893 lines
819 KiB
Plaintext
893 lines
819 KiB
Plaintext
{
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"cells": [
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{
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"cell_type": "code",
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"execution_count": 1,
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"metadata": {},
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"outputs": [],
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"source": [
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"# automatically reflect changes in imported modules\n",
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"%load_ext autoreload\n",
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"%autoreload 2\n",
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"\n",
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"from pathlib import Path\n",
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"import numpy as np\n",
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"import matplotlib.pyplot as plt\n",
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"import astropy.units as u\n",
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"from astropy.visualization import quantity_support\n",
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"quantity_support()\n",
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"\n",
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"import utils\n",
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"import utils.logging_config\n",
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"utils.logging_config.set_log_level(\"info\")\n",
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"import logging\n",
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"logger = logging.getLogger(\"task2 (mesh)\")\n"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 2,
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"metadata": {},
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"outputs": [],
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"source": [
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"DATA_ROOT = Path('data')\n",
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"# DATA_NAME = 'data0.txt'\n",
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"# DATA_NAME = 'data1.txt'\n",
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"# DATA_NAME = 'data0_noise.txt'\n",
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"DATA_NAME = 'data1_noise.txt'\n",
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"CACHE_ROOT = Path('.cache')"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 3,
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"metadata": {},
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"outputs": [
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{
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"name": "stderr",
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"output_type": "stream",
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"text": [
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"11:03:10 - utils.load - Loaded 9913 rows and 9 columns from data/data1_noise.txt\n",
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"11:03:10 - task2 (mesh) - Softening length: 0.037\n"
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]
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}
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],
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"source": [
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"points, columns = utils.load_data(DATA_ROOT / DATA_NAME)\n",
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"logger.debug(f\"Fetched {points.shape[0]} points, columns: {columns}\")\n",
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"# points = points[1:100, ...]\n",
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"# points = points[::2]\n",
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"# TODO remove\n",
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"softenings = points[:, -1]\n",
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"assert np.all(softenings == softenings[0]), \"Softening lengths are not uniform\"\n",
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"SOFTENING = softenings[0]\n",
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"logger.info(f\"Softening length: {SOFTENING}\")\n",
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"# reorder the columns to match the expected order (x, y, z, mass)\n",
