365 lines
522 KiB
Plaintext
365 lines
522 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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"\n",
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"import utils\n",
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"import utils.logging_config\n",
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"import logging\n",
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"logger = logging.getLogger(\"task2 (mesh)\")"
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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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"NBINS = 30\n",
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"CACHE_ROOT = Path('.cache')\n",
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"\n",
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"G = 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": 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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"17:02:59 - utils.load - Loaded 1008 rows and 9 columns from data/data0.txt\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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"# 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 1200x800 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"# plot the distribution of the particles\n",
|
|
"fig = plt.figure()\n",
|
|
"ax = fig.add_subplot(111, projection='3d')\n",
|
|
"ax.scatter(particles[:,0], particles[:,1], particles[:,2], cmap='viridis', c=particles[:,3])\n",
|
|
"plt.show()"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 5,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"name": "stderr",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"17:03:00 - utils.particles - Found mean interparticle distance: 0.05692997700471936\n"
|
|
]
|
|
}
|
|
],
|
|
"source": [
|
|
"### Direct N body force computation\n",
|
|
"epsilon = utils.mean_interparticle_distance(particles)\n",
|
|
"\n",
|
|
"epsilon_range = np.logspace(-2, 2, 5)\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",
|
|
" try:\n",
|
|
" f = np.load(cache_file)\n",
|
|
" except FileNotFoundError:\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 = [10, 20, 50, 100, 150, 200]\n",
|
|
"mapping = utils.particle_to_cells_nn\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",
|
|
" try:\n",
|
|
" f = np.load(cache_file)\n",
|
|
" except FileNotFoundError:\n",
|
|
" f = utils.mesh_forces_v2(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"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 6,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"image/png": 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|
|
"text/plain": [
|
|
"<Figure size 1200x800 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",
|
|
"plt.figure()\n",
|
|
"plt.title('Radial force')\n",
|
|
"plt.xscale('log')\n",
|
|
"plt.yscale('log')\n",
|
|
"plt.xlabel('$r$')\n",
|
|
"plt.ylabel('$F_r(r)$')\n",
|
|
"\n",
|
|
"# many of the particles have the same distance from the origin, so we skip some of them\n",
|
|
"SKIP_N = 20\n",
|
|
"\n",
|
|
"for f,e in zip(n_squared_forces, epsilon_range):\n",
|
|
" plt.plot(r[::SKIP_N], np.linalg.norm(f, axis=1)[::SKIP_N], 'o', label=f\"$N^2$ - {e:.1g} * $\\\\epsilon$\", alpha=0.3)\n",
|
|
"for f, s in zip(mesh_forces, mesh_size_range):\n",
|
|
" plt.plot(r[::SKIP_N], np.linalg.norm(f, axis=1)[::SKIP_N], '.', label=f\"Mesh - N={s}\")\n",
|
|
"\n",
|
|
"plt.ylim([5e-4, 1e2])\n",
|
|
"plt.legend(bbox_to_anchor=(1.05, 1), loc='upper left')\n",
|
|
"plt.show()\n",
|
|
"\n",
|
|
"\n",
|
|
"# TODO: compare computation time\n"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"metadata": {},
|
|
"source": [
|
|
"#### Discussion\n",
|
|
"- Using the baseline of N^2 and 1 epsilon softening we can see that already a 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\n"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"metadata": {},
|
|
"source": [
|
|
"### Time integration"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 7,
