{ "cells": [ { "cell_type": "code", "execution_count": 1, "id": "c5f42bbe", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "%pylab is deprecated, use %matplotlib inline and import the required libraries.\n", "Populating the interactive namespace from numpy and matplotlib\n" ] } ], "source": [ "%pylab inline\n", "\n", "import jax\n", "import jax.numpy as jnp\n", "import jax_cosmo as jc\n", "\n", "from jax.experimental.ode import odeint\n", "\n", "from jaxpm.painting import cic_paint\n", "from jaxpm.pm import linear_field, lpt, make_ode_fn" ] }, { "cell_type": "code", "execution_count": 2, "id": "281b4d3b", "metadata": {}, "outputs": [], "source": [ "mesh_shape= [128, 128, 128]\n", "box_size = [128.,128.,128.]\n", "snapshots = jnp.linspace(0.1,1.,2)\n", "\n", "@jax.jit\n", "def run_simulation(omega_c, sigma8):\n", " # Create a small function to generate the matter power spectrum\n", " k = jnp.logspace(-4, 1, 128)\n", " pk = jc.power.linear_matter_power(jc.Planck15(Omega_c=omega_c, sigma8=sigma8), k)\n", " pk_fn = lambda x: jc.scipy.interpolate.interp(x.reshape([-1]), k, pk).reshape(x.shape)\n", "\n", " # Create initial conditions\n", " initial_conditions = linear_field(mesh_shape, box_size, pk_fn, seed=jax.random.PRNGKey(0))\n", "\n", " # Create particles\n", " particles = jnp.stack(jnp.meshgrid(*[jnp.arange(s) for s in mesh_shape]),axis=-1).reshape([-1,3])\n", "\n", " cosmo = jc.Planck15(Omega_c=omega_c, sigma8=sigma8)\n", " \n", " # Initial displacement\n", " dx, p, f = lpt(cosmo, initial_conditions, particles, 0.1)\n", " \n", " # Evolve the simulation forward\n", " res = odeint(make_ode_fn(mesh_shape), [particles+dx, p], snapshots, cosmo, rtol=1e-5, atol=1e-5)\n", " \n", " # Return the simulation volume at requested \n", " return res[0]" ] }, { "cell_type": "code", "execution_count": 3, "id": "826be667", "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/home/francois/.local/lib/python3.10/site-packages/jax/_src/numpy/lax_numpy.py:6655: UserWarning: Explicitly requested dtype requested in astype is not available, and will be truncated to dtype int32. To enable more dtypes, set the jax_enable_x64 configuration option or the JAX_ENABLE_X64 shell environment variable. See https://github.com/google/jax#current-gotchas for more.\n", " lax._check_user_dtype_supported(dtype, \"astype\")\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "958 ms ± 15.2 ms per loop (mean ± std. dev. of 7 runs, 1 loop each)\n" ] } ], "source": [ "res = run_simulation(0.25, 0.8)\n", "%timeit res = run_simulation(0.25, 0.8)" ] }, { "cell_type": "code", "execution_count": 4, "id": "4e012ce8", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 4, "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": [ "subplot(121)\n", "imshow(cic_paint(jnp.zeros(mesh_shape), res[0]).sum(axis=0),cmap='gist_stern')\n", "subplot(122)\n", "imshow(cic_paint(jnp.zeros(mesh_shape), res[1]).sum(axis=0),cmap='gist_stern')" ] }, { "cell_type": "code", "execution_count": null, "id": "4e050871", "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": "3.10.2" } }, "nbformat": 4, "nbformat_minor": 5 }