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"particles = points[:, [2, 3, 4, 1]]"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 4,
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"metadata": {},
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"outputs": [
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{
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"data": {
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"image/png": 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",
|
|
"text/plain": [
|
|
"<Figure size 640x480 with 2 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
},
|
|
{
|
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"data": {
|
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"image/png": 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",
|
|
"text/plain": [
|
|
"<Figure size 640x480 with 2 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"utils.particles_plot_3d(particles[:, :3], particles[:, 3], title=\"Particle distribution\")\n",
|
|
"# Note: colormap corresponds to the mass of the particles\n",
|
|
"utils.particles_plot_2d(particles)\n",
|
|
"# Note: colormap corresponds to the order of the particles in the array"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 5,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"image/png": 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",
|
|
"text/plain": [
|
|
"<Figure size 640x480 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
},
|
|
{
|
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"data": {
|
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"image/png": 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",
|
|
"text/plain": [
|
|
"<Figure size 640x480 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"## Also consider the velocity distribution\n",
|
|
"velocities = points[:, [5, 6, 7]]\n",
|
|
"r = np.linalg.norm(particles[..., :3], axis=-1)\n",
|
|
"v = np.linalg.norm(velocities, axis=-1)\n",
|
|
"plt.figure()\n",
|
|
"plt.plot(r, v, 'o')\n",
|
|
"plt.xlabel('r')\n",
|
|
"plt.ylabel('v')\n",
|
|
"plt.show()\n",
|
|
"\n",
|
|
"## Check the velocity direction\n",
|
|
"radial_velocities = np.zeros_like(v)\n",
|
|
"circular_velocities = np.zeros_like(v)\n",
|
|
"for i in range(particles.shape[0]):\n",
|
|
" if r[i] > 0:\n",
|
|
" radial_velocities[i] = np.abs(np.dot(velocities[i], particles[i, :3]) / r[i])\n",
|
|
" circular_velocities[i] = np.linalg.norm(np.cross(particles[i, :3], velocities[i])) / r[i]\n",
|
|
" else:\n",
|
|
" radial_velocities[i] = 0\n",
|
|
" circular_velocities[i] = 0\n",
|
|
"\n",
|
|
"plt.figure()\n",
|
|
"plt.plot(r, radial_velocities, 'o', label=\"Radial velocity\")\n",
|
|
"plt.plot(r, circular_velocities, 'o', label=\"Circular velocity\")\n",
|
|
"plt.xlabel('r')\n",
|
|
"plt.ylabel('v')\n",
|
|
"plt.legend()\n",
|
|
"plt.show()"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"metadata": {},
|
|
"source": [
|
|
"### System characteristics\n",
|
|
"- central black hole with mass $\\sim 10 \\%$\n",
|
|
"- particles orbit circularly in the equatorial plane\n"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"metadata": {},
|
|
"source": [
|
|
"### Choice of units\n",
|
|
"Recap of the particle properties:\n",
|
|
"- $\\sim 10^4$ particles\n",
|
|
"- around 1 black hole (10% of the mass)\n",
|
|
"\n",
|
|
"$\\implies$ ???"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 6,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"name": "stderr",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"11:03:12 - task2 (mesh) - Considering a globular cluster - total mass of stars: 9.999999999999998, maximum radius of particles: 0.9096731180509756\n",
|
|
"11:03:12 - utils.units - Set scales: M_SCALE = 1e+03 solMass, R_SCALE = 1.1 pc\n",
|
|
"11:03:12 - task2 (mesh) - Black hole mass: 1e+03 solMass\n"
|
|
]
|
|
}
|
|
],
|
|
"source": [
|
|
"# Set G = 1\n",
|
|
"G = 1\n",
|
|
"\n",
|
|
"# from the particle number we can estimate the total (stellar) mass, excluding the BH\n",
|
|
"M_TOT = 1e4 * u.M_sun\n",
|
|
"# the radius aound the black hole follows from ??? # TODO\n",
|
|
"R_TOT = 1 * u.pc\n",
|
|
"\n",
|
|
"# Rescale the units of the particles - considering only the orbiting stars\n",
|
|
"M_particles = particles[:,3].sum() - 1\n",
|
|
"R_particles = np.max(np.linalg.norm(particles[:, :3], axis=1))\n",
|
|
"\n",
|
|
"logger.info(f\"Considering a globular cluster - total mass of stars: {M_particles}, maximum radius of particles: {R_particles}\")\n",
