{ "cells": [ { "cell_type": "markdown", "id": "f4207c9c-798a-4c72-9cbf-5d605f5975dd", "metadata": {}, "source": [ "# Notebook 5b: Ray-tracing projection on the GPU\n" ] }, { "cell_type": "markdown", "id": "c42097a2", "metadata": {}, "source": [ "Here we compare the CPU and GPU implementations of ray tracing projection.\n", "\n", "Please see also notebook 5a.\n", "\n", "This notebook requires that you have the GPU requirements installed and available on your system\n", "and that you have modified your Paicos user settings to load GPU functionality on startup.\n", "Please see the details here: https://paicos.readthedocs.io/en/latest/installation.html#gpu-cuda-requirements " ] }, { "cell_type": "code", "execution_count": 5, "id": "6fb31078-f1a3-4e49-8c9b-538cfa806bc4", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Attempting to get derived variable: 0_Volume...\t[DONE]\n", "\n" ] } ], "source": [ "import paicos as pa\n", "import numpy as np\n", "pa.use_units(True)\n", "\n", "# Load snapshot\n", "snap = pa.Snapshot(pa.data_dir, 247)\n", "\n", "center = snap.Cat.Group['GroupPos'][0]\n", "R200c = snap.Cat.Group['Group_R_Crit200'][0]\n", "widths = np.array([10000, 10000, 10000]) * R200c.uq\n", "\n", "# Pixels along horizontal direction\n", "npix = 256\n", "\n", "# Do some arbitrary orientation\n", "orientation = pa.Orientation(normal_vector=[0, 0, 1], perp_vector1=[1, 0, 0])\n", "orientation.rotate_around_normal_vector(degrees=20)\n", "orientation.rotate_around_perp_vector1(degrees=35)\n", "orientation.rotate_around_perp_vector2(degrees=-47)\n", "\n", "# Initialize projectors\n", "tree_projector = pa.TreeProjector(snap, center, widths, orientation, npix=npix,\n", " tol=0.25)\n", "\n", "gpu_projector = pa.GpuRayProjector(snap, center, widths, orientation, npix=npix,\n", " threadsperblock=8, do_pre_selection=True,\n", " tol=0.25)\n", "\n", "# Project density\n", "tree_dens = tree_projector.project_variable('0_Density', additive=False)\n", "gpu_dens = gpu_projector.project_variable('0_Density', additive=False)" ] }, { "cell_type": "markdown", "id": "25d422a7-f14f-47d1-8ac1-42c5b724b100", "metadata": {}, "source": [ "### Plot comparison between CPU and GPU" ] }, { "cell_type": "code", "execution_count": 34, "id": "01878fdc-0c03-4274-8718-44cf9b819136", "metadata": {}, "outputs": [ { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "%matplotlib inline\n", "import matplotlib.pyplot as plt\n", "from matplotlib.colors import LogNorm\n", "plt.figure(1)\n", "plt.clf()\n", "fig, axes = plt.subplots(num=1, ncols=2, sharex=True, sharey=True)\n", "\n", "extent = tree_projector.centered_extent.to_physical.astro.to('Mpc')\n", "axes[0].imshow(tree_dens.value, extent=extent.value, norm=LogNorm(tree_dens.value.min(), tree_dens.value.max()))\n", "im = axes[1].imshow(gpu_dens.value, extent=extent.value, norm=LogNorm(tree_dens.value.min(), tree_dens.value.max()))\n", "\n", "# Add a colorbar\n", "fig.subplots_adjust(right=0.8)\n", "cbar_ax = fig.add_axes([0.85, 0.3, 0.025, 0.4])\n", "cbar = fig.colorbar(im, cax=cbar_ax)\n", "\n", "# Set the labels. The units for the labels are here set using the .label method\n", "# of the PaicosQuantity. This internally uses astropy functionality and is\n", "# mainly a convenience function.\n", "cbar.set_label(tree_dens.label('\\\\rho'))\n", "axes[0].set_ylabel(extent.label())\n", "axes[0].set_xlabel(extent.label())\n", "axes[1].set_xlabel(extent.label())\n", "\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": null, "id": "5fdd835e-370d-45ff-9273-a79f9212c054", "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { "display_name": "Python 3 (ipykernel)", "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": "3.10.12" } }, "nbformat": 4, "nbformat_minor": 5 }