenvf7nS0dKGljpe+yUdHgrL/GdmFo2x+5s2\nL6ffIH8bwLNCaAH26anPZUmA6XoxvAkfcXUi/kCfbmBm1qirS3g748f0uHj1U4pX69Vg7/7ku5+o\nqiqdn5/rww8/jJ773//X/0WStFyUWhRl82CSFzZVrfVm02z/f/zr6LmvfvWrOjk5aRexK1VVlc7O\nz+VcodV6pdOT42bf7MUXu/3uv3XzvKkGdYc0bWzxbTOxH1asokbl8b/WpZBvgL0htACHdJkmzMFJ\nNjxsgog9oY6cDEeHYrqzfDyhN1pLpV1PJfsW3g8CizIh5LI+/PBD/dZv/Vb0WGi47daGSVfRDf+N\nktlwHvloLWsQ/hQNv2U23B2Nt8DB0IgL7NVlhm+mXxOqB930X1st2XkvhifheH2T9jE7aycJLXZx\nuEOp6zoKJYPHk31VFL3yQWOXY9RVaDLHefxVl62eUGoB9oXQAuxRbibyYJvot88+F2+RucJxZhjo\n6fbHd2EgJJcQFJQ08B46tHR7ZD67rmszpmX2dcLUd45f3n/nriF5MNyW+7TcVk+3PwAuh9AC7NVg\nAZKdXzb6eHde9dHjaT3AKz0r96En+zHxOnPdZ9R1HFieR6Ul/O56WRTva9TQG32lTI9PJtjFTcH9\nZ0yWsZ7mb7lDyAKwO0ILsEf5SsAeTlqDqb47fER83o5Ho7rQYwadkpCiJLAcOrTkgotPkkq0z3GG\ny+W1WPawmYOzl5JIJh6RWYC9IbQAe3XJM1RSNQg37Ak4nri862cm0SZa9j4pJ5hREpmhmvRih3fv\n3r3cd7uEu3fvRqGlr7TU3Tf0Pv2qyXL+0Vo02jm5+CjrJMNumb/N5TMoqQXYF0ILsEd+S49Jt9H4\nk9l7fTVkqo9lhyGO9CTtFVda/HBY6NBDQ0EutES9PKHOlAaJMdGxyocVe8DGw+HUwZzei70VcABI\nhBZgv7x8/iw1cuLK1D2GW2SHPPK9GoNXJ/uSvkX3PmlVJwku6/V6yyd9fuv1OtvX0u9TvM8aOXbZ\n6zLZ5+P/pKWW0b/G5N9q7Ak/MpwH4KkQWoB9mviX/eWGFnz27ui5cWKbsTaPbrG2kepOqHxUVaWP\nPvpo1x1/ah999JGqqpqs7Gzb5/R7D4bcBu83dif7QN7oZj76uwD4/FhcDtijbnryXt9TyULzmQ0m\nn0/7W5I77Zk1PFxVVdcYW1WVVqvhCrmHslqtVBTNNY+iadDJvg6/R3ucssv3myPo08Xfth7dzyW3\n9gyAp0elBdincD4dnFC3DwSNv58fvtIPbozvTNgh3w9X2CEX0zIiSXr0+EkUWg7ZgJu6e/duHJpC\ncPHJvtqhuPSJ9LsP+MGv/uvv0pQ0fL/crC7vpbqqtXoGQ2vAXxdUWoA92rXSMto14V23Gv22GsBE\nt0rzSGa4Yzr4NEMvH9+7p6qqVFXVM+llSa3X667acn6xSqaRDwNHf8te8Tl3vcR+m12P7aD/JbPN\nGO+9Hjx6pHuf3d+yJYBdUWkB9qiq6u7Cg9P/2H/KIYOJYk18gt0tOIV1SsJ1h7y8Pv7k0+dSZQls\nteWz+w9M2LJr1UyxkaO/yGL3HevmatF1e9HFYSOuvT3xWZm/oZ399OjxE333L3+oH/z4J09xFADk\nEFoAAMAsMDwE7NHFaqWj1UrXqpN4zZHszOVBV6iyT01sNtqC0fXW9HOZhm0wTdXh7OJC9x8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, "text/plain": [ "
    " ] }, "metadata": { - "bento_obj_id": "139672642775376" + "bento_obj_id": "140208759194704" }, "output_type": "display_data" } @@ -409,8 +389,8 @@ "images = renderer(mesh)\n", "plt.figure(figsize=(10, 10))\n", "plt.imshow(images[0, ..., :3].cpu().numpy())\n", - "plt.grid(\"off\")\n", - "plt.axis(\"off\")" + "plt.grid(\"off\");\n", + "plt.axis(\"off\");" ] }, { @@ -431,7 +411,7 @@ }, { "cell_type": "code", - "execution_count": 0, + "execution_count": 41, "metadata": { "colab": {}, "colab_type": "code", @@ -440,13 +420,14 @@ }, "outputs": [], "source": [ + "# Now move the light so it is on the +Z axis which will be behind the cow. \n", "lights.location = torch.tensor([0.0, 0.0, +1.0], device=device)[None]\n", "images = renderer(mesh, lights=lights)" ] }, { "cell_type": "code", - "execution_count": 22, + "execution_count": 84, "metadata": { "colab": { "base_uri": "https://localhost:8080/", @@ -459,25 +440,13 @@ "outputs": [ { "data": { - "text/plain": [ - "(-0.5, 511.5, 511.5, -0.5)" - ] - }, - "execution_count": 22, - "metadata": { - "tags": [] - }, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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BVbVBpBXh05/+M1y6/BoWFhawsrKCIJD/adBa47mvfg2vX76M1y9fThN2q60cXgvDTtvW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\n", 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mYEM3XqBQAsoOJyyFQFmYpmt5kQeCBSZZUgh0stQmTiJwWswgec5lKYoCo9EY\nWZoizbI4FFR3IMJeLKgJGTszGmxMHdF5VoQQuPD887DY73nRtqvYG/15hw+h2+liFWs73mWe5yap\nVwiISFy6Pi1WpNieLVroZqilVrWTZqYr8Wg0RrfbRZ7nRrBIgaQ0Td/cLsz4URrD0RijPLfujOly\nrAHkRekFSiKNIFrsd5GlJgwFwPxtcVgi4QtNwULOSShayDnL+mAD+5aX/c2gEi4KWgs/GrMQ1a/g\nvCigC41xXmCcF9gYjZHnOYZ54ZM0tRUtUgp0swyHD6xg3+KCP67br1KlrRoqMc5zLCz0a9VBjSwZ\nhA9bUogBAKrIZw4PTSOREocOHPBt7veKxYUFLC8t4tGjR3e8r7W1dai8cMlEtbUtDoturg8Km/z7\n0elkGGxsYDweQ8oEwgqOolQYjnIMx2MAwNi6K6NxjtHYiBYnUp1z4j8nWttjSPSyFAf2mUErD67s\nQ6+bWeGiIsHi5tcHe9Dsj5A5gKKFnLMcue0OvOf2tyOREloIqKCyQwll8h20dUWKEgCwtjHE6mAD\nq+sDjPMCo7wwToyKb5BCmh4hSSLx2IlVPP7C83BoZZ9ZByuMlBt3qESamvJaESXX1iVLPTjTEqyx\nJcSuBHgnLC4u4ImXXoJUyj1rLAcAyDI8/mseh3vuvW+GjaczHA3RyzLvUE2uswnXuG3DTJE4yTrL\nMqRpglJpFGUBrToYFwWG4xxrG0MMR0605MgLI1pCoYHW3Cm3TmM0Fr6CSkiBQ2If0lQGnxEFbaei\nKOiykHMWihZyTnP8xEkcPnTQJF0Gv2iF0tDCWP1FrnByzeRQHDu5hpPrA4yLwjYIq1Xw+Dpm86dU\nCuPxSYzz3N+8Dq0sm2ZirpW/0sjSDGmSQMCWw0YdWw0NiRKObROs7PV62L+yghMnV3d0bfavrOD8\nxz1ugmuxC7h9JgmefOkl+MQm4yTNwsLCAvbvW24/3zAhN9AstZQWs8yWRbv3Ik0SZGkGVZbQGijK\nErIoMNgYYm2wgfWNIQCYsuggd6V6qdOFi9YKa8q4J+kxiU6aYt/iQiM0VCq15XwlQs4m2KeFnNO8\n6a23Ic9zqNKOtKyVzWExXWvXN4Z45NhxPPDwUTzw8FE8euwE1jeGKPLCWP4tIzbXH5fKiJ57v/Ig\n7v3Kg9gYjvw6pRSGoxGyLPWVQmg4LVUzt1r3kQZCa6SLCziwf2XH1+bix12E8w4f3FuXBQDKElc/\n7cpd2dXK8j7sP+TOud2fChHBtY2b9IjovRDSlD/nReHf09Eox/pwhOFwhDwvzGRzlMLPQf0z0Zqr\nopTfx9pgA4ONoUni1eYzWcoLyQMAACAASURBVNpePuNxjje99bZduVaEzCN0Wsg5z2BjaPMUBEQp\noIQEoJAXJY4eP4mjJ05gMDT2f6lUS6v2CjfoYYi7MR2zzsdDR4/hwkMHohBRmqZV47ppndlE9Kfl\nAbB2chX7lpe3f0HsODyXPfFSLC8u7L1oKQpc/uQn4bzDh/HIo7P1l5nEeYcPYX00wmKStG9Qc1ia\neS3xtiIoLU/TNArT5FpjNB5jODYdczFlV5s7LVUYyeRKjVCUJRJpyqRdx+TNOgcTcrZDp4UQQggh\ncwFFCznn+fGb34JxPkZZlt6GL8sSg40hHnnsGE6umcZieVFs+kt52uT6ezz46GNVBZE2LkuaplET\nuWkhIENL+3f7uGsbou2EQwcP4uqrn45MzPIVIZqTL9dum2oohf7+/XjOs56xo3MGgH6v6/u/NMdk\nqM5388BRFYrzpc/2fdIw7914nCPPC9ODxYb6ZgkFbTaVZQmhzZezc1nKssRoPMaPH+HIzuTchqKF\nEDvmzng8rnJb7Ei6Y9sBdSc3JNTCAqvrg+gmZxrKiVp/lk1OuK1wyBwJWb+HJ1z8uB1dj2c+7Spc\n+qQnAqot4FEXJ1N0SatuadlYKbzoW/4+0klhnRk5fPgQep1O6xnPtjBeXx/xO0tTX/FTFKXJQylL\nn1SNGUJAm01SCnQ7mRcwJpdlPHPzPULOZihaCAHw4ze/FaNxjnGeo1SuhFnbapDNkyrd8lmETV4U\nKFTpK4fSNInHMJqWZxExQdwohauvugrdlpv3LKzsW8Y3fsMLsLK4sPmJbCfdpe05RYGnXnkFrrj8\nKdvYYcXfe95zkYQuU7vRMltvX13LaxECaZoAGjY51nw2lJouajf7bNSXJ1Jiod/1rl+em54vb6DL\nQghFCyGO4XCI8Xhsqj+08i3WJ7ZTn1IxtJnbko8LaFuttPXQUJOoo0tRYvnAflx4wfnbug7PevrT\ncOXTroKcmICr40lvcao/H0ZodbpdvOSf/5NtnTMAXHD+ebjo4scBjRGjZwkGtdMWIlJ23KBSKYzG\nedSjZzufDb/OTgf2LSFLEp98OxrnGDABlxCAooWQihvf9k6cXFvDaGTyW9JEot/t+JtN+It5pzkM\njx4/AaU11tcHpuOsd1lmCA21oGtz5x08gIu2IVoOHTyAF37rP8CBU1E1VGc8xgte8Hw842lXbfmp\niZS4/MlPwsLCInQwDpAbrRvbNIVcOMu9N1JKbGwMG5+JrUxtnx+lFDppgk6a4ODKMpQyLt9oNMbq\n2hpufsft2zl7Qs46KFoICbj5Hbfj2IkTGGxsQAiB/ctLpmPuLL+Ut3ADu/erD0Fr7XM4nBcQ6xVd\n/W2948bL/azWWFxcxItf+C3obCEht9Pp4B9+0zfg6U9/mh+3Z4IvsquEo16LJMEP/b/ft+WS7V6v\nh2c/65nYv7wU7FS3CxbdWNKyPOyNi+i9SZME2oqKWd/3WT43h1b24dDKPnSzDKUqsbq2jhOrq+x+\nS0gARQshNY7cdgeOnziJ9fUB9i32sbK00PhV3PbLebMbl0NrjYH9tZ6kSZy3KkQsROy8rgsXHdyO\ndeyzaADIczz1yitw1RVPnek1Synxtc+8Gt/+j1+MpW536raTxMx2p4g8x5Ofchm+9+Uvw9Li4kzn\nDgDPuvpp+KZv/gaIFrESCxbtrmasT7RfGhtMOuhybAVMkiZQ0L6yBzMm37Z9TtzjXifDhYcO4MJD\nB1CWJY4dP4719QEFCyE1KFoIaeHIbXfg+MmTGGxs4JKLzsdiv4fFfq81RNR2E5rVdel1e748OG4q\npxs3dC9cdDXvb8q66boc2r+C7/qOf7rpaxVC4OqrrsQrrrsWj7vgfDP6ss9B2UOLpY47zniMf/yP\nvg3f/R3/FEvBQJNtXPOMp+OaZzwd133PS7HU7wOqjHYV71sH1yu8hrpxtSN/xldvm5letwfYcnVM\nESybiVy3XAjgssc/zg6OqHBydQ3D0RhH3knBQkgdoafHrU9xUJuQM4sjN1yPfctLSFPTPPqL99yP\n4TiHlBLStt0Pxx2qj0Hk/oZui7JVIV975WXQWiPLMnSyDJ1OB2maQAoJIQWkMCNFC/+3Zf9BBVGU\nburET6+H//Tbv4vf/J2P4tGjj0GpMnISkiTBN77g+XjNq16Oi84/DzLMBzmdSIlBnuP37/wf+Mhv\n/S4efPjh2mqJq556Ob73VdcBAJ5+5RVIao4WEMXMwtnAVYkTpZXSfgBM5ToWazNg5ng8NgMi5qY/\ny6MnV3H0+Koffwq197v+tz5vRnvWuOpJl6CTphgOzfhFawM6LIRM7FRA0ULIdI7ccD2WFswv/jRN\n8df3/l2rcJkkWFxr/1C0KKVwyfkHcejgAS9Yut2OFSoziJZIrNSFC4LxigRyDXzxr/8P7vrUp3H/\n3z2A0o5YffHXPA7f/A0vwJVXXA4phHFYUN/P6aUQAl954Cu48w8/jk//2V9gfTDA/pUVPP/rnotv\n/Yd/H+cdPgwA0ONR88ltSbiBYPEuy2aixVZ5jUZjL1yOPnYMYy1w9PhJM8Bm7b3GFOHiBIsAcPml\nF6OXZRiOhr5C6MhtP7mHV5SQuYGihZCd8s4jN6KTZbj7776KtY2haTo2wXXBBKfF3bSueuLF6Pf6\n6HQy9LpdZFlqXRYjUirHJRYujoZYqeVe+DkpgDQFyhLj0chUKwHIej2zSaNE+AwjSYAkQTEaoRiP\n0ckyyH4fKArotnOfVDGkJ7stACrBorV3WJTSvjQ9zwsMRyOMxzk2hhs4traBo8dP+vGoMIPT4gRr\nmkhcfsnFyJIEw9EQN9zy9j26eITMLRQthOwW7zxyI1YHG7j/wUf86MyheMEUp8XdvJ75lCei08nQ\n7XbR63aQyGQTl0V6XVI5LpVY8f8G/6m3OS8erWvfCm2jMZ4BuG8hd/5tYSBMEyuohYeqefO+uHk1\n1W0pVYnhaIyRFS5HT67hq48+Zk5tE6clzG9Z6HVxxaWPx2BjAzfc8rZdvliEnDW0fhMxEZeQbfCG\nI29FKgWe8oSLAGgUReGnstb2f1KzOdcmPhQ6tcKV2rK4AsktieZbyqCjKiMVNnmrJ6zqartTmYBb\nJyov0tF5aXstm9tWVUF1wRKm2eqaYIl30nbNA80UvlcCfjiGacm3rg2/e3zBoQP4msMH8Njx4xQs\nhGwDOi2E7JAjN1yPcVHivq8+bEM7Teel7rQ86aLzsLJvH3q9rgkNpal/7vTQkPtFb449NbdFNH+o\nNJyViWMYnTm0fglpNORWc5v2cFCzvLklp6UWIlJKQdvxqIajEYbDEU6cPIl7HnwUmOCqheKl3+3g\nqZdejBMnVlkVRMhsMDxEyF5y5A3X456vPoy8KLxgCQVMKFqe/uQnoNftod/rotvtBtuLKhlXCB8i\ncvMVYjbh0iJMWqXMFpTKpE03+7LY7vOaG28mVjCxWmiSYIHPaalCQz4HJRAuSimMRiNsDEcYjob4\nq7vvi3KZQqEC24jugkP70UkkK4II2RqtXxnpqT8PQs5Owl/Q3/99r8FgOIpCCuGvcSklEitU2tDQ\nQQ9WDUDYnh7VMq2NcNHQENoIDzNvXJYqLBSXQ+vGV0G4jWNSfouu64aZiZ4iJj6obTyLQKmdW7Ro\nUvJt9eT4h1t4vPYXGb53dZGitUaWJti3vITD+/fhxre8o3UfhJDtwZwWQgghhMwFdFoI2QPe9/5f\n9vPf++pXIS+KIB9FROGjCt1wHaolldsCHwaK3RbjlgjjpPjKIOfAoHIRqjzg6EhVXmotndU+FpHF\nooN18flG4Sb7HH8s4daHJU4mV0f75wWtgVvycuJjTVoxITwUuiy67qa0VB61HC1878qy8GNUAcDh\n/SvoZgnecIRJtoTsBcxpIeQUccPr/g0A4PCBFfS6XfS6PdNQrpGA25aMK6I8FkP4OF4nIuEQig4V\nDGik7KRt634zCbcs/Iu46ghh5Y2vhpoxMUYIQMiWx8K3yodIzDIpoIU08267cD6QXtoLnuDU2sRK\n6zyscNMT+7TEeS1jDEdDDEcj5HmBn7iVfVYI2WWYiEvImcBPve2IFS1dZFnWnoQb9WoJm8rF1UNo\nS771gkNBqBLQpRmTx012zBw3LwLBUgmT+l+LtskvLTknMxMPstRcHv4NhYo0f7VMjKiRSSV+ZGLX\nm7/aCRs4F2dW8RKLlrAjbiha8jw3VUSjEV73piNbvwaEkM1gIi4hZwImiTNpScJtrwJy91UjVGJ3\nQGjbhUQpCF1AqwIoS4gyB0r72AkVpSBCp2VCFU3lylSnFbHTnzKbPV9XqqzaVNRCSyJybLQXLHZK\nMiBJoWXml1VCZprT0nI+onnO0r6HyYREakLI3kDRQsgpxt3sRGs4RdQjHLYayPz6F94lUYAqoMsc\noiwANYYuC6AsIHQJrcrWXJRWvdCoeBbxdqfDb22r6NHTDJ5K1OgwxJSk0ElmRYyZtEy9S6Mb70F1\nEBE5NLFyEUJ48UkIOXUwPETIKeIn32rCCC40lGapL52V0ibnupwWNwgjjFARqgDK3EwAUIy9m+LD\nPJGL0lZVLJrLpzFTV//ttqKb/NWylchTIw04jGSFybwurCRTK2Q6QGpFTGJ/uwnrxqBq718PC4VT\nUZQ+RPRjNzJERMguw/AQIacTF0pIEjOGULMvirD/t3kkZQGUYyAfQhcjK1LMCM3QClorhEGU0BOo\n+rTYZZPcllryanROcbHRBE7N75pp4mT6di7kU1rB55wYaUJGzoEBgLQDpF3opAMtZVjz5Ic9Ckf0\nFsK8lwwREXLqoGgh5BThcliklD7J1EcyAHOTVQpaFRDFCBhvAMXIhIC0sg3nYnxhcy2k1F7y3CQu\nY7Zz9SqccPvtvvhNmOq7tKzc3B9utobTvnoK0E7E5KMqL0ZI476kPSDrAWkXkKkJDFX/VDsMStcJ\nIacGhocIOQXc8Zab0et1AQCdLEOWpkjTtAoNQUOqHCIfmqkYQagCQutA1EQlQ60dbOspGpNa+cfr\nJy08NcJl00DRVkRLi2CpJxqHD6MtNaCF6RejkwxIu1BZHzrrQssUCjIKD5VlibwoMM5zDIcjAMD1\nb75l5tdNCJkKw0OEnC4Sm68CIC5h1grIC2A8AHLjrPi+KE6taNMwToTN5zTssj3AH0a3fm9MKyza\nyiFm2mIXfjYJAei6SxIKlvCPNk4MVAmdj4DReuW8ZH0ImVY7tcm6UjBERMipgqKFkFOAtHkscOXM\nAEQ5hhhvQIzXgXIMrcuq1LmlsqhdQsy2dstEwgUT9z197eTtZ9piF33eNuEiav1b4tOwvW5UCRQ5\n9GhgwkWdPkRqxYsVlUKY95cQsvfwvzRC9pg7br2pqgZyN7piCJx8BFh71PyaL4uWtvKnGT17KY+u\nbz7juuaWM2+8bcKUnXDUgNbaKg1opUxC9HAVWDsKrD0CDFdN6M5uJoXpXHzHrTft3YkTQui0ELLX\nyERGzokoc2D9EaAYT3RVThUz+TMzui7h5ls/i9mfvDM9I3z6sg4eh7Ou+go2hCRcXozW0EUOFDkw\n2gD6+4Hush9iAaDjQsheQ9FCyB5j+q0I3xhOrD9mkm2lazG/zcBO9MTtC5+ZhQvq4mUnx9VTH874\nrC1hQkThAidSagKlqWP8cgFAKw2oHGLtKIRIANmpQn+nUYASci7AnwWE7CG33/pmI1iEhhgcN9No\nbQfmio7vqAH1XW7lEDOLgUboZvbgT2PbrTx1i4JlltfeWtldXxj2ZbFxpEqElhAnHjTOmVsHgdtv\nffMWzpQQshXotBCyhwgIM/jh4DiS0UkAgEySYP1WvYopWzdWtZcXTdzDhP4su+cdbKKyLO3ipDYe\n0qRt3WvQrWuDjZrrwsRcHyLSVUM+X8zlCru0gNQK8vhXIPddZJ7nxQ0hZC+g00IIIYSQuYBOCyF7\nSJIkSDeMyyLTmsPifrq76hWBLf1Kd1uGeRTRfGPjtnZ0WzjQVp83I3XPo81RaXONmrk4Qffc+uvV\n2rsl5mGQkCuqp/vZRvNbYRyWMG9amMZ/iS6hjj8AAFD7LkKZcBBFQvYKdsQlZI+44y03oTNeQ2d0\nElma+HbviR8c0eRHSN/OP8yfgB/fxoccovu2iPu+hOt847MJCNTWz1s4IxhDaco3VFWtrRuPw0ru\nsMxc28dau0ETzVo/rzWU1mYQRa1RlrY7rjJJ1rkCxisXIS81rn/zrbv9wgk5l2BHXEJOJclwFcno\nhHdYwv8CRe1vwwUJBuULRUy0tRCRUGnklM5QWbQLxUfT9mrZxd8+dnAk3WKmNI7nXRdRWzftcW0f\nELHIcem4An6IBT+AFAAJheTYV6BsjgshZHeh00LIHnDbzW/CwuoD6KQpEim9uwLX0l8KSBlXpkgp\noiZ0oQODzURLgAju5pNv7JgimTbdfG/Yco+WSd1s29boqNzZuDQ1B8Y7Ks5tCd0VU+qsYRwW7ZwW\npVCWldPiHucaGCxeiBtuedtML50Q0oBOCyGnis6JB5CmtnW/cKWzdqWo1IT73zTBIgJxUu8DorWG\nUgrmx4etfBFOFEkrbLaWlLIzbTLp2TMokhmqiRpZOW3tXoQ27oiPHznRt8kBXVkQtK0kApTfUjvT\nJerlUoXxnEg084kqkY1ObP6aCSFbgqKFkD0gk3FuSZhl4jp6+JyWQLDIeljIzddusGVZYjwaYTQa\nYTweoSgLaA1IKZFlGbqdLrrdDrJOB0mSRMJna2XTO9ps6jNmtXHFtI1FnN+ilUJZFsiLAkVRQJWl\nvS4CiR1Z242uXamYuNOvsGIQQkBa4SIBKAlIVT2GMKNCC5uQiyBSJIRANl7bwvUhhMwCw0OE7DLv\n+pFXYbGTQCbShoaqCbA3UClNMq6sxErotNRdFiEAVSpsDDcAACdOnMDxY8ewtraG0WgEpUoIIZGl\nKXr9PpYWl7C8bxlLS0tY6PeRdjqQkdVj5+YtB9dSfW2ZGaU1yqLAaDTCYDDAYDDAcGMDo9EIZVkC\nAkjTDP1+H4tLS1haXES310OSxL/btI0t1ZNwlQsTqXoyrkKpTEIugvBQqUoUpcK67OMNt7/3VF8e\nQs4GGB4i5FSQSZiGci1iBFa0hK7KJMEi3eCKECiKHKurJ/HIw48AAB55+GGcXD2J8WgMpUofBUlk\ngqzTweLCAgaD/cgPHgQOHMCSlEg6nalt5ncQ2NlVZjkPX7qszNKyyLG+vo4TJ07gxPHjWF1dw8bG\nAOPxGGVRQttcok63g4XFRezffwCHDh3Cvn0r6HQ7dp/C9uoPknOt4+LOSQrjtPj8WwhIAWgp7DkK\naC2gISE1kI1X9+gqEXJuQtFCyC6TSBmXL9sQkJBVQq0RLmgVLPXcllKVWFtdxVe/8hU89OBDAIDV\n1VXk+djetKvwhhIlyrJEWeQoywJaK0gpkKYJkjRBlmabv4Ba1OS0mTGbnIfWCnmRAwAGa+s49thj\nePToozh58iQ2BgOMxzmUKo07YnuyDDYk1tbWsLa6isH6Oi648EIcPHgQANDv903YSAuoaBBH7cvK\n3R8fHkL1ngGAFhJaamgtkEiBlD1bCNlVKFoI2UVu/+GXo2dDMXVBYjVLTaTUBEstIVcrjfW1NTz8\n4IN46KsP4sQJk9xZFEWLB2JCG0qVKHKNwWAAKSV63S4WFhbQ6/WQpSmEiBthTyx7FtFum8faMU05\n1FrtVBMv7shlqTEejwEAa2trOHbsMZw4fhyD9XWM89zks6Dqy6IBQCmoskRZFCjyAmVRQNvKn/Mv\nuAC9Xh9C2tdsJ6UBobQfMdHluQihIa2K0c5FE064mOcmQuBdP3Qdfvw9H9qF60UIoWghZBdJpISs\nNYoLhQiCahO3vC1cJKQJSYyKMY4dPYqHHn4Iq6snUZaFPZJud0Bs1qpSCkWeYzQcYn1tDWOb26G1\nRiJFbftNEM0utbsjWVoOPu18gqZ4WhlFURbmeqyvr2FtrQoJKaUiiyY6f/u8wfqauZ52v1mW4bzz\nz0en04GEgBbaO1lCurwWQClTTVTlG+nAadGQUvgwkZSSbgshuwjHHiJkl3j7D7zMh4G80xLltkgz\nub4trjRZCNvHpfor7Q1xuLGBo0cfxYnjx1DkuR8W2ZVSCxFXrLj/ATDCpSgwHo8xHo1MWMPnzJi8\nG1ELRdUnv142Q1it220yxc9BnHAsZzyXQPTl4xz5ODdVVKMR8nEOratCZf+/6Hjm2imtMBoOcezo\nURw7ehQPP/QQ1ldXobWOBGX03vj3VAbvrYzOSYTvvQ0Rve1fXntaP5uEnC3QaSFkl