1268 lines
1.5 MiB
1268 lines
1.5 MiB
{
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"cells": [
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{
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"cell_type": "markdown",
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"metadata": {},
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"source": [
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"Tristan Hoellinger<br/>\n",
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"Institut d'Astrophysique de Paris</br>\n",
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"tristan.hoellinger@iap.fr"
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]
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},
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{
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"cell_type": "markdown",
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"metadata": {},
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"source": [
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"# Non-regression tests towards implementing P3M gravity"
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]
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},
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{
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"cell_type": "markdown",
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"metadata": {},
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"source": [
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"## Set up the environment and parameters"
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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": 1,
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"metadata": {},
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"outputs": [],
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"source": [
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"# pyright: reportWildcardImportFromLibrary=false\n",
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"from wip3m import *"
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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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"workdir = ROOT_PATH + \"results/\"\n",
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"output_path = OUTPUT_PATH\n",
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"\n",
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"L = 16 # Box size in Mpc/h\n",
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"N = 32 # Density grid size\n",
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"Np = 32 # Number of dark matter particles per spatial dimension\n",
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"Npm = 64 # PM grid size\n",
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"n_Tiles = 8 # Make sure Npm/n_Tiles >= 6\n",
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"\n",
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"force = True\n",
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"force_hard = True\n",
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"run_id = \"notebook6\"\n",
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"\n",
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"# Fast force diagnostic\n",
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"nPairsForceDiagnostic = 2\n",
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"nBinsForceDiagnostic = 20\n",
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"maxTrialsForceDiagnostic = int(1e8)\n",
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"\n",
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"# Simulation parameters\n",
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"nsteps_pm = 50\n",
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"nsteps_colaPM = 50\n",
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"nsteps_spm = 50\n",
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"nsteps_colaSPM = 10\n",
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"nsteps_p3m = 50\n",
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"nsteps_colaP3M = 50"
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]
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},
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{
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"cell_type": "markdown",
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"metadata": {},
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"source": [
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"In principle nothing needs to be changed below this cell."
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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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"source": [
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"# Automatic reloading of 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 os.path import isfile\n",
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"from pathlib import Path\n",
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"import numpy as np\n",
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"\n",
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"from pysbmy.power import PowerSpectrum\n",
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"from pysbmy.fft import FourierGrid, read_FourierGrid\n",
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"from pysbmy.field import read_field\n",
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"from pysbmy.correlations import get_autocorrelation\n",
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"\n",
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"from wip3m.tools import get_k_max, generate_sim_params, generate_white_noise_Field\n",
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"from wip3m.params import params_planck_kmax_missing, cosmo_small_to_full_dict, z2a, BASELINE_SEEDPHASE\n",
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"from wip3m.plot_utils import * # type: ignore"
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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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"name": "stdout",
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"output_type": "stream",
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"text": [
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"k_max = 10.883000000000001\n"
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]
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}
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],
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"source": [
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"corner = -L / 2.0\n",
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"RedshiftLPT = 19.0\n",
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"RedshiftFCs = 0.0\n",
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"ai = z2a(RedshiftLPT)\n",
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"af = z2a(RedshiftFCs)\n",
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"k_max = get_k_max(L, N) # k_max in h/Mpc\n",
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"print(f\"k_max = {k_max}\")\n",
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"cosmo = params_planck_kmax_missing.copy()\n",
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"cosmo[\"k_max\"] = k_max\n",
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"\n",
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"TimeStepDistribution_pm = 0\n",
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"TimeStepDistribution_colaPM = 0\n",
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"TimeStepDistribution_spm = 0\n",
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"TimeStepDistribution_colaSPM = 0\n",
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"TimeStepDistribution_P3M = 0\n",
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"TimeStepDistribution_colaP3M = 0\n",
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"\n",
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"go_beyond_Nyquist_ss = True # for the summary statistics\n",
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"\n",
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"wd = workdir + run_id + \"/\"\n",
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"simdir = output_path + run_id + \"/\"\n",
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"logdir = simdir + \"logs/\"\n",
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"if force_hard:\n",
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" import shutil\n",
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" if Path(simdir).exists():\n",
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" shutil.rmtree(simdir)\n",
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" if Path(wd).exists():\n",
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" shutil.rmtree(wd)\n",
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"Path(wd).mkdir(parents=True, exist_ok=True)\n",
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"Path(logdir).mkdir(parents=True, exist_ok=True)\n",
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"\n",
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"input_white_noise_file = simdir + \"input_white_noise.h5\"\n",
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"input_seed_phase_file = simdir + \"seed\"\n",
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"ICs_path = simdir + \"initial_density.h5\"\n",
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"simpath = simdir\n",
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"\n",
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"# Path to the input matter power spectrum (generated later)\n",
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"input_power_file = simdir + \"input_power.h5\"\n",
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"\n",
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"# Paths the the force diagnostic CSVs\n",
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"OutputForceDiagnostic_pm = simdir + \"force_diagnostic_pm.txt\"\n",
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"OutputForceDiagnostic_colaPM = simdir + \"force_diagnostic_colaPM.txt\"\n",
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"OutputForceDiagnostic_spm = simdir + \"force_diagnostic_spm.txt\"\n",
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"OutputForceDiagnostic_colaSPM = simdir + \"force_diagnostic_colaSPM.txt\"\n",
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"OutputForceDiagnostic_P3M = simdir + \"force_diagnostic_P3M.txt\"\n",
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"OutputForceDiagnostic_colaP3M = simdir + \"force_diagnostic_colaP3M.txt\""
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]
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},
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{