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": [
|
|
"import scipy.integrate as spi\n"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 8,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"name": "stderr",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"17:03:01 - task2 (mesh) - Considering 1008 particles\n",
|
|
"17:03:01 - task2 (mesh) - Total mass: 11.0\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",
|
|
"# p0 = p0[::10] # only take a subset for now\n",
|
|
"\n",
|
|
"logger.info(f\"Considering {p0.shape[0]} particles\")\n",
|
|
"logger.info(f\"Total mass: {np.sum(p0[:,6])}\")\n",
|
|
"\n",
|
|
"if logger.level >= logging.DEBUG:\n",
|
|
" # assert that the ODE reshaping is consistent\n",
|
|
" logger.debug(f\"{p0[0]}, {p0[1]}\")\n",
|
|
" y0, _ = utils.ode_setup(p0, None)\n",
|
|
" logger.debug(y0[0:7])\n",
|
|
" p0_reconstructed = utils.to_particles(y0)\n",
|
|
" logger.debug(p0_reconstructed[0])\n",
|
|
" assert np.allclose(p0, p0_reconstructed)\n"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 11,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"name": "stderr",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"17:17:03 - task2 (mesh) - Integration done, shape: (50, 7056)\n"
|
|
]
|
|
}
|
|
],
|
|
"source": [
|
|
"# we can now integrate this system for a few steps\n",
|
|
"dt = 0.01\n",
|
|
"n_steps = 50\n",
|
|
"t_range = np.arange(0, n_steps*dt, dt)\n",
|
|
"\n",
|
|
"## The force function can be interchanged\n",
|
|
"force_function = lambda x: utils.n_body_forces(x, G, epsilon) # epsilon was computed above\n",
|
|
"# force_function = lambda x: utils.mesh_forces_v2(x, G, 50, utils.particle_to_cells_nn)\n",
|
|
"\n",
|
|
"y0, y_prime = utils.ode_setup(p0, force_function)\n",
|
|
"\n",
|
|
"\n",
|
|
"# integrate the system\n",
|
|
"sol = spi.odeint(y_prime, y0, t_range, rtol=1e-3)\n",
|
|
"logger.info(f\"Integration done, shape: {sol.shape}\")"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 12,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
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",
|
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"text/plain": [
|
|
"<Figure size 1800x1200 with 10 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"### Plot a fixed number of states\n",
|
|
"N_STATES = 10\n",
|
|
"SKIP_NTH_PARTICLE = 10\n",
|
|
"fig, axs = plt.subplots(1, N_STATES, subplot_kw={'projection': '3d'})\n",
|
|
"for i, ax in enumerate(axs.flat):\n",
|
|
" p = utils.to_particles(sol[i])[::SKIP_NTH_PARTICLE]\n",
|
|
" ax.scatter(p[:,0], p[:,1], p[:,2], cmap='viridis', c=range(p.shape[0]))\n",
|
|
" ax.set_title(f\"t={t_range[i]:.2f}\")\n",
|
|
"# set size\n",
|
|
"fig.set_size_inches(18, 12)\n",
|
|
"\n",
|
|
"plt.show()\n",
|
|
"\n",
|
|
"# # Also show the velocities\n",
|
|
"# scale = 1e-2\n",
|
|
"# fig = plt.figure()\n",
|
|
"# ax = fig.add_subplot(111, projection='3d')\n",
|
|
"# p_reduced = plast[::10]\n",
|
|
"# ax.quiver(p_reduced[:,0], p_reduced[:,1], p_reduced[:,2], p_reduced[:,3], p_reduced[:,4], p_reduced[:,5], length=0.1, normalize=True)\n",
|
|
"# plt.show()"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 13,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
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"image/png": 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",
|
|
"text/plain": [
|
|
"<Figure size 1200x800 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"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(sol.shape[0])\n",
|
|
"for i in range(sol.shape[0]):\n",
|
|
" p = utils.to_particles(sol[i])\n",
|
|
" k_e = 0.5 * np.sum(p[:,6] * np.linalg.norm(p[:,3:6], axis=1)**2)\n",
|
|
" energies[i] = k_e\n",
|
|
"\n",
|
|
"plt.figure()\n",
|
|
"plt.plot(t_range, energies)\n",
|
|
"plt.title('Kinetic energy')\n",
|
|
"plt.xlabel('Time')\n",
|
|
"plt.ylabel('Energy')\n",
|
|
"plt.show()\n",
|
|
"\n",
|
|
"\n",
|
|
"# to"
|
|
]
|
|
}
|
|
],
|
|
"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
|
|
}
|