0jTJLh5ycaU\nJEEb/6CXigzcFX9zBjAaj7F68gTW19agyhKY5E5MbAyrTYhEKV/94sqf0dLzZep+tXERJh2tXjxc\nqyKe0dBpH5W6cS6ADb+Y6h0A0KpEUeQ+1NOoZrZ7qL8CrTWGtiLr2GNHcfDgQazsX4FMEiMPhTDl\nz7ahHKSNGUFVNdCh76UkIBQgJLSArxDLUrothOwGFC2E7BJOfCRWiCRRybPwYRknWFzCblufFgBQ\nZYGNwQCj0QhaTwsHTSAo3RXB3VvWxYqY9CBIIrGVMpuFhRqdT7bT96U1yabWzrYa+dD8USYkVg8F\n6UkvNdimsCGm4XCItdVVDIdDZFlmwjxBPo+2uS5QgJCyJlycaW3mNZQJD1kBmzBERMiuwPAQIbvA\nO/7VywLBIn04oZpkEB4KHBZZ3djaQiDmR76KqlfCqWVRNQVhICmT9oEZg5CSCyxVUxhaqTe/m5xM\nLGxCqhTheUwPGbWfT8u5RKEeKwwT2+9mQg5v2xRdw8DdKorchOE0GufY+p5FrlmwzIWJpKsiknjb\nD7zs9Hw4CTmLoNNCyC4ghYxvoEJACBk0kTPLAVQCJbjhVUmdtt2/dRCSNEGapkFX3M1TYN1Wxu1J\n0MkydDpZ1Rl3hx3lRDQucoAdzHCi+zPR4Nne+SRSIstMj5VOp4NOlmE8HvtwTnRaU05FCtf0T/qc\nISdm6gMqSikBpaGksgZL4LgA0D40pM37qyr3LU34G5GQncL/igghhBAyF9BpIWQXcPkrjaqXIFwg\nfS+PuNzZh21sOZAzQqSU6HZM6/mNwQBKjVAfdWNSOoqAgEwkup0O+v0+FvoLJk9DyNp2W8P0PZmQ\nDrxdA2d6/u3EJ6Vpgl6vCwBYWFxEf2EBw9HINNULsmva8liqnBvhE6SzLEOn00GaZibfKDgxYVv8\na9+oJWrY4n/+uaMpLWzpu4Swn4tU8jciITuFooWQXcAl3Aopo9yGqDw4GHsozmOBz9WowhJAkiTo\ndntYXFzExmDDlzDDDejXqIWpkEKi0+lied8+HDhwAEvLS+h0MiucpkuE1sKbcF3j6Vvt2jKbRNns\nPKRM0Ov1AQArKytY3b/fjDVUmAETG8cK1Iutn7LX2Aiffr+PhQUj7nyYDkGISANwDeWkNA1bJIxh\nbauWtDD9XRql20zGJWRXoPQnZIfc+i9e4nNZZulf0uhTUhMsLrclyzIsLi5g3/I+LC8vo9/vI0tT\nZHaUYuH6gwSJt1KYviC9Xhcr+1Zw6NAhHDh4AAsLi0iTtNGvpG2qElRnnSan8tZSaGc6/qznIaVA\nt9tBt9vB8vIyDh0+jIMHD2JpaQndTgdJUrs+4RkJ0/StY52ofr+P5eUlLC0tRaXr7r1A+Drd8Wd8\nj6uqMoFbvv8lp/vjSshcQ6eFkB3SydIoNCTCsYei6huzfbguLAHyS+yGaZpiYXERBw4c8N1s3T6G\nQ9vh1pb5wu7TDQq4tLiMw+cdxvnnn4+Vlf3odDtG6EyJDTn3oa3pykQvpWb26AmdehsBpQlmiwhX\nRufRPAcBAZGYjRb6Czh48KDthAukx49jY7iBfJyb6xSORWD7p2Rphv7CAvbv3w8AOHjwEJaWliun\nBVYJauO0+D41Ljzmq6N03O0YsXhxjfOklOhkdFsI2QkULYTskDRx5cQyylWJy30rMSJC4RKJFdRu\nfqYqZnnfPiitkCTS53AMbP+WsihMqMhWCnU7HSwuLWH//v04dOgwVvavoN/vI00Sn6NRtUGpjhUe\nM2quogO5EIqHNkGjJ8uben4Ipj6uJbm4sYNcTxaX2KMridTpdrAi9plrkHWwsLCAkydPYn19HaPR\nyI9DJPxI2Bl6vT6Wl5dx4MABAMD+A/vR6/dstZbwx/BVRL46qqooEtqFgnR1DUX8HocOHFv6E7Iz\nKFoI2SGpLSUOb07u5l+FJ0RDLHhEvEz4zQSyNINYNL/UsyxDv78AABgMzM24sKJFSoksy9Dr9bC0\ntISl5WUsLS2h17U3YRmHZ+BvqtK3z5d2XvoBFUNB4sSKtg3XAuHgHtfm3Wt1IZW2eX85aoIp/Fdp\nZZrHaWWa5SkN7ebtYaQQEJ0uloVEmqTo9XtYWVnB+vo6NjYGyPMCSikImyuUdTro9ftYWlrC8vIy\nAGBhYRGdbgeJTEwKi64yWqoTrY0eKYQRLv6MrciJStiriZ1xCdkZFC2E7JAwx6HZaE20Oi1VVKil\nKZoIwg9CIBMZkqUEvW4Xy0tLAIDhaITxaIyitKJFCKRZhm63i36vj263iyzLTF6HDQuF4gQ2IVi4\nIQakhEwS21cm8ULCE7gsYR8UHXTdNZOy7fXN+uqayMa1Qd3haXNY7KjVpRudWSkopczQBCpo46+t\nUJC2N00nw8LCIobDIUajDeR5gTISLRm63R56vT46HdPrJU1T20tH+DCX9uGhel8ZbQZ99k3oAqcF\n1fvdzGHabokVIQQULYTsnDDJ1FUMVSXMlWsQOi1tVTj1G1p4I0+EhOxkSBLzn2y314MqFZTtliuE\nQJImSJIEaZJCJnWRUOXbVFVMEolMbFO8xE4pkjRpiI3wdbSFhCLhYsc6ghMtsnYu9TBVuE8vgirx\nUxYlyrJAKSVkWaIsFUpRmjF+7NiIWinAD4sgkaS28mpp0Ty3NG6NESPWFUtSm6wrG9c/cljsOh3W\nm1vBoq3TUl0dXeUnX7gZ/gAAIABJREFU1QaE3H5NOCHEQdFCyE6Jqlwq78TlNrh1ceijvoP6XL0X\nq6gcEABAEt9EbZmzc1Mmn2j4KOqzHwuL+oCPPnTkKp2aYRygCg9pZZ0HGYSEwu0QjBtkxYkLASml\noJQw4Rylqpt+pQZbBo6MZYYRJhKpSJEkiRcsLuQD73pU4bLwcuope248CpyW8JJ6OevDcW3nTQjZ\nChQthOyAW77/JTi4b7EW3gluWkHuxm5Q6REZiSJ3YFHpgkZSrIKCVBLK2RMIc1G0H3RQqcSMVeQa\n5tl5qSVgRUyVvFuJGQQuSkSQ56JqOSkAoJTyYR9VqiAcZOedu6LKKERkwkR2Hz7HxU4IE2OFHThR\nB+cTnNwu4svXfe6OXe4Tlcxn5ub3fWRXj0vIuQJFCyE7oNtx/wnZO1QYQQhuVKH7ETso7Uva1tki\noWi57XdmN9HQthxXi3B4Ym3dANv4zA59rJSCFBKlFJBlGQ3mGDot1fhJVrzYZXDjKDkhEwga1/1X\nWRFR5aFUU2nLk0OxEgmY6DmVCxMl5QZujcu1CSuNKoEyWbDUuwxPFzK69ZF/f31uS3MjJ1+rzwwh\nZKvwvx5CdoC5eddzNAzNm6FfYzIr6lpFwyR3TnqMqChnsnBB1UvEeQ4m/0LXKnQElFBeVDVzYIKQ\nUBgisvNw3X1rIseJHwCR2GgTIbCixQsRmw9TFybh5PNegiolnw/TECdxzGdzwVLta9LjiftveZ8c\nlQMlvOAjhGwdihZCdkgjTKNr9zLtymfjTmw6EB5uQ2FrbbVL1g3FRiBfKtdF+2dCh+dR76dSiaCq\nGqbZG8WJGv+3Vg2DoGEaXHhIiJay6cBpaZQr18JDOghRBYm9UZk12kRJMwmltU/MhHBQm8MSXrMo\n78ZVTgXz1YKq9Lp+vevN95jSQsjOoGghZAfUk16jm1p0C9VoSo/wiVXsx/knfnvf10xH+TFN16US\nL/784KJW4Z24OqPQkQlPrNEMLnBnokTYoFKm3ofFnWR7H5cJAkQH12yiMKm9kMa1bFs7WazUr41u\nrml/YrTnhodT+yz4ACLLngnZARQthOwAPankpNrAjw4sos2s26FD1wW+A6t3ZoSovBjrujjcHtvE\nS3VKonFecdJwLBKq2aoDrJdSdVFT22Gz6y3aBcgkV2RWUdLYdsoG4ZJNxEp8vtXZaV25LG5G+//F\nz4sa6004nXrVFyFkdihaCNkBLpnUB3+CG1L8K726SYZ+iwsRGfFiRYoTLjBt4o3uqMJFfpe1sFF0\nL/T6YZrn0BQ0wRq/tW4okDYHRFThr5bqoerPDDfsTXTglta2btISOgvPL8phrhygSqzUQ0NNa6fu\n0ITvfPWZIYRsFWaEEUIIIWQuoGghZAfc8N4PQynt4zfa/SjX1S92HfxCj6eq4ZkOnovgF75fpnW0\nD7dSB6GKCLeuPtU3mjBF/5u0LxcJCRyHRnfcYJl3KzabouDLtCkyPNrPK3q11esJ3R9/LJ9zU3sP\ndLBdLTTU/l666x/uz3xGlNK44b0f3r0PICHnGAwPEbJDyqDJmSFIxQyiCyK40SLMC3H1yi5nRZtk\nVnfTdKEihPsIypWEvwHX807QjNW0Jqm2ED1NNyI+tV0GD6b1m9mcxlbbTv+oJ9G2zerW6xHmnISJ\nw+FzKlFSiZ14t/VsF0ArzdAQITuEooWQHVL4Lq0aWjpnIsiB0HbwvajiJrw5VuJFaFE1hrOlxw3x\ngkDACMRVSY2b84Q8k+jILSun5WhMwzVXqz9vV3NPWwubNz3OlsQKglwU/z7GA0S67bT/J+wfEzgt\nWkNZwVKU5bZfNSGEooWQHVO6Lq725qRkUO4ahBY8vjBH1BcEwiWIFdXEC2ZwX+qICTfz1uTYLVbk\nRsInSrptP+KW9csWnjDtuG3nVq/kicQK6oKlFhYKw1+IRYxb4j8TWvvPCSFk+1C0ELJDylKhLG2n\nVymgtDTzQkAKd2Or93MJb5beevHCxYiRmniJBvdrd1/cLblRwBPXOU9/QdPNmQmb76qVsoU9TreE\nJu2jHgJyW9fFilvvy54Dp6VyUuJcJOesKCdkbUdg9zkhhGwfihZCdkhRxk6L9uLF/MKWWkPVst51\nM4ACm8gShYsi8RLFNEKh454ej28UMSnBo9pbA73ZBjPtZfpxt7rJTqRRM/yD1tyXUKy450XOim6G\nilRtxGrlB4dUkdNSULQQsiPEJo2Odv/nEyFnIbf/8MuxvNBHliZI0wRZkiBNEmSpRJIkUet76cf2\nceP8hGP/1FrqhyM3hy3dojGJBGZtsto6CvM8EyYhz7J54EZV+SrxznQoZurhoTBPJRAs4ZAEZVki\nL0z+Sl6WKIoSeVFidbCB1//cB3f39RNy9tL6TUWnhZBdwOUrJEpAKWnyWqzzIoWGkpXT4lwXZf+r\njPsOiKi+KK41qjd6cwIkyIkJd9OcrVXCnJ1MNpUmDBEQ/akqgarhBmKXRdUclshpUdZtc26LDRMx\nn4WQ3YFOCyG7xM/+21ejm2XI0sRMiXFdUue0yOlOSzwQoRu0sPJXRC3RNnw4yUGZzVSZstW2knJj\n2YXtfJHs8GupdYvWUaBRc1iaYgWInZVWp0VVTkvh3JXSOCx5UWKU5/g3P/0rM798QgidFkL2lMFw\njCxN/S/sUmpIpaGEAqSEtD+0lQCkbDotyqax+GRbHxByHkDQKh/OiJkmC2aNGc1UJ9z+1NrjupdQ\nFy8z7nY6M6fGNLNyQ6GiY6MlGNE5FivhyNMNp0XFTouyOSxlUDWktMZgON7JKyaEWOi0ELKL/NyP\nvSZyWTLntEgJWctpEUJAysBpQeW8uDJn77ygWuYWhIMW1l2YkK0UDk1HtMwZZqsgErVQVZ0dfN3o\n1tnGRvH4lrV+LS2DJCJ0VlA5LU6shIm3sKKlsA5L6Lb88E/+8vZfGyHnJq3fVhQthOwy77n++9BJ\nE2Rp6pNyEyknhodklIhbJeM6IRL/NcRiBg1BELFp7u28ZeZO7cYycbUXVm0DIoYJuMHfZhJu5bS0\nhYdKpYLk2wLjosQP3fH+XXvlhJxDMDxEyKlgnBdWkJSBOAGEcgkoxmFRRpp4wRGGilzhswjm9VQv\npeVOXe9dN1HYzP9vk0nhoNaHbY4KgpyXQKw48aK0biTf6iAE5MRPafuxFGWJolQY58XevWhCzkHo\ntBCyB7ik3E6aIMtSZEkCKaskWxmFh1oSc33Zc+y0tJU5h/1ZqvDRZPdky77KFrJpJ22ypTYvW/jW\n2XRT3ZQz4UCIYUVR3WGplzvXxUrktlinJS9L5LlxWJh8S8iOoNNCyKliOM4rISJLCAgk1keR1lIR\nMJmrQphlSsDmt9jJWitaV33nvFCZ4MBoJ2am/Bipr2l8M9TzY3Rzf1v9NTNTmrBuE1vNEu0tH7vR\nm6XZg6XaNkjADRNxW0qcQ6fFdbr1DktRYDjOt3imhJDNoNNCyB5xx4+8Ar1OZsqgM5PbAsC7K1LI\nyl2RzVwXRKXPItISLrCElmZ0wbiMM1LPjwloKQ2ehUlVQ6fyPHQ0EwsVX9Ic7DgUNG2lziZ3Jex6\nq7xwye1AiHluHJbhOMf17/7All49ISSi9etDti0khBBCCDnToNNCyB7yU//6leg6tyU1TkuayCB0\nJFqqiYLS5zCXJSp5diXR1Taop9rWfqc0f7ZM8EEm5PUadl6oPENh9rbOpbFZvby5kbcSJ+VWLkuw\nTVtIyFYLucdFqZAXxmkZ5TlG4xyv+3e/uslVIIRsAnNaCDnVjIsiqiACXA6L6esvbIc5YUuFhPU+\nRTDVK4kQLq/lu4Q3blGL0bTLDRFuMmnDzeTBtI0bXz3NZ1evrDXPpfXhlHOoN42zj+oDILp5oLa8\nLQFXTcpncX1ZTJXQOC8wLlgxRMheQaeFkD3m7T/wMiz2u+hmGQCgm6VIQrfFVhE1nZZJlURorR5q\nuDFtNHq2bLdHS4t82Ly3XO2IO+kPU6sK2kzDtAiVuC9Le8VQ3WGpVw2VpcIoLzDKTdLt+sYIb/z5\nX9vB6yKEWNhcjpDTxVv/5bVY6ncBAP1uF50sqRJxrWBpK4OOuuK2dcS1IqQuXOpMazzX6rbUmBgU\n2u43xIQOvrOdw+RBH1sXt3a6bXbEba8cqg2AGLguSiuM8xIboxHWNkYAgBt/4ddnevmEkE2haCHk\ndHLLv3gJAGB5oYeFbhedLPUOS12wRG5LTbg46i4M0GznP6VdCxDKlVlNj6B8GDvVLOGjLR5/s+PG\nX2uT3RRMCBE1XJaacFFKY5wXGIxGWB0McfMvfmTGF0AImRGKFkLOBI689ruxvNjHQreDLLXjEjnx\nYscocg6MQD1EZKiLGJ+Qi1ADtGfiTkuErYuc5tfD5l8Jm/aBmXJ8/2jieUzJrmk518pVQSOvBYjz\nW6LQEEJHRZuBEF0eizKJt4PRGKuDDRx532/M9AoJIVuCooWQM4nbf/jlWOx1kaZJLFik7eES5Lk0\nc1rae7iIVvFRkzAtXwWbB4jQzCOZvMmkA2yyavPjT68QaplrOCxtvVhq2wRuitKqGq3ZCpeiKLE+\nHOH1P/fBTc6XELIDKFoIOdO47Qevw1K/a0eCFk3xImU1dlHUOK45kGJDxDgmOS/VajSeEDG9nGjb\nJc/TE20mHmzy8SpnJXpmq0iJ2/W7Z7txhpRqihWlNIqyxNrGCDe890NbfNWEkC1C0ULImcq7X/e9\nSKRshIoS67qYUNEmOS01N0bUYiyNb4C2MYu2Qbv7EdRbb9ovZpvH2mRogVCkhLksk3JaNGBDQgql\naoaESqXwIz/1H3Zw9oSQLUDRQsiZzM/+21db4WKESiJD10XaMYlC0RI7K9PKo6vntB9bVBbO5tST\nXLf4OhuuzxaOOelo9cRbtIiVekO5MK/FbV8JFStcbHioVIqDHxJyaqFoIWQe+JkffTXSRFYCJggX\n1auEnJCJxUtLmCjSCO1JLdN9mQliYfNNWnc5WadMPm499IM2ERNWYoeVQPXH9RAREIeDrFApSoUf\n/RmKFUJOAxQthMwTP/WvX4kkkUiTBImsRAwCYVJP0m11WiY0nBPxP4jmwidMT2lpYbb6oZlSWlrb\nwcT9VRpHnhAWih4HAkYps31pQ0BFWaIsFVvxE3J6oWghZN545w9eh8S6LmkikdiRotMgXBQ5K0HS\nbiOc5P6d5niICU6MxWd/7MY3Q6CQpjeVax6vWQEdey7OTQm726LWg0VroFAKpR2huSiNaClLhTcw\n0ZaQ003r1wLHHiLkDKY8dAm6/T427v+CFS3mBpvKBEkio8EVjXgJ5r14qfJV2qqI6uXRAnrW6ufa\n7GzxoaabM+V5QY8Vv6gtfyXYxLgoYSt+J17i8YTKUqFQxlWBFS3vv/NPUZYl3rDJKyGEnB4oWgg5\ng+l0MiSJxP7LnmmqiazT8pW/vAuL/R7SSLjUxYtoujE1wg66YaRokxGMPBMFS1A8VDti++KJ+6/i\nQ+Gx2gziuotSiZfmWEJFqbC+McTjrn4+fuE/GlflxMlVAICUcsazI4ScahgeIuQM5R03vRH9fg9Z\nmiFJrLNib6ihULnnzz6J5YV+VR4dCpXAbalXEzVESi0Zt14yjQlhme2xSZiq3l4fVcdaYLID03RZ\nXO8VUw20OtjAE5/9jZGAuff+BwAAv/47/9kvL8sSX/7yl7f52gghu0Drbxv+pCCEEELIXMDwECFn\nKJ0sazacC0d8ttOTn/PN/jlf/tNPIMsSJKIql06CYQHikaJbRo2uVlUrGkzrSdtePDQ9HDT5GDrK\nnQm711YlzAiqgKLGcEqj1Ap5XuJJz/kmAMD5NQdHArjwgvMAG4objcZmOUNEhJyRMDxEyBnIbTe/\nCb1eF1mambGJfMmzuZmKKI8lvulraJNOa0Md9/3FH/tGdYntrgsrFRoDLk5sUDcbjajRFnrWRftp\n7V4bd7F1HWwBoNTKN4R7wrP+nr8u7lrE+9bRNM5zAMCv/fZH8cCDD1WhI6Vw9913b/HMCSG7BKuH\nCJkXsixFYiuEhHC5KiIQGZNFC1DlsWit8YRrvgFaqeh5wYb4u7/4k6BkujmuUZisa5hc8jzpV057\nw4W2tS4fJZh3YsUKlYuf9YKoUij8K2SVmBxei2kUtuS53+/93/burVmS6zzv/LMyq/ahT0CjARAg\nBUsA5bDDEZ6JiaAoCJAmxvMZ5iPMRxhbFmVLVsiyfOcv4Dtf2jFzNRcTvrGConBojsI2xzY5FEkL\nNI8gGujj3ruqMpcvMlfmu1auzKrdqOreKf1/io1dh6yqrNyS8ul3vWtlvHuXTWwADo7QAlwx//z3\nf1enJ8cqbGAp3ERoUWaBuOZx7yXVkg8VmqIfYgrbvPmV/1nOhc8yV5W2902QiaqzdljJqV+4LYQI\n837RUvz2LZwzVZS+Qdb7+KrLzfvW0Yq2dQgtdf95YRjM+/5Y9Hx0v6697n36mSTp/oNHZn8aX/7y\nl6m2AFcIoQW4YpbLhYoi9KXEgWUYWsJwTjjR+q6/PoSBomhO+Pn36N/LVnNcezGjIqnodENH6X6o\nb4QZW4i/CyHyUbBJH/Pey4XF4NrQUvimX8V714WWbjtJ3uW+o++TVNgrL8n19zebTTd76PGTJ111\nKqDaAlwthBbgComqLElYyQaONrDEJ1c7vOPa6oQz4SQ/xBQ+r+gqK33VwoYWO33ateNHgws0dhnK\nLv4Wr0ibLrcfhZY6hJq+yuJqF20TKjAy79nsTghttpHXdfvh2v94L33y2Wf6/kc/lCRdrFb9dzKo\ntgBXB6EFuEJClaUIVRY5PX7yRNdOTlUeLbeEllBBMKGlqbXIu3htF6XVGju7KPPTvLYNUopDi73+\nkZKTvk9Di73CchI47DCQc3HVxXuvWr4LYFFFRv0QUmguzvfWxGFkvV7p29/9vn5x7160r4NXUW0B\nrgxCC3BFhBlDYYqzc04f/vv/oJ9//In+p7/7d/Tm33gjmu1jA0u8sq0JEU6SdypCwChMaDEho6+y\nxBWewrmouXWs4hMqM4FpYZGShln7o2Ql26bCUpseFi9fe9Wq5QpJdSHJdzODvOlpcW0gcq6ppvjM\nfkium5b98b1P9YOPPtJ6vemfbYeH0qDy1ltvsdgccAUQWoArYrloZgyFwPJv/+RP9Z++810553R6\neqJXX35ZL9y6IYWwMAgtjTS0xKviDodxnJJKSiawFEUxEVriyk4/NGR+DS5WaFeybSssdS1fSLUv\nVNS16rBBIbm6UKFateuTSPOrHfYpQhVnt1Ua6rrSf/vxT/RZu3S/lfa1iHVbgCuD/0sEroB//vtf\nU1mWXTh475t/rv/4n7+tqqq6ZtGf/vzjbvs0sDi5JJgUJnzkG3pdrtHWhpK2wTY/YykOQfFnxz0y\no+9vdJ9jmnqnh6qGn1UURdJMbG6rH9ZyzulitdbPPv6F1pu4yhLtU7Kvb7311mH/lwDAVlRagCtg\nsVh2a7L8+X/8T3r///333XPOOT0+e6KP793T39Jb3WPduiqh6qJ4rRUli8blGmbt0M5keBn00ljm\nukXpmi7ON0M1zjX9J4M1X3pNf6xvtk2ei77HKG/6eLqRsfCfaLvVxaq5QGJSUbHDQ+ksIqotwPPH\n/xUCz9kf/97XusDyzf/wLX39g7uD4YmqqvXw4aP+geyMnunKyfYfU7Hp8kdc+Wg/XLKhqXtMXWjo\nf+LqSbqejOtnSnfVlvT1tkLyND/RMWn/5+Hjx3rwqF+XJa2y9IeZagtwlVBpAZ6zppel0L/7xgf6\n/77z/0vJkIwk1XWt89VKdbuy7WKxiIZlNLitpJLS/7bhIzcLqEsSNrCM7n3yeUqrLblKi/qGWLX9\nKWEZlVDlkHkyahqOF4frG2dyFziKt7VL+j85O48acKNvNFFtGQs3AJ4NKi3Ac/TP/vHvqCxL/cl7\nH+pb3/5O9NxUj8V45WGkv2RsWzv0YysbygcWp0w2SIaHXFRtyQ0dudH3cq571XBfBtO0d/iOmSqN\nV7tQXTqvyM5+Sm7bH6otwPNDpQV4jpbLpb73lx/pW//lO4PqStAPcxTx8vh2obeoXyX9bcJAsux+\ntMJtt3y/+hN9txPJNv3D0fBQtKR/mN/jnbxrfneVEdfP/IlqIV3Vpd82rrXkF7qV0ifHNBWUx0/O\ntF5vstWUbfeptgDPD5UW4Dn5o3/0D+W917/9d3+aDSqp9XqtqqpUVdXleztG+0LSABSllrAzGtRb\nXJRY4mcHjbx9OOqbWHInfhMIzD7E32Hie+xYYfK+OZY2JOaO99jfhGoL8PwQWgAAwCwwPAQ8J8vl\nUv/qX/9fXYNo7l/89v5qve4acdPqSX54yFQ4Bk24pnLQDRsNf8abcF3mpjOVl+ZGaH3t+0ecGfDp\nRd0loWk395HedT23trFWdmAouShiqiwK1d53x3LwMSMXTbQr5TJEBDwfVFqA5+APv/YP9F+++xc6\nv7iYHIawjxWF02KxaGYOJcM56Yq30XMjw0B2tlFuOEbpsE+2edYNb5mGl7FTe9STa/YxenluuCr9\nHhoOG8UL0yn6vnJOdV1rUZSDdVeygW7ib/Pmm2+OfDsAh0KlBXgOjo6W+voH3xxccTmnP1EmjbiZ\nKoutnnRVD/sZCj0lwwbaeJ6OOWFHTbguE0bcMLG4+K7UVEnCZOZ+0TeZOotrr8wcTzeOaj0uraT4\n3AeFTl/zcH/Hey9XNJeA3tZ4mx4LW21hsTng2SO0AM/Bn93983wravIvfBtkrl+/puXyqHu8Dylx\nJcUOB8kEmOi3TNZwYbl+RUGo+5zhxORsA26478x/d70WUHoMfDuNKAwyxZ/QDgz5Pve4zIyieLio\nveGdyrKU916LxULVahUFEvv56e/cfgJ4tvinAvCM/fHvfa27EOKuU2iXi4VevHVTR0cLHR0tRtcp\nGQwHZYdKlFRp4uEhmX6WXdiKTfSY6wNMVC9xiuJOdi5RNN3aDF2F5wbfcfz7ptcx6q4o/RShI/2b\nMYsIeLaotADP2Kf370823OaqLEdHR3r5pdsq2yGJ/sSZ9LAkDbZ9lkimHifBJG2+7R7r3rMbGZJ5\n9Vippfss363GokHNpXs8VIa6rVx3Vei0Kbe7LlG4RpFdENcOG40MDXWXh5ZUj1x3yN7OPWa3p9oC\nPFuEFuAZ+Wf/+HckSf/n//3/jDbb5jjndOvGdd25fVvOFWbbtNFUUTVCaXDpqhf54aFcWLGfJfte\n6T5Gt100BDUc3WnjTJRaMrOLXBJewnvYwOLi1/XDRu3MorBanTfXCpBTVdXdNYl27WnJhRfXrtny\n/e9/P/u3A7BfhBbgGSnLUsoMMWyrsjjn9PKdl3R6cqyi6E+8+cAyElIGj3VvHvXMbg9RaXCJm3Cj\nReRCxePz9LUk4cUpvo5Rt6ruIMi4KNw0lZj+KtDr9TobTnL7MFaBmT5OAA6B0AI8I9//6Iejz01V\nWa6dnuqVl+/o9OTEVFqS4YkkvEiZkJKdPTQMMjsFl4lH01lI2WjgcrOH+s8cq2r4NqDI3s4EmS7E\ndO/fzVtSVddabdZxKMo04g52mYZc4LkjtADPwB//3tf0p+/flTKVlpSttiyXC7380m299srLOj05\nHl6V2b6fRoJJLrhk7qezhswm0eJz/RvnGmhzXyjOJbkRI3sj5IJ0FpH3vqu0yN7OBJlh70s/PFTX\ntapqeMHE9G+w68wh733XkMswEXBYhBbgGSjLUhfrtSR1a7Nooqrh2rVcXn7pJf3qW7+iL7zyio6O\njrNToqeGh9RlgbHHx4eI+v3p+1mi95uwfaqzWbMlvJ2pvETDMGFoaEulpemxzQWWfnjIS/K1z0zj\nHq+kpM/RkAs8P4QW4Blwk6f5fsXWoixUlqWuXzvVF155Rb/8S1/U3/7VL+v2C7dUFMUg5KSBxYVe\nEpcPJbsOBdmKTvQtsl8iftD2x2ZqFMNHXdyM2weWYdUlfFefrbT0Q0PqhozanQnL/3up9rXKsmiH\n2qp4Vy45gyh37AAcDqEFOLA/+kf/sFmBtZUO/xwdHen46EjXTk914/o13bp5U6/eeUl3Xrqt1199\nVS/cuqnl0TJaNmU0sIwFlHTdkyRq5Korts5ittw+fcj7fLvK2LiQDSxmgrIP/x0LD6bSorEqTAgy\n6sot3TBYWRTaTFRXBl8xs236GDOJgMMitAAHtlgsdP/hw+hf44uy1LVrp3rxhRf04gu3dOf2i3rx\n1i29cOumbl6/ruvXr+n6tWvtjKFChYYzjmy/ShRYduxhyd63wSVq8k2nNac3Wunq+sqUW9qKxyC/\nhNlAZppydkqyNOhpka3CjPa4NDtXFE6LsuyC5K6NuLljlAtTAA6H0AIcWFE4VZtKy2Xzf27LxVI3\nb17XG198XW986Yu6feuWbt64oZOTE52eHOvo6EjLRamiKPugkmt8TVaznQwsU+Ekc7JNc8vUGi2p\nyy7d348OhcpKvLyK0pCgeIgo7OggzJjbIbio7S86acPg1n3bobqS7h+AwyG0AAfmXKHj42N94ZVX\nJEkv3LypL772qr70+mu6c/tFnZyc6GjZXL25LEuVRdH2r4STob0icxjaSSot0vbgkr2vqCl1ODyU\nbVkdvRet92Yes9v66J4Gj4ThnHR4KOyfV1Om6aou2rHS0r7HcrHUtdNTlW2P0C7Tm3epvkjD8Adg\nv7j2EAAAmAUqLcAB/eHv/raun57q5o3r+h/+zt+WJN28fl0v37mtmzdu6OhoqUVRqihLFa6ILjDY\nr3qb6R1JeliUVlsGt4c1k+GQUNKM2/22H7qNz2y3y5CJ668L5DXoaYmqLe041XB4yPdvkRseardb\nLErdvH5N105P9fjxk/4CApdoyp3y5ptv6gc/+MHnfh8AQ4QW4IDKopCcdHx0pF/+pS9Jkk6OjnR0\nfKTFYqHCFSZ8mIXc+pGgfnjIrDQ7CCZTq9xOTHPuXxq/Ps4r6RWaJ7TX/UkfmxTllTA01Pe09Dmm\nuTVYfK57G9eVOqJpAAAgAElEQVS2xWT6WsJx8F6LxUIv3LqpF1+4pY/v3ZOq3YPKZZp0Aewfw0PA\nARVFUz1xhdPJ8ZFOjo+0XC7axxv9zB/XJ5eu0uLsXfOT72WRzMwiXS6wmAf6x5K7GuSW/t7UqTxp\nW+3+m/bXxG856Abuqk/2+6SL8mUv/GiOUVkUevGFF/TKnTu6dnI6mJVl3zt9DMDzRWgBDshWLPqZ\nQC66H4KJXXslrrSY97An+6S6kuaPywaW/KjQyHotuSGrEE188mOfs6/P3B18Zi63JMEl/W4ufYFL\nj5HTCzdv6IuvvapX7rzUTCnfcSZReju3Gi4hBzgcQgtwQGG6chRQ0sCSXB05zBiys4a6mUOmySU6\nObv4dO8mAksfiNLAMlJlUea51OgKuOO5ZfK9B+NRaVDZHlxcckxsJWqxWOiN11/XG196Xbdu3tCt\nmzd2DhtjVRnCCnB49LQAB9T3ocRDMLbCojS8TDXg9m/c/3L5ANN/3Fg4GT6WrXhc6lx82VVaEt3C\nc6a3xayX61zf0xLuK3eRRfvlwkUXzdTnsix18+Z1vf6FV/XTn38sSbq4WOnJ2dnWpfwnd39PzbwA\n8ggtwCElwz/KVVnMmE86LJS24KbDHBoEjXSE6JKBZTBjyG6c/4rdfCE7ccgnr5moxHTbZVbODR25\n3eyfTHBpdjvfoOvMbtnfRVHo5PhYX3j5Zb3xpS9Kkp48OVNd1zq/uBjbS0IJ8JwRWoBDC8NDGoYW\nuXwsiVbC7X5sohmproyscnuZwBJFoa2llmSKc3o+z57fp076do3/vtoyHVyGj0XhIl1it32v46Mj\n3XnpRf1KO6vr/PxcF6u1vPe6WK0mwwnhBXg+CC3Agfzh1/6BTk5O+gpIkYaWfggoblnZYTwmKYgM\nfk8EFjuVWrlckim2PItuDZcUaHzmwf6aRbsHl7FqiyRdPz3Vl15/TZJ0sVqpqmp9/6Mf6uGjR1pd\nrLSp4qtAR59mjrENMEVR6G/+6q/qu3/xF/s4LAAMQgtwKC4OEeEkV0RDQ0mTrW3ATeovY8NDk0M6\nyRO5iotNLcO32CWu+LYHJdzLv4PPPju2v+nS/kpTS7anJT/OFA81ddUWSUVZ6vq1U0nSW7/8hsqy\n0OnpiX70k5/q41/c0/lFU32p2vAy1t8S/raLxUInx80VuwHsH6EFOLBoOCjX02L/J84uybBQPkC4\nzK3+s9Pttg0RmW22jQol2/iRDS49QiSbPZqgMl5hCfveNwA7Jw1Hbly7dN3wWkjLRfP/Bq9fu6Y3\n33hDN67f0Iu3buqnt3+hn/zs57r/8KEuLi60Wq+12VSq67p/fft3LNoq2rXTE732yit64dbNLV8Q\nwNMgtAAHk/StpGt7DNZpSdduSTpdXJxC0kzhxp4Y3TuNBpbLDw2NpZCnuOLz4HYmuOw6S8nFVwcY\nfI45nsvFUu6a02uLUi/cvKE7t2/r1Zfv6Bf3PtUn9+7p0ZMnOj+/0Hq90WazUVVXWpSlyrLUog0+\nL9y6qb/xpdeptAAHQmgBDik04CazhwqXzhrKhxVbaYlqLXtYE8R3dRDX9XokO5+9mXmT4WMjb5N9\n3m43Mczjza29tMCaKz9LkndSWZY6PTnRolzo5PhYd166rc/uP9D9Bw/18NEj3X/wUE/OzpqqS1Vp\nWZZaLhc6PjqSJJ0cH+uVOy+pMtUYAPtDaAEOpM8b/aJyssNDcsOwEi+h2y9Gp5EqSy685BPIZDzJ\nv25i23Szz/P8Li8afY8tnTK5J9zwmkSS+gDjnJbLhcqy0HK50M0bzQUuz56c6ez8XBcXK51dXGi9\nXqssSrmiX+iurr2Ol0udnZ8/xXcGsA2hBTgQuw7L4Po2ueCi9L4JK2YlXfv+/Z38PoSZvqNMLhkL\nNV5N/2u83bRMy8voNvaBfPhIKitbQtDoTGQzVCSzaFx4gY/Ci2uuD+WcirpWcXqq0+NjrTcbrdcb\nVVXT27Jar1VXtdabjSSpqprnWR0XOAxCC3AgRXuFZ5cEjuG1hroxom7G0SCsSHGlZXBtnd2SSRNi\n4iZZN0gu7Wwgk1b6m6GysVtsmd7ORzd9cscPn0gCTDrlWZOJprkKdP9+3SygpNLShBcfvmoTXMpS\nktNy4VQWpaqqUlVVKsuiDSnNtit5rTebna5lBODy+L8sAAAwC1RagAOJelXaoYb48XRRuX7oKFdh\nSast7ZsNZxEl2wyGiJKxm7764qKhoLi6Yp6TvZGRjuVMNfEObvq4uJJUYKLKSmYX0spLuqZKU22J\nLlbUV1jS++a4O++jv1NROHkVKnypoqjl2srKoDcJwF4RWoADcZIKV5jZQs2JrOhmFGUacaXJsBKd\nCjOBZXw0xgwRhU1NmhkEF6Uhpr+vy2SWiW2HD/thSLG3o8CSm0E08kHJRCQXAolP1m2xlwpIZhYN\nmqXbv2H4uxbRzLBi11nnAC6J0AIciCsKucKc2Mwy/n0fSrzyrV1IbrLKkgssE2wo6R5Lgosts3jf\nRhRnKyxdF+uWXlgfVXN26n/x/S6EHU6rL8o+129zmUsB2eBie1psYPGhwShUWuxVuM009qJIAmnh\nusoLgP0itAAHUpgKSzMt1gwhmFlFduXbvspi7meqLNMFlfz8ntHgMlFVaUJNHzy68DK2I0n4iMPO\ncLvh3WG1Zbz60r9yPLCMTknqqiyu37KbTZQ243rXXkKga6CWmelVRNeVKkzlBcB+EVqAA3FFf1IL\nw0TNEyGIZGYRjfWzJL+n+DZ45Gox8ewh9VUVO/yT7XGJh4f6N4xP+tETdvbQ6HbJa6Z6WKL728JK\nG2+2VF9sz4udTTToa/F2iMi3fztTbekCadGFVAD7R2gBDiQElcG1h6IVcl1cecn2szTvl1ujZfTE\n7JvnciEnDQLNybq/Hbaxw0Pq7qfv5uKqiOLihn1NPEw0LLXEuxVXVGwzbXqxwpzJbcwU8W6tlvAa\ne01G29fiJOdd9DdTVG2Jm6xDiAGwX4QW4ED6SsuwWTO6OKL64aB8860brbSEAKSRE3X0WOYf/06Z\nSkO43bxBd1FFOzIUDzClt/p7PkxDytRp8rEirq6MhZXsQv47VFVyj9nvHMJe2pTbbODbKpSi4aEi\nE1qotACHwT8HgAP4p7/7232lpUhWxe2yycQKuOr7WXYdGto61dYPf7z33Ul7/HYIDN6EkeFP+JDm\ntenrxrbvnwmvm96X9vb4Dlz6uOQqJV10tDO6ksUAw7WjounrRV9p+ae/+9vjOwXgqVBpAQ6gmUFi\nGnFdMaicdBdMtGGla741a7ZM9rQMZ82ka5NsG07J9nWk20TDOz56PHS05usoZuhpdNtuR7vH0324\n7PfJ3e4fk6JaUa6nJXwHny7v32WZqA/JNln3M4iotgD7RmgBDqCvshQmuDTPDdZmcfl/0cvc18gJ\nuPsXfxJeovBhrq9jhZkzo9u5KHvEk4bMLOlmtbbhPpgtmrfuhorGmmhNpSVJNj55gVd2tCuaFj4Y\nSkvCSrqdvRaRt683Tbm5v10XMLspz2FtHgrZwL4RWoADKKIqi+sXlOtOhsNF5aIlV0eGhvoTcRoQ\nmlktuSKEzRu5k/+4idSS3Sa3XyELbd9OJkBl9zOtvqgPKbY1KPtNMoGl69VJKi1xY64JQe1z/d+l\nHy4qkr9ZYdblAbA/hBbgALorBJvFx/pKi2nGtb0robIyMsQRFw5yFZY4uIwN9VjbqjHjxicwDz8z\nH3imGodHw5Vtmp3au+j4KQos+fthOnjamBuXl+wic1EvS6i0RIsJUmkB9o3QAhxACC3NUEG7+JiZ\nKmSLKt3wUNIwmjvx5rpK4grLSEXEDZetj+oe2bJHf24fHY7JiALHRBga9K2Y14U+mOi5JCq5dJ9G\ng8xEYDG9OmOBr59eHiop3hTE2r9dt7hc0Q8PEVqAvSO0AAfQhRYz46QfHjJNtqafJcjPGEqX9U8q\nLGYS8FTRJHo4XQ5/sDx+s5R9LgqkIWLqM0b3YyS05J5rPsxe+8jH97OfEucYl2zZBcGuutNGmNww\nUQg49m9mV8Y1Q3+OSgtwMIQW4ADs8JBt2FSupyU52QXRNFyllYT2/QbXyxnRzyXOrGo70uMSL5jS\nNKLu+P23dcJM9ax0t+2xsNvbykda0RmptsSBL00zZnaQCSxppSVsM+hpcfHfiuEh4HAILcABpE24\n3TxmqR8esv0ro8NCfWCJRjaSVVu7plTvR6NC2hdib/toI5/f9hK2vWpraGnvd3WlEPhkAo0JKePD\nV6aRKBte+g/0YQXcsSng4W/a7pcdHgofM/i7A9gr/ikAAABmgUoLcABRP0uR6WlR3xcRXc3Z2dd3\nb5YZ0vCDa+T4aJRkOMwxuJ6P/W0rLGm1pfnA7jGXvMfWvpax57ZUebomWReuttxUXJz53LTHJRy7\n+Hf/fsNrOpljHq7ubC9dEK5HpP7qz/3fLNPTkly6AcB+UWkB9uwPfufvZ/pZzIwhuf5cmQz7RKvl\nyg2Gh/oZM86eb00z77DPons+7UkxTa9eyW2f/JjHau/l67r5SbcLz2duRz91rTp9fuRzw37a2zLN\nsWNDbP0xSJuY+/9Ex9SGR3sF7v6PM/ibObtdui6Pc/qD3/n7e/3fLeCvOyotwJ6V6cyhroJiTn5J\nhSUOK8oGFps4miqLG1ZcullF/UwYaaQB11RP4gATema2tdO2bx232uz2/FjT8MTnhtk76Swg+3xc\n4bCVlnxgGRzTqK9F7TFsN2y/SHg++rtGFbL+p6QZF9grQguwZ2VZNut1JFNi49lD6Roj/Y380JAG\nZ9g+uDRToNXeD7OKFDWR2lVegn6p/C6wmNAQraNiE4azwzLx/TE+uRNFFp9u2+9zm8aa7xdd6iAz\nNTwqLI1XV3L3o2M6GCJqd9JkKGc/xxzbuPJSqCzLLUcGwGUQWoA9a0JLXGWJpsWa4YxoHZdoCMdU\nDExlIKo7uHZ2jQ0vyUyi7sSdBoXubfJBJrqyctrd4vuA4OWj+1vZ/eh+jUeeLowk69pkt7XVKaWB\nJQ0rigOM6Z9R1xOkLix1+5suBmiCS3izqNJCaAH2itAC7NmiLON+lpBa+jEE05uSYU680Uq47Tk1\n6K66PNWUK7PSXK7akp3S7Nr3932Vwb4kBBWFKotZgm4sf3SjVH1gGQ8rSYXK9q4kw0BxsDPHL8p7\nE9UWc8N1lSrfBpa+6pL7Ov17m+tFmfBZOKcFoQXYK0ILsGfZSospatiZQ9GPfZNsoolTi+vO/8Mq\nS3O7r824qWpL997htr3CchgqUpRIbNeJxrKPteX9wru5UDoy/T99dWW8nONsZap7ZKLakr2R7E86\nHGQX+xvMIOpfQ6UFOBxCC7BnzgwH2VqBrQrkM0nSiGt/D8+0/VBG3/phKi59G4bGLpwYvbGPztk2\n3NiA0d8O923Q2M0wsNiLP/bHYHARgWiYKP/e8fDQ8GvGzyVv4ky1Rd4s659UrJK3cCZQ5S6mCGB/\nCC3AnuVmDsWzj/MXSGyfjfoj+t9xJaab8BsFlzi1OPn88Ea3bL0GYSN6yA8DS+h1sbs9sXr+gDcV\nl3hV/iS4qA9eXaUq+plIBOkMo/T45YaI0uMXQp9rglnUTWQrLclaMGmlhbVagP0itAD7Nhj2cd2/\nwWX7IbrNkyGGtMqi5CQe3bRBJXnOBBY77XewqFsrnerso4qKj0JLPzzkzX+nefOf7OhQCHTdInau\n65/J9fq6bvukGbb/wsN92qWnpavxmGqLea29gGIXoGylJQqshBZgnwgtwJ6lPStKWzKy/xJPF4uL\nHk6qLukMXJedAu19/9q0WjAunu4cKi39gm/tc4OmFjMslesSSeY8D0erfPQlm7zluxCzPRL1rzOH\nOQ4oE4El3G6mPJuP7Bpyu/8MQ4nLV1rkXFIfA/B5EVqAPcs14e74yuhsOqwVDEstURSJii5heEjm\nLNzvX2AXe3NmtkyoM8SBxZup0M68fjh7yA9SS7gbLQxjvpepM3XDOa57wNknJ4de7DFPA4ukbGBJ\ndzausihzDMeEz2J4CDgMQguwZ9Gy7mEAwfY/RMEmaR611YKoyhLWaRmWWqLHo+nPpjpg3sc25Xbv\nZoeS5OTbkkNd55fY7/a3W1zOR0FB9vn2Rlp18V28Mj9tH0lRhPBh08ZwqrjtKbHHMKr4TFZYnDmi\npmLlzMJ50TFMqi22x6V7v/jSDQD2h9AC7Jk9mUVDB/0G9k732PCk2/8ejg65THAJr/FRm0s6vDGx\n56Y6I3lftz9pP0u80H4fXEwWmKyw9BUamdd3qUVO3teSykHVZGrf06rWZQJLd5zsGJEZK3JRsLMV\nr3i/+mVb7HWMAOwLoQXYs6iKEiotmeAxOKFFDbnD7YejQ311JfwaTsrdPrwxXH2lvdddHNFevDCZ\nDr1jt4kNLbnPCw23zjm5Qpkp2rs0/Oaagsy95Lnc6JAz3ykMkikz5TmqmiV/rfQiigD2h6t5AXv0\nL/7oD5KVcE0TrplNks56SassfaHFjnPE7R9uePodub+F94MZRXVdN0NDtVft6/GrNfthk25fjRl5\nbuSnuepz3Xxm7VXXdbRPdj+npHEldz+bbZzZIhmaU/QnjP+G3R/Q/K3tENG/+KM/2OWvAGAHhBYA\nADALDA8B+5T8yz1b6cgsKJcODUVvZiou/Uyhfrgl7sUwL7XTisaGhkyFxVZZmupH3VRZ6n61uezy\n++nwU3df3XhQNBCUdOTaIR/vJRWhl6ZQXdcqyzL+Wt1U6OzBzd5Me4PG+lp8uqTwYIgo+f6Z/YiH\nonYtdwHYBaEF2KOue8W5pM/hkueudIgoGSWSd+25ddDIkmEjibl6sx0SaodeuqGadojGXu15NLT0\nu9w1/Lqo1dYGl2FoGeytV/f5RRHPVvJtg2u3wFuu4WfbkbYBJm0r8s3MqWi9li3iv63pSIou4wBg\nHwgtwL5lKyyX7DPJvq3rG1qnCiuGN60gobckfi6ElRAW6rbSUvdXefZ+t8BhAktSaIkCT35hOfMW\n3rWfXauuQ3Nuc+HB6KKQUrI/tjKV373otu1hiSdl72zqr5oLRQA+H0ILsE+5xk6XP4MNRxam5sW4\n6PfWE+zE013lpA0AoXG27qY325VvfTyElG2ETSJTMjyUhpWx9wiRzGWad2tfq3BFO+PYdeFlcnbO\nDlObkhVypq+CHS3QlzznkscZHgIOgtAC7NHkYMCOJ7Lnco7z3lRZvFmfpZnV0689F1dKctdjTN44\n87qR92h/96Gllveum0VUPIdr+UyOEOUCSmYThoeA/SG0APsWrYY7sslYl8vU+W3HHovecONBJSFU\nW9oG3Kqqo+nOtqdlfHgn3cF4R9Memqn36KortVftvKS6r9C0DbnOXFa6X1U3PXC7riBju4C3fK3k\nwW1/Xy6YCOwfoQXYp0Oco3bo4t05y/jMTTMMs6k27ToptarwU1UqiiJuyg1rlbRBxjk3coFDM9SU\na/4NX7ENeqGq0oWSMDRULPsLNdrVd3fsvdUuMWZbeHla5BZgbwgtwB7Zf3+nPav9RJfLNOX2vSzx\n8m+XLruMVF7ULQJXt0NEVVW1s3cqrTcbVVWtoihUODcMLep7TKLgYqZk28ASwkoutITPr33dhp1S\nha9VquwXt2uvcjQ8bpeorPSfGv12XeVm+thGz7pkX3z0i+EhYM8ILcC+ucv9k33biJC93vPY1ZPH\nTQzJdNOK+iEZX3ut1xt571XVtVardbNWSlHIFUW3RL0NLc65vinWBBilQSUTXrrdkJfvKjuFJKey\naN6ncEU3VBVNh7JXq/aSczZw7D40FLca9dFlZPMdD30c7gDsB6EF2KduFok5oeY32e2N7N10gs74\n0wmfvecVV1pstWVTVdpsNlqt15KX6sKrKGpzXaWk0jJy1eN+Wf/+tp21ZLfplu53lSRpsVhoUZbx\nJQTaSosfjSbjgSV9NDt5y08+sPU9o79Jt8z/5FsAuARCC7BHaXvm52qPMKMXTq5drXWXUosfbBJV\nWcyU53hRuVq+bq4ztFqttF6vdXGxUlmWKstCRVH210qKrp3UB5a0CTkEIiXBJW3wbUJLpapqhqd8\nO5OpODmRr/urTSv9GVRbzCFwmgwx5uC2t1y/Iu7TjL7FRz+8O8NDwB4RWoB9u8yQwMg/xp25Ea8l\n0rjU6FAUXnym0tJf0bm5qnOts/NzrddrrdebJrQUhYqyGFRaCtc+Vrh2KMdlKy1dtaTu110ZVFqq\nvvG39k215/joqN8vM9PJ7rdsVeMSjbn5494Hl9Fq1mUCDcNDwF4RWoA9+vwjAuPLuTqfW/ws34Ph\nR243D8SVljA00wSKJkycn1/o9MF/07J9g75Jtu17uf2GJKkoCy3KsmnULYahJrqKc1s92VSV6qrW\n8tMfNt+gaMJOURRauP4Ky2e3fkn+ZqgA9ZcVGKu0KKmrpDWW/n78muhK2tnD+3Rll65QRm4B9obQ\nAuxZGCbZttHWHovuOkYjq7VuOZf6NLyYSoWSakVUafFe1x/9WCqK9kzvVchJRdHNYDp58tP2PTPv\nb6o53ZCR1AQSSUfh8Bwvzfe0x6S5cf3Rj+VfvhNXWjLVlvDZXVAaPZ6TB7ursjifztTKV122JtN0\nZhGAz43QAuzVjguKeUlF/5LcMFHf0pI9w2YDy1iG8Wkfi2R6WcJwTd0vKFf7qNcjXIqgaB+Jp3P3\nS7yFx6JF38zu21CS7f0Jr/X9dOlQAbKXGYiqLWoCwtjVn0e7WsaCS3M95+Hk8rSEU48c7OgN3Q7p\nBsCuCC3AHg3OmT57075iel6LS0NNP+wy4JPf3eNx70icX/xg9dvae23quutPiVa3zYWotKLgRoJW\nsq/xEJaPHk8rP90qud2Vn/v9D9/NhesB2D/CllnQzpn0ZH/3C7HkaiyDY5J+t+TwANiTYodtAAAA\nnjsqLcAeXa5dMxkMyowNOfM/cmbYJduUm9mTZE0UmapGGIZJpyF773WxWmthZgv1s4KSokVmmCpX\nWMjuaVdcSa/oHC4pUOtGZt/CEJJPyifee/l2cTsNLicw1PULdWvO9L99On1o0JC7e/nkc017BxAh\ntADPzdRcl/5R340QbQsq6Yv7eCIzPBQNFym+orP3XptNpT/96EE326eua/3mr7yo0+OjPryEz0gv\nSTAxNNT1qiTTlcPnPrlY6Rv/9b4Wy4WunZ7IyenvfbnS0dKGljpe+yUdHgrL/GdmFo2x+5s2L6ff\nIH8bwLNCaAH2aV/nsq4Xw5vwEVcn4g/06QZmZo26uoS3M35Mj4tXP6V4tV4NdudPvveJqqrS+fm5\nPvzww+i5f/K//2+SpOWi1KIomweTvLCpaq03m2b7f/lvoue++tWv6uTkpF3ErlRVVTo7P5dzhVbr\nlU5Pjpt9sxdf7Pa7/9bN86Ya1OXAtLHFt83EflixihqVt/6VdkO+AfaG0AIc0mWaMAcn2fCwCSL2\nhDpyMhwdiunO8vGE3mgtlXY9lexbeD8ILMqEkMv68MMP9Vu/9VvRY6HhtlsbJl1FN/w3SmbDeeSj\nA0SD8Kdo+C2z4e5ovAUOhkZcYK8uM3wz/ZpQPeim/9pqyc57MTwJx+ubtI/ZWTtJaLGLwx1KXddR\nKBk8nuyrouiVDxq7HKOuQpM5zuOvumz1hFILsC+EFmCPcjORB9tEv332uXiLzBWOM8NAT7c/vgsD\nIbmEoKCkgffQoaXbI/PZdV2bMS2zrxOmvnP88v47dw3Jg+G23Kfltnq6/QFwOYQWYK8GC5Ds/LLR\nx7vzqo8eT+sBXulZuQ892Y+J15nrPqOu48DyPCot4XfXy6J4X6OG3ugrZXp8MsEubgruP2OyjPU0\nf8sdQhaA3RFagD3KVwL2cNIaTPXd4SPi83Y8GtWFHjPolIQUJYHl0KElF1x8klSifY4zXC6vxbKH\nzRycvZREMvGIzALsDaEF2KtLnqGSqkG4YU/A8cTlXT8ziTbRsvdJOcGMksgM1aQXO7x79+7lvtsl\n3L17NwotfaWl7r6h9+lXTZbzj9ai0c7JxUdZJxl2y/xtLp9BSS3AvhBagD3yW3pMuo3Gn8ze66sh\nU30sOwxxpCdpr7jS4ofDQoceGgpyoSXq5Ql1pjRIjImOVT6s2AM2Hg6nDub0XuytgANAIrQA++Xl\n82epkRNXpu4x3CI75JHv1Ri8OtmX9C2690mrOklw2bRrrBzSZrPJ9rX0+xTvs0aOXfa6TPb5+D9p\nqWX0rzH5txp7wo8M5wF4KoQWYJ8m/mV/uaEFn707em6c2GaszaNbrG2kuhMqH1VVHXRoKLh7966q\nqpqs7Gzb5/R7D4bcBu83dif7QN7oZj76uwD4/FhcDtijbnryXt9TyULzmQ0mn0/7W5I77Zk1PFxV\nVdcYW1WVVqvhCrmHslqtVBTNNY+iadDJvg6/R3ucssv3myPo08Xfth7dzyW39gyAp0elBdincD4d\nnFC3DwSNv58fvtIPbozvTNgh3w9X2CEX0zIiSXr0+EkUWp5FlSUI1Zbu80Nw8cm+2qG49In0uw/4\nwa/+6+/SlDR8v9ysLu+luqq1Wq8v+4YARlBpAfZo10rLaNeEd91q9NtqABPdKs0jmeGO6eDTDL18\nfO+eqqpSVVVaP4cT7nq97qot5xerZBr5MHD0t+wVn3PXS+y32fXYDvpfMtuM8d7rwaNHuvfZ/S1b\nAtgVlRZgj6qq7i48OP2P/accMpgo1sQn2N2CU1inJFx3yMvr408+fS5VlsBWWz67/8CELbtWzRQb\nOfqLLHbfsW6uFl23F10cNuLa2xOflfkb2tlPjx4/0ff+8of66Mc/eYqjACCH0AIAAGaB4SFgjy5W\nKx2tVrpWncRrjmRnLg+6QpV9amKz0RaMrremn8s0bINpqg5nFxe6/+CBzs9X8r7Ww0ePVXu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"text/plain": [ "
