{ "cells": [ { "cell_type": "code", "execution_count": 1, "id": "charming-representation", "metadata": {}, "outputs": [], "source": [ "import torch\n", "import numpy as np\n", "import gradoptics as optics\n", "import matplotlib.pyplot as plt\n", "from torch.distributions.multivariate_normal import MultivariateNormal" ] }, { "cell_type": "markdown", "id": "governmental-layer", "metadata": {}, "source": [ "# Creating a scene, and producing an image" ] }, { "cell_type": "markdown", "id": "differential-jungle", "metadata": {}, "source": [ "### Creating a scene" ] }, { "cell_type": "code", "execution_count": 2, "id": "southern-original", "metadata": {}, "outputs": [], "source": [ "f = 0.05 # focal length (meters)\n", "m = 0.15 # magnification\n", "\n", "image_pof = -f * (1 + m)\n", "object_pof = f * (1 + m) / m\n", "\n", "# Creating a (thin) lens\n", "lens = optics.PerfectLens(f=f, na=1 / 1.4, position=[0., 0., 0.], m=m)\n", "\n", "## Creating a sensor\n", "sensor = optics.Sensor(resolution=(9600, 9600), pixel_size=(3.76e-6, 3.76e-6), \n", " position=(image_pof, 0, 0), poisson_noise_mean=2, \n", " quantum_efficiency=0.8)\n", "\n", "# Creating an Atom Cloud (which is a distribution)\n", "atom_cloud = optics.AtomCloud(n=int(1e6), f=2, position=[object_pof, 0., 0.], phi=0.1)\n", "\n", "# Wrapping the atom cloud to a light source, which will allow to sample photons\n", "light_source = optics.LightSourceFromDistribution(atom_cloud)\n", "\n", "# Creating a scene\n", "scene = optics.Scene(light_source)\n", "scene.add_object(lens) # Adding the lens to the scene\n", "scene.add_object(sensor) # Adding the sensor to the scene" ] }, { "cell_type": "code", "execution_count": 3, "id": "satisfactory-danish", "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Vizualizing the scene\n", "fig = plt.figure(figsize=(12, 12))\n", "ax = fig.gca(projection='3d')\n", "scene.plot(ax)" ] }, { "cell_type": "markdown", "id": "burning-advocacy", "metadata": {}, "source": [ "### Producing an image from scratch" ] }, { "cell_type": "code", "execution_count": 4, "id": "framed-knowing", "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/Users/stanford/Library/Python/3.8/lib/python/site-packages/torch/_tensor.py:575: UserWarning: floor_divide is deprecated, and will be removed in a future version of pytorch. It currently rounds toward 0 (like the 'trunc' function NOT 'floor'). This results in incorrect rounding for negative values.\n", "To keep the current behavior, use torch.div(a, b, rounding_mode='trunc'), or for actual floor division, use torch.div(a, b, rounding_mode='floor'). (Triggered internally at ../aten/src/ATen/native/BinaryOps.cpp:467.)\n", " return torch.floor_divide(self, other)\n" ] } ], "source": [ "# Let us use the cpu for simplicity (everything will be much faster on GPU)\n", "device = 'cpu'\n", "\n", "# Let us start by sampling 10M rays (i.e. 10M photons) from the light source\n", "rays = light_source.sample_rays(10_000_000, device=device)\n", "\n", "# Computing the time at which the rays will intersect the lens\n", "t = lens.get_ray_intersection(rays)\n", "# Some rays do not intersect the lens, throw them away\n", "mask = ~torch.isnan(t)\n", "# Computing the rays refracted by the lens\n", "refracted_rays, _ = lens.intersect(rays[mask], t[mask])\n", "\n", "# Repeating the operations on the sensor for the refracted rays\n", "t = sensor.get_ray_intersection(refracted_rays)\n", "mask = ~torch.isnan(t)\n", "sensor.intersect(refracted_rays[mask], t[mask])\n", "\n", "# Readout the sensor\n", "produced_image = sensor.readout(add_poisson_noise=False).data.cpu().numpy()" ] }, { "cell_type": "code", "execution_count": 5, "id": "chubby-rebate", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 5, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "c = (4800, 4800)\n", "w = 60\n", "plt.imshow(produced_image[c[0] - w : c[0] + w, c[1] - w : c[1] + w], cmap='Blues')" ] }, { "cell_type": "markdown", "id": "prospective-phrase", "metadata": {}, "source": [ "### Producing an image with forward ray tracing" ] }, { "cell_type": "markdown", "id": "bridal-sussex", "metadata": {}, "source": [ "Alternatively, the built-in function forward_ray_tracing can be used" ] }, { "cell_type": "markdown", "id": "existing-curtis", "metadata": {}, "source": [ "#### Rejection sampling\n", "- The positions of the photons are sampled with respect to the density of the light source (using rejection sampling for unnormalized densities), and each photon carries the same amount of luminosity" ] }, { "cell_type": "code", "execution_count": 6, "id": "narrow-challenge", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "rays = light_source.sample_rays(10_000_000, device=device) # Sampling the photons with rejection sampling\n", "optics.forward_ray_tracing(rays, scene, max_iterations=2)\n", "\n", "# Readout the sensor\n", "produced_image = sensor.readout(add_poisson_noise=False).data.cpu().numpy()\n", "\n", "plt.imshow(produced_image[c[0] - w : c[0] + w, c[1] - w : c[1] + w], cmap='Blues')" ] }, { "cell_type": "markdown", "id": "reduced-affairs", "metadata": {}, "source": [ "#### Importance sampling\n", "- The positions of the photons are sampled with respect to a proposal density (e.g. uniform, gaussian, ...), and the luminosity each photon carries is weighted with respect to the light source and proposal densities" ] }, { "cell_type": "code", "execution_count": 10, "id": "outdoor-spelling", "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "proposal_distribution = MultivariateNormal(torch.tensor([object_pof, 0, 0]), torch.eye(3) * 0.0005**2)\n", "ray_origins = proposal_distribution.sample((10_000_000,))\n", "ray_luminosities = light_source.pdf(ray_origins) / proposal_distribution.log_prob(ray_origins).exp()\n", "# Samples rays in 4 pi\n", "azimuthal_angle = torch.rand(ray_origins.shape[0]) * 2 * np.pi\n", "polar_angle = torch.arccos(1 - 2 * torch.rand(ray_origins.shape[0]))\n", "ray_directions = optics.batch_vector(torch.sin(polar_angle) * torch.sin(azimuthal_angle),\n", " torch.sin(polar_angle) * torch.cos(azimuthal_angle),\n", " torch.cos(polar_angle))\n", "rays = optics.Rays(ray_origins, ray_directions, luminosities=ray_luminosities)\n", " \n", "optics.forward_ray_tracing(rays, scene, max_iterations=2)\n", "\n", "# Readout the sensor\n", "produced_image = sensor.readout(add_poisson_noise=False).data.cpu().numpy()\n", "\n", "plt.imshow(produced_image[c[0] - w : c[0] + w, c[1] - w : c[1] + w], cmap='Blues')\n", "plt.show()" ] }, { "cell_type": "markdown", "id": "covered-pierce", "metadata": {}, "source": [ "### Producing an image with backward ray tracing" ] }, { "cell_type": "code", "execution_count": 8, "id": "latin-wichita", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 8, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# The built-in fucntion backward_ray_tracing can also be used\n", "\n", "# Light sources need a bounding shape for being used with backward ray tracing\n", "light_source_bounding_shape = optics.BoundingSphere(radii=1e-3, xc=object_pof, yc=0.0, zc=0.0)\n", "light_source = optics.LightSourceFromDistribution(atom_cloud, bounding_shape=light_source_bounding_shape)\n", "\n", "# Computing incident rays from the sensor\n", "N = 40\n", "px_j, px_i = torch.meshgrid(torch.linspace(N, -N + 1, steps=N * 2), torch.linspace(N, -N + 1, steps=N * 2))\n", "px_j = px_j.reshape(-1, 1).type(torch.long)\n", "px_i = px_i.reshape(-1, 1).type(torch.long)\n", "pos_x = (px_i - 0.5) * sensor.pixel_size[0]\n", "pos_y = (px_j - 0.5) * sensor.pixel_size[1]\n", "pos_z = torch.zeros(pos_x.shape)\n", "origins = torch.cat((pos_x, pos_y, pos_z), dim=1)\n", "origins = sensor.c2w.apply_transform_(origins)\n", "directions = optics.batch_vector(- origins[:, 0], - origins[:, 1], - origins[:, 2])\n", "incident_rays = optics.Rays(origins, directions, device=device)\n", "\n", "# Producing an image with backward ray tracing\n", "integrator = optics.StratifiedSamplingIntegrator(100)\n", "image = optics.backward_ray_tracing(incident_rays, scene, light_source, integrator, max_iterations=2)\n", "image = image.reshape(2 * N, 2 * N).data.cpu().numpy()\n", "\n", "plt.imshow(image, cmap='Blues')" ] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.8.2" } }, "nbformat": 4, "nbformat_minor": 5 }