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"cell_type": "markdown",
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"metadata": {},
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"source": [
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"### Generate the parameter files"
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]
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},
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{
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"cell_type": "markdown",
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"metadata": {},
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"source": [
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"The first preparatory step is to generate all the parameter files required for all the simulations.\n",
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"\n",
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"To this end we use the `generate_sim_params` function defined in `params.py`."
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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": 5,
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"metadata": {},
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"outputs": [],
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"source": [
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"common_params = {\n",
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" \"Np\": Np,\n",
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" \"N\": N,\n",
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" \"L\": L,\n",
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" \"corner0\": corner,\n",
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" \"corner1\": corner,\n",
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" \"corner2\": corner,\n",
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" \"h\": cosmo[\"h\"],\n",
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" \"Omega_m\": cosmo[\"Omega_m\"],\n",
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" \"Omega_b\": cosmo[\"Omega_b\"],\n",
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" \"n_s\": cosmo[\"n_s\"],\n",
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" \"sigma8\": cosmo[\"sigma8\"],\n",
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"}\n",
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"\n",
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"lpt_params = common_params.copy()\n",
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"lpt_params[\"method\"] = \"lpt\"\n",
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"lpt_params[\"InputPowerSpectrum\"] = input_power_file\n",
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"lpt_params[\"ICsMode\"] = 1\n",
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"# 0 : the codes generates white noise, then initial conditions\n",
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"# 1 : external white noise specified, the code multiplies by the power spectrum\n",
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"# 2 : external initial conditions specified\n",
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"lpt_params[\"InputWhiteNoise\"] = input_white_noise_file\n",
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"\n",
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"common_params_num = common_params.copy()\n",
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"common_params_num[\"ai\"] = ai\n",
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"common_params_num[\"af\"] = af\n",
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"common_params_num[\"RedshiftLPT\"] = RedshiftLPT\n",
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"common_params_num[\"RedshiftFCs\"] = RedshiftFCs\n",
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"common_params_num[\"Npm\"] = Npm\n",
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"common_params_num[\"RunForceDiagnostic\"] = True\n",
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"common_params_num[\"nBinsForceDiagnostic\"] = nBinsForceDiagnostic\n",
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"common_params_num[\"nPairsForceDiagnostic\"] = nPairsForceDiagnostic\n",
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"common_params_num[\"maxTrialsForceDiagnostic\"] = maxTrialsForceDiagnostic\n",
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"\n",
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"pm_params = common_params_num.copy()\n",
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"pm_params[\"method\"] = \"pm\"\n",
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"pm_params[\"TimeStepDistribution\"] = TimeStepDistribution_pm\n",
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"pm_params[\"nsteps\"] = nsteps_pm\n",
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"pm_params[\"OutputForceDiagnostic\"] = OutputForceDiagnostic_pm\n",
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"\n",
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"colaPM_params = common_params_num.copy()\n",
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"colaPM_params[\"method\"] = \"cola\"\n",
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"colaPM_params[\"TimeStepDistribution\"] = TimeStepDistribution_colaPM\n",
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"colaPM_params[\"nsteps\"] = nsteps_colaPM\n",
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"colaPM_params[\"OutputForceDiagnostic\"] = OutputForceDiagnostic_colaPM\n",
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"\n",
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"spm_params = common_params_num.copy()\n",
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"spm_params[\"method\"] = \"spm\"\n",
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"spm_params[\"EvolutionMode\"] = 5\n",
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"spm_params[\"TimeStepDistribution\"] = TimeStepDistribution_spm\n",
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"spm_params[\"nsteps\"] = nsteps_spm\n",
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"spm_params[\"n_Tiles\"] = n_Tiles\n",
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"spm_params[\"OutputForceDiagnostic\"] = OutputForceDiagnostic_spm\n",
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"\n",
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"colaspm_params = common_params_num.copy()\n",
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"colaspm_params[\"method\"] = \"spm\"\n",
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"colaspm_params[\"EvolutionMode\"] = 6\n",
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"colaspm_params[\"TimeStepDistribution\"] = TimeStepDistribution_colaSPM\n",
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"colaspm_params[\"nsteps\"] = nsteps_colaSPM\n",
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"colaspm_params[\"n_Tiles\"] = n_Tiles\n",
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"colaspm_params[\"OutputForceDiagnostic\"] = OutputForceDiagnostic_colaSPM\n",
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"\n",
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"p3m_params = common_params_num.copy()\n",
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"p3m_params[\"method\"] = \"p3m\"\n",
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"p3m_params[\"EvolutionMode\"] = 4\n",
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"p3m_params[\"TimeStepDistribution\"] = TimeStepDistribution_P3M\n",
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"p3m_params[\"nsteps\"] = nsteps_p3m\n",
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"p3m_params[\"n_Tiles\"] = n_Tiles\n",
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"p3m_params[\"OutputForceDiagnostic\"] = OutputForceDiagnostic_P3M\n",
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"\n",
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"colap3m_params = common_params_num.copy()\n",
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"colap3m_params[\"method\"] = \"p3m\"\n",
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"colap3m_params[\"EvolutionMode\"] = 7\n",
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"colap3m_params[\"TimeStepDistribution\"] = TimeStepDistribution_colaP3M\n",
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"colap3m_params[\"nsteps\"] = nsteps_colaP3M\n",
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"colap3m_params[\"n_Tiles\"] = n_Tiles\n",
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"colap3m_params[\"OutputForceDiagnostic\"] = OutputForceDiagnostic_colaP3M"
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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": 6,
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"metadata": {},
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"outputs": [
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{
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"name": "stdout",
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"output_type": "stream",
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"text": [
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"[01:58:26|\u001b[1;36mINFO \u001b[00m]|\u001b[38;5;147m(wip3m.tools)\u001b[00m Generating parameter file...\n",
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"[01:58:26|\u001b[38;5;113mSTATUS \u001b[00m]|Writing parameter file in '/Users/hoellinger/Library/CloudStorage/Dropbox/travail/these/science/code/simbelmyne/simbelmyne2025/WIP_P3M/results/notebook6/example_lpt.sbmy'...\n",
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"[01:58:26|\u001b[38;5;113mSTATUS \u001b[00m]|Writing parameter file in '/Users/hoellinger/Library/CloudStorage/Dropbox/travail/these/science/code/simbelmyne/simbelmyne2025/WIP_P3M/results/notebook6/example_lpt.sbmy' done.\n",
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"[01:58:26|\u001b[1;36mINFO \u001b[00m]|\u001b[38;5;147m(wip3m.tools)\u001b[00m Parameter file written to /Users/hoellinger/Library/CloudStorage/Dropbox/travail/these/science/code/simbelmyne/simbelmyne2025/WIP_P3M/results/notebook6/example_lpt.sbmy\n",
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"PM nsteps = 50:\n",
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"[01:58:26|\u001b[1;36mINFO \u001b[00m]|\u001b[38;5;147m(wip3m.tools)\u001b[00m Time-stepping distribution file: /Users/hoellinger/Library/CloudStorage/Dropbox/travail/these/science/code/simbelmyne/simbelmyne2025/WIP_P3M/results/notebook6/nsteps50_ts_pm.h5\n",
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"[01:58:26|\u001b[38;5;113mSTATUS \u001b[00m]|Write timestepping configuration in '/Users/hoellinger/Library/CloudStorage/Dropbox/travail/these/science/code/simbelmyne/simbelmyne2025/WIP_P3M/results/notebook6/nsteps50_ts_pm.h5'...\n",