    " ] }, "metadata": { - "tags": [] + "bento_obj_id": "140208690538832" }, "output_type": "display_data" } @@ -485,8 +454,8 @@ "source": [ "plt.figure(figsize=(10, 10))\n", "plt.imshow(images[0, ..., :3].cpu().numpy())\n", - "plt.grid(\"off\")\n", - "plt.axis(\"off\")" + "plt.grid(\"off\");\n", + "plt.axis(\"off\");" ] }, { @@ -507,7 +476,7 @@ }, { "cell_type": "code", - "execution_count": 0, + "execution_count": 55, "metadata": { "colab": {}, "colab_type": "code", @@ -516,12 +485,12 @@ }, "outputs": [], "source": [ - "# Rotate the object by increasing the azimuth angle\n", - "R, T = look_at_view_transform(dist=2.7, elev=10, azim=50)\n", + "# Rotate the object by increasing the elevation and azimuth angles\n", + "R, T = look_at_view_transform(dist=2.7, elev=10, azim=-150)\n", "cameras = OpenGLPerspectiveCameras(device=device, R=R, T=T)\n", "\n", - "# Move the light location to be in front of the object again\n", - "lights.location = torch.tensor([[5.0, 5.0, -2.0]], device=device)\n", + "# Move the light location so the light is shining on the cow's face. \n", + "lights.location = torch.tensor([[2.0, 2.0, -2.0]], device=device)\n", "\n", "# Change specular color to green and change material shininess \n", "materials = Materials(\n", @@ -536,7 +505,7 @@ }, { "cell_type": "code", - "execution_count": 24, + "execution_count": 83, "metadata": { "colab": { "base_uri": "https://localhost:8080/", @@ -549,25 +518,13 @@ "outputs": [ { "data": { - "text/plain": [ - "(-0.5, 511.5, 511.5, -0.5)" - ] - }, - "execution_count": 24, - "metadata": { - "tags": [] - }, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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w5BCUmH4vxZ1AJYSOiI4XNYuA0niuLCdXQ6PDMQwD+n7AcrXM57E5OoAVY/Gzj8RKEjPW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\ntEE66HEXO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FZA0UIIIYSQVkDRQgghhJBWQNFCCCGEkFZA0UIIIYSQVkDRQgghhJBWQNFC\nCCGEkFZA0UIIIYSQVkDRQgghhJBWQNFCCCGEkFZA0UIIIYSQVkDRQgghhJBWQNFCCCGEkFZA0UII\nIYSQVkDRQgghhJBWQNFCCCGEkFZA0UIIIYSQVkDRQgghhJBWQNFCCCGEkFZA0UIIIYSQVkDRQggh\nhJBWQNFCCCGEkFbQnbNe3ZKrIIQQQgiZA50WQgghhLQCihZCCCGEtAKKFkIIIYS0AooWQgghhLQC\nihZCCCGEtAKKFkIIIYS0gv8fMtsHdK1wIjwAAAAASUVORK5CYII=\n", + "image/png": 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mYEM3XqBQAsoOJyyFQFmYpmt5kQeCBSZZUgh0stQmTiJwWswgec5lKYoCo9EY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    " ] }, "metadata": { - "tags": [] + "bento_obj_id": "140208689652560" }, "output_type": "display_data" } @@ -575,8 +532,8 @@ "source": [ "plt.figure(figsize=(10, 10))\n", "plt.imshow(images[0, ..., :3].cpu().numpy())\n", - "plt.grid(\"off\")\n", - "plt.axis(\"off\")" + "plt.grid(\"off\");\n", + "plt.axis(\"off\");" ] }, { @@ -594,7 +551,7 @@ }, { "cell_type": "code", - "execution_count": 0, + "execution_count": 79, "metadata": { "colab": {}, "colab_type": "code", @@ -612,8 +569,8 @@ "meshes = mesh.extend(batch_size)\n", "\n", "# Get a batch of viewing angles. \n", - "elev = torch.linspace(0, 360, batch_size)\n", - "azim = torch.linspace(0, 360, batch_size)\n", + "elev = torch.linspace(0, 180, batch_size)\n", + "azim = torch.linspace(-180, 180, batch_size)\n", "\n", "# All the cameras helper methods support mixed type inputs and broadcasting. So we can \n", "# view the camera from the same distance and specify dist=2.7 as a float,\n", @@ -621,13 +578,13 @@ "R, T = look_at_view_transform(dist=2.7, elev=elev, azim=azim)\n", "cameras = OpenGLPerspectiveCameras(device=device, R=R, T=T)\n", "\n", - "# Move the light back in front of the object\n", - "lights.location = torch.tensor([[1.0, 1.0, -5.0]], device=device)" + "# Move the light back in front of the cow which is facing the -z direction.\n", + "lights.location = torch.tensor([[0.0, 0.0, -3.0]], device=device)" ] }, { "cell_type": "code", - "execution_count": 0, + "execution_count": 80, "metadata": { "colab": {}, "colab_type": "code", @@ -643,26 +600,18 @@ }, { "cell_type": "code", - "execution_count": 27, - "metadata": { - "colab": { - "base_uri": "https://localhost:8080/", - "height": 679 - }, - "colab_type": "code", - "id": "Vh2LiezEfBMO", - "outputId": "c9ce0577-d22e-434a-8726-320b3806aa05" - }, + "execution_count": 81, + "metadata": {}, "outputs": [ { "data": { - "image/png": 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ACkHT2nzVBhjx4MHf/MaUmgMwfvx4fPRjHzczuBwQmkNwBcE57vzW6TjyG1et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\nkzK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XmbpFFl/P7mRXZGi9oRtvyM6qbr90CfbefSXe8OpXmJuxpIHmEpGWt+aC31opqPyS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\nJEAAAAAAQgIEAAAAICRAAAAAAEJ/AYcyl2RbSm3cAAAAAElFTkSuQmCC\n", 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mInhWXHhernQqQezsFAoFhGEEz3URxxJhFGYieGIbdq1haNxzG/r6+rBhaARSwkbIEQTR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\nbkBbx21k+pxAFOALC3XHwYOoKGlepkD0uPqU6vkXXIQv/vMXcPrJx6G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v3Nt+LjMQuBxgJv6j5wnCBzTgiB3t5eTJo4AYWCGSxl0NtBs+BbTgenvndWPzgZGBzCDYvuxDU3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l+EEA13Xh+X5UpicQAr7v4Z5pV8XV5BCLtOEkJfxMSFUPuDhiDHY7OBtXpmkiJAWei2f/OiM/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\nM6ZOydqDSpwIcmdTTGyOnTyNt9/fhoeW3U3iAdGHyJNrr4YaEOYgTIoqKyq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    " ] }, "metadata": { - "tags": [] + "bento_obj_id": "140208843770448" }, "output_type": "display_data" } diff --git a/pytorch3d/csrc/rasterize_meshes/rasterize_meshes.cu b/pytorch3d/csrc/rasterize_meshes/rasterize_meshes.cu index 43035507..ba130d9d 100644 --- a/pytorch3d/csrc/rasterize_meshes/rasterize_meshes.cu +++ b/pytorch3d/csrc/rasterize_meshes/rasterize_meshes.cu @@ -189,12 +189,12 @@ __global__ void RasterizeMeshesNaiveCudaKernel( const float* face_verts, const int64_t* mesh_to_face_first_idx, const int64_t* num_faces_per_mesh, - float blur_radius, - bool perspective_correct, - int N, - int H, - int W, - int K, + const float blur_radius, + const bool perspective_correct, + const int N, + const int H, + const int W, + const int K, int64_t* face_idxs, float* zbuf, float* pix_dists, @@ -207,8 +207,10 @@ __global__ void RasterizeMeshesNaiveCudaKernel( // Convert linear index to 3D index const int n = i / (H * W); // batch index. const int pix_idx = i % (H * W); - const int yi = pix_idx / H; - const int xi = pix_idx % W; + + // Determine ordering based on axis convention. + const int yi = H - 1 - pix_idx / W; + const int xi = W - 1 - pix_idx % W; // screen coordinates to ndc coordiantes of pixel. const float xf = PixToNdc(xi, W); @@ -254,7 +256,7 @@ __global__ void RasterizeMeshesNaiveCudaKernel( // TODO: make sorting an option as only top k is needed, not sorted values. BubbleSort(q, q_size); - int idx = n * H * W * K + yi * H * K + xi * K; + int idx = n * H * W * K + pix_idx * K; for (int k = 0; k < q_size; ++k) { face_idxs[idx + k] = q[k].idx; zbuf[idx + k] = q[k].z; @@ -274,7 +276,7 @@ RasterizeMeshesNaiveCuda( const int image_size, const float blur_radius, const int num_closest, - bool perspective_correct) { + const bool perspective_correct) { if (face_verts.ndimension() != 3 || face_verts.size(1) != 3 || face_verts.size(2) != 3) { AT_ERROR("face_verts must have dimensions (num_faces, 3, 3)"); @@ -331,12 +333,12 @@ RasterizeMeshesNaiveCuda( __global__ void RasterizeMeshesBackwardCudaKernel( const float* face_verts, // (F, 3, 3) const int64_t* pix_to_face, // (N, H, W, K) - bool perspective_correct, - int N, - int F, - int H, - int W, - int K, + const bool perspective_correct, + const int N, + const int F, + const int H, + const int W, + const int K, const float* grad_zbuf, // (N, H, W, K) const float* grad_bary, // (N, H, W, K, 3) const float* grad_dists, // (N, H, W, K) @@ -351,8 +353,11 @@ __global__ void RasterizeMeshesBackwardCudaKernel( // Convert linear index to 3D index const int n = t_i / (H * W); // batch index. const int pix_idx = t_i % (H * W); - const int yi = pix_idx / H; - const int xi = pix_idx % W; + + // Determine ordering based on axis convention. + const int yi = H - 1 - pix_idx / W; + const int xi = W - 1 - pix_idx % W; + const float xf = PixToNdc(xi, W); const float yf = PixToNdc(yi, H); const float2 pxy = make_float2(xf, yf); @@ -360,8 +365,8 @@ __global__ void RasterizeMeshesBackwardCudaKernel( // Loop over all the faces for this pixel. for (int k = 0; k < K; k++) { // Index into (N, H, W, K, :) grad tensors - const int i = - n * H * W * K + yi * H * K + xi * K + k; // pixel index + face index + // pixel index + top k index + int i = n * H * W * K + pix_idx * K + k; const int f = pix_to_face[i]; if (f < 0) { @@ -451,7 +456,7 @@ torch::Tensor RasterizeMeshesBackwardCuda( const torch::Tensor& grad_zbuf, // (N, H, W, K) const torch::Tensor& grad_bary, // (N, H, W, K, 3) const torch::Tensor& grad_dists, // (N, H, W, K) - bool perspective_correct) { + const bool perspective_correct) { const int F = face_verts.size(0); const int N = pix_to_face.size(0); const int H = pix_to_face.size(1); @@ -509,6 +514,7 @@ __global__ void RasterizeMeshesCoarseCudaKernel( // Have each block handle a chunk of faces const int chunks_per_batch = 1 + (F - 1) / chunk_size; const int num_chunks = N * chunks_per_batch; + for (int chunk = blockIdx.x; chunk < num_chunks; chunk += gridDim.x) { const int batch_idx = chunk / chunks_per_batch; // batch index const int chunk_idx = chunk % chunks_per_batch; @@ -551,17 +557,21 @@ __global__ void RasterizeMeshesCoarseCudaKernel( // Y coordinate of the top and bottom of the bin. // PixToNdc gives the location of the center of each pixel, so we // need to add/subtract a half pixel to get the true extent of the bin. - const float bin_y_min = PixToNdc(by * bin_size, H) - half_pix; - const float bin_y_max = PixToNdc((by + 1) * bin_size - 1, H) + half_pix; + // Reverse ordering of Y axis so that +Y is upwards in the image. + const int yidx = num_bins - by; + float bin_y_max = PixToNdc(yidx * bin_size - 1, H) + half_pix; + float bin_y_min = PixToNdc((yidx - 1) * bin_size, H) - half_pix; + const bool y_overlap = (ymin <= bin_y_max) && (bin_y_min < ymax); for (int bx = 0; bx < num_bins; ++bx) { // X coordinate of the left and right of the bin. - const float bin_x_min = PixToNdc(bx * bin_size, W) - half_pix; - const float bin_x_max = - PixToNdc((bx + 1) * bin_size - 1, W) + half_pix; - const bool x_overlap = (xmin <= bin_x_max) && (bin_x_min < xmax); + // Reverse ordering of x axis so that +X is left. + const int xidx = num_bins - bx; + float bin_x_max = PixToNdc(xidx * bin_size - 1, W) + half_pix; + float bin_x_min = PixToNdc((xidx - 1) * bin_size, W) - half_pix; + const bool x_overlap = (xmin <= bin_x_max) && (bin_x_min < xmax); if (y_overlap && x_overlap) { binmask.set(by, bx, f); } @@ -654,7 +664,6 @@ torch::Tensor RasterizeMeshesCoarseCuda( // **************************************************************************** // * FINE RASTERIZATION * // **************************************************************************** - __global__ void RasterizeMeshesFineCudaKernel( const float* face_verts, // (F, 3, 3) const int32_t* bin_faces, // (N, B, B, T) @@ -695,8 +704,14 @@ __global__ void RasterizeMeshesFineCudaKernel( if (yi >= H || xi >= W) continue; - const float xf = PixToNdc(xi, W); - const float yf = PixToNdc(yi, H); + + // Reverse ordering of the X and Y axis so that + // in the image +Y is pointing up and +X is pointing left. + const int yidx = H - 1 - yi; + const int xidx = W - 1 - xi; + + const float xf = PixToNdc(xidx, W); + const float yf = PixToNdc(yidx, H); const float2 pxy = make_float2(xf, yf); // This part looks like the naive rasterization kernel, except we use @@ -751,7 +766,7 @@ RasterizeMeshesFineCuda( const float blur_radius, const int bin_size, const int faces_per_pixel, - bool perspective_correct) { + const bool perspective_correct) { if (face_verts.ndimension() != 3 || face_verts.size(1) != 3 || face_verts.size(2) != 3) { AT_ERROR("face_verts must have dimensions (num_faces, 3, 3)"); diff --git a/pytorch3d/csrc/rasterize_meshes/rasterize_meshes.h b/pytorch3d/csrc/rasterize_meshes/rasterize_meshes.h index 24cf89b3..34173019 100644 --- a/pytorch3d/csrc/rasterize_meshes/rasterize_meshes.h +++ b/pytorch3d/csrc/rasterize_meshes/rasterize_meshes.h @@ -14,10 +14,10 @@ RasterizeMeshesNaiveCpu( const torch::Tensor& face_verts, const torch::Tensor& mesh_to_face_first_idx, const torch::Tensor& num_faces_per_mesh, - int image_size, - float blur_radius, - int faces_per_pixel, - bool perspective_correct); + const int image_size, + const float blur_radius, + const int faces_per_pixel, + const bool perspective_correct); #ifdef WITH_CUDA std::tuple @@ -25,10 +25,10 @@ RasterizeMeshesNaiveCuda( const at::Tensor& face_verts, const at::Tensor& mesh_to_face_first_idx, const at::Tensor& num_faces_per_mesh, - int image_size, - float blur_radius, - int num_closest, - bool perspective_correct); + const int image_size, + const float blur_radius, + const int num_closest, + const bool perspective_correct); #endif // Forward pass for rasterizing a batch of meshes. // @@ -77,10 +77,10 @@ RasterizeMeshesNaive( const torch::Tensor& face_verts, const torch::Tensor& mesh_to_face_first_idx, const torch::Tensor& num_faces_per_mesh, - int image_size, - float blur_radius, - int faces_per_pixel, - bool perspective_correct) { + const int image_size, + const float blur_radius, + const int faces_per_pixel, + const bool perspective_correct) { // TODO: Better type checking. if (face_verts.type().is_cuda()) { #ifdef WITH_CUDA @@ -117,7 +117,7 @@ torch::Tensor RasterizeMeshesBackwardCpu( const torch::Tensor& grad_bary, const torch::Tensor& grad_zbuf, const torch::Tensor& grad_dists, - bool perspective_correct); + const bool perspective_correct); #ifdef WITH_CUDA torch::Tensor RasterizeMeshesBackwardCuda( @@ -126,7 +126,7 @@ torch::Tensor RasterizeMeshesBackwardCuda( const torch::Tensor& grad_bary, const torch::Tensor& grad_zbuf, const