|
|
"m_scale = M_TOT / M_particles\n",
|
|
"r_scale = R_TOT / R_particles\n",
|
|
"utils.seed_scales(r_scale, m_scale)\n",
|
|
"logger.info(f\"Black hole mass: {utils.apply_units(particles[0, -1], \"mass\"):.2g}\")\n"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 29,
|
|
"metadata": {
|
|
"tags": [
|
|
"plot_particle_distribution"
|
|
]
|
|
},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"image/png": 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",
|
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"text/plain": [
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"<Figure size 640x480 with 2 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
},
|
|
{
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"data": {
|
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"image/png": 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",
|
|
"text/plain": [
|
|
"<Figure size 640x480 with 2 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"## Plot the particles with units applied\n",
|
|
"\n",
|
|
"positions = utils.apply_units(particles[:, :3], \"position\")\n",
|
|
"masses = utils.apply_units(particles[:, 3], \"mass\")\n",
|
|
"utils.particles_plot_3d(positions, masses, title=\"Particle distribution\")\n",
|
|
"\n",
|
|
"utils.particles_plot_2d(positions)\n"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 8,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"name": "stderr",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"11:03:12 - utils.particles - Found mean interparticle distance: 0.0262396757880128\n",
|
|
"11:03:12 - task2 (mesh) - Loaded forces from .cache/n_squared_forces__n_9913__softening_multiplier_0.npy\n",
|
|
"11:03:12 - task2 (mesh) - Loaded forces from .cache/n_squared_forces__n_9913__softening_multiplier_1.npy\n",
|
|
"11:03:12 - task2 (mesh) - Loaded forces from .cache/n_squared_forces__n_9913__softening_multiplier_10.npy\n"
|
|
]
|
|
},
|
|
{
|
|
"name": "stderr",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"11:03:12 - task2 (mesh) - Loaded forces from .cache/mesh_forces__n_9913__mesh_size_20__mapping_particle_to_cells_nn.npy\n",
|
|
"11:03:12 - task2 (mesh) - Loaded forces from .cache/mesh_forces__n_9913__mesh_size_75__mapping_particle_to_cells_nn.npy\n",
|
|
"11:03:12 - task2 (mesh) - Loaded forces from .cache/mesh_forces__n_9913__mesh_size_50__mapping_particle_to_cells_nn.npy\n",
|
|
"11:03:12 - task2 (mesh) - Loaded forces from .cache/mesh_forces__n_9913__mesh_size_100__mapping_particle_to_cells_nn.npy\n",
|
|
"11:03:12 - task2 (mesh) - Loaded forces from .cache/mesh_forces__n_9913__mesh_size_125__mapping_particle_to_cells_nn.npy\n",
|
|
"11:03:12 - task2 (mesh) - Loaded forces from .cache/mesh_forces__n_9913__mesh_size_150__mapping_particle_to_cells_nn.npy\n",
|
|
"11:03:12 - task2 (mesh) - Loaded forces from .cache/mesh_forces__n_9913__mesh_size_175__mapping_particle_to_cells_nn.npy\n",
|
|
"11:03:12 - task2 (mesh) - Loaded forces from .cache/mesh_forces__n_9913__mesh_size_200__mapping_particle_to_cells_nn.npy\n"
|
|
]
|
|
}
|
|
],
|
|
"source": [
|
|
"### Direct N body force computation\n",
|
|
"epsilon = utils.mean_interparticle_distance(particles)\n",
|
|
"\n",
|
|
"epsilon_range = np.logspace(-2, 2, 5)\n",
|
|
"epsilon_range = np.logspace(-1, 1, 3)\n",
|
|
"n_squared_forces = []\n",
|
|
"\n",
|
|
"SAVE_FORCES = False\n",
|
|
"\n",
|
|
"for e in epsilon_range:\n",
|
|
" n_particles = particles.shape[0]\n",
|
|
" cache_file = CACHE_ROOT / f\"n_squared_forces__n_{n_particles}__softening_multiplier_{e:.0f}.npy\"\n",
|
|
" if cache_file.exists():\n",
|
|
" f = np.load(cache_file)\n",
|
|
" logger.info(f\"Loaded forces from {cache_file}\")\n",
|
|
" else:\n",
|
|
" f = utils.n_body_forces(particles, G, e * epsilon)\n",
|
|
" if SAVE_FORCES:\n",
|
|
" np.save(cache_file, f)\n",
|
|
" logger.debug(f\"Saved forces to {cache_file}\")\n",
|
|
" n_squared_forces.append(f)\n",
|
|
"\n",
|
|
"### Mesh based force computation\n",
|
|
"mesh_size_range = [20, 75, 50, 100, 125, 150, 175, 200]\n",
|
|
"mapping = utils.particle_to_cells_nn\n",
|
|
"\n",
|
|
"mesh_forces = []\n",
|
|
"for mesh_size in mesh_size_range:\n",
|
|
" cache_file = CACHE_ROOT / f\"mesh_forces__n_{n_particles}__mesh_size_{mesh_size}__mapping_{mapping.__name__}.npy\"\n",
|
|
" if cache_file.exists():\n",
|
|
" f = np.load(cache_file)\n",
|
|
" logger.info(f\"Loaded forces from {cache_file}\")\n",
|
|
" else:\n",
|
|
" f = utils.mesh_forces(particles, G, mesh_size, mapping)\n",
|
|
" if SAVE_FORCES:\n",
|
|
" np.save(cache_file, f)\n",