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"[01:58:26|\u001b[38;5;113mSTATUS \u001b[00m]|Write timestepping configuration in '/Users/hoellinger/Library/CloudStorage/Dropbox/travail/these/science/code/simbelmyne/simbelmyne2025/WIP_P3M/results/notebook6/nsteps50_ts_pm.h5' done.\n",
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"[01:58:26|\u001b[1;36mINFO \u001b[00m]|\u001b[38;5;147m(wip3m.tools)\u001b[00m TS.ai = 0.050000, TS.af = 1.000000, TS.nsteps = 50\n",
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"[01:58:26|\u001b[38;5;113mSTATUS \u001b[00m]|Read timestepping configuration in '/Users/hoellinger/Library/CloudStorage/Dropbox/travail/these/science/code/simbelmyne/simbelmyne2025/WIP_P3M/results/notebook6/nsteps50_ts_pm.h5'...\n",
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"[01:58:26|\u001b[38;5;113mSTATUS \u001b[00m]|Read timestepping configuration in '/Users/hoellinger/Library/CloudStorage/Dropbox/travail/these/science/code/simbelmyne/simbelmyne2025/WIP_P3M/results/notebook6/nsteps50_ts_pm.h5' done.\n",
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"[01:58:26|\u001b[1;36mINFO \u001b[00m]|\u001b[38;5;147m(wip3m.tools)\u001b[00m Generating parameter file...\n",
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"[01:58:26|\u001b[38;5;113mSTATUS \u001b[00m]|Writing parameter file in '/Users/hoellinger/Library/CloudStorage/Dropbox/travail/these/science/code/simbelmyne/simbelmyne2025/WIP_P3M/results/notebook6/nsteps50_example_pm.sbmy'...\n",
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"[01:58:26|\u001b[38;5;113mSTATUS \u001b[00m]|Writing parameter file in '/Users/hoellinger/Library/CloudStorage/Dropbox/travail/these/science/code/simbelmyne/simbelmyne2025/WIP_P3M/results/notebook6/nsteps50_example_pm.sbmy' done.\n",
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"[01:58:26|\u001b[1;36mINFO \u001b[00m]|\u001b[38;5;147m(wip3m.tools)\u001b[00m Parameter file written to /Users/hoellinger/Library/CloudStorage/Dropbox/travail/these/science/code/simbelmyne/simbelmyne2025/WIP_P3M/results/notebook6/nsteps50_example_pm.sbmy\n",
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"COLA/PM nsteps = 50:\n",
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"[01:58:26|\u001b[1;36mINFO \u001b[00m]|\u001b[38;5;147m(wip3m.tools)\u001b[00m Time-stepping distribution file: /Users/hoellinger/Library/CloudStorage/Dropbox/travail/these/science/code/simbelmyne/simbelmyne2025/WIP_P3M/results/notebook6/nsteps50_ts_cola.h5\n",
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"[01:58:26|\u001b[38;5;113mSTATUS \u001b[00m]|Write timestepping configuration in '/Users/hoellinger/Library/CloudStorage/Dropbox/travail/these/science/code/simbelmyne/simbelmyne2025/WIP_P3M/results/notebook6/nsteps50_ts_cola.h5'...\n",
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"[01:58:26|\u001b[38;5;113mSTATUS \u001b[00m]|Write timestepping configuration in '/Users/hoellinger/Library/CloudStorage/Dropbox/travail/these/science/code/simbelmyne/simbelmyne2025/WIP_P3M/results/notebook6/nsteps50_ts_cola.h5' done.\n",
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"[01:58:26|\u001b[1;36mINFO \u001b[00m]|\u001b[38;5;147m(wip3m.tools)\u001b[00m TS.ai = 0.050000, TS.af = 1.000000, TS.nsteps = 50\n",
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"[01:58:26|\u001b[38;5;113mSTATUS \u001b[00m]|Read timestepping configuration in '/Users/hoellinger/Library/CloudStorage/Dropbox/travail/these/science/code/simbelmyne/simbelmyne2025/WIP_P3M/results/notebook6/nsteps50_ts_cola.h5'...\n",
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"[01:58:26|\u001b[38;5;113mSTATUS \u001b[00m]|Read timestepping configuration in '/Users/hoellinger/Library/CloudStorage/Dropbox/travail/these/science/code/simbelmyne/simbelmyne2025/WIP_P3M/results/notebook6/nsteps50_ts_cola.h5' done.\n",
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"[01:58:27|\u001b[1;36mINFO \u001b[00m]|\u001b[38;5;147m(wip3m.tools)\u001b[00m Generating parameter file...\n",
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"[01:58:27|\u001b[38;5;113mSTATUS \u001b[00m]|Writing parameter file in '/Users/hoellinger/Library/CloudStorage/Dropbox/travail/these/science/code/simbelmyne/simbelmyne2025/WIP_P3M/results/notebook6/nsteps50_example_cola.sbmy'...\n",
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"[01:58:27|\u001b[38;5;113mSTATUS \u001b[00m]|Writing parameter file in '/Users/hoellinger/Library/CloudStorage/Dropbox/travail/these/science/code/simbelmyne/simbelmyne2025/WIP_P3M/results/notebook6/nsteps50_example_cola.sbmy' done.\n",
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"[01:58:27|\u001b[1;36mINFO \u001b[00m]|\u001b[38;5;147m(wip3m.tools)\u001b[00m Parameter file written to /Users/hoellinger/Library/CloudStorage/Dropbox/travail/these/science/code/simbelmyne/simbelmyne2025/WIP_P3M/results/notebook6/nsteps50_example_cola.sbmy\n",
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"sPM nsteps = 50:\n",
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"[01:58:27|\u001b[1;36mINFO \u001b[00m]|\u001b[38;5;147m(wip3m.tools)\u001b[00m Time-stepping distribution file: /Users/hoellinger/Library/CloudStorage/Dropbox/travail/these/science/code/simbelmyne/simbelmyne2025/WIP_P3M/results/notebook6/nsteps50_ts_spm.h5\n",
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"[01:58:27|\u001b[38;5;113mSTATUS \u001b[00m]|Write timestepping configuration in '/Users/hoellinger/Library/CloudStorage/Dropbox/travail/these/science/code/simbelmyne/simbelmyne2025/WIP_P3M/results/notebook6/nsteps50_ts_spm.h5'...\n",
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"[01:58:27|\u001b[38;5;113mSTATUS \u001b[00m]|Write timestepping configuration in '/Users/hoellinger/Library/CloudStorage/Dropbox/travail/these/science/code/simbelmyne/simbelmyne2025/WIP_P3M/results/notebook6/nsteps50_ts_spm.h5' done.\n",
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"[01:58:27|\u001b[1;36mINFO \u001b[00m]|\u001b[38;5;147m(wip3m.tools)\u001b[00m TS.ai = 0.050000, TS.af = 1.000000, TS.nsteps = 50\n",
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"[01:58:27|\u001b[38;5;113mSTATUS \u001b[00m]|Read timestepping configuration in '/Users/hoellinger/Library/CloudStorage/Dropbox/travail/these/science/code/simbelmyne/simbelmyne2025/WIP_P3M/results/notebook6/nsteps50_ts_spm.h5'...\n",
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"[01:58:27|\u001b[38;5;113mSTATUS \u001b[00m]|Read timestepping configuration in '/Users/hoellinger/Library/CloudStorage/Dropbox/travail/these/science/code/simbelmyne/simbelmyne2025/WIP_P3M/results/notebook6/nsteps50_ts_spm.h5' done.\n",
|
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"[01:58:27|\u001b[1;36mINFO \u001b[00m]|\u001b[38;5;147m(wip3m.tools)\u001b[00m Generating parameter file...\n",
|
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"[01:58:27|\u001b[38;5;113mSTATUS \u001b[00m]|Writing parameter file in '/Users/hoellinger/Library/CloudStorage/Dropbox/travail/these/science/code/simbelmyne/simbelmyne2025/WIP_P3M/results/notebook6/nsteps50_example_spm.sbmy'...\n",
|
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"[01:58:27|\u001b[38;5;113mSTATUS \u001b[00m]|Writing parameter file in '/Users/hoellinger/Library/CloudStorage/Dropbox/travail/these/science/code/simbelmyne/simbelmyne2025/WIP_P3M/results/notebook6/nsteps50_example_spm.sbmy' done.\n",
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"[01:58:27|\u001b[1;36mINFO \u001b[00m]|\u001b[38;5;147m(wip3m.tools)\u001b[00m Parameter file written to /Users/hoellinger/Library/CloudStorage/Dropbox/travail/these/science/code/simbelmyne/simbelmyne2025/WIP_P3M/results/notebook6/nsteps50_example_spm.sbmy\n",
|
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"COLA/sPM nsteps = 10:\n",
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"[01:58:27|\u001b[1;36mINFO \u001b[00m]|\u001b[38;5;147m(wip3m.tools)\u001b[00m Time-stepping distribution file: /Users/hoellinger/Library/CloudStorage/Dropbox/travail/these/science/code/simbelmyne/simbelmyne2025/WIP_P3M/results/notebook6/nsteps10_colaSPM_ts_spm.h5\n",
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"[01:58:27|\u001b[38;5;113mSTATUS \u001b[00m]|Write timestepping configuration in '/Users/hoellinger/Library/CloudStorage/Dropbox/travail/these/science/code/simbelmyne/simbelmyne2025/WIP_P3M/results/notebook6/nsteps10_colaSPM_ts_spm.h5'...\n",
|
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"[01:58:27|\u001b[38;5;113mSTATUS \u001b[00m]|Write timestepping configuration in '/Users/hoellinger/Library/CloudStorage/Dropbox/travail/these/science/code/simbelmyne/simbelmyne2025/WIP_P3M/results/notebook6/nsteps10_colaSPM_ts_spm.h5' done.\n",
|
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"[01:58:27|\u001b[1;36mINFO \u001b[00m]|\u001b[38;5;147m(wip3m.tools)\u001b[00m TS.ai = 0.050000, TS.af = 1.000000, TS.nsteps = 10\n",
|
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"[01:58:27|\u001b[38;5;113mSTATUS \u001b[00m]|Read timestepping configuration in '/Users/hoellinger/Library/CloudStorage/Dropbox/travail/these/science/code/simbelmyne/simbelmyne2025/WIP_P3M/results/notebook6/nsteps10_colaSPM_ts_spm.h5'...\n",
|
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"[01:58:27|\u001b[38;5;113mSTATUS \u001b[00m]|Read timestepping configuration in '/Users/hoellinger/Library/CloudStorage/Dropbox/travail/these/science/code/simbelmyne/simbelmyne2025/WIP_P3M/results/notebook6/nsteps10_colaSPM_ts_spm.h5' done.\n",
|
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"[01:58:27|\u001b[1;36mINFO \u001b[00m]|\u001b[38;5;147m(wip3m.tools)\u001b[00m Generating parameter file...\n",
|
|
"[01:58:27|\u001b[38;5;113mSTATUS \u001b[00m]|Writing parameter file in '/Users/hoellinger/Library/CloudStorage/Dropbox/travail/these/science/code/simbelmyne/simbelmyne2025/WIP_P3M/results/notebook6/nsteps10_colaSPM_example_spm.sbmy'...\n",
|
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"[01:58:27|\u001b[38;5;113mSTATUS \u001b[00m]|Writing parameter file in '/Users/hoellinger/Library/CloudStorage/Dropbox/travail/these/science/code/simbelmyne/simbelmyne2025/WIP_P3M/results/notebook6/nsteps10_colaSPM_example_spm.sbmy' done.\n",
|
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"[01:58:27|\u001b[1;36mINFO \u001b[00m]|\u001b[38;5;147m(wip3m.tools)\u001b[00m Parameter file written to /Users/hoellinger/Library/CloudStorage/Dropbox/travail/these/science/code/simbelmyne/simbelmyne2025/WIP_P3M/results/notebook6/nsteps10_colaSPM_example_spm.sbmy\n",
|
|
"P3M nsteps = 50:\n",
|
|
"[01:58:27|\u001b[1;36mINFO \u001b[00m]|\u001b[38;5;147m(wip3m.tools)\u001b[00m Time-stepping distribution file: /Users/hoellinger/Library/CloudStorage/Dropbox/travail/these/science/code/simbelmyne/simbelmyne2025/WIP_P3M/results/notebook6/nsteps50_ts_p3m.h5\n",
|
|
"[01:58:27|\u001b[38;5;113mSTATUS \u001b[00m]|Write timestepping configuration in '/Users/hoellinger/Library/CloudStorage/Dropbox/travail/these/science/code/simbelmyne/simbelmyne2025/WIP_P3M/results/notebook6/nsteps50_ts_p3m.h5'...\n",
|