torch::Tensor& grad_dists, - bool perspective_correct); + const bool perspective_correct); #endif // Args: @@ -159,7 +159,7 @@ torch::Tensor RasterizeMeshesBackward( const torch::Tensor& grad_zbuf, const torch::Tensor& grad_bary, const torch::Tensor& grad_dists, - bool perspective_correct) { + const bool perspective_correct) { if (face_verts.type().is_cuda()) { #ifdef WITH_CUDA return RasterizeMeshesBackwardCuda( @@ -191,20 +191,20 @@ torch::Tensor RasterizeMeshesCoarseCpu( const torch::Tensor& face_verts, const at::Tensor& mesh_to_face_first_idx, const at::Tensor& num_faces_per_mesh, - int image_size, - float blur_radius, - int bin_size, - int max_faces_per_bin); + const int image_size, + const float blur_radius, + const int bin_size, + const int max_faces_per_bin); #ifdef WITH_CUDA torch::Tensor RasterizeMeshesCoarseCuda( const torch::Tensor& face_verts, const torch::Tensor& mesh_to_face_first_idx, const torch::Tensor& num_faces_per_mesh, - int image_size, - float blur_radius, - int bin_size, - int max_faces_per_bin); + const int image_size, + const float blur_radius, + const int bin_size, + const int max_faces_per_bin); #endif // Args: // face_verts: Tensor of shape (F, 3, 3) giving (packed) vertex positions for @@ -232,10 +232,10 @@ torch::Tensor RasterizeMeshesCoarse( const torch::Tensor& face_verts, const torch::Tensor& mesh_to_face_first_idx, const torch::Tensor& num_faces_per_mesh, - int image_size, - float blur_radius, - int bin_size, - int max_faces_per_bin) { + const int image_size, + const float blur_radius, + const int bin_size, + const int max_faces_per_bin) { if (face_verts.type().is_cuda()) { #ifdef WITH_CUDA return RasterizeMeshesCoarseCuda( @@ -270,11 +270,11 @@ std::tuple RasterizeMeshesFineCuda( const torch::Tensor& face_verts, const torch::Tensor& bin_faces, - int image_size, - float blur_radius, - int bin_size, - int faces_per_pixel, - bool perspective_correct); + const int image_size, + const float blur_radius, + const int bin_size, + const int faces_per_pixel, + const bool perspective_correct); #endif // Args: // face_verts: Tensor of shape (F, 3, 3) giving (packed) vertex positions for @@ -317,11 +317,11 @@ std::tuple RasterizeMeshesFine( const torch::Tensor& face_verts, const torch::Tensor& bin_faces, - int image_size, - float blur_radius, - int bin_size, - int faces_per_pixel, - bool perspective_correct) { + const int image_size, + const float blur_radius, + const int bin_size, + const int faces_per_pixel, + const bool perspective_correct) { if (face_verts.type().is_cuda()) { #ifdef WITH_CUDA return RasterizeMeshesFineCuda( @@ -373,6 +373,7 @@ RasterizeMeshesFine( // this function instead returns screen-space // barycentric coordinates for each pixel. // +// // Returns: // A 4 element tuple of: // pix_to_face: int64 tensor of shape (N, H, W, K) giving the face index of @@ -394,12 +395,12 @@ RasterizeMeshes( const torch::Tensor& face_verts, const torch::Tensor& mesh_to_face_first_idx, const torch::Tensor& num_faces_per_mesh, - int image_size, - float blur_radius, - int faces_per_pixel, - int bin_size, - int max_faces_per_bin, - bool perspective_correct) { + const int image_size, + const float blur_radius, + const int faces_per_pixel, + const int bin_size, + const int max_faces_per_bin, + const bool perspective_correct) { if (bin_size > 0 && max_faces_per_bin > 0) { // Use coarse-to-fine rasterization auto bin_faces = RasterizeMeshesCoarse( diff --git a/pytorch3d/csrc/rasterize_meshes/rasterize_meshes_cpu.cpp b/pytorch3d/csrc/rasterize_meshes/rasterize_meshes_cpu.cpp index 813758bb..8b118275 100644 --- a/pytorch3d/csrc/rasterize_meshes/rasterize_meshes_cpu.cpp +++ b/pytorch3d/csrc/rasterize_meshes/rasterize_meshes_cpu.cpp @@ -105,9 +105,9 @@ RasterizeMeshesNaiveCpu( const torch::Tensor& mesh_to_face_first_idx, const torch::Tensor& num_faces_per_mesh, int image_size, - float blur_radius, - int faces_per_pixel, - bool perspective_correct) { + const float blur_radius, + const int faces_per_pixel, + const bool perspective_correct) { if (face_verts.ndimension() != 3 || face_verts.size(1) != 3 || face_verts.size(2) != 3) { AT_ERROR("face_verts must have dimensions (num_faces, 3, 3)"); @@ -153,12 +153,19 @@ RasterizeMeshesNaiveCpu( // Iterate through the horizontal lines of the image from top to bottom. for (int yi = 0; yi < H; ++yi) { + // Reverse the order of yi so that +Y is pointing upwards in the image. + const int yidx = H - 1 - yi; + // Y coordinate of the top of the pixel. - const float yf = PixToNdc(yi, H); + const float yf = PixToNdc(yidx, H); // Iterate through pixels on this horizontal line, left to right. for (int xi = 0; xi < W; ++xi) { + // Reverse the order of xi so that +X is pointing to the left in the + // image. + const int xidx = W - 1 - xi; + // X coordinate of the left of the pixel. - const float xf = PixToNdc(xi, W); + const float xf = PixToNdc(xidx, W); // Use a priority queue to hold values: // (z, idx, r, bary.x, bary.y. bary.z) std::priority_queue> @@ -250,7 +257,7 @@ torch::Tensor RasterizeMeshesBackwardCpu( const torch::Tensor& grad_zbuf, // (N, H, W, K) const torch::Tensor& grad_bary, // (N, H, W, K, 3) const torch::Tensor& grad_dists, // (N, H, W, K) - bool perspective_correct) { + const bool perspective_correct) { const int F = face_verts.size(0); const int N = pix_to_face.size(0); const int H = pix_to_face.size(1); @@ -267,12 +274,19 @@ torch::Tensor RasterizeMeshesBackwardCpu( for (int n = 0; n < N; ++n) { // Iterate through the horizontal lines of the image from top to bottom. for (int y = 0; y < H; ++y) { + // Reverse the order of yi so that +Y is pointing upwards in the image. + const int yidx = H - 1 - y; + // Y coordinate of the top of the pixel. - const float yf = PixToNdc(y, H); + const float yf = PixToNdc(yidx, H); // Iterate through pixels on this horizontal line, left to right. for (int x = 0; x < W; ++x) { + // Reverse the order of xi so that +X is pointing to the left in the + // image. + const int xidx = W - 1 - x; + // X coordinate of the left of the pixel. - const float xf = PixToNdc(x, W); + const float xf = PixToNdc(xidx, W); const vec2 pxy(xf, yf); // Iterate through the faces that hit this pixel. @@ -376,10 +390,10 @@ torch::Tensor RasterizeMeshesCoarseCpu( const torch::Tensor& face_verts, const torch::Tensor& mesh_to_face_first_idx, const torch::Tensor& num_faces_per_mesh, - int image_size, - float blur_radius, - int bin_size, - int max_faces_per_bin) { + const int image_size, + const float blur_radius, + const int bin_size, + const int max_faces_per_bin) { if (face_verts.ndimension() != 3 || face_verts.size(1) != 3 || face_verts.size(2) != 3) { AT_ERROR("face_verts must have dimensions (num_faces, 3, 3)"); @@ -387,6 +401,7 @@ torch::Tensor RasterizeMeshesCoarseCpu( if (num_faces_per_mesh.ndimension() != 1) { AT_ERROR("num_faces_per_mesh can only have one dimension"); } + const int N = num_faces_per_mesh.size(0); // batch size. const int M = max_faces_per_bin; @@ -415,13 +430,13 @@ torch::Tensor RasterizeMeshesCoarseCpu( const int face_stop_idx = (face_start_idx + num_faces_per_mesh[n].item().to()); - float bin_y_min = -1.0f; - float bin_y_max = bin_y_min + bin_width; + float bin_y_max = 1.0f; + float bin_y_min = bin_y_max - bin_width; // Iterate through the horizontal bins from top to bottom. for (int by = 0; by < BH; ++by) { - float bin_x_min = -1.0f; - float bin_x_max = bin_x_min + bin_width; + float bin_x_max = 1.0f; + float bin_x_min = bin_x_max - bin_width; // Iterate through bins on this horizontal line, left to right. for (int bx = 0; bx < BW; ++bx) { @@ -458,13 +473,13 @@ torch::Tensor RasterizeMeshesCoarseCpu( } } - // Shift the bin to the right for the next loop iteration. - bin_x_min = bin_x_max; - bin_x_max = bin_x_min + bin_width; + // Shift the bin down for the next loop iteration. + bin_x_max = bin_x_min; + bin_x_min = bin_x_min - bin_width; } - // Shift the bin down for the next loop iteration. - bin_y_min = bin_y_max; - bin_y_max = bin_y_min + bin_width; + // Shift the bin left for the next loop iteration. + bin_y_max = bin_y_min; + bin_y_min = bin_y_min - bin_width; } } return bin_faces; diff --git a/pytorch3d/renderer/blending.py b/pytorch3d/renderer/blending.py index 4676aa50..a750ce6c 100644 --- a/pytorch3d/renderer/blending.py +++ b/pytorch3d/renderer/blending.py @@ -38,7 +38,7 @@ def hard_rgb_blend(colors, fragments) -> torch.Tensor: device = fragments.pix_to_face.device pixel_colors = torch.ones((N, H, W, 4), dtype=colors.dtype, device=device) pixel_colors[..., :3] = colors[..., 0, :] - return torch.flip(pixel_colors, [1]) + return pixel_colors def sigmoid_alpha_blend(colors, fragments, blend_params) -> torch.Tensor: @@ -80,7 +80,7 @@ def sigmoid_alpha_blend(colors, fragments, blend_params) -> torch.Tensor: alpha = torch.prod((1.0 - prob), dim=-1) pixel_colors[..., :3] = colors[..., 0, :] # Hard assign for RGB pixel_colors[..., 3] = 1.0 - alpha - return torch.flip(pixel_colors, [1]) + return pixel_colors def softmax_rgb_blend( @@ -125,7 +125,7 @@ def softmax_rgb_blend( N, H, W, K = fragments.pix_to_face.shape device = fragments.pix_to_face.device - pix_colors = torch.ones( + pixel_colors = torch.ones( (N, H, W, 4), dtype=colors.dtype, device=colors.device ) background = blend_params.background_color @@ -166,7 +166,7 @@ def softmax_rgb_blend( # Sum: weights * textures + background color weighted_colors = (weights[..., None] * colors).sum(dim=-2) weighted_background = (delta / denom) * background - pix_colors[..., :3] = weighted_colors + weighted_background - pix_colors[..., 3] = 1.0 - alpha + pixel_colors[..., :3] = weighted_colors + weighted_background + pixel_colors[..., 3] = 1.0 - alpha - return torch.flip(pix_colors, [1]) + return pixel_colors diff --git a/pytorch3d/renderer/cameras.py b/pytorch3d/renderer/cameras.py index c856ffeb..4f5f1615 100644 --- a/pytorch3d/renderer/cameras.py +++ b/pytorch3d/renderer/cameras.py @@ -944,7 +944,7 @@ def camera_position_from_spherical_angles( azim = math.pi / 180.0 * azim x = dist * torch.cos(elev) * torch.sin(azim) y = dist * torch.sin(elev) - z = -dist * torch.cos(elev) * torch.cos(azim) + z = dist * torch.cos(elev) * torch.cos(azim) camera_position = torch.stack([x, y, z], dim=1) if camera_position.dim() == 0: camera_position = camera_position.view(1, -1) # add batch dim. diff --git a/pytorch3d/renderer/mesh/rasterize_meshes.py b/pytorch3d/renderer/mesh/rasterize_meshes.py index aca2658f..8be09b3a 100644 --- a/pytorch3d/renderer/mesh/rasterize_meshes.py +++ b/pytorch3d/renderer/mesh/rasterize_meshes.py @@ -208,6 +208,11 @@ class _RasterizeFaceVerts(torch.autograd.Function): return grads +def pix_to_ndc(i, S): + # NDC x-offset + (i * pixel_width + half_pixel_width) + return -1 + (2 * i + 1.0) / S + + def rasterize_meshes_python( meshes, image_size: int = 256, @@ -249,10 +254,6 @@ def rasterize_meshes_python( (N, H, W, K), fill_value=-1, dtype=torch.float32, device=device ) - # NDC is from [-1, 1]. Get pixel size using specified image size. - pixel_width = 2.0 / W - pixel_height = 2.0 / H - # Calculate all face bounding boxes. x_mins = torch.min(faces_verts[:, :, 0], dim=1, keepdim=True).values x_maxs = torch.max(faces_verts[:, :, 0], dim=1, keepdim=True).values @@ -269,14 +270,20 @@ def rasterize_meshes_python( for n in range(N): face_start_idx = mesh_to_face_first_idx[n] face_stop_idx = face_start_idx + num_faces_per_mesh[n] - # Y coordinate of the top of the image. - yf = -1.0 + 0.5 * pixel_height + # Iterate through the horizontal lines of the image from top to bottom. for yi in range(H): - # X coordinate of the left of the image. - xf = -1.0 + 0.5 * pixel_width + # Y coordinate of one end of the image. Reverse the ordering + # of yi so that +Y is pointing up in the image. + yfix = H - 1 - yi + yf = pix_to_ndc(yfix, H) + # Iterate through pixels on this horizontal line, left to right. for xi in range(W): + # X coordinate of one end of the image. Reverse the ordering + # of xi so that +X is pointing to the left in the image. + xfix = W - 1 - xi + xf = pix_to_ndc(xfix, H) top_k_points = [] # Check whether each face in the mesh affects this pixel. @@ -347,12 +354,6 @@ def rasterize_meshes_python( bary_coords[n, yi, xi, k, 2] = bary[2] pix_dists[n, yi, xi, k] = dist - # Move to the next horizontal pixel - xf += pixel_width - - # Move to the next vertical pixel - yf += pixel_height - return face_idxs, zbuf, bary_coords, pix_dists diff --git a/pytorch3d/renderer/mesh/renderer.py b/pytorch3d/renderer/mesh/renderer.py index 18da3d34..c68625aa 100644 --- a/pytorch3d/renderer/mesh/renderer.py +++ b/pytorch3d/renderer/mesh/renderer.py @@ -53,7 +53,7 @@ class MeshRenderer(nn.Module): if raster_settings.blur_radius > 0.0: # TODO: potentially move barycentric clipping to the rasterizer # if no downstream functions requires unclipped values. - # This will avoid unnecssary re-interpolation of the z buffer. + # This will avoid unnecssary re-interpolation of the z buffer. clipped_bary_coords = _clip_barycentric_coordinates( fragments.bary_coords ) @@ -67,4 +67,5 @@ class MeshRenderer(nn.Module): pix_to_face=fragments.pix_to_face, ) images = self.shader(fragments, meshes_world, **kwargs) + return images diff --git a/tests/data/test_blurry_textured_rendering.png b/tests/data/test_blurry_textured_rendering.png index 5ab0e4b6379e2a1658ba5499a68f13602daa1a67..ab3e8d9958175f5ffc7bb8afdb90895628c550d8 100644 GIT binary patch literal 44166 zcmeEu>-x<)}5TDn70x&)+=7)nwB=`M+( zYZ$om{oViJzPj_~oX=lB9E&$>`E&K zp2rn&Tqs9{y$*)w-G{!R+)#XjpUV~DmiG-ulTu0YjSdJqIFqXspj3LJPN@rEpX7|- z0hHb(K2-YukNrR2l8ZuFkdli3O+HgvhcW=U)R09NN@Uq|HU^xs{W!fgz2@*!8gwV1 z7*DxoNKAM!7@+w52eU{()W-BFO`YszgFhe9@~^IADeyp$Yw5j20lrcoQQ%R>8GT2T zqdy=>#2jL6_Az$jB`XC89(x+8M(RKJ60%By11G;9)nhtUFdYyDFjtb@b_Jo+1b#kx zidBV;S2&S@z;=YuFWy_J7xA@}+cXJuTzO37h0VgRUZq|2#;_d2ba4mKvDmQz8$mZ^ z9Z^ARQqoCZxC$YYDe+?