|
|
" logger.debug(f\"Saved forces to {cache_file}\")\n",
|
|
" mesh_forces.append(f)\n",
|
|
"\n",
|
|
"\n",
|
|
"# TODO: compare computation time"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 27,
|
|
"metadata": {
|
|
"tags": [
|
|
"plot_force_radial"
|
|
]
|
|
},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"image/png": 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",
|
|
"text/plain": [
|
|
"<Figure size 640x480 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"## Compare the mesh computation with the direct summation\n",
|
|
"r = np.linalg.norm(particles[:,:3], axis=1)\n",
|
|
"\n",
|
|
"# many of the particles have the same distance from the origin, so we skip some of them\n",
|
|
"SKIP_N = 5\n",
|
|
"\n",
|
|
"plt.figure()\n",
|
|
"plt.title(f'Radial force dependence (every {SKIP_N}th particle)')\n",
|
|
"plt.xscale('log')\n",
|
|
"plt.yscale('log')\n",
|
|
"plt.xlabel('$r$')\n",
|
|
"plt.ylabel('$|F(r)|$')\n",
|
|
"\n",
|
|
"\n",
|
|
"colors = plt.cm.Greys(np.linspace(0.5, 1, len(epsilon_range)))\n",
|
|
"for f, e, c in zip(n_squared_forces, epsilon_range, colors):\n",
|
|
" # remove the black hole:\n",
|
|
" plt.plot(r[1::SKIP_N], np.linalg.norm(f, axis=1)[1::SKIP_N], 'o', label=f\"$N^2 - {e:.1g} \\\\cdot \\\\epsilon$\", color=c, zorder=10)\n",
|
|
"\n",
|
|
"colors = plt.cm.coolwarm(np.linspace(0, 1, len(mesh_size_range)))\n",
|
|
"for f, s, c in zip(mesh_forces, mesh_size_range, colors):\n",
|
|
" # remove the black hole:\n",
|
|
" plt.plot(r[1::SKIP_N], np.linalg.norm(f, axis=1)[1::SKIP_N], '.', label=f\"Mesh - N={s}\", alpha=0.2, color=c)\n",
|
|
"\n",
|
|
"# put the legend outside\n",
|
|
"plt.legend(bbox_to_anchor=(1.05, 1), loc='upper left')\n",
|
|
"plt.show()"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 10,
|
|
"metadata": {
|
|
"tags": [
|
|
"plot_force_radial_single"
|
|
]
|
|
},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"image/png": 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",
|
|
"text/plain": [
|
|
"<Figure size 640x480 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"## Zoom in on a particularly clear case\n",
|
|
"plt.figure()\n",
|
|
"plt.xscale('log')\n",
|
|
"plt.yscale('log')\n",
|
|
"\n",
|
|
"ith = 1\n",
|
|
"f = n_squared_forces[ith]\n",
|
|
"f_val = np.linalg.norm(f, axis=1)\n",
|
|
"\n",
|
|
"plt.plot(r, f_val, 'o', label=f'$N^2 + {epsilon_range[ith]:.2g} \\\\cdot \\\\epsilon$', color=\"black\", zorder=10)\n",
|
|
"\n",
|
|
"f = mesh_forces[1]\n",
|
|
"f_val = np.linalg.norm(f, axis=1)\n",
|
|
"\n",
|
|
"plt.plot(r, f_val, '.', label=f'Mesh [n={mesh_size_range[1]}]', color=plt.cm.Blues(0.5))\n",
|
|
"plt.legend()\n",
|
|
"plt.show()"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"metadata": {},
|
|
"source": [
|
|
"#### Discussion\n",
|
|
"- Using the baseline of $N^2 + 1 \\varepsilon$ softening we can see that already a 20 x 20 x 20 grid provides good accuracy but the mapping breaks down at small distances (dip)\n",
|
|
"- Larger grids are more stable, especially at small distances => 50 x 50 x 50 already seems to be a good choice\n",
|
|
"- very large grids show overdiscretization => noisy data even for the non-noisy particle distributions\n"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"metadata": {},
|
|
"source": [
|
|
"### Time integration"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 11,
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": [
|
|
"import scipy.integrate as spi"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 12,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"name": "stderr",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"11:03:13 - task2 (mesh) - Considering 9913 particles\n",
|
|
"11:03:13 - task2 (mesh) - Total mass: 10.999999999999998\n"
|
|
]
|
|
}
|
|
],
|
|
"source": [
|
|
"# load the particles in the format [x, y, z, vx, vy, vz, mass]\n",
|
|
"p0 = points[:, [2, 3, 4, 5, 6, 7, 1]]\n",
|
|
"\n",
|
|
"logger.info(f\"Considering {p0.shape[0]} particles\")\n",
|
|
"logger.info(f\"Total mass: {np.sum(p0[:,6])}\")\n",
|
|
"\n",
|
|
"if logger.isEnabledFor(logging.DEBUG):\n",
|
|
" # assert that the ODE reshaping is consistent\n",
|
|
" p0_ref = p0.copy()\n",
|
|
" y0, _ = utils.ode_setup(p0, None)\n",
|
|
" logger.debug(y0[0:7])\n",
|
|
" p0_reconstructed = utils.to_particles(y0)\n",
|
|
" logger.debug(f\"{p0_ref[0]} -> {p0_reconstructed[0]}\")\n",
|
|
" logger.debug(f\"{p0_ref[1]} -> {p0_reconstructed[1]}\")\n",
|
|
"\n",
|
|
" assert np.allclose(p0_ref, p0_reconstructed)\n",
|
|