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"[01:58:27|\u001b[38;5;113mSTATUS \u001b[00m]|Write timestepping configuration in '/Users/hoellinger/Library/CloudStorage/Dropbox/travail/these/science/code/simbelmyne/simbelmyne2025/WIP_P3M/results/notebook6/nsteps50_ts_p3m.h5' done.\n",
|
|
"[01:58:27|\u001b[1;36mINFO \u001b[00m]|\u001b[38;5;147m(wip3m.tools)\u001b[00m TS.ai = 0.050000, TS.af = 1.000000, TS.nsteps = 50\n",
|
|
"[01:58:27|\u001b[38;5;113mSTATUS \u001b[00m]|Read timestepping configuration in '/Users/hoellinger/Library/CloudStorage/Dropbox/travail/these/science/code/simbelmyne/simbelmyne2025/WIP_P3M/results/notebook6/nsteps50_ts_p3m.h5'...\n",
|
|
"[01:58:27|\u001b[38;5;113mSTATUS \u001b[00m]|Read timestepping configuration in '/Users/hoellinger/Library/CloudStorage/Dropbox/travail/these/science/code/simbelmyne/simbelmyne2025/WIP_P3M/results/notebook6/nsteps50_ts_p3m.h5' done.\n",
|
|
"[01:58:28|\u001b[1;36mINFO \u001b[00m]|\u001b[38;5;147m(wip3m.tools)\u001b[00m Generating parameter file...\n",
|
|
"[01:58:28|\u001b[38;5;113mSTATUS \u001b[00m]|Writing parameter file in '/Users/hoellinger/Library/CloudStorage/Dropbox/travail/these/science/code/simbelmyne/simbelmyne2025/WIP_P3M/results/notebook6/nsteps50_example_p3m.sbmy'...\n",
|
|
"[01:58:28|\u001b[38;5;113mSTATUS \u001b[00m]|Writing parameter file in '/Users/hoellinger/Library/CloudStorage/Dropbox/travail/these/science/code/simbelmyne/simbelmyne2025/WIP_P3M/results/notebook6/nsteps50_example_p3m.sbmy' done.\n",
|
|
"[01:58:28|\u001b[1;36mINFO \u001b[00m]|\u001b[38;5;147m(wip3m.tools)\u001b[00m Parameter file written to /Users/hoellinger/Library/CloudStorage/Dropbox/travail/these/science/code/simbelmyne/simbelmyne2025/WIP_P3M/results/notebook6/nsteps50_example_p3m.sbmy\n",
|
|
"COLA/P3M nsteps = 50:\n",
|
|
"[01:58:28|\u001b[1;36mINFO \u001b[00m]|\u001b[38;5;147m(wip3m.tools)\u001b[00m Time-stepping distribution file: /Users/hoellinger/Library/CloudStorage/Dropbox/travail/these/science/code/simbelmyne/simbelmyne2025/WIP_P3M/results/notebook6/nsteps50_colaP3M_ts_p3m.h5\n",
|
|
"[01:58:28|\u001b[38;5;113mSTATUS \u001b[00m]|Write timestepping configuration in '/Users/hoellinger/Library/CloudStorage/Dropbox/travail/these/science/code/simbelmyne/simbelmyne2025/WIP_P3M/results/notebook6/nsteps50_colaP3M_ts_p3m.h5'...\n",
|
|
"[01:58:28|\u001b[38;5;113mSTATUS \u001b[00m]|Write timestepping configuration in '/Users/hoellinger/Library/CloudStorage/Dropbox/travail/these/science/code/simbelmyne/simbelmyne2025/WIP_P3M/results/notebook6/nsteps50_colaP3M_ts_p3m.h5' done.\n",
|
|
"[01:58:28|\u001b[1;36mINFO \u001b[00m]|\u001b[38;5;147m(wip3m.tools)\u001b[00m TS.ai = 0.050000, TS.af = 1.000000, TS.nsteps = 50\n",
|
|
"[01:58:28|\u001b[38;5;113mSTATUS \u001b[00m]|Read timestepping configuration in '/Users/hoellinger/Library/CloudStorage/Dropbox/travail/these/science/code/simbelmyne/simbelmyne2025/WIP_P3M/results/notebook6/nsteps50_colaP3M_ts_p3m.h5'...\n",
|
|
"[01:58:28|\u001b[38;5;113mSTATUS \u001b[00m]|Read timestepping configuration in '/Users/hoellinger/Library/CloudStorage/Dropbox/travail/these/science/code/simbelmyne/simbelmyne2025/WIP_P3M/results/notebook6/nsteps50_colaP3M_ts_p3m.h5' done.\n",
|
|
"[01:58:28|\u001b[1;36mINFO \u001b[00m]|\u001b[38;5;147m(wip3m.tools)\u001b[00m Generating parameter file...\n",
|
|
"[01:58:28|\u001b[38;5;113mSTATUS \u001b[00m]|Writing parameter file in '/Users/hoellinger/Library/CloudStorage/Dropbox/travail/these/science/code/simbelmyne/simbelmyne2025/WIP_P3M/results/notebook6/nsteps50_colaP3M_example_p3m.sbmy'...\n",
|
|
"[01:58:28|\u001b[38;5;113mSTATUS \u001b[00m]|Writing parameter file in '/Users/hoellinger/Library/CloudStorage/Dropbox/travail/these/science/code/simbelmyne/simbelmyne2025/WIP_P3M/results/notebook6/nsteps50_colaP3M_example_p3m.sbmy' done.\n",
|
|
"[01:58:28|\u001b[1;36mINFO \u001b[00m]|\u001b[38;5;147m(wip3m.tools)\u001b[00m Parameter file written to /Users/hoellinger/Library/CloudStorage/Dropbox/travail/these/science/code/simbelmyne/simbelmyne2025/WIP_P3M/results/notebook6/nsteps50_colaP3M_example_p3m.sbmy\n"
|
|
]
|
|
},
|
|
{
|
|
"data": {
|
|
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",
|
|
"text/plain": [
|
|
"<Figure size 500x100 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 500x100 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 500x100 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
},
|
|
{
|
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"data": {
|
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"image/png": 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",
|
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"text/plain": [
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"<Figure size 500x100 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 500x100 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 500x100 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"reset_plotting() # Default style for Simbelmynë\n",
|
|
"generate_sim_params(lpt_params, ICs_path, wd, simdir, None, force)\n",
|
|
"\n",
|
|
"print(f\"PM nsteps = {nsteps_pm}:\")\n",
|
|
"file_ext = f\"nsteps{nsteps_pm}\" # \"pm\" is already in the filename\n",
|
|
"generate_sim_params(pm_params, ICs_path, wd, simdir, file_ext, force)\n",
|
|
"\n",
|
|
"print(f\"COLA/PM nsteps = {nsteps_colaPM}:\")\n",
|
|
"file_ext = f\"nsteps{nsteps_colaPM}\" # \"cola\" is already in the filename\n",
|
|
"generate_sim_params(colaPM_params, ICs_path, wd, simdir, file_ext, force)\n",
|
|
"\n",
|
|
"print(f\"sPM nsteps = {nsteps_spm}:\")\n",
|
|
"file_ext = f\"nsteps{nsteps_spm}\" # \"spm\" is already in the filename\n",
|
|
"generate_sim_params(spm_params, ICs_path, wd, simdir, file_ext, force)\n",
|
|
"\n",
|
|
"print(f\"COLA/sPM nsteps = {nsteps_colaSPM}:\")\n",
|
|
"file_ext = f\"nsteps{nsteps_colaSPM}_colaSPM\"\n",
|
|
"generate_sim_params(colaspm_params, ICs_path, wd, simdir, file_ext, force)\n",
|
|
"\n",
|
|
"print(f\"P3M nsteps = {nsteps_p3m}:\")\n",
|
|
"file_ext = f\"nsteps{nsteps_p3m}\" # \"p3m\" is already in the filename\n",
|
|
"generate_sim_params(p3m_params, ICs_path, wd, simdir, file_ext, force)\n",
|
|
"\n",
|
|
"print(f\"COLA/P3M nsteps = {nsteps_colaP3M}:\")\n",
|
|
"file_ext = f\"nsteps{nsteps_colaP3M}_colaP3M\" # \"p3m\" is already in the filename\n",
|
|
"generate_sim_params(colap3m_params, ICs_path, wd, simdir, file_ext, force)\n",
|
|
"setup_plotting() # Reset plotting style for this project"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"metadata": {},
|
|
"source": [
|
|
"### Generate the initial phase"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 7,
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": [
|
|
"generate_white_noise_Field(\n",
|
|
" L=L,\n",
|
|
" size=N,\n",
|
|
" corner=corner,\n",
|
|
" seedphase=BASELINE_SEEDPHASE,\n",
|
|
" fname_whitenoise=input_white_noise_file,\n",
|
|
" seedname_whitenoise=input_seed_phase_file,\n",
|
|
" force_phase=force,\n",
|
|
")"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"metadata": {},
|
|
"source": [
|
|
"### Generating the input power spectrum"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"metadata": {},
|
|
"source": [
|
|
"The second preparatory step is to compute the initial power spectrum to be used in the simulations, given the cosmological parameters and prescription specified in ``params.py``. The power spectrum is saved in `input_power_file`."
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 8,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"[01:58:29|\u001b[38;5;113mSTATUS \u001b[00m]|Setting up Fourier grid...\n",
|
|
"[01:58:29|\u001b[38;5;113mSTATUS \u001b[00m]|Setting up Fourier grid done.\n",
|
|
"[01:58:29\u001b[00m|[01:58:29|\u001b[38;5;113mSTATUS \u001b[00m]|Write power spectrum in data file '/Users/hoellinger/WIP3M/notebook6/input_power.h5'...\n",
|
|
"\u001b[38;5;113mSTATUS \u001b[00m]|Computing normalization of the power spectrum...\n",
|
|
"[01:58:29\u001b[00m|\u001b[38;5;113mSTATUS \u001b[00m]|Computing normalization of the power spectrum done.\n",
|
|
"[01:58:29\u001b[00m|\u001b[38;5;113mSTATUS \u001b[00m]|Computing power spectrum...\n",
|
|
"[01:58:29\u001b[00m|\u001b[38;5;113mSTATUS \u001b[00m]|Computing power spectrum done.\n",
|
|
"[01:58:29|\u001b[38;5;246mDIAGNOSTIC\u001b[00m]==|\u001b[38;5;246mL0=16, L1=16, L2=16\u001b[00m\n",
|
|
"[01:58:29|\u001b[38;5;246mDIAGNOSTIC\u001b[00m]==|\u001b[38;5;246mN0=32, N1=32, N2=32, N2_HC=17, N_HC=17408, NUM_MODES=464\u001b[00m\n",
|
|
"[01:58:29|\u001b[38;5;113mSTATUS \u001b[00m]|Write power spectrum in data file '/Users/hoellinger/WIP3M/notebook6/input_power.h5' done.\n"
|
|
]
|
|
}
|
|
],
|
|
"source": [
|
|
"# If cosmo[\"WhichSpectrum\"] == \"class\", then classy is required.\n",
|
|
"if not isfile(input_power_file) or force:\n",
|
|
" Pk = PowerSpectrum(L, L, L, N, N, N, cosmo_small_to_full_dict(cosmo))\n",
|
|
" Pk.write(input_power_file)"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 9,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"[01:58:29|\u001b[38;5;113mSTATUS \u001b[00m]|Setting up Fourier grid...\n",
|
|
"[01:58:29|\u001b[38;5;113mSTATUS \u001b[00m]|Setting up Fourier grid done.\n",
|
|
"[01:58:29|\u001b[38;5;113mSTATUS \u001b[00m]|Write Fourier grid in data file '/Users/hoellinger/WIP3M/notebook6/input_ss_k_grid.h5'...\n",
|
|
"[01:58:29|\u001b[38;5;246mDIAGNOSTIC\u001b[00m]==|\u001b[38;5;246mL0=16, L1=16, L2=16\u001b[00m\n",
|
|
"[01:58:29|\u001b[38;5;246mDIAGNOSTIC\u001b[00m]==|\u001b[38;5;246mN0=32, N1=32, N2=32, N2_HC=17, N_HC=17408, NUM_MODES=40\u001b[00m\n",
|
|
"[01:58:29|\u001b[38;5;113mSTATUS \u001b[00m]|Write Fourier grid in data file '/Users/hoellinger/WIP3M/notebook6/input_ss_k_grid.h5' done.\n"
|
|
]
|
|
}
|
|
],
|
|
"source": [
|
|
"# k grid used to compute the final overdensity power spectrum\n",
|
|
"Pinit = 100\n",
|
|
"trim_threshold = 100 # Merge bins until this minimum number of modes per bin is reached\n",
|
|
"log_kmin = np.log10(2 * np.pi / (np.sqrt(3) * L)) # Minimum non-zero k in h/Mpc\n",
|
|
"if go_beyond_Nyquist_ss:\n",
|
|
" k_max_ss = get_k_max(L, N)\n",
|
|
"else:\n",
|
|
" k_max_ss = get_k_max(L, N) / np.sqrt(3) # 1D Nyquist frequency\n",
|
|
"Pbins_left_bnds = np.logspace(log_kmin, np.log10(k_max_ss), Pinit + 1, dtype=np.float32)\n",
|
|
"Pbins_left_bnds = Pbins_left_bnds[:-1]\n",
|
|
"input_ss_file = simdir + \"input_ss_k_grid.h5\"\n",
|
|
"Gk = FourierGrid(\n",
|
|
" L,\n",
|
|
" L,\n",
|
|
" L,\n",
|
|
" N,\n",
|
|
" N,\n",
|
|
" N,\n",
|
|
" k_modes=Pbins_left_bnds,\n",
|
|
" kmax=k_max_ss,\n",
|
|
" trim_bins=True,\n",
|
|
" trim_threshold=trim_threshold,\n",
|
|
")\n",
|
|
"Gk.write(input_ss_file)"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"metadata": {},
|
|
"source": [
|
|
"## Running the simulations"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"metadata": {},
|
|
"source": [
|
|
"We are now ready to run the actual simulations using the Simbelmynë executable. Warning: the following may take some time, even in relatively low dimension, and should not be run on a login node."