(79CC}9D2A9$4%FzS(z=Z;H!qmO9?@4iYlbcT{(Asr38r= 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a/tests/test_blending.py +++ b/tests/test_blending.py @@ -41,7 +41,7 @@ def sigmoid_blend_naive_loop(colors, fragments, blend_params): pixel_colors[n, h, w, :3] = colors[n, h, w, 0, :] pixel_colors[n, h, w, 3] = 1.0 - alpha - return torch.flip(pixel_colors, [1]) + return pixel_colors def sigmoid_blend_naive_loop_backward( @@ -54,8 +54,6 @@ def sigmoid_blend_naive_loop_backward( N, H, W, K = pix_to_face.shape device = pix_to_face.device grad_distances = torch.zeros((N, H, W, K), dtype=dists.dtype, device=device) - images = torch.flip(images, [1]) - grad_images = torch.flip(grad_images, [1]) for n in range(N): for h in range(H): @@ -130,7 +128,7 @@ def softmax_blend_naive(colors, fragments, blend_params): pixel_colors[n, h, w, :3] += (delta / denom) * bk_color pixel_colors[n, h, w, 3] = 1.0 - alpha - return torch.flip(pixel_colors, [1]) + return pixel_colors class TestBlending(unittest.TestCase): diff --git a/tests/test_cameras.py b/tests/test_cameras.py index fd7f33be..824829a9 100644 --- a/tests/test_cameras.py +++ b/tests/test_cameras.py @@ -173,12 +173,12 @@ class TestCameraHelpers(unittest.TestCase): grad_dist = ( torch.cos(elev) * torch.sin(azim) + torch.sin(elev) - - torch.cos(elev) * torch.cos(azim) + + torch.cos(elev) * torch.cos(azim) ) grad_elev = ( -torch.sin(elev) * torch.sin(azim) + torch.cos(elev) - + torch.sin(elev) * torch.cos(azim) + - torch.sin(elev) * torch.cos(azim) ) grad_elev = dist * (math.pi / 180.0) * grad_elev self.assertTrue(torch.allclose(elev_grad, grad_elev)) @@ -232,12 +232,12 @@ class TestCameraHelpers(unittest.TestCase): grad_dist = ( torch.cos(elev) * torch.sin(azim) + torch.sin(elev) - - torch.cos(elev) * torch.cos(azim) + + torch.cos(elev) * torch.cos(azim) ) grad_elev = ( -torch.sin(elev) * torch.sin(azim) + torch.cos(elev) - + torch.sin(elev) * torch.cos(azim) + - torch.sin(elev) * torch.cos(azim) ) grad_elev = (dist * (math.pi / 180.0) * grad_elev).sum() self.assertTrue(torch.allclose(elev_grad, grad_elev)) diff --git a/tests/test_rasterize_meshes.py b/tests/test_rasterize_meshes.py index 360b2b13..a002d53c 100644 --- a/tests/test_rasterize_meshes.py +++ b/tests/test_rasterize_meshes.py @@ -19,7 +19,7 @@ class TestRasterizeMeshes(unittest.TestCase): device = torch.device("cpu") self._simple_triangle_raster( rasterize_meshes_python, device, bin_size=-1 - ) # don't set binsize + ) self._simple_blurry_raster(rasterize_meshes_python, device, bin_size=-1) self._test_behind_camera(rasterize_meshes_python, device, bin_size=-1) self._test_perspective_correct( @@ -28,10 +28,10 @@ class TestRasterizeMeshes(unittest.TestCase): def test_simple_cpu_naive(self): device = torch.device("cpu") - self._simple_triangle_raster(rasterize_meshes, device) - self._simple_blurry_raster(rasterize_meshes, device) - self._test_behind_camera(rasterize_meshes, device) - self._test_perspective_correct(rasterize_meshes, device) + self._simple_triangle_raster(rasterize_meshes, device, bin_size=0) + self._simple_blurry_raster(rasterize_meshes, device, bin_size=0) + self._test_behind_camera(rasterize_meshes, device, bin_size=0) + self._test_perspective_correct(rasterize_meshes, device, bin_size=0) def test_simple_cuda_naive(self): device = torch.device("cuda:0") @@ -285,14 +285,15 @@ class TestRasterizeMeshes(unittest.TestCase): max_faces_per_bin = 20 device = torch.device("cpu") - meshes = ico_sphere(2, device) + meshes = ico_sphere(2, device) faces = meshes.faces_packed() verts = meshes.verts_packed() faces_verts = verts[faces] num_faces_per_mesh = meshes.num_faces_per_mesh() mesh_to_face_first_idx = meshes.mesh_to_faces_packed_first_idx() - args = ( + + bin_faces_cpu = _C._rasterize_meshes_coarse( faces_verts, mesh_to_face_first_idx, num_faces_per_mesh, @@ -301,17 +302,16 @@ class TestRasterizeMeshes(unittest.TestCase): bin_size, max_faces_per_bin, ) - bin_faces_cpu = _C._rasterize_meshes_coarse(*args) - device = torch.device("cuda:0") - meshes = ico_sphere(2, device) + meshes = meshes.clone().to(device) faces = meshes.faces_packed() verts = meshes.verts_packed() faces_verts = verts[faces] num_faces_per_mesh = meshes.num_faces_per_mesh() mesh_to_face_first_idx = meshes.mesh_to_faces_packed_first_idx() - args = ( + + bin_faces_cuda = _C._rasterize_meshes_coarse( faces_verts, mesh_to_face_first_idx, num_faces_per_mesh, @@ -320,11 +320,11 @@ class TestRasterizeMeshes(unittest.TestCase): bin_size, max_faces_per_bin, ) - bin_faces_cuda = _C._rasterize_meshes_coarse(*args) # Bin faces might not be the same: CUDA version might write them in # any order. But if we sort the non-(-1) elements of the CUDA output # then they should be the same. + for n in range(N): for by in range(bin_faces_cpu.shape[1]): for bx in range(bin_faces_cpu.shape[2]): @@ -456,64 +456,68 @@ class TestRasterizeMeshes(unittest.TestCase): # Run with and without perspective correction idx_f, zbuf_f, bary_f, dists_f = rasterize_meshes_fn(**kwargs) + kwargs["perspective_correct"] = True idx_t, zbuf_t, bary_t, dists_t = rasterize_meshes_fn(**kwargs) + # Expected output tensors in the format with axes +X left, +Y up, +Z in # idx and dists should be the same with or without perspecitve correction # fmt: off idx_expected = torch.tensor([ [-1, -1, -1, -1, -1, -1, -1, -1, -1, -1, -1], # noqa: E241, E201 - [-1, -1, 0, 0, 0, 0, 0, 0, 0, -1, -1], # noqa: E241, E201 - [-1, 0, 0, 0, 0, 0, 0, 0, 0, 0, -1], # noqa: E241, E201 - [-1, 0, 0, 0, 0, 0, 0, 0, 0, 0, -1], # noqa: E241, E201 - [-1, 0, 0, 0, 0, 0, 0, 0, 0, 0, -1], # noqa: E241, E201 - [-1, -1, 0, 0, 0, 0, 0, 0, 0, -1, -1], # noqa: E241, E201 - [-1, -1, 0, 0, 0, 0, 0, 0, 0, -1, -1], # noqa: E241, E201 - [-1, -1, -1, 0, 0, 0, 0, 0, -1, -1, -1], # noqa: E241, E201 - [-1, -1, -1, 0, 0, 0, 0, 0, -1, -1, -1], # noqa: E241, E201 [-1, -1, -1, -1, 0, 0, 0, -1, -1, -1, -1], # noqa: E241, E201 - [-1, -1, -1, -1, -1, -1, -1, -1, -1, -1, -1], # noqa: E241, E201 + [-1, -1, -1, 0, 0, 0, 0, 0, -1, -1, -1], # noqa: E241, E201 + [-1, -1, -1, 0, 0, 0, 0, 0, -1, -1, -1], # noqa: E241, E201 + [-1, -1, 0, 0, 0, 0, 0, 0, 0, -1, -1], # noqa: E241, E201 + [-1, -1, 0, 0, 0, 0, 0, 0, 0, -1, -1], # noqa: E241, E201 + [-1, 0, 0, 0, 0, 0, 0, 0, 0, 0, -1], # noqa: E241, E201 + [-1, 0, 0, 0, 0, 0, 0, 0, 0, 0, -1], # noqa: E241, E201 + [-1, 0, 0, 0, 0, 0, 0, 0, 0, 0, -1], # noqa: E241, E201 + [-1, -1, 0, 0, 0, 0, 0, 0, 0, -1, -1], # noqa: E241, E201 + [-1, -1, -1, -1, -1, -1, -1, -1, -1, -1, -1] # noqa: E241, E201 ], dtype=torch.int64, device=device).view(1, 11, 11, 1) + dists_expected = torch.tensor([ - [-1.0000, -1.0000, -1.0000, -1.0000, -1.0000, -1.0000, -1.0000, -1.0000, -1.0000, -1.0000, -1.0000], # noqa: E241, E201 - [-1.0000, -1.0000, 0.1283, 0.1071, 0.1071, 0.1071, 0.1071, 0.1071, 0.1283, -1.0000, -1.0000], # noqa: E241, E201 - [-1.0000, 0.1283, 0.0423, 0.0212, 0.0212, 0.0212, 0.0212, 0.0212, 0.0423, 0.1283, -1.0000], # noqa: E241, E201 - [-1.0000, 0.1084, 0.0225, -0.0003, -0.0013, -0.0013, -0.0013, -0.0003, 0.0225, 0.1084, -1.0000], # noqa: E241, E201 - [-1.0000, 0.1523, 0.0518, 0.0042, -0.0095, -0.0476, -0.0095, 0.0042, 0.0518, 0.1523, -1.0000], # noqa: E241, E201 - [-1.0000, -1.0000, 0.0955, 0.0214, -0.0003, -0.0320, -0.0003, 0.0214, 0.0955, -1.0000, -1.0000], # noqa: E241, E201 - [-1.0000, -1.0000, 0.1523, 0.0518, 0.0042, -0.0095, 0.0042, 0.0518, 0.1523, -1.0000, -1.0000], # noqa: E241, E201 - [-1.0000, -1.0000, -1.0000, 0.0955, 0.0214, -0.0003, 0.0214, 0.0955, -1.0000, -1.0000, -1.0000], # noqa: E241, E201 - [-1.0000, -1.0000, -1.0000, 0.1523, 0.0542, 0.0212, 0.0542, 0.1523, -1.0000, -1.0000, -1.0000], # noqa: E241, E201 - [-1.0000, -1.0000, -1.0000, -1.0000, 0.1402, 0.1071, 0.1402, -1.0000, -1.0000, -1.0000, -1.0000], # noqa: E241, E201 - [-1.0000, -1.0000, -1.0000, -1.0000, -1.0000, -1.0000, -1.0000, -1.0000, -1.0000, -1.0000, -1.0000], # noqa: E241, E201 + [-1., -1., -1., -1., -1., -1., -1., -1., -1., -1., -1.], # noqa: E241, E201 + [-1., -1., -1., -1., 0.1402, 0.1071, 0.1402, -1., -1., -1., -1.], # noqa: E241, E201 + [-1., -1., - 1., 0.1523, 0.0542, 0.0212, 0.0542, 0.1523, -1., -1., -1.], # noqa: E241, E201 + [-1., -1., -1., 0.0955, 0.0214, -0.0003, 0.0214, 0.0955, -1., -1., -1.], # noqa: E241, E201 + [-1., -1., 0.1523, 0.0518, 0.0042, -0.0095, 0.0042, 0.0518, 0.1523, -1., -1.], # noqa: E241, E201 + [-1., -1., 0.0955, 0.0214, -0.0003, -0.032, -0.0003, 0.0214, 0.0955, -1., -1.], # noqa: E241, E201 + [-1., 0.1523, 0.0518, 0.0042, -0.0095, -0.0476, -0.0095, 0.0042, 0.0518, 0.1523, -1.], # noqa: E241, E201 + [-1., 0.1084, 0.0225, -0.0003, -0.0013, -0.0013, -0.0013, -0.0003, 0.0225, 0.1084, -1.], # noqa: E241, E201 + [-1., 0.1283, 0.0423, 0.0212, 0.0212, 0.0212, 0.0212, 0.0212, 0.0423, 0.1283, -1.], # noqa: E241, E201 + [-1., -1., 0.1283, 0.1071, 0.1071, 0.1071, 0.1071, 0.1071, 0.1283, -1., -1.], # noqa: E241, E201 + [-1., -1., -1., -1., -1., -1., -1., -1., -1., -1., -1.] # noqa: E241, E201 ], dtype=torch.float32, device=device).view(1, 11, 11, 1) # zbuf and barycentric will be different with perspective correction zbuf_f_expected = torch.tensor([ - [-1.0000, -1.0000, -1.0000, -1.0000, -1.0000, -1.0000, -1.0000, -1.0000, -1.0000, -1.0000, -1.0000], # noqa: E241, E201 - [-1.0000, -1.0000, 5.9091, 5.9091, 5.9091, 5.9091, 5.9091, 5.9091, 5.9091, -1.0000, -1.0000], # noqa: E241, E201 - [-1.0000, 8.1818, 8.1818, 8.1818, 8.1818, 8.1818, 8.1818, 8.1818, 8.1818, 8.1818, -1.0000], # noqa: E241, E201 - [-1.0000, 10.4545, 10.4545, 10.4545, 10.4545, 10.4545, 10.4545, 10.4545, 10.4545, 10.4545, -1.0000], # noqa: E241, E201 - [-1.0000, 12.7273, 12.7273, 12.7273, 12.7273, 12.7273, 12.7273, 12.7273, 12.7273, 12.7273, -1.0000], # noqa: E241, E201 - [-1.0000, -1.0000, 15.0000, 15.0000, 15.0000, 15.0000, 15.0000, 15.0000, 15.0000, -1.0000, -1.0000], # noqa: E241, E201 - [-1.0000, -1.0000, 17.2727, 17.2727, 17.2727, 17.2727, 17.2727, 17.2727, 17.2727, -1.0000, -1.0000], # noqa: E241, E201 - [-1.0000, -1.0000, -1.0000, 19.5455, 19.5455, 19.5455, 19.5455, 19.5455, -1.0000, -1.0000, -1.0000], # noqa: E241, E201 - [-1.0000, -1.0000, -1.0000, 21.8182, 21.8182, 21.8182, 21.8182, 21.8182, -1.0000, -1.0000, -1.0000], # noqa: E241, E201 - [-1.0000, -1.0000, -1.0000, -1.0000, 24.0909, 24.0909, 24.0909, -1.0000, -1.0000, -1.0000, -1.0000], # noqa: E241, E201 - [-1.0000, -1.0000, -1.0000, -1.0000, -1.0000, -1.0000, -1.0000, -1.0000, -1.0000, -1.0000, -1.0000], # noqa: E241, E201 + [-1., -1., -1., -1., -1., -1., -1., -1., -1., -1., -1.], # noqa: E241, E201 + [-1., -1., -1., -1., 24.0909, 24.0909, 24.0909, -1., -1., -1., -1.], # noqa: E241, E201 + [-1., -1., -1., 21.8182, 21.8182, 21.8182, 21.8182, 21.8182, -1., -1., -1.], # noqa: E241, E201 + [-1., -1., -1., 19.5455, 19.5455, 19.5455, 19.5455, 19.5455, -1., -1., -1.], # noqa: E241, E201 + [-1., -1., 17.2727, 17.2727, 17.2727, 17.2727, 17.2727, 17.2727, 17.2727, -1., -1.], # noqa: E241, E201 + [-1., -1., 15., 15., 15., 15., 15., 15., 15., -1., -1.], # noqa: E241, E201 + [-1., 12.7273, 12.7273, 12.7273, 12.7273, 12.7273, 12.7273, 12.7273, 12.7273, 12.7273, -1.], # noqa: E241, E201 + [-1., 10.4545, 10.4545, 10.4545, 10.4545, 10.4545, 10.4545, 10.4545, 10.4545, 10.4545, -1.], # noqa: E241, E201 + [-1., 8.1818, 8.1818, 8.1818, 8.1818, 8.1818, 8.1818, 8.1818, 8.1818, 8.1818, -1.], # noqa: E241, E201 + [-1., -1., 5.9091, 5.9091, 5.9091, 5.9091, 5.9091, 5.9091, 5.9091, -1., -1.], # noqa: E241, E201 + [-1., -1., -1., -1., -1., -1., -1., -1., -1., -1., -1.], # noqa: E241, E201 ], dtype=torch.float32, device=device).view(1, 11, 11, 1) + zbuf_t_expected = torch.tensor([ - [-1.0000, -1.0000, -1.0000, -1.0000, -1.0000, -1.0000, -1.0000, -1.0000, -1.0000, -1.0000, -1.0000], # noqa: E241, E201 - [-1.0000, -1.0000, 8.3019, 8.3019, 8.3019, 8.3019, 8.3019, 8.3019, 8.3019, -1.0000, -1.0000], # noqa: E241, E201 - [-1.0000, 9.1667, 9.1667, 9.1667, 9.1667, 9.1667, 9.1667, 9.1667, 9.1667, 9.1667, -1.0000], # noqa: E241, E201 - [-1.0000, 10.2326, 10.2326, 10.2326, 10.2326, 10.2326, 10.2326, 10.2326, 10.2326, 10.2326, -1.0000], # noqa: E241, E201 - [-1.0000, 11.5789, 11.5789, 11.5789, 11.5789, 11.5789, 11.5789, 11.5789, 11.5789, 11.5789, -1.0000], # noqa: E241, E201 - [-1.0000, -1.0000, 13.3333, 13.3333, 13.3333, 13.3333, 13.3333, 13.3333, 13.3333, -1.0000, -1.0000], # noqa: E241, E201 - [-1.0000, -1.0000, 15.7143, 15.7143, 15.7143, 15.7143, 15.7143, 15.7143, 15.7143, -1.0000, -1.0000], # noqa: E241, E201 - [-1.0000, -1.0000, -1.0000, 19.1304, 19.1304, 19.1304, 19.1304, 19.1304, -1.0000, -1.0000, -1.0000], # noqa: E241, E201 - [-1.0000, -1.0000, -1.0000, 24.4444, 24.4444, 24.4444, 24.4444, 24.4444, -1.0000, -1.0000, -1.0000], # noqa: E241, E201 - [-1.0000, -1.0000, -1.0000, -1.0000, 33.8462, 33.8462, 33.8461, -1.0000, -1.0000, -1.0000, -1.0000], # noqa: E241, E201 - [-1.0000, -1.0000, -1.0000, -1.0000, -1.0000, -1.0000, -1.0000, -1.0000, -1.0000, -1.0000, -1.0000], # noqa: E241, E201 + [-1., -1., -1., -1., -1., -1., -1., -1., -1., -1., -1.], # noqa: E241, E201 + [-1., -1., -1., -1., 33.8461, 33.8462, 33.8462, -1., -1., -1., -1.], # noqa: E241, E201 + [-1., -1., -1., 24.4444, 24.4444, 24.4444, 24.4444, 24.4444, -1., -1., -1.], # noqa: E241, E201 + [-1., -1., -1., 19.1304, 19.1304, 19.1304, 19.1304, 19.1304, -1., -1., -1.], # noqa: E241, E201 + [-1., -1., 15.7143, 15.7143, 15.7143, 15.7143, 15.7143, 15.7143, 15.7143, -1., -1.], # noqa: E241, E201 + [-1., -1., 13.3333, 13.3333, 13.3333, 13.3333, 13.3333, 13.3333, 13.3333, -1., -1.], # noqa: E241, E201 + [-1., 11.5789, 11.5789, 11.5789, 11.5789, 11.5789, 11.5789, 11.5789, 11.5789, 11.5789, -1.], # noqa: E241, E201 + [-1., 10.2326, 10.2326, 10.2326, 10.2326, 10.2326, 10.2326, 10.2326, 10.2326, 10.2326, -1.], # noqa: E241, E201 + [-1., 9.1667, 9.1667, 9.1667, 9.1667, 9.1667, 9.1667, 9.1667, 9.1667, 9.1667, -1.], # noqa: E241, E201 + [-1., -1., 8.3019, 8.3019, 8.3019, 8.3019, 8.3019, 8.3019, 8.3019, -1., -1.], # noqa: E241, E201 + [-1., -1., -1., -1., -1., -1., -1., -1., -1., -1., -1.] # noqa: E241, E201 ], dtype=torch.float32, device=device).view(1, 11, 11, 1) # fmt: on @@ -618,9 +622,10 @@ class TestRasterizeMeshes(unittest.TestCase): def _simple_triangle_raster(self, raster_fn, device, bin_size=None): image_size = 10 - # Mesh with a single face. + # Mesh with a single non-symmetrical face - this will help + # check that the XY directions are correctly oriented. verts0 = torch.tensor( - [[-0.7, -0.4, 0.1], [0.0, 0.6, 0.1], [0.7, -0.4, 0.1]], + [[-0.3, -0.4, 0.1], [0.0, 0.6, 0.1], [0.9, -0.4, 0.1]], dtype=torch.float32, device=device, ) @@ -630,7 +635,7 @@ class TestRasterizeMeshes(unittest.TestCase): # fmt: off verts1 = torch.tensor( [ - [-0.7, -0.4, 0.1], # noqa: E241, E201 + [-0.9, -0.2, 0.1], # noqa: E241, E201 [ 0.0, 0.6, 0.1], # noqa: E241, E201 [ 0.7, -0.4, 0.1], # noqa: E241, E201 [-0.7, 0.4, 0.5], # noqa: E241, E201 @@ -645,6 +650,8 @@ class TestRasterizeMeshes(unittest.TestCase): [[1, 0, 2], [3, 4, 5]], dtype=torch.int64, device=device ) + # Expected output tensors in the format with axes +X left, +Y up, +Z in + # k = 0, closest point. # fmt off expected_p2face_k0 = torch.tensor( [ @@ -652,10 +659,10 @@ class TestRasterizeMeshes(unittest.TestCase): [-1, -1, -1, -1, -1, -1, -1, -1, -1, -1], # noqa: E241, E201 [-1, -1, -1, -1, -1, -1, -1, -1, -1, -1], # noqa: E241, E201 [-1, -1, -1, -1, -1, -1, -1, -1, -1, -1], # noqa: E241, E201 - [-1, -1, 0, 0, 0, 0, 0, 0, -1, -1], # noqa: E241, E201 - [-1, -1, -1, 0, 0, 0, 0, -1, -1, -1], # noqa: E241, E201 - [-1, -1, -1, 0, 0, 0, 0, -1, -1, -1], # noqa: E241, E201 - [-1, -1, -1, -1, 0, 0, -1, -1, -1, -1], # noqa: E241, E201 + [-1, -1, -1, -1, 0, -1, -1, -1, -1, -1], # noqa: E241, E201 + [-1, -1, -1, 0, 0, 0, -1, -1, -1, -1], # noqa: E241, E201 + [-1, -1, 0, 0, 0, 0, -1, -1, -1, -1], # noqa: E241, E201 + [-1, 0, 0, 0, 0, 0, -1, -1, -1, -1], # noqa: E241, E201 [-1, -1, -1, -1, -1, -1, -1, -1, -1, -1], # noqa: E241, E201 [-1, -1, -1, -1, -1, -1, -1, -1, -1, -1], # noqa: E241, E201 [-1, -1, -1, -1, -1, -1, -1, -1, -1, -1], # noqa: E241, E201 @@ -663,11 +670,11 @@ class TestRasterizeMeshes(unittest.TestCase): [ [-1, -1, -1, -1, -1, -1, -1, -1, -1, -1], # noqa: E241, E201 [-1, -1, -1, -1, -1, -1, -1, -1, -1, -1], # noqa: E241, E201 - [-1, -1, -1, -1, -1, -1, -1, -1, -1, -1], # noqa: E241, E201 - [-1, -1, 1, 1, 1, 1, 1, 1, -1, -1], # noqa: E241, E201 - [-1, -1, -1, 1, 1, 1, 1, -1, -1, -1], # noqa: E241, E201 - [-1, -1, -1, 1, 1, 1, 1, -1, -1, -1], # noqa: E241, E201 - [-1, -1, 2, 2, 1, 1, 2, 2, -1, -1], # noqa: E241, E201 + [-1, -1, -1, -1, -1, 1, -1, -1, -1, -1], # noqa: E241, E201 + [-1, -1, 2, 2, 1, 1, 1, 2, -1, -1], # noqa: E241, E201 + [-1, -1, -1, 1, 1, 1, 1, 1, -1, -1], # noqa: E241, E201 + [-1, -1, -1, 1, 1, 1, 1, 1, 1, -1], # noqa: E241, E201 + [-1, -1, 1, 1, 1, 2, -1, -1, -1, -1], # noqa: E241, E201 [-1, -1, -1, -1, -1, -1, -1, -1, -1, -1], # noqa: E241, E201 [-1, -1, -1, -1, -1, -1, -1, -1, -1, -1], # noqa: E241, E201 [-1, -1, -1, -1, -1, -1, -1, -1, -1, -1], # noqa: E241, E201 @@ -677,49 +684,37 @@ class TestRasterizeMeshes(unittest.TestCase): device=device, ) expected_zbuf_k0 = torch.tensor( + [ [ - [ - [-1, -1, -1, -1, -1, -1, -1, -1, -1, -1], # noqa: E241, E201 - [-1, -1, -1, -1, -1, -1, -1, -1, -1, -1], # noqa: E241, E201 - [-1, -1, -1, -1, -1, -1, -1, -1, -1, -1], # noqa: E241, E201 - [-1, -1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, -1, -1], # noqa: E241, E201 - [-1, -1, -1, 0.1, 0.1, 0.1, 0.1, -1, -1, -1], # noqa: E241, E201 - [-1, -1, -1, 0.1, 0.1, 0.1, 0.1, -1, -1, -1], # noqa: E241, E201 - [-1, -1, -1, -1, 0.1, 0.1, -1, -1, -1, -1], # noqa: E241, E201 - [-1, -1, -1, -1, -1, -1, -1, -1, -1, -1], # noqa: E241, E201 - [-1, -1, -1, -1, -1, -1, -1, -1, -1, -1], # noqa: E241, E201 - [-1, -1, -1, -1, -1, -1, -1, -1, -1, -1], # noqa: E241, E201 - ], - [ - [-1, -1, -1, -1, -1, -1, -1, -1, -1, -1], # noqa: E241, E201 - [-1, -1, -1, -1, -1, -1, -1, -1, -1, -1], # noqa: E241, E201 - [-1, -1, -1, -1, -1, -1, -1, -1, -1, -1], # noqa: E241, E201 - [-1, -1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, -1, -1], # noqa: E241, E201 - [-1, -1, -1, 0.1, 0.1, 0.1, 0.1, -1, -1, -1], # noqa: E241, E201 - [-1, -1, -1, 0.1, 0.1, 0.1, 0.1, -1, -1, -1], # noqa: E241, E201 - [-1, -1, 0.5, 0.5, 0.1, 0.1, 0.5, 0.5, -1, -1], # noqa: E241, E201 - [-1, -1, -1, -1, -1, -1, -1, -1, -1, -1], # noqa: E241, E201 - [-1, -1, -1, -1, -1, -1, -1, -1, -1, -1], # noqa: E241, E201 - [-1, -1, -1, -1, -1, -1, -1, -1, -1, -1], # noqa: E241, E201 - ], + [-1, -1, -1, -1, -1, -1, -1, -1, -1, -1], # noqa: E241, E201 + [-1, -1, -1, -1, -1, -1, -1, -1, -1, -1], # noqa: E241, E201 + [-1, -1, -1, -1, -1, -1, -1, -1, -1, -1], # noqa: E241, E201 + [-1, -1, -1, -1, 0.1, -1, -1, -1, -1, -1], # noqa: E241, E201 + [-1, -1, -1, 0.1, 0.1, 0.1, -1, -1, -1, -1], # noqa: E241, E201 + [-1, -1, 0.1, 0.1, 0.1, 0.1, -1, -1, -1, -1], # noqa: E241, E201 + [-1, 0.1, 0.1, 0.1, 0.1, 0.1, -1, -1, -1, -1], # noqa: E241, E201 + [-1, -1, -1, -1, -1, -1, -1, -1, -1, -1], # noqa: E241, E201 + [-1, -1, -1, -1, -1, -1, -1, -1, -1, -1], # noqa: E241, E201 + [-1, -1, -1, -1, -1, -1, -1, -1, -1, -1] # noqa: E241, E201 ], + [ + [-1, -1, -1, -1, -1, -1, -1, -1, -1, -1], # noqa: E241, E201 + [-1, -1, -1, -1, -1, -1, -1, -1, -1, -1], # noqa: E241, E201 + [-1, -1, -1, -1, -1, 0.1, -1, -1, -1, -1], # noqa: E241, E201 + [-1, -1, 0.5, 0.5, 0.1, 0.1, 0.1, 0.5, -1, -1], # noqa: E241, E201 + [-1, -1, -1, 0.1, 0.1, 0.1, 0.1, 0.1, -1, -1], # noqa: E241, E201 + [-1, -1, -1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, -1], # noqa: E241, E201 + [-1, -1, 0.1, 0.1, 0.1, 0.5, -1, -1, -1, -1], # noqa: E241, E201 + [-1, -1, -1, -1, -1, -1, -1, -1, -1, -1], # noqa: E241, E201 + [-1, -1, -1, -1, -1, -1, -1, -1, -1, -1], # noqa: E241, E201 + [-1, -1, -1, -1, -1, -1, -1, -1, -1, -1] # noqa: E241, E201 + ] + ], device=device, ) # fmt: on meshes = Meshes(verts=[verts0, verts1], faces=[faces0, faces1]) - if bin_size == -1: - # simple python case with no binning - p2face, zbuf, bary, pix_dists = raster_fn( - meshes, image_size, 0.0, 2 - ) - else: - p2face, zbuf, bary, pix_dists = raster_fn( - meshes, image_size, 0.0, 2, bin_size - ) - # k = 0, closest point. - self.assertTrue(torch.allclose(p2face[..., 0], expected_p2face_k0)) - self.assertTrue(torch.allclose(zbuf[..., 0], expected_zbuf_k0)) # k = 1, second closest point. expected_p2face_k1 = expected_p2face_k0.clone() @@ -729,18 +724,18 @@ class TestRasterizeMeshes(unittest.TestCase): # fmt: off expected_p2face_k1[1, :] = torch.tensor( - [ - [-1, -1, -1, -1, -1, -1, -1, -1, -1, -1], # noqa: E241, E201 - [-1, -1, -1, -1, -1, -1, -1, -1, -1, -1], # noqa: E241, E201 - [-1, -1, -1, -1, -1, -1, -1, -1, -1, -1], # noqa: E241, E201 - [-1, -1, -1, -1, 2, 2, -1, -1, -1, -1], # noqa: E241, E201 - [-1, -1, -1, 2, 2, 2, 2, -1, -1, -1], # noqa: E241, E201 - [-1, -1, -1, 2, 2, 2, 2, -1, -1, -1], # noqa: E241, E201 - [-1, -1, -1, -1, 2, 2, -1, -1, -1, -1], # noqa: E241, E201 - [-1, -1, -1, -1, -1, -1, -1, -1, -1, -1], # noqa: E241, E201 - [-1, -1, -1, -1, -1, -1, -1, -1, -1, -1], # noqa: E241, E201 - [-1, -1, -1, -1, -1, -1, -1, -1, -1, -1], # noqa: E241, E201 - ], + [ + [-1, -1, -1, -1, -1, -1, -1, -1, -1, -1], # noqa: E241, E201 + [-1, -1, -1, -1, -1, -1, -1, -1, -1, -1], # noqa: E241, E201 + [-1, -1, -1, -1, -1, -1, -1, -1, -1, -1], # noqa: E241, E201 + [-1, -1, -1, -1, 2, 2, 2, -1, -1, -1], # noqa: E241, E201 + [-1, -1, -1, 2, 2, 2, 2, -1, -1, -1], # noqa: E241, E201 + [-1, -1, -1, 2, 2, 2, 2, -1, -1, -1], # noqa: E241, E201 + [-1, -1, -1, -1, 2, -1, -1, -1, -1, -1], # noqa: E241, E201 + [-1, -1, -1, -1, -1, -1, -1, -1, -1, -1], # noqa: E241, E201 + [-1, -1, -1, -1, -1, -1, -1, -1, -1, -1], # noqa: E241, E201 + [-1, -1, -1, -1, -1, -1, -1, -1, -1, -1] # noqa: E241, E201 + ], dtype=torch.int64, device=device, ) @@ -748,21 +743,35 @@ class TestRasterizeMeshes(unittest.TestCase): expected_zbuf_k1[0, :] = torch.ones_like(expected_zbuf_k1[0, :]) * -1 expected_zbuf_k1[1, :] = torch.tensor( [ - [-1, -1, -1, -1, -1, -1, -1, -1, -1, -1], # noqa: E241, E201 - [-1, -1, -1, -1, -1, -1, -1, -1, -1, -1], # noqa: E241, E201 - [-1, -1, -1, -1, -1, -1, -1, -1, -1, -1], # noqa: E241, E201 - [-1, -1, -1, -1, 0.5, 0.5, -1, -1, -1, -1], # noqa: E241, E201 - [-1, -1, -1, 0.5, 0.5, 0.5, 0.5, -1, -1, -1], # noqa: E241, E201 - [-1, -1, -1, 0.5, 0.5, 0.5, 0.5, -1, -1, -1], # noqa: E241, E201 - [-1, -1, -1, -1, 0.5, 0.5, -1, -1, -1, -1], # noqa: E241, E201 - [-1, -1, -1, -1, -1, -1, -1, -1, -1, -1], # noqa: E241, E201 - [-1, -1, -1, -1, -1, -1, -1, -1, -1, -1], # noqa: E241, E201 - [-1, -1, -1, -1, -1, -1, -1, -1, -1, -1], # noqa: E241, E201 + [-1., -1., -1., -1., -1., -1., -1., -1., -1., -1.], # noqa: E241, E201 + [-1., -1., -1., -1., -1., -1., -1., -1., -1., -1.], # noqa: E241, E201 + [-1., -1., -1., -1., -1., -1., -1., -1., -1., -1.], # noqa: E241, E201 + [-1., -1., -1., -1., 0.5, 0.5, 0.5, -1., -1., -1.], # noqa: E241, E201 + [-1., -1., -1., 0.5, 0.5, 0.5, 0.5, -1., -1., -1.], # noqa: E241, E201 + [-1., -1., -1., 0.5, 0.5, 0.5, 0.5, -1., -1., -1.], # noqa: E241, E201 + [-1., -1., -1., -1., 0.5, -1., -1., -1., -1., -1.], # noqa: E241, E201 + [-1., -1., -1., -1., -1., -1., -1., -1., -1., -1.], # noqa: E241, E201 + [-1., -1., -1., -1., -1., -1., -1., -1., -1., -1.], # noqa: E241, E201 + [-1., -1., -1., -1., -1., -1., -1., -1., -1., -1.] # noqa: E241, E201 ], dtype=torch.float32, device=device, ) # fmt: on + + # Coordinate conventions +Y up, +Z in, +X left + if bin_size == -1: + # simple python, no bin_size + p2face, zbuf, bary, pix_dists = raster_fn( + meshes, image_size, 0.0, 2 + ) + else: + p2face, zbuf, bary, pix_dists = raster_fn( + meshes, image_size, 0.0, 2, bin_size + ) + + self.assertTrue(torch.allclose(p2face[..., 0], expected_p2face_k0)) + self.assertTrue(torch.allclose(zbuf[..., 0], expected_zbuf_k0)) self.assertTrue(torch.allclose(p2face[..., 1], expected_p2face_k1)) self.assertTrue(torch.allclose(zbuf[..., 1], expected_zbuf_k1)) @@ -778,9 +787,9 @@ class TestRasterizeMeshes(unittest.TestCase): # fmt: off verts = torch.tensor( [ - [ -0.5, 0.0, 0.1], # noqa: E241, E201 + [ -0.3, 0.0, 0.1], # noqa: E241, E201 [ 0.0, 0.6, 0.1], # noqa: E241, E201 - [ 0.5, 0.0, 0.1], # noqa: E241, E201 + [ 0.8, 0.0, 0.1], # noqa: E241, E201 [-0.25, 0.0, 0.9], # noqa: E241, E201 [0.25, 0.5, 0.9], # noqa: E241, E201 [0.75, 0.0, 0.9], # noqa: E241, E201 @@ -794,6 +803,8 @@ class TestRasterizeMeshes(unittest.TestCase): dtype=torch.float32, device=device, ) + # Face with index 0 is non symmetric about the X and Y axis to + # test that the positive Y and X directions are correct in the output. faces_packed = torch.tensor( [[1, 0, 2], [4, 3, 5], [7, 6, 8], [10, 9, 11]], dtype=torch.int64, @@ -803,12 +814,12 @@ class TestRasterizeMeshes(unittest.TestCase): [ [-1, -1, -1, -1, -1, -1, -1, -1, -1, -1], # noqa: E241, E201 [-1, -1, -1, -1, -1, -1, -1, -1, -1, -1], # noqa: E241, E201 + [-1, 2, 2, 0, 0, 0, -1, -1, -1, -1], # noqa: E241, E201 + [-1, 2, 0, 0, 0, 0, -1, -1, -1, -1], # noqa: E241, E201 + [-1, 0, 0, 0, 0, 0, 0, -1, -1, -1], # noqa: E241, E201 + [-1, 0, 0, 0, 0, 0, 0, -1, -1, -1], # noqa: E241, E201 [-1, -1, -1, -1, -1, -1, -1, -1, -1, -1], # noqa: E241, E201 [-1, -1, -1, -1, -1, -1, -1, -1, -1, -1], # noqa: E241, E201 - [-1, -1, 0, 0, 0, 0, 0, 0, 2, -1], # noqa: E241, E201 - [-1, -1, 0, 0, 0, 0, 0, 0, 2, -1], # noqa: E241, E201 - [-1, -1, -1, 