" logger.debug(\"Consistency check passed\")\n"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 13,
|
|
"metadata": {
|
|
"tags": [
|
|
"kjhfsdf"
|
|
]
|
|
},
|
|
"outputs": [],
|
|
"source": [
|
|
"def integrate(method: str, force_function: callable, p0: np.ndarray, t_range: np.ndarray) -> np.ndarray:\n",
|
|
" \"\"\"\n",
|
|
" Integrate the gravitational movement of the particles, using the specified method\n",
|
|
" - method: the integration method to use (\"scipy\" or \"rk4\")\n",
|
|
" - force_function: the function that computes the forces acting on the particles\n",
|
|
" - p0: the initial conditions of the particles (n, 7) array, unflattened\n",
|
|
" - t_range: the time range to integrate over\n",
|
|
" Returns: the integrated positions and velocities of the particles in a 'flattened' array (time_steps, nx7)\n",
|
|
" \"\"\"\n",
|
|
" y0, y_prime = utils.ode_setup(p0, force_function)\n",
|
|
" \n",
|
|
" if method == \"scipy\":\n",
|
|
" sol = spi.odeint(y_prime, y0, t_range, rtol=1e-2)\n",
|
|
" elif method == \"rk4\":\n",
|
|
" sol = np.zeros((t_range.shape[0], y0.shape[0]))\n",
|
|
" sol[0] = y0\n",
|
|
" dt = t_range[1] - t_range[0]\n",
|
|
" for i in range(1, t_range.shape[0]):\n",
|
|
" t = t_range[i]\n",
|
|
" sol[i,...] = utils.runge_kutta_4(sol[i-1], t, y_prime, dt)\n",
|
|
"\n",
|
|
"\n",
|
|
" logger.info(f\"Integration done, shape: {sol.shape}\")\n",
|
|
" return sol\n"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 14,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"name": "stderr",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"11:03:13 - utils.particles - Found mean interparticle distance: 0.0262396757880128\n",
|
|
"11:03:13 - task2 (mesh) - Mean velocity: 0.001109653989710481, timestep: 0.023646718735142812\n"
|
|
]
|
|
}
|
|
],
|
|
"source": [
|
|
"# Determine the integration timesteps\n",
|
|
"# let's first compute the crossing time\n",
|
|
"v = np.linalg.norm(particles[:, 3:6], axis=1)\n",
|
|
"v_mean = np.mean(v)\n",
|
|
"# a timestep should result in a small displacement, wrt. to the mean interparticle distance\n",
|
|
"r_inter = utils.mean_interparticle_distance(particles)\n",
|
|
"\n",
|
|
"dt = r_inter / v_mean * 1e-3\n",
|
|
"logger.info(f\"Mean velocity: {v_mean}, timestep: {dt}\")\n",
|
|
"\n",
|
|
"if np.isnan(dt):\n",
|
|
" raise ValueError(\"Invalid timestep\")"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 15,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"name": "stderr",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"11:03:13 - task2 (mesh) - Integration range: 0.0 -> 0.6857548433191415, n_steps: 30\n",
|
|
"11:03:13 - utils.particles - Found mean interparticle distance: 0.0262396757880128\n",
|
|
"11:03:13 - task2 (mesh) - Given softening length 0.037 does not match the mean interparticle distance 0.0262396757880128\n"
|
|
]
|
|
},
|
|
{
|
|
"ename": "NameError",
|
|
"evalue": "name 'to_particles' is not defined",
|
|
"output_type": "error",
|
|
"traceback": [
|
|
"\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
|
|
"\u001b[0;31mNameError\u001b[0m Traceback (most recent call last)",
|
|
"Cell \u001b[0;32mIn[15], line 22\u001b[0m\n\u001b[1;32m 15\u001b[0m force_function \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;01mlambda\u001b[39;00m x: utils\u001b[38;5;241m.\u001b[39mn_body_forces(x, G, epsilon)\n\u001b[1;32m 16\u001b[0m \u001b[38;5;66;03m# force_function = lambda x: 0\u001b[39;00m\n\u001b[1;32m 17\u001b[0m \u001b[38;5;66;03m# force_function = lambda x: utils.n_body_forces_basic(x, G, epsilon)\u001b[39;00m\n\u001b[1;32m 18\u001b[0m \u001b[38;5;66;03m# force_function = lambda x: utils.analytical_forces(x)\u001b[39;00m\n\u001b[1;32m 19\u001b[0m \u001b[38;5;66;03m# force_function = lambda x: utils.mesh_forces_v2(x, G, 135, utils.particle_to_cells_nn)\u001b[39;00m\n\u001b[1;32m 20\u001b[0m \u001b[38;5;66;03m# force_function = lambda x: utils.mesh_forces(x, G, 135, utils.particle_to_cells_nn)\u001b[39;00m\n\u001b[0;32m---> 22\u001b[0m sol \u001b[38;5;241m=\u001b[39m \u001b[43mintegrate\u001b[49m\u001b[43m(\u001b[49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[38;5;124;43mrk4\u001b[39;49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mforce_function\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mp0\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mt_range\u001b[49m\u001b[43m)\u001b[49m\n",
|
|