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 10,
|
|
"metadata": {
|
|
"vscode": {
|
|
"languageId": "shellscript"
|
|
}
|
|
},
|
|
"outputs": [],
|
|
"source": [
|
|
"%%capture\n",
|
|
"\n",
|
|
"if not isfile(ICs_path) or not isfile(simdir + \"lpt_density.h5\") or not isfile(simdir + \"lpt_particles.gadget3\") or force:\n",
|
|
" !simbelmyne {wd}example_lpt.sbmy {logdir}lpt.txt\n",
|
|
"\n",
|
|
"file_ext = f\"nsteps{nsteps_pm}\"\n",
|
|
"if not isfile(simdir + f\"{file_ext}_final_density_pm.h5\") or force:\n",
|
|
" !simbelmyne {wd}{file_ext}_example_pm.sbmy {logdir}{file_ext}_pm.txt\n",
|
|
"\n",
|
|
"file_ext = f\"nsteps{nsteps_colaPM}\"\n",
|
|
"if not isfile(simdir + f\"{file_ext}_final_density_cola.h5\") or force:\n",
|
|
" !simbelmyne {wd}{file_ext}_example_cola.sbmy {logdir}{file_ext}_cola.txt\n",
|
|
"\n",
|
|
"file_ext = f\"nsteps{nsteps_spm}\"\n",
|
|
"if not isfile(simdir + f\"{file_ext}_final_density_spm.h5\") or force:\n",
|
|
" !simbelmyne {wd}{file_ext}_example_spm.sbmy {logdir}{file_ext}_spm.txt\n",
|
|
"\n",
|
|
"file_ext = f\"nsteps{nsteps_colaSPM}_colaSPM\"\n",
|
|
"if not isfile(simdir + f\"{file_ext}_final_density_spm.h5\") or force:\n",
|
|
" !simbelmyne {wd}{file_ext}_example_spm.sbmy {logdir}{file_ext}_spm.txt\n",
|
|
"\n",
|
|
"file_ext = f\"nsteps{nsteps_p3m}\"\n",
|
|
"if not isfile(simdir + f\"{file_ext}_final_density_p3m.h5\") or force:\n",
|
|
" !simbelmyne {wd}{file_ext}_example_p3m.sbmy {logdir}{file_ext}_p3m.txt\n",
|
|
"\n",
|
|
"file_ext = f\"nsteps{nsteps_colaP3M}_colaP3M\"\n",
|
|
"if not isfile(simdir + f\"{file_ext}_final_density_p3m.h5\") or force:\n",
|
|
" !simbelmyne {wd}{file_ext}_example_p3m.sbmy {logdir}{file_ext}_p3m.txt"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"metadata": {
|
|
"vscode": {
|
|
"languageId": "shellscript"
|
|
}
|
|
},
|
|
"source": [
|
|
"The logs can be monitored in the corresponding files in the `logdir` directory."
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"metadata": {},
|
|
"source": [
|
|
"## Plot results"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"metadata": {},
|
|
"source": [
|
|
"### Plot the evolved dark matter density fields"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 11,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"[01:59:44|\u001b[38;5;113mSTATUS \u001b[00m]|Read field in data file '/Users/hoellinger/WIP3M/notebook6/lpt_density.h5'...\n",
|
|
"[01:59:44|\u001b[38;5;246mDIAGNOSTIC\u001b[00m]==|\u001b[38;5;246mranges=[np.float64(-8.0), np.float64(8.0), np.float64(-8.0), np.float64(8.0), np.float64(-8.0), np.float64(8.0), np.int32(32), np.int32(32), np.int32(32)]\u001b[00m\n",
|
|
"[01:59:44|\u001b[38;5;113mSTATUS \u001b[00m]|Read field in data file '/Users/hoellinger/WIP3M/notebook6/lpt_density.h5' done.\n",
|
|
"[01:59:44|\u001b[38;5;113mSTATUS \u001b[00m]|Read field in data file '/Users/hoellinger/WIP3M/notebook6/nsteps50_final_density_pm.h5'...\n",
|
|
"[01:59:44|\u001b[38;5;246mDIAGNOSTIC\u001b[00m]==|\u001b[38;5;246mranges=[np.float64(-8.0), np.float64(8.0), np.float64(-8.0), np.float64(8.0), np.float64(-8.0), np.float64(8.0), np.int32(32), np.int32(32), np.int32(32)]\u001b[00m\n",
|
|
"[01:59:44|\u001b[38;5;113mSTATUS \u001b[00m]|Read field in data file '/Users/hoellinger/WIP3M/notebook6/nsteps50_final_density_pm.h5' done.\n",
|
|
"[01:59:44|\u001b[38;5;113mSTATUS \u001b[00m]|Read field in data file '/Users/hoellinger/WIP3M/notebook6/nsteps50_final_density_cola.h5'...\n",
|
|
"[01:59:44|\u001b[38;5;246mDIAGNOSTIC\u001b[00m]==|\u001b[38;5;246mranges=[np.float64(-8.0), np.float64(8.0), np.float64(-8.0), np.float64(8.0), np.float64(-8.0), np.float64(8.0), np.int32(32), np.int32(32), np.int32(32)]\u001b[00m\n",
|
|
"[01:59:44|\u001b[38;5;113mSTATUS \u001b[00m]|Read field in data file '/Users/hoellinger/WIP3M/notebook6/nsteps50_final_density_cola.h5' done.\n",
|
|
"[01:59:44|\u001b[38;5;113mSTATUS \u001b[00m]|Read field in data file '/Users/hoellinger/WIP3M/notebook6/nsteps50_final_density_spm.h5'...\n",
|
|
"[01:59:44|\u001b[38;5;246mDIAGNOSTIC\u001b[00m]==|\u001b[38;5;246mranges=[np.float64(-8.0), np.float64(8.0), np.float64(-8.0), np.float64(8.0), np.float64(-8.0), np.float64(8.0), np.int32(32), np.int32(32), np.int32(32)]\u001b[00m\n",
|
|
"[01:59:44|\u001b[38;5;113mSTATUS \u001b[00m]|Read field in data file '/Users/hoellinger/WIP3M/notebook6/nsteps50_final_density_spm.h5' done.\n",
|
|
"[01:59:44|\u001b[38;5;113mSTATUS \u001b[00m]|Read field in data file '/Users/hoellinger/WIP3M/notebook6/nsteps10_colaSPM_final_density_spm.h5'...\n",
|
|
"[01:59:44|\u001b[38;5;246mDIAGNOSTIC\u001b[00m]==|\u001b[38;5;246mranges=[np.float64(-8.0), np.float64(8.0), np.float64(-8.0), np.float64(8.0), np.float64(-8.0), np.float64(8.0), np.int32(32), np.int32(32), np.int32(32)]\u001b[00m\n",
|
|
"[01:59:44|\u001b[38;5;113mSTATUS \u001b[00m]|Read field in data file '/Users/hoellinger/WIP3M/notebook6/nsteps10_colaSPM_final_density_spm.h5' done.\n",
|
|
"[01:59:44|\u001b[38;5;113mSTATUS \u001b[00m]|Read field in data file '/Users/hoellinger/WIP3M/notebook6/nsteps50_final_density_P3M.h5'...\n",
|
|
"[01:59:44|\u001b[38;5;246mDIAGNOSTIC\u001b[00m]==|\u001b[38;5;246mranges=[np.float64(-8.0), np.float64(8.0), np.float64(-8.0), np.float64(8.0), np.float64(-8.0), np.float64(8.0), np.int32(32), np.int32(32), np.int32(32)]\u001b[00m\n",
|
|
"[01:59:44|\u001b[38;5;113mSTATUS \u001b[00m]|Read field in data file '/Users/hoellinger/WIP3M/notebook6/nsteps50_final_density_P3M.h5' done.\n",
|
|
"[01:59:44|\u001b[38;5;113mSTATUS \u001b[00m]|Read field in data file '/Users/hoellinger/WIP3M/notebook6/nsteps50_colaP3M_final_density_P3M.h5'...\n",
|
|
"[01:59:44|\u001b[38;5;246mDIAGNOSTIC\u001b[00m]==|\u001b[38;5;246mranges=[np.float64(-8.0), np.float64(8.0), np.float64(-8.0), np.float64(8.0), np.float64(-8.0), np.float64(8.0), np.int32(32), np.int32(32), np.int32(32)]\u001b[00m\n",
|
|
"[01:59:44|\u001b[38;5;113mSTATUS \u001b[00m]|Read field in data file '/Users/hoellinger/WIP3M/notebook6/nsteps50_colaP3M_final_density_P3M.h5' done.\n"
