{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Spaxel assignment\n", "\n", "This notebook shows the principle, how stellar particles or gas particles are assigned to the different spaxels. We show this here for squared spaxels.\n", "\n", "We start with two particles and assign them to the spatial matching spaxels." ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "coords [[0.5 1.5]\n", " [2.5 3.5]]\n" ] }, { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# NBVAL_SKIP\n", "from rubix.telescope.utils import square_spaxel_assignment\n", "import matplotlib.pyplot as plt\n", "from matplotlib.colors import ListedColormap\n", "from jaxtyping import Float, Array \n", "import jax.numpy as jnp\n", "import numpy as np\n", "\n", "# Define the particle coordinates\n", "coords = jnp.array([[0.5, 1.5], [2.5, 3.5]])\n", "print(\"coords\", coords)\n", "\n", "# Define the spatial bin edges\n", "spatial_bin_edges = jnp.array([0.0, 1.0, 2.0, 3.0, 4.0])\n", "\n", "# Compute the pixel assignments\n", "pixel_assignments = square_spaxel_assignment(coords, spatial_bin_edges)\n", "\n", "# Create a discrete colormap\n", "max_assignment = np.max(pixel_assignments)\n", "colors = plt.cm.viridis(np.linspace(0, 1, int(max_assignment) + 1))\n", "cmap = ListedColormap(colors)\n", "\n", "# Plot the results\n", "plt.figure(figsize=(10, 5))\n", "\n", "# Plotting the particles with labels\n", "plt.subplot(1, 2, 1)\n", "scatter = plt.scatter(coords[:, 0], coords[:, 1], c=pixel_assignments, cmap=cmap, edgecolor='k')\n", "plt.colorbar(scatter, ticks=np.arange(0, max_assignment + 1))\n", "plt.title('Particle Coordinates and Pixel Assignments')\n", "plt.xlabel('X Coordinate')\n", "plt.ylabel('Y Coordinate')\n", "plt.xlim(spatial_bin_edges[0], spatial_bin_edges[-1])\n", "plt.ylim(spatial_bin_edges[0], spatial_bin_edges[-1])\n", "\n", "\n", "# Label each point with its pixel index\n", "for i, (x, y) in enumerate(coords[:, :2]):\n", " plt.text(x, y, str(pixel_assignments[i]), color='red', fontsize=8)\n", "\n", "#create the bins\n", "for edge in spatial_bin_edges:\n", " plt.axvline(edge, color='k', linestyle='--')\n", " plt.axhline(edge, color='k', linestyle='--')\n", "\n", "plt.tight_layout()\n", "plt.show()\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now we do the same with a lot more random points." ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# NBVAL_SKIP\n", "#create random data\n", "n_stars = 1000\n", "coords = np.random.normal(2, 0.5, (n_stars, 3))\n", "coords = jnp.array(coords)\n", "\n", "# Compute the pixel assignments\n", "pixel_assignments = square_spaxel_assignment(coords, spatial_bin_edges)\n", "\n", "# Plot the results\n", "plt.figure(figsize=(10, 5))\n", "\n", "\n", "# Plot the results\n", "plt.figure(figsize=(10, 5))\n", "\n", "# Plotting the particles with labels\n", "plt.subplot(1, 2, 1)\n", "scatter = plt.scatter(coords[:, 0], coords[:, 1], c=pixel_assignments, cmap=cmap, edgecolor='k')\n", "plt.colorbar(scatter, ticks=np.arange(0, max_assignment + 1))\n", "plt.title('Particle Coordinates and Pixel Assignments')\n", "plt.xlabel('X Coordinate')\n", "plt.ylabel('Y Coordinate')\n", "plt.xlim(spatial_bin_edges[0], spatial_bin_edges[-1])\n", "plt.ylim(spatial_bin_edges[0], spatial_bin_edges[-1])\n", "\n", "\n", "#create the bins\n", "for edge in spatial_bin_edges:\n", " plt.axvline(edge, color='k', linestyle='--')\n", " plt.axhline(edge, color='k', linestyle='--')\n", "\n", "plt.tight_layout()\n", "plt.show()\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "And the last plot shows how many particles fall in each spaxel." ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 3, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# NBVAL_SKIP\n", "image = np.zeros((len(spatial_bin_edges) - 1, len(spatial_bin_edges) - 1))\n", "\n", "# Count the number of particles in each pixel\n", "for i in range(len(spatial_bin_edges) - 1):\n", " for j in range(len(spatial_bin_edges) - 1):\n", " image[i, j] = np.sum(pixel_assignments == (i + (len(spatial_bin_edges) - 1) * j))\n", " \n", " \n", "plt.imshow(image, cmap='viridis', origin='lower')" ] } ], "metadata": { "kernelspec": { "display_name": "rubix", "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": "3.11.11" } }, "nbformat": 4, "nbformat_minor": 2 }