"Cell \u001b[0;32mIn[13], line 20\u001b[0m, in \u001b[0;36mintegrate\u001b[0;34m(method, force_function, p0, t_range)\u001b[0m\n\u001b[1;32m 18\u001b[0m \u001b[38;5;28;01mfor\u001b[39;00m i \u001b[38;5;129;01min\u001b[39;00m \u001b[38;5;28mrange\u001b[39m(\u001b[38;5;241m1\u001b[39m, t_range\u001b[38;5;241m.\u001b[39mshape[\u001b[38;5;241m0\u001b[39m]):\n\u001b[1;32m 19\u001b[0m t \u001b[38;5;241m=\u001b[39m t_range[i]\n\u001b[0;32m---> 20\u001b[0m sol[i,\u001b[38;5;241m.\u001b[39m\u001b[38;5;241m.\u001b[39m\u001b[38;5;241m.\u001b[39m] \u001b[38;5;241m=\u001b[39m \u001b[43mutils\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mrunge_kutta_4\u001b[49m\u001b[43m(\u001b[49m\u001b[43msol\u001b[49m\u001b[43m[\u001b[49m\u001b[43mi\u001b[49m\u001b[38;5;241;43m-\u001b[39;49m\u001b[38;5;241;43m1\u001b[39;49m\u001b[43m]\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mt\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43my_prime\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mdt\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 23\u001b[0m logger\u001b[38;5;241m.\u001b[39minfo(\u001b[38;5;124mf\u001b[39m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mIntegration done, shape: \u001b[39m\u001b[38;5;132;01m{\u001b[39;00msol\u001b[38;5;241m.\u001b[39mshape\u001b[38;5;132;01m}\u001b[39;00m\u001b[38;5;124m\"\u001b[39m)\n\u001b[1;32m 24\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m sol\n",
|
|
"File \u001b[0;32m~/Documents/Uni/HS24/Computational Astrophysics/projects/nbody/utils/integrate.py:88\u001b[0m, in \u001b[0;36mrunge_kutta_4\u001b[0;34m(y, t, f, dt)\u001b[0m\n\u001b[1;32m 84\u001b[0m \u001b[38;5;28;01mdef\u001b[39;00m\u001b[38;5;250m \u001b[39m\u001b[38;5;21mrunge_kutta_4\u001b[39m(y: np\u001b[38;5;241m.\u001b[39mndarray, t: \u001b[38;5;28mfloat\u001b[39m, f: \u001b[38;5;28mcallable\u001b[39m, dt: \u001b[38;5;28mfloat\u001b[39m):\n\u001b[1;32m 85\u001b[0m \u001b[38;5;250m \u001b[39m\u001b[38;5;124;03m\"\"\"\u001b[39;00m\n\u001b[1;32m 86\u001b[0m \u001b[38;5;124;03m Runge-Kutta 4th order integrator.\u001b[39;00m\n\u001b[1;32m 87\u001b[0m \u001b[38;5;124;03m \"\"\"\u001b[39;00m\n\u001b[0;32m---> 88\u001b[0m k1 \u001b[38;5;241m=\u001b[39m \u001b[43mf\u001b[49m\u001b[43m(\u001b[49m\u001b[43my\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mt\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 89\u001b[0m k2 \u001b[38;5;241m=\u001b[39m f(y \u001b[38;5;241m+\u001b[39m k1\u001b[38;5;241m/\u001b[39m\u001b[38;5;241m2\u001b[39m \u001b[38;5;241m*\u001b[39m dt, t \u001b[38;5;241m+\u001b[39m dt\u001b[38;5;241m/\u001b[39m\u001b[38;5;241m2\u001b[39m)\n\u001b[1;32m 90\u001b[0m k3 \u001b[38;5;241m=\u001b[39m f(y \u001b[38;5;241m+\u001b[39m k2\u001b[38;5;241m/\u001b[39m\u001b[38;5;241m2\u001b[39m \u001b[38;5;241m*\u001b[39m dt, t \u001b[38;5;241m+\u001b[39m dt\u001b[38;5;241m/\u001b[39m\u001b[38;5;241m2\u001b[39m)\n",
|
|
"File \u001b[0;32m~/Documents/Uni/HS24/Computational Astrophysics/projects/nbody/utils/solver_mesh.py:123\u001b[0m, in \u001b[0;36mode_setup.<locals>.f\u001b[0;34m(y, t)\u001b[0m\n\u001b[1;32m 118\u001b[0m \u001b[38;5;28;01mdef\u001b[39;00m\u001b[38;5;250m \u001b[39m\u001b[38;5;21mf\u001b[39m(y, t):\n\u001b[1;32m 119\u001b[0m \u001b[38;5;250m \u001b[39m\u001b[38;5;124;03m\"\"\"\u001b[39;00m\n\u001b[1;32m 120\u001b[0m \u001b[38;5;124;03m Computes the right hand side of the ODE system.\u001b[39;00m\n\u001b[1;32m 121\u001b[0m \u001b[38;5;124;03m The ODE system is linearized around the current positions and velocities.\u001b[39;00m\n\u001b[1;32m 122\u001b[0m \u001b[38;5;124;03m \"\"\"\u001b[39;00m\n\u001b[0;32m--> 123\u001b[0m p \u001b[38;5;241m=\u001b[39m \u001b[43mto_particles\u001b[49m(y)\n\u001b[1;32m 124\u001b[0m \u001b[38;5;66;03m# this is explicitly a copy, which has shape (n, 7)\u001b[39;00m\n\u001b[1;32m 125\u001b[0m \u001b[38;5;66;03m# columns x, y, z, vx, vy, vz, m\u001b[39;00m\n\u001b[1;32m 126\u001b[0m \u001b[38;5;66;03m# (need to keep y intact since integrators make multiple function calls)\u001b[39;00m\n\u001b[1;32m 128\u001b[0m forces \u001b[38;5;241m=\u001b[39m force_function(p[:, [\u001b[38;5;241m0\u001b[39m, \u001b[38;5;241m1\u001b[39m, \u001b[38;5;241m2\u001b[39m, \u001b[38;5;241m-\u001b[39m\u001b[38;5;241m1\u001b[39m]])\n",
|
|
"\u001b[0;31mNameError\u001b[0m: name 'to_particles' is not defined"
|
|
]
|
|
}
|
|
],
|
|
"source": [
|
|
"## Integration setup - use the n_squared forces for a few timesteps only, to see if the orbits are stable\n",
|
|
"t_orbit = 2 * np.pi * r_inter / v_mean\n",
|
|
"n_steps = int(t_orbit / dt * 5)\n",
|
|
"n_steps = 30\n",
|
|
"t_range = np.arange(0, n_steps*dt, dt)\n",
|
|
"assert t_range.shape[0] == n_steps\n",
|
|