|
|
]
|
|
}
|
|
],
|
|
"source": [
|
|
"slice_ijk = (N // 2, slice(None), slice(None))\n",
|
|
"DELTA_LPT = read_field(simdir + \"lpt_density.h5\").data[slice_ijk]\n",
|
|
"DELTA_PM = read_field(simdir + f\"nsteps{nsteps_pm}_final_density_pm.h5\").data[slice_ijk]\n",
|
|
"DELTA_COLAPM = read_field(simdir + f\"nsteps{nsteps_colaPM}_final_density_cola.h5\").data[slice_ijk]\n",
|
|
"DELTA_SPM = read_field(simdir + f\"nsteps{nsteps_spm}_final_density_spm.h5\").data[slice_ijk]\n",
|
|
"DELTA_COLASPM = read_field(simdir + f\"nsteps{nsteps_colaSPM}_colaSPM_final_density_spm.h5\").data[slice_ijk]\n",
|
|
"DELTA_P3M = read_field(simdir + f\"nsteps{nsteps_p3m}_final_density_P3M.h5\").data[slice_ijk]\n",
|
|
"DELTA_COLAP3M = read_field(simdir + f\"nsteps{nsteps_colaP3M}_colaP3M_final_density_P3M.h5\").data[slice_ijk]\n",
|
|
"diff_p3m_pm = DELTA_P3M - DELTA_PM\n",
|
|
"diff_p3m_spm = DELTA_P3M - DELTA_SPM"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 12,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"image/png": 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6FgAA6BItq2UDLQvAi6YAQOsNh8PZn2Xu7++n4Z/09J/z8/NSx/vrr79m+7m9vV16//Hx8cIxV227av+j0Wj2nAaDwcK+5n/CduFP2C5cD8d9fHxc+TrMt6vqdUi7vLyc9vv9532HsYSxrRJej/S465SeA9fX17UcI/91mn+9w2scrofnuuprE7ZNPzaMFwAAiJ+W1bLraFkAAKCt9KyeXUfPAgAAbaRltew6WhYAAGgrPatn19GzAABAG2lZLbuOlgUAANpKz+rZdfQsAADQVnpWz66jZwEAgDbSslp2HS0LwCaSjbYCAFr7AcCyOAuhWjZ2wz5XKfsBQF468vOhGMYRns+m+8+PrYr4nkfu/E94fTYVtg2PCR941OX09PR5bHWYfyCU/3AmPKdNP3SYbzv/sAAAAIifltWy62hZAACgrfSsnl1HzwIAAG2kZbXsOloWAABoKz2rZ9fRswAAQBtpWS27jpYFAADaSs/q2XX0LAAA0FZ6Vs+uo2cBAIA20rJadh0tC8AmegkA0HlnZ2eZ65PJJLm7uyu8v8vLy4V91qnf7yefP39euP3k5CQZj8fJ/f19MhqNNtrX9fV1MhwOn6/f3NwkR0dHhccWXocvX75kXpvT09ONHx+2DY8JX4+rq6ukDt++fZv9fXx8XMv+83MpvL4XFxez229vbzc6bvhazj08PJSanwAAQBy07A9atnpaFgAAqIue/UHPVk/PAgAAddCyP2jZ6mlZAACgLnr2Bz1bPT0LAADUQcv+oGWrp2UBAIC66Nkf9Gz19CwAAFAXPfuDnq2engUAAOqgZX/QstXTsgBx6DU9AACgvGVBGqKziBDcIdC2idwqDAaDpWMJgbnsvnX++c9/zj5UmAuxmY74TYUPD9LRHj6E2OZ1CeM/PDx8/jBl2YccZYXnFj7wCer60CZ8DdLC/AivS7h90w9mXr9+vbAPAABgv2nZLC1bLS0LAADURc9m6dlq6VkAAKAOWjZLy1ZLywIAAHXRs1l6tlp6FgAAqIOWzdKy1dKyAABAXfRslp6tlp4FAADqomez9Gy19CwAAFAHLZulZaulZQHi0Gt6AABAeSF28yEW4nUehtsIkRr2lQ7oXcgHYhBie9PATAtj//jxY+a2i4uLraIzxPvJyUmpD1VC/KePGfYZ/lRpPqZlc6DKDxlWzZNN5efT4+NjJWMDAAC6S8tmadlqaVkAAKAuejZLz1ZLzwIAAHXQsllatlpaFgAAqIuezdKz1dKzAABAHbRslpatlpYFAADqomez9Gy19CwAAFAXPZulZ6ulZwEAgDpo2SwtWy0tCxCHXtMDAACqEQI37+rqauv9fPv2LTk7O0vaIB/g2zg/P1+IzmWv0Sr5bUPsDgaDjR8fQn/ZBzBVfwAQPugJ3r9/n9QhPIf8mIfD4ez13XY/db4OAABAN2nZLC1bDS0LAADUTc9m6dlq6FkAAKBOWjZLy1ZDywIAAHXTs1l6thp6FgAAqJOWzdKy1dCyAABA3fRslp6thp4FAADqpmez9Gw19CwAAFAnLZulZauhZQHi0Wt6AABANUKg5oP38vKyUEweHx8nbfD69etSjz89Pc1cv7u7Sx4eHl58XIjT+WtR5MODdWPf5kOEl6Q/4KnrQ5vwmuX9/vvvW+8nH/z5uQoAAOwnLbtIy5anZQEAgLrp2UV6tjw9CwAA1EnLLtKy5WlZAACgbnp2kZ4tT88CAAB10rKLtGx5WhYAAKibnl2kZ8vTswAAQN307CI9W56eBQAA6qRlF2nZ8rQsQDx6TQ8AAKhOPnhDdG0SvOkPDPL76LIPHz4s3Pbp06cXH/f58+eF296+fbvVsUPgnp+fZ24Lr22VHwBcX1/P/g77HA6HSR1ub28z18OHQ0WO9Z//+Z+Z6+/evSs9NgAAIA5aNkvLlqdlAQCAXdCzWXq2PD0LAADUTctmadnytCwAALALejZLz5anZwEAgLpp2SwtW56WBQAAdkHPZunZ8vQsAACwC3o2S8+Wp2cBAIC6adksLVuelgWIR6/pAQAA1Tk7O1sa9ZuYTCbJ3d3d0n10VQjVEOJpNzc3Lz7u27dvmeshsPP72UT4IOH+/n72NQghvenXYpuv1zzK6zI/xroPVYrsp64PLAAAgO7RsllatjwtCwAA7IKezdKz5elZAACgblo2S8uWp2UBAIBd0LNZerY8PQsAANRNy2Zp2fK0LAAAsAt6NkvPlqdnAQCAXdCzWXq2PD0LAADUTctmadnytCxAPHpNDwAAqE4I1XxYXV1dbfTYT58+zR4b9hGTt2/fLtz28PCwcvvxeDyL66piNTz29PQ0GY1GSZXSX9e6PrQJr0N4PdKKPI9lr+myrwsAALCftOwiLVuclgUAAHZFzy7Ss8XpWQAAYBe07CItW5yWBQAAdkXPLtKzxelZAABgF7TsIi1bnJYFAAB2Rc8u0rPF6VkAAGBX9OwiPVucngUAAHZByy7SssVpWYC49JoeAABQrWUxuMmHAGGbukKyScvi/e7ubuX2y+5r44ciX79+nf1d54c2+dciHKvf7ze2HwAAIF5aNkvLFqdlAQCAXdKzWXq2OD0LAADsipbN0rLFaVkAAGCX9GyWni1OzwIAALuiZbO0bHFaFgAA2CU9m6Vni9OzAADALunZLD1bnJ4FAAB2RctmadnitCxAXHpNDwAAqNbp6enCbZeXly8G2mQyWfrYrvv5558Xbvvzzz9Xbv/4+LjRPpo0Ho+Th4eH2eU6P7S5vb3NXB+NRo3uBwAAiJeWzdKyxWlZAABgl/Rslp4tTs8CAAC7omWztGxxWhYAANglPZulZ4vTswAAwK5o2SwtW5yWBQAAdknPZunZ4vQsAACwS3o2S88Wp2cBAIBd0bJZWrY4LQsQl17TAwAAqpcP+RCLIRpXCR8QxBj/Qb/fX7ht3WsRPgjZZB9NSn+g8/79+9qOEz4YSnv37l0l+zk6Oio1LgAAIE5a9gctW5yWBQAAdk3P/qBni9OzAADALmnZH7RscVoWAADYNT37g54tTs8CAAC7pGV/0LLFaVkAAGDX9OwPerY4PQsAAOyanv1BzxanZwEAgF3Ssj9o2eK0LEBcek0PAACo3tnZ2dpozAfvzc3N0sfE4PXr1xtF/tz379+Ttru6upr9PRqNavtwIrxG+Q9KwvG2FT58yr/eRfYDAADET8v+oGWL0bIAAEAT9OwPerYYPQsAAOyalv1ByxajZQEAgCbo2R/0bDF6FgAA2DUt+4OWLUbLAgAATdCzP+jZYvQsAADQBD37g54tRs8CAAC7pmV/0LLFaFmA+PSaHgAAUL3hcJgMBoOl0Zj37du32bbhMTFaFvTronnZBwZtkg7qOj+0ubu7y1wPc6TIhw1fv37NXD8+Pi49NgAAIE5a9gctW4yWBQAAmqBnf9CzxehZAABg17TsD1q2GC0LAAA0Qc/+oGeL0bMAAMCuadkftGwxWhYAAGiCnv1BzxajZwEAgCbo2R/0bDF6FgAA2DUt+4OWLUbLAsSn1/QAAIB65OMwROPNzc3Cdp8/f641JJs2j+W0/Icjacsid9k+mnJ5ebmTmL69vc1cH41GhfaTn3MfPnwoNS4AACBuWvaJli1GywIAAE3Rs0/0bDF6FgAAaIKWfaJli9GyAABAU/TsEz1bjJ4FAACaoGWfaNlitCwAANAUPftEzxajZwEAgKbo2Sd6thg9CwAANEHLPtGyxWhZgPj0mh4AAFCP09PTtfEYPDw8JOPxeOm2sfjzzz8Xbvv5559Xbv/mzZuF2x4fH5O2+PbtW+3xH/zxxx+Z60dHR1vvYz6/0uoeNwAA0G1a9omWLUbLAgAATdGzT/RsMXoWAABogpZ9omWL0bIAAEBT9OwTPVuMngUAAJqgZZ9o2WK0LAAA0BQ9+0TPFqNnAQCApujZJ3q2GD0LAAA0Qcs+0bLFaFmA+PSaHgAAUI9+v78QW3d3d8lkMsl8IBC2CdvGKkRo3mg0Wrn9svvyEduUm5ub56/f2dlZbccJx8i/bsPhcOv9fP36NXNd/AMAAC/Rsk+07Pa0LAAA0CQ9+0TPbk/PAgAATdGyT7Ts9rQsAADQJD37RM9uT88CAABN0bJPtOz2tCwAANAkPftEz25PzwIAAE3Ss0/07Pb0LAAA0BQt+0TLbk/LAsSp1/QAAID6LIvEq6urzOU6Q7INwoceaeHDjnUxOxgMFj4Q+eOPP5I2mAd1GN+6DzHKyj/fcLzwumwrPdeCDx8+rNz2zZs3C9sDAAD7Sctq2SK0LAAA0DQ9q2eL0LMAAECTtKyWLULLAgAATdOzerYIPQsAADRJy2rZIrQsAADQND2rZ4vQswAAQNP0rJ4tQs8CAABN0rJatggtCxCnXtMDAADqEyIxH7OXl5ezv29ubmoPyaY9PDws3Pb+/fsXH5ffZjKZJOPxuPR4wn7C6172sZs8hzJub28z14vMkfDahzGnHR8fr9w2vL5FPmQAAADio2W1bBFaFgAAaJqe1bNF6FkAAKBJWlbLFqFlAQCApulZPVuEngUAAJqkZbVsEVoWAABomp7Vs0XoWQAAoGl6Vs8WoWcBAIAmaVktW4SWBYhTr+kBAAD1Oj09zVwPoRWC69OnTwv3xWb+YUfaxcXFi49btk3RcE8Lr/kmx1/m27dvz5fPzs6SOt3d3WWuHx0dlX7t1821+bYxfxgFAABsR8tmadmXaVkAAKAN9GyWnn2ZngUAAJqmZbO07Mu0LAAA0AZ6NkvPvkzPAgAATdOyWVr2ZVoWAABoAz2bpWdfpmcBAIA20LNZevZlehYAAGials3Ssi/TsgBx6jU9AABgM5PJpNDjlsXib7/9NvsQoO6QLCt8WFHG1dXVQoQOBoMXHxe2OT4+fvHDhCLjKRq58+OHsQ2Hw6TOeRbmRlqRMac/sAhOTk7Wbpt/vQEAgDho2e1p2e1pWQAAoGp6dnt6dnt6FgAAqJKW3Z6W3Z6WBQAAqqZnt6dnt6dnAQCAKmnZ7WnZ7Wl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",