0, 0, 0, 0, 2, 2, -1], # noqa: E241, E201 - [-1, -1, -1, -1, 0, 0, 2, 2, 2, -1], # noqa: E241, E201 [-1, -1, -1, -1, -1, -1, -1, -1, -1, -1], # noqa: E241, E201 [-1, -1, -1, -1, -1, -1, -1, -1, -1, -1], # noqa: E241, E201 ], @@ -817,16 +828,16 @@ class TestRasterizeMeshes(unittest.TestCase): ) expected_zbuf = torch.tensor( [ - [-1, -1, -1, -1, -1, -1, -1, -1, -1, -1], # noqa: E241, E201 - [-1, -1, -1, -1, -1, -1, -1, -1, -1, -1], # noqa: E241, E201 - [-1, -1, -1, -1, -1, -1, -1, -1, -1, -1], # noqa: E241, E201 - [-1, -1, -1, -1, -1, -1, -1, -1, -1, -1], # noqa: E241, E201 - [-1, -1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.5, -1], # noqa: E241, E201 - [-1, -1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.5, -1], # noqa: E241, E201 - [-1, -1, -1, 0.1, 0.1, 0.1, 0.1, 0.5, 0.5, -1], # noqa: E241, E201 - [-1, -1, -1, -1, 0.1, 0.1, 0.5, 0.5, 0.5, -1], # noqa: E241, E201 - [-1, -1, -1, -1, -1, -1, -1, -1, -1, -1], # noqa: E241, E201 - [-1, -1, -1, -1, -1, -1, -1, -1, -1, -1], # noqa: E241, E201 + [-1., -1., -1., -1., -1., -1., -1., -1., -1., -1.], # noqa: E241, E201 + [-1., -1., -1., -1., -1., -1., -1., -1., -1., -1.], # noqa: E241, E201 + [-1., 0.5, 0.5, 0.1, 0.1, 0.1, -1., -1., -1., -1.], # noqa: E241, E201 + [-1., 0.5, 0.1, 0.1, 0.1, 0.1, -1., -1., -1., -1.], # noqa: E241, E201 + [-1., 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, -1., -1., -1.], # noqa: E241, E201 + [-1., 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, -1., -1., -1.], # noqa: E241, E201 + [-1., -1., -1., -1., -1., -1., -1., -1., -1., -1.], # noqa: E241, E201 + [-1., -1., -1., -1., -1., -1., -1., -1., -1., -1.], # noqa: E241, E201 + [-1., -1., -1., -1., -1., -1., -1., -1., -1., -1.], # noqa: E241, E201 + [-1., -1., -1., -1., -1., -1., -1., -1., -1., -1.] # noqa: E241, E201 ], dtype=torch.float32, device=device, @@ -837,7 +848,7 @@ class TestRasterizeMeshes(unittest.TestCase): faces = faces_packed[order] # rearrange order of faces. mesh = Meshes(verts=[verts], faces=[faces]) if bin_size == -1: - # simple python case with no binning + # simple python, no bin size arg pix_to_face, zbuf, bary_coords, dists = raster_fn( mesh, image_size, blur_radius, faces_per_pixel ) @@ -845,7 +856,6 @@ class TestRasterizeMeshes(unittest.TestCase): pix_to_face, zbuf, bary_coords, dists = raster_fn( mesh, image_size, blur_radius, faces_per_pixel, bin_size ) - if i == 0: expected_dists = dists p2f = expected_p2f.clone() @@ -861,33 +871,37 @@ class TestRasterizeMeshes(unittest.TestCase): def _test_coarse_rasterize(self, device): image_size = 16 - blur_radius = 0.2 ** 2 + # No blurring. This test checks that the XY directions are + # correctly oriented. + blur_radius = 0.0 bin_size = 8 max_faces_per_bin = 3 # fmt: off verts = torch.tensor( [ - [-0.5, 0.0, 0.1], # noqa: E241, E201 - [ 0.0, 0.6, 0.1], # noqa: E241, E201 - [ 0.5, 0.0, 0.1], # noqa: E241, E201 - [-0.3, 0.0, 0.4], # noqa: E241, E201 - [ 0.3, 0.5, 0.4], # noqa: E241, E201 - [0.75, 0.0, 0.4], # noqa: E241, E201 - [-0.4, -0.3, 0.9], # noqa: E241, E201 - [ 0.2, -0.7, 0.9], # noqa: E241, E201 - [ 0.4, -0.3, 0.9], # noqa: E241, E201 - [-0.4, 0.0, -1.5], # noqa: E241, E201 - [ 0.6, 0.6, -1.5], # noqa: E241, E201 - [ 0.8, 0.0, -1.5], # noqa: E241, E201 + [-0.5, 0.1, 0.1], # noqa: E241, E201 + [-0.3, 0.6, 0.1], # noqa: E241, E201 + [-0.1, 0.1, 0.1], # noqa: E241, E201 + [-0.3, -0.1, 0.4], # noqa: E241, E201 + [ 0.3, 0.5, 0.4], # noqa: E241, E201 + [0.75, -0.1, 0.4], # noqa: E241, E201 + [ 0.2, -0.3, 0.9], # noqa: E241, E201 + [ 0.3, -0.7, 0.9], # noqa: E241, E201 + [ 0.6, -0.3, 0.9], # noqa: E241, E201 + [-0.4, 0.0, -1.5], # noqa: E241, E201 + [ 0.6, 0.6, -1.5], # noqa: E241, E201 + [ 0.8, 0.0, -1.5], # noqa: E241, E201 ], device=device, ) + # Expected faces using axes convention +Y down, + X right, +Z in + # Non symmetrical triangles i.e face 0 and 3 are in one bin only faces = torch.tensor( [ - [ 1, 0, 2], # noqa: E241, E201 bin 00 and bin 01 - [ 4, 3, 5], # noqa: E241, E201 bin 00 and bin 01 - [ 7, 6, 8], # noqa: E241, E201 bin 10 and bin 11 + [ 1, 0, 2], # noqa: E241, E201 bin 01 only + [ 4, 3, 5], # noqa: E241, E201 all bins + [ 7, 6, 8], # noqa: E241, E201 bin 10 only [10, 9, 11], # noqa: E241, E201 negative z, should not appear. ], dtype=torch.int64, @@ -900,16 +914,19 @@ class TestRasterizeMeshes(unittest.TestCase): num_faces_per_mesh = meshes.num_faces_per_mesh() mesh_to_face_first_idx = meshes.mesh_to_faces_packed_first_idx() + # Expected faces using axes convention +Y down, + X right, + Z in bin_faces_expected = ( torch.ones( (1, 2, 2, max_faces_per_bin), dtype=torch.int32, device=device ) * -1 ) - bin_faces_expected[0, 0, 0, 0:2] = torch.tensor([0, 1]) + bin_faces_expected[0, 0, 0, 0] = torch.tensor([1]) + bin_faces_expected[0, 1, 0, 0:2] = torch.tensor([1, 2]) bin_faces_expected[0, 0, 1, 0:2] = torch.tensor([0, 1]) - bin_faces_expected[0, 1, 0, 0:3] = torch.tensor([0, 1, 2]) - bin_faces_expected[0, 1, 1, 0:3] = torch.tensor([0, 1, 2]) + bin_faces_expected[0, 1, 1, 0] = torch.tensor([1]) + + # +Y up, +X left, +Z in bin_faces = _C._rasterize_meshes_coarse( faces_verts, mesh_to_face_first_idx, @@ -919,9 +936,8 @@ class TestRasterizeMeshes(unittest.TestCase): bin_size, max_faces_per_bin, ) - bin_faces_same = ( - bin_faces.squeeze().flip(dims=[0]) == bin_faces_expected - ).all() + # Flip x and y axis of output before comparing to expected + bin_faces_same = (bin_faces.squeeze() == bin_faces_expected).all() self.assertTrue(bin_faces_same.item() == 1) @staticmethod diff --git a/tests/test_rendering_meshes.py b/tests/test_rendering_meshes.py index 93e7ebf7..698333e0 100644 --- a/tests/test_rendering_meshes.py +++ b/tests/test_rendering_meshes.py @@ -72,20 +72,25 @@ class TestRenderingMeshes(unittest.TestCase): # Init rasterizer settings if elevated_camera: - R, T = look_at_view_transform(2.7, 45.0, 0.0) + # Elevated and rotated camera + R, T = look_at_view_transform(dist=2.7, elev=45.0, azim=45.0) postfix = "_elevated_camera" + # If y axis is up, the spot of light should + # be on the bottom left of the sphere. else: + # No elevation or azimuth rotation R, T = look_at_view_transform(2.7, 0.0, 0.0) postfix = "" cameras = OpenGLPerspectiveCameras(device=device, R=R, T=T) - raster_settings = RasterizationSettings( - image_size=512, blur_radius=0.0, faces_per_pixel=1, bin_size=0 - ) # Init shader settings materials = Materials(device=device) lights = PointLights(device=device) - lights.location = torch.tensor([0.0, 0.0, -2.0], device=device)[None] + lights.location = torch.tensor([0.0, 0.0, +2.0], device=device)[None] + + raster_settings = RasterizationSettings( + image_size=512, blur_radius=0.0, faces_per_pixel=1, bin_size=0 + ) # Init renderer rasterizer = MeshRasterizer( @@ -107,15 +112,16 @@ class TestRenderingMeshes(unittest.TestCase): # Load reference image image_ref_phong = load_rgb_image( - "test_simple_sphere_illuminated%s.png" % postfix + "test_simple_sphere_light%s.png" % postfix ) self.assertTrue(torch.allclose(rgb, image_ref_phong, atol=0.05)) - ################################### - # Move the light behind the object - ################################### - # Check the image is dark - lights.location[..., 2] = +2.0 + ######################################################## + # Move the light to the +z axis in world space so it is + # behind the sphere. Note that +Z is in, +Y up, + # +X left for both world and camera space. + ######################################################## + lights.location[..., 2] = -2.0 images = renderer(sphere_mesh, lights=lights) rgb = images[0, ..., :3].squeeze().cpu() if DEBUG: @@ -133,7 +139,7 @@ class TestRenderingMeshes(unittest.TestCase): ###################################### # Change the shader to a GouraudShader ###################################### - lights.location = torch.tensor([0.0, 0.0, -2.0], device=device)[None] + lights.location = torch.tensor([0.0, 0.0, +2.0], device=device)[None] renderer = MeshRenderer( rasterizer=rasterizer, shader=HardGouraudShader( @@ -143,7 +149,7 @@ class TestRenderingMeshes(unittest.TestCase): images = renderer(sphere_mesh) rgb = images[0, ..., :3].squeeze().cpu() if DEBUG: - filename = "DEBUG_simple_sphere_light_gourad%s.png" % postfix + filename = "DEBUG_simple_sphere_light_gouraud%s.png" % postfix Image.fromarray((rgb.numpy() * 255).astype(np.uint8)).save( DATA_DIR / filename ) @@ -157,7 +163,6 @@ class TestRenderingMeshes(unittest.TestCase): ###################################### # Change the shader to a HardFlatShader ###################################### - lights.location = torch.tensor([0.0, 0.0, -2.0], device=device)[None] renderer = MeshRenderer( rasterizer=rasterizer, shader=HardFlatShader( @@ -217,7 +222,7 @@ class TestRenderingMeshes(unittest.TestCase): # Init shader settings materials = Materials(device=device) lights = PointLights(device=device) - lights.location = torch.tensor([0.0, 0.0, -2.0], device=device)[None] + lights.location = torch.tensor([0.0, 0.0, +2.0], device=device)[None] # Init renderer renderer = MeshRenderer( @@ -231,7 +236,7 @@ class TestRenderingMeshes(unittest.TestCase): images = renderer(sphere_meshes) # Load ref image - image_ref = load_rgb_image("test_simple_sphere_illuminated.png") + image_ref = load_rgb_image("test_simple_sphere_light.png") for i in range(batch_size): rgb = images[i, ..., :3].squeeze().cpu() @@ -261,7 +266,7 @@ class TestRenderingMeshes(unittest.TestCase): ) # Init rasterizer settings - R, T = look_at_view_transform(2.7, 10, 20) + R, T = look_at_view_transform(2.7, 0, 0) cameras = OpenGLPerspectiveCameras(device=device, R=R, T=T) # Init renderer @@ -275,7 +280,7 @@ class TestRenderingMeshes(unittest.TestCase): alpha = images[0, ..., 3].squeeze().cpu() if DEBUG: Image.fromarray((alpha.numpy() * 255).astype(np.uint8)).save( - DATA_DIR / "DEBUG_silhouette_grad.png" + DATA_DIR / "DEBUG_silhouette.png" ) with Image.open(image_ref_filename) as raw_image_ref: @@ -292,7 +297,8 @@ class TestRenderingMeshes(unittest.TestCase): def test_texture_map(self): """ - Test a mesh with a texture map is loaded and rendered correctly + Test a mesh with a texture map is loaded and rendered correctly. + The pupils in the eyes of the cow should always be looking to the left. """ device = torch.device("cuda:0") DATA_DIR = ( @@ -304,7 +310,7 @@ class TestRenderingMeshes(unittest.TestCase): mesh = load_objs_as_meshes([obj_filename], device=device) # Init rasterizer settings - R, T = look_at_view_transform(2.7, 10, 20) + R, T = look_at_view_transform(2.7, 0, 0) cameras = OpenGLPerspectiveCameras(device=device, R=R, T=T) raster_settings = RasterizationSettings( image_size=512, blur_radius=0.0, faces_per_pixel=1, bin_size=0 @@ -313,7 +319,10 @@ class TestRenderingMeshes(unittest.TestCase): # Init shader settings materials = Materials(device=device) lights = PointLights(device=device) - lights.location = torch.tensor([0.0, 0.0, -2.0], device=device)[None] + + # Place light behind the cow in world space. The front of + # the cow is facing the -z direction. + lights.location = torch.tensor([0.0, 0.0, 2.0], device=device)[None] # Init renderer renderer = MeshRenderer( @@ -328,18 +337,13 @@ class TestRenderingMeshes(unittest.TestCase): rgb = images[0, ..., :3].squeeze().cpu() # Load reference image - image_ref = load_rgb_image("test_texture_map.png") + image_ref = load_rgb_image("test_texture_map_back.png") if DEBUG: Image.fromarray((rgb.numpy() * 255).astype(np.uint8)).save( - DATA_DIR / "DEBUG_texture_map.png" + DATA_DIR / "DEBUG_texture_map_back.png" ) - # There's a calculation instability on the corner of the ear of the cow. - # We ignore that pixel. - image_ref[137, 166] = 0 - rgb[137, 166] = 0 - self.assertTrue(torch.allclose(rgb, image_ref, atol=0.05)) # Check grad exists @@ -352,10 +356,31 @@ class TestRenderingMeshes(unittest.TestCase): images[0, ...].sum().backward() self.assertIsNotNone(verts.grad) + ########################################## + # Check rendering of the front of the cow + ########################################## + + R, T = look_at_view_transform(2.7, 0, 180) + cameras = OpenGLPerspectiveCameras(device=device, R=R, T=T) + + # Move light to the front of the cow in world space + lights.location = torch.tensor([0.0, 0.0, -2.0], device=device)[None] + images = renderer(mesh, cameras=cameras, lights=lights) + rgb = images[0, ..., :3].squeeze().cpu() + + # Load reference image + image_ref = load_rgb_image("test_texture_map_front.png") + + if DEBUG: + Image.fromarray((rgb.numpy() * 255).astype(np.uint8)).save( + DATA_DIR / "DEBUG_texture_map_front.png" + ) + ################################# # Add blurring to rasterization ################################# - + R, T = look_at_view_transform(2.7, 0, 180) + cameras = OpenGLPerspectiveCameras(device=device, R=R, T=T) blend_params = BlendParams(sigma=5e-4, gamma=1e-4) raster_settings = RasterizationSettings( image_size=512, @@ -366,6 +391,7 @@ class TestRenderingMeshes(unittest.TestCase): images = renderer( mesh.clone(), + cameras=cameras, raster_settings=raster_settings, blend_params=blend_params, )