"logger.info(f\"Integration range: {t_range[0]} -> {t_range[-1]}, n_steps: {n_steps}\")\n",
|
|
"\n",
|
|
"# The force function can be interchanged\n",
|
|
"epsilon = utils.mean_interparticle_distance(particles)\n",
|
|
"if epsilon != SOFTENING:\n",
|
|
" logger.warning(f\"Given softening length {SOFTENING} does not match the mean interparticle distance {epsilon}\")\n",
|
|
" epsilon = SOFTENING\n",
|
|
"\n",
|
|
"force_function = lambda x: utils.n_body_forces(x, G, epsilon)\n",
|
|
"# force_function = lambda x: 0\n",
|
|
"# force_function = lambda x: utils.n_body_forces_basic(x, G, epsilon)\n",
|
|
"# force_function = lambda x: utils.analytical_forces(x)\n",
|
|
"# force_function = lambda x: utils.mesh_forces(x, G, 135, utils.particle_to_cells_nn)\n",
|
|
"\n",
|
|
"sol = integrate(\"rk4\", force_function, p0, t_range)"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": null,
|
|
"metadata": {
|
|
"tags": [
|
|
"plot_system_evolution"
|
|
]
|
|
},
|
|
"outputs": [],
|
|
"source": [
|
|
"### Show the evolution\n",
|
|
"particles_in_time = utils.to_particles_3d(sol)\n",
|
|
"\n",
|
|
"# First show the evolution of the particles in a series of 2D heatmaps:\n",
|
|
"# reduce the font size\n",
|
|
"fig, axs = plt.subplots(4, 6, figsize=(20, 12))\n",
|
|
"fig.suptitle(\"Particle evolution (top view)\")\n",
|
|
"\n",
|
|
"print(t_range.shape)\n",
|
|
"# make sure we have enough time steps to show\n",
|
|
"diff = axs.size - particles_in_time.shape[0]\n",
|
|
"if diff > 0:\n",
|
|
" logger.debug(f\"Adding dummy time steps: {diff=} -> {axs.size=}\")\n",
|
|
" plot_t_range = np.concatenate([t_range, np.zeros(diff)])\n",
|
|
" plot_particles_in_time = particles_in_time\n",
|
|
"elif diff < 0:\n",
|
|
" logger.debug(f\"Too many steps to plot - reducing: {particles_in_time.shape[0]} -> {axs.size}\")\n",
|
|
" # skip some of the time steps\n",
|
|
" plot_t_range = []\n",
|
|
" plot_particles_in_time = []\n",
|
|
" for i in range(axs.size):\n",
|
|
" idx = int(i / axs.size * particles_in_time.shape[0])\n",
|
|
" # make sure we have the first and last time step are included\n",
|
|
" if i == 0:\n",
|
|
" idx = 0\n",
|
|
" elif i == axs.size - 1:\n",
|
|
" idx = particles_in_time.shape[0] - 1\n",
|
|
"\n",
|
|
" plot_t_range.append(t_range[idx])\n",
|
|
" plot_particles_in_time.append(particles_in_time[idx])\n",
|
|
"# othwerwise, we have exactly the right number of time steps\n",
|
|
"\n",
|
|
"for p, t, a in zip(plot_particles_in_time, plot_t_range, axs.flat):\n",
|
|
" a.set_title(f\"t={t:.2g}\")\n",
|
|
" utils.particles_plot_2d(p, ax=a)\n",
|
|
"\n",
|
|
"plt.show()\n"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": null,
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": [
|
|
"#### Plot some key quantities of the system as a whole\n",
|
|
"# sol has the shape (n_steps, n_particles*6) where the first 3*n are the positions and the last 3*n are the velocities\n",
|
|
"\n",
|
|
"# kinetic energy\n",
|
|
"energies = np.zeros(n_steps)\n",
|
|
"for i in range(n_steps):\n",
|
|
" p = particles_in_time[i]\n",
|
|
" ke_per_particle = 0.5 * p[:, 6] * np.linalg.norm(p[:,3:6], axis=1)**2\n",
|
|
" # logger.debug(f\"KE: {ke_per_particle.shape}\")\n",
|
|
" k_e = np.sum(ke_per_particle)\n",
|
|
" energies[i] = k_e\n",
|
|
"\n",
|
|
"plt.figure()\n",
|
|
"plt.plot(t_range, energies)\n",
|
|
"plt.title('Kinetic energy')\n",
|
|
"plt.xlabel('Integration time')\n",
|
|
"plt.ylabel('Energy')\n",
|
|
"plt.show()\n",
|
|
"\n",
|
|
"\n",
|
|
"# radial extrema of the particles - disk surface\n",
|
|
"r_mins = np.zeros(n_steps)\n",
|
|
"r_maxs = np.zeros(n_steps)\n",
|
|
"for i in range(n_steps):\n",
|
|
" p = particles_in_time[i][1:,...] # remove the black hole\n",
|
|
" r = np.linalg.norm(p[:,:3], axis=1)\n",
|
|
" r_mins[i] = np.min(r)\n",
|
|
" r_maxs[i] = np.max(r)\n",
|
|
"\n",
|
|
"plt.figure()\n",
|
|
"plt.plot(t_range, r_mins, label='r_min')\n",
|
|
"plt.plot(t_range, r_maxs, label='r_max')\n",
|
|
"plt.title('Radial extrema')\n",
|
|
"plt.xlabel('Integration time')\n",
|
|
"plt.ylabel('r')\n",
|
|
"plt.legend()\n",
|
|
"plt.show()"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"metadata": {},
|
|
"source": [
|
|
"### Full PM solver\n",
|
|
"We now have all the tools to implement the full PM solver:\n",
|
|
"- force computation using mesh\n",
|
|
"- integrator with RK4\n",
|
|
"- estimate for good timesteps"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 16,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"name": "stderr",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"22:37:37 - task2 (mesh) - Integration range: 0.0 -> 0.2128204686162853, n_steps: 10\n"