|
|
"text/plain": [
|
|
"<Figure size 10800x1500 with 18 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"fields = [\"lpt\", \"pm\", \"colapm\", \"spm\", \"colaspm\", \"p3m\", \"colap3m\", \"diff_p3m_pm\", \"diff_p3m_spm\"] # fields to plot\n",
|
|
"\n",
|
|
"figname = \"_\".join(fields)\n",
|
|
"slices_dict = {\n",
|
|
" \"lpt\": DELTA_LPT,\n",
|
|
" \"pm\": DELTA_PM,\n",
|
|
" \"colapm\": DELTA_COLAPM,\n",
|
|
" \"spm\": DELTA_SPM,\n",
|
|
" \"colaspm\": DELTA_COLASPM,\n",
|
|
" \"p3m\": DELTA_P3M,\n",
|
|
" \"colap3m\": DELTA_COLAP3M,\n",
|
|
" \"diff_p3m_pm\": diff_p3m_pm,\n",
|
|
" \"diff_p3m_spm\": diff_p3m_spm,\n",
|
|
"}\n",
|
|
"titles_dict = {\n",
|
|
" \"lpt\": \"LPT\",\n",
|
|
" \"pm\": f\"PM, {nsteps_pm} steps\",\n",
|
|
" \"colapm\": f\"COLA+PM, {nsteps_colaPM} steps\",\n",
|
|
" \"spm\": f\"sPM, {nsteps_spm} steps\",\n",
|
|
" \"colaspm\": f\"COLA+sPM, {nsteps_colaSPM} steps\",\n",
|
|
" \"p3m\": f\"P3M, {nsteps_p3m} steps\",\n",
|
|
" \"colap3m\": f\"COLA+P3M, {nsteps_colaP3M} steps\",\n",
|
|
" \"diff_p3m_pm\": r\"$\\delta_{\\rm P3M}-\\delta_{\\rm PM}$\",\n",
|
|
" \"diff_p3m_spm\": r\"$\\delta_{\\rm P3M}-\\delta_{\\rm sPM}$\",\n",
|
|
"}\n",
|
|
"\n",
|
|
"npanels = len(fields)\n",
|
|
"fig, axs = plt.subplots(1, npanels, figsize=(4 * npanels, 5), sharey=True)\n",
|
|
"\n",
|
|
"ims = []\n",
|
|
"for i, key in enumerate(fields):\n",
|
|
" ax = axs[i]\n",
|
|
" data = slices_dict[key]\n",
|
|
" title = titles_dict[key]\n",
|
|
"\n",
|
|
" if key.startswith(\"diff\"):\n",
|
|
" norm = TwoSlopeNorm(vmin=-np.log(1 + np.abs(np.min(data))), vcenter=0, vmax=np.log10(1 + np.abs(np.max(data))))\n",
|
|
" im = ax.imshow(\n",
|
|
" np.sign(data) * np.log(1 + np.abs(data)), cmap=\"RdBu_r\", norm=norm\n",
|
|
" )\n",
|
|
" else:\n",
|
|
" im = ax.imshow(np.log10(2 + data), cmap=cmap)\n",
|
|
"\n",
|
|
" ims.append((im, key))\n",
|
|
" ax.set_title(title, fontsize=fs_titles)\n",
|
|
" for spine in ax.spines.values():\n",
|
|
" spine.set_visible(False)\n",
|
|
"\n",
|
|
"axs[0].set_yticks([0, N // 2, N])\n",
|
|
"axs[0].set_yticklabels([f\"{-L/2:.0f}\", \"0\", f\"{L/2:.0f}\"], fontsize=fs)\n",
|
|
"axs[0].set_ylabel(r\"Mpc/$h$\", size=GLOBAL_FS_SMALL)\n",
|
|
"\n",
|
|
"for i, ax in enumerate(axs):\n",
|
|
" ax.set_xticks([0, N // 2, N])\n",
|
|
" ax.set_xticklabels([f\"{-L/2:.0f}\", \"0\", f\"{L/2:.0f}\"], fontsize=fs)\n",
|
|
" ax.set_xlabel(r\"Mpc/$h$\", size=GLOBAL_FS_SMALL)\n",
|
|
"\n",
|
|
"for ax, (im, key) in zip(axs, ims):\n",
|
|
" divider = make_axes_locatable(ax)\n",
|
|
" cax = divider.append_axes(\"bottom\", size=\"5%\", pad=0.6)\n",
|
|
" cb = fig.colorbar(im, cax=cax, orientation=\"horizontal\")\n",
|
|
" if key.startswith(\"diff\"):\n",
|
|
" cb.set_label(r\"$\\textrm{sgn}\\left(\\Delta\\delta\\right)\\log_{10}(1 + |\\Delta\\delta|)$\", fontsize=fs)\n",
|
|
" else:\n",
|
|
" cb.set_label(r\"$\\log_{10}(2 + \\delta)$\", fontsize=fs)\n",
|
|
" cb.ax.tick_params(labelsize=fs)\n",
|
|
" cax.xaxis.set_ticks_position(\"bottom\")\n",
|
|
" cax.xaxis.set_label_position(\"bottom\")\n",
|
|
"fig.savefig(\n",
|
|
" simdir + f\"{figname}.png\",\n",
|
|
" bbox_inches=\"tight\",\n",
|
|
" dpi=300,\n",
|
|
" transparent=True,\n",
|
|
")\n",
|
|
"fig.savefig(\n",
|
|
" simdir + f\"{figname}.pdf\",\n",
|
|
" bbox_inches=\"tight\",\n",
|
|
" dpi=300,\n",
|
|
")\n",
|
|
"plt.show()"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"metadata": {},
|
|
"source": [
|
|
"### Compute and plot the power spectra of the evolved dark matter fields"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 13,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"[01:59:47|\u001b[38;5;113mSTATUS \u001b[00m]|Read Fourier grid in data file '/Users/hoellinger/WIP3M/notebook6/input_ss_k_grid.h5'...\n",
|
|
"[01:59:47|\u001b[38;5;246mDIAGNOSTIC\u001b[00m]==|\u001b[38;5;246mL0=16.0, L1=16.0, L2=16.0\u001b[00m\n",
|
|
"[01:59:47|\u001b[38;5;246mDIAGNOSTIC\u001b[00m]==|\u001b[38;5;246mN0=32, N1=32, N2=32, N2_HC=17, N_HC=17408, NUM_MODES=40\u001b[00m\n",
|
|
"[01:59:47|\u001b[38;5;113mSTATUS \u001b[00m]|Read Fourier grid in data file '/Users/hoellinger/WIP3M/notebook6/input_ss_k_grid.h5' done.\n",
|
|
"[01:59:47|\u001b[38;5;113mSTATUS \u001b[00m]|Read field in data file '/Users/hoellinger/WIP3M/notebook6/initial_density.h5'...\n",
|
|
"[01:59:47|\u001b[38;5;246mDIAGNOSTIC\u001b[00m]==|\u001b[38;5;246mranges=[np.float64(-8.0), np.float64(8.0), np.float64(-8.0), np.float64(8.0), np.float64(-8.0), np.float64(8.0), np.int32(32), np.int32(32), np.int32(32)]\u001b[00m\n",
|
|
"[01:59:47|\u001b[38;5;113mSTATUS \u001b[00m]|Read field in data file '/Users/hoellinger/WIP3M/notebook6/initial_density.h5' done.\n",
|
|
"[01:59:47\u001b[00m|\u001b[38;5;113mSTATUS \u001b[00m]|Getting auto-correlation in Fourier space (using 8 cores)...\n",
|
|
"[01:59:47\u001b[00m[01:59:47|\u001b[38;5;113mSTATUS \u001b[00m]|Read field in data file '/Users/hoellinger/WIP3M/notebook6/lpt_density.h5'...\n",
|
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"|\u001b[38;5;113mSTATUS \u001b[00m]|Getting auto-correlation in Fourier space (using 8 cores) done.\n",
|
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"[01:59:47|\u001b[38;5;246mDIAGNOSTIC\u001b[00m]==|\u001b[38;5;246mranges=[np.float64(-8.0), np.float64(8.0), np.float64(-8.0), np.float64(8.0), np.float64(-8.0), np.float64(8.0), np.int32(32), np.int32(32), np.int32(32)]\u001b[00m\n",
|
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"[01:59:47|\u001b[38;5;113mSTATUS \u001b[00m]|Read field in data file '/Users/hoellinger/WIP3M/notebook6/lpt_density.h5' done.\n",
|
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"[01:59:47\u001b[00m|\u001b[38;5;113mSTATUS \u001b[00m]|Getting auto-correlation in Fourier space (using 8 cores)...\n",
|