|
|
]
|
|
},
|
|
{
|
|
"name": "stderr",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"22:38:43 - task2 (mesh) - Integration done, shape: (10, 69391)\n"
|
|
]
|
|
}
|
|
],
|
|
"source": [
|
|
"t_orbit = 2 * np.pi * r_inter / v_mean\n",
|
|
"n_steps = int(t_orbit / dt * 5)\n",
|
|
"n_steps = 10\n",
|
|
"t_range = np.arange(0, n_steps*dt, dt)\n",
|
|
"logger.info(f\"Integration range: {t_range[0]} -> {t_range[-1]}, n_steps: {n_steps}\")\n",
|
|
"\n",
|
|
"\n",
|
|
"mesh_size = 125 # as per the previous discussion\n",
|
|
"r = np.linalg.norm(particles[:,:3], axis=1)\n",
|
|
"r_max = np.max(r)\n",
|
|
"mesh_bound = (-2*r_max, 2*r_max)\n",
|
|
"\n",
|
|
"# The force function is now more \"rigid\" => the mesh is fixed and boundary conditions are enforced\n",
|
|
"force_function = lambda x: utils.mesh_solver(x, G, utils.particle_to_cells_nn, mesh_size, mesh_bound, \"vanishing\")\n",
|
|
"sol = integrate(\"rk4\", force_function, p0, t_range)"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 17,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"(10,)\n",
|
|
"0\n",
|
|
"(9913, 7)\n",
|
|
"0\n",
|
|
"(9913, 7)\n",
|
|
"0\n",
|
|
"(9913, 7)\n",
|
|
"0\n",
|
|
"(9913, 7)\n",
|
|
"0\n",
|
|
"(9913, 7)\n",
|
|
"0\n",
|
|
"(9913, 7)\n",
|
|
"0\n",
|
|
"(9913, 7)\n",
|
|
"0\n",
|
|
"(9913, 7)\n",
|
|
"0\n",
|
|
"(9913, 7)\n",
|
|
"0\n",
|
|
"(9913, 7)\n"
|
|
]
|
|
},
|
|
{
|
|
"data": {
|
|
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|
|
"text/plain": [
|
|
"<Figure size 2000x1200 with 24 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"## Show some results\n",
|
|
"particles_in_time = utils.to_particles_3d(sol)\n",
|
|
"\n",
|
|
"# First show the evolution of the particles in a series of 2D heatmaps:\n",
|
|
"# reduce the font size\n",
|
|
"fig, axs = plt.subplots(4, 6, figsize=(20, 12))\n",
|
|
"fig.suptitle(\"Particle evolution (top view)\")\n",
|
|
"\n",
|
|
"print(t_range.shape)\n",
|
|
"# make sure we have enough time steps to show\n",
|
|
"diff = axs.size - particles_in_time.shape[0]\n",
|
|
"if diff > 0:\n",
|
|
" logger.debug(f\"Adding dummy time steps: {diff=} -> {axs.size=}\")\n",
|
|
" plot_t_range = np.concatenate([t_range, np.zeros(diff)])\n",
|
|
" plot_particles_in_time = particles_in_time\n",
|
|
"elif diff < 0:\n",
|
|
" logger.debug(f\"Too many steps to plot - reducing: {particles_in_time.shape[0]} -> {axs.size}\")\n",
|
|
" # skip some of the time steps\n",
|
|
" plot_t_range = []\n",
|
|
" plot_particles_in_time = []\n",
|
|
" for i in range(axs.size):\n",
|
|
" idx = int(i / axs.size * particles_in_time.shape[0])\n",
|
|
" # make sure we have the first and last time step are included\n",
|
|
" if i == 0:\n",
|
|
" idx = 0\n",
|
|
" elif i == axs.size - 1:\n",
|
|
" idx = particles_in_time.shape[0] - 1\n",
|
|
"\n",
|
|
" plot_t_range.append(t_range[idx])\n",
|
|
" plot_particles_in_time.append(particles_in_time[idx])\n",
|
|
"# othwerwise, we have exactly the right number of time steps\n",
|
|
"\n",
|
|
"for p, t, a in zip(plot_particles_in_time, plot_t_range, axs.flat):\n",
|
|
" a.set_title(f\"t={t:.2g}\")\n",
|
|
" # remove nan values\n",
|
|
" print(np.sum(np.isnan(p)))\n",
|
|
" p = p[~np.isnan(p).any(axis=1)]\n",
|
|
" print(p.shape)\n",
|
|
" utils.particles_plot_2d(p, ax=a)\n",
|
|
"\n",
|
|
"plt.show()\n"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": null,
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": []
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 16,
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": [
|
|
"import inspect"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": null,
|
|
"metadata": {
|
|
"tags": [
|
|
"function_runge_kutta"
|
|
]
|
|
},
|
|
"outputs": [],
|
|
"source": [
|
|
"print(inspect.getsource(utils.runge_kutta_4))"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": null,
|
|
"metadata": {
|
|
"tags": [
|
|
"function_mesh_force"
|
|
]
|
|
},
|
|
"outputs": [],
|
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"source": [
|
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"print(inspect.getsource(utils.mesh_forces))\n",
|
|
"print(inspect.getsource(utils.mesh_poisson))"
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|
]
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|
}
|
|
],
|
|
"metadata": {
|
|
"kernelspec": {
|
|
"display_name": "projects-X-9bmgL6",
|
|
"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": "3.13.1"
|
|
}
|
|
},
|
|
"nbformat": 4,
|
|
"nbformat_minor": 2
|
|
}
|