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"[01:59:47\u001b[00m[01:59:47|\u001b[38;5;113mSTATUS \u001b[00m]|Read field in data file '/Users/hoellinger/WIP3M/notebook6/nsteps50_final_density_pm.h5'...\n",
|
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"|\u001b[38;5;113mSTATUS \u001b[00m]|Getting auto-correlation in Fourier space (using 8 cores) done.\n",
|
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"[01:59:47|\u001b[38;5;246mDIAGNOSTIC\u001b[00m]==|\u001b[38;5;246mranges=[np.float64(-8.0), np.float64(8.0), np.float64(-8.0), np.float64(8.0), np.float64(-8.0), np.float64(8.0), np.int32(32), np.int32(32), np.int32(32)]\u001b[00m\n",
|
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"[01:59:47|\u001b[38;5;113mSTATUS \u001b[00m]|Read field in data file '/Users/hoellinger/WIP3M/notebook6/nsteps50_final_density_pm.h5' done.\n",
|
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"[01:59:47\u001b[00m|\u001b[38;5;113mSTATUS \u001b[00m]|Getting auto-correlation in Fourier space (using 8 cores)...\n",
|
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"[01:59:47\u001b[00m|\u001b[38;5;113mSTATUS [01:59:47|\u001b[38;5;113mSTATUS \u001b[00m]|Read field in data file '/Users/hoellinger/WIP3M/notebook6/nsteps50_final_density_cola.h5'...\n",
|
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"\u001b[00m]|Getting auto-correlation in Fourier space (using 8 cores) done.\n",
|
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"[01:59:47|\u001b[38;5;246mDIAGNOSTIC\u001b[00m]==|\u001b[38;5;246mranges=[np.float64(-8.0), np.float64(8.0), np.float64(-8.0), np.float64(8.0), np.float64(-8.0), np.float64(8.0), np.int32(32), np.int32(32), np.int32(32)]\u001b[00m\n",
|
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"[01:59:47|\u001b[38;5;113mSTATUS \u001b[00m]|Read field in data file '/Users/hoellinger/WIP3M/notebook6/nsteps50_final_density_cola.h5' done.\n",
|
|
"[01:59:47\u001b[00m|\u001b[38;5;113mSTATUS \u001b[00m]|Getting auto-correlation in Fourier space (using 8 cores)...\n",
|
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"[01:59:47|\u001b[38;5;113mSTATUS \u001b[00m]|Read field in data file '/Users/hoellinger/WIP3M/notebook6/nsteps50_final_density_spm.h5'...\n",
|
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"[01:59:47\u001b[00m|\u001b[38;5;113mSTATUS \u001b[00m]|Getting auto-correlation in Fourier space (using 8 cores) done.\n",
|
|
"[01:59:47|\u001b[38;5;246mDIAGNOSTIC\u001b[00m]==|\u001b[38;5;246mranges=[np.float64(-8.0), np.float64(8.0), np.float64(-8.0), np.float64(8.0), np.float64(-8.0), np.float64(8.0), np.int32(32), np.int32(32), np.int32(32)]\u001b[00m\n",
|
|
"[01:59:47|\u001b[38;5;113mSTATUS \u001b[00m]|Read field in data file '/Users/hoellinger/WIP3M/notebook6/nsteps50_final_density_spm.h5' done.\n",
|
|
"[01:59:47\u001b[00m|\u001b[38;5;113mSTATUS \u001b[00m]|Getting auto-correlation in Fourier space (using 8 cores)...\n",
|
|
"[01:59:47|\u001b[38;5;113mSTATUS \u001b[00m]|Read field in data file '/Users/hoellinger/WIP3M/notebook6/nsteps10_colaSPM_final_density_spm.h5'...\n",
|
|
"[01:59:47\u001b[00m|\u001b[38;5;113mSTATUS \u001b[00m]|Getting auto-correlation in Fourier space (using 8 cores) done.\n",
|
|
"[01:59:47|\u001b[38;5;246mDIAGNOSTIC\u001b[00m]==|\u001b[38;5;246mranges=[np.float64(-8.0), np.float64(8.0), np.float64(-8.0), np.float64(8.0), np.float64(-8.0), np.float64(8.0), np.int32(32), np.int32(32), np.int32(32)]\u001b[00m\n",
|
|
"[01:59:47|\u001b[38;5;113mSTATUS \u001b[00m]|Read field in data file '/Users/hoellinger/WIP3M/notebook6/nsteps10_colaSPM_final_density_spm.h5' done.\n",
|
|
"[01:59:47\u001b[00m|\u001b[38;5;113mSTATUS \u001b[00m]|Getting auto-correlation in Fourier space (using 8 cores)...\n",
|
|
"[01:59:47|\u001b[38;5;113mSTATUS \u001b[00m]|Read field in data file '/Users/hoellinger/WIP3M/notebook6/nsteps50_final_density_P3M.h5'...\n",
|
|
"[01:59:47\u001b[00m|\u001b[38;5;113mSTATUS \u001b[00m]|Getting auto-correlation in Fourier space (using 8 cores) done.\n",
|
|
"[01:59:47|\u001b[38;5;246mDIAGNOSTIC\u001b[00m]==|\u001b[38;5;246mranges=[np.float64(-8.0), np.float64(8.0), np.float64(-8.0), np.float64(8.0), np.float64(-8.0), np.float64(8.0), np.int32(32), np.int32(32), np.int32(32)]\u001b[00m\n",
|
|
"[01:59:47|\u001b[38;5;113mSTATUS \u001b[00m]|Read field in data file '/Users/hoellinger/WIP3M/notebook6/nsteps50_final_density_P3M.h5' done.\n",
|
|
"[01:59:47\u001b[00m|\u001b[38;5;113mSTATUS \u001b[00m]|Getting auto-correlation in Fourier space (using 8 cores)...\n",
|
|
"[01:59:47|\u001b[38;5;113mSTATUS \u001b[00m]|Read field in data file '/Users/hoellinger/WIP3M/notebook6/nsteps50_colaP3M_final_density_p3m.h5'...\n",
|
|
"[01:59:47\u001b[00m|\u001b[38;5;113mSTATUS \u001b[00m]|Getting auto-correlation in Fourier space (using 8 cores) done.\n",
|
|
"[01:59:47|\u001b[38;5;246mDIAGNOSTIC\u001b[00m]==|\u001b[38;5;246mranges=[np.float64(-8.0), np.float64(8.0), np.float64(-8.0), np.float64(8.0), np.float64(-8.0), np.float64(8.0), np.int32(32), np.int32(32), np.int32(32)]\u001b[00m\n",
|
|
"[01:59:47|\u001b[38;5;113mSTATUS \u001b[00m]|Read field in data file '/Users/hoellinger/WIP3M/notebook6/nsteps50_colaP3M_final_density_p3m.h5' done.\n",
|
|
"[01:59:47\u001b[00m|\u001b[38;5;113mSTATUS \u001b[00m]|Getting auto-correlation in Fourier space (using 8 cores)...\n",
|
|
"[01:59:47\u001b[00m|\u001b[38;5;113mSTATUS \u001b[00m]|Getting auto-correlation in Fourier space (using 8 cores) done.\n"
|
|
]
|
|
}
|
|
],
|
|
"source": [
|
|
"G = read_FourierGrid(simdir + \"input_ss_k_grid.h5\")\n",
|
|
"k = G.k_modes[1:]\n",
|
|
"AliasingCorr = False\n",
|
|
"\n",
|
|
"DELTA = read_field(simdir + \"initial_density.h5\")\n",
|
|
"Pk_INI, Vk_INI = get_autocorrelation(DELTA, G, AliasingCorr)\n",
|
|
"Pk_INI, Vk_INI = Pk_INI[1:], Vk_INI[1:]\n",
|
|
"Sk_INI = np.sqrt(Vk_INI)\n",
|
|
"\n",
|
|
"DELTA = read_field(simdir + \"lpt_density.h5\")\n",
|
|
"Pk_LPT, Vk_LPT = get_autocorrelation(DELTA, G, AliasingCorr)\n",
|
|
"Pk_LPT, Vk_LPT = Pk_LPT[1:], Vk_LPT[1:]\n",
|
|
"Sk_LPT = np.sqrt(Vk_LPT)\n",
|
|
"\n",
|
|
"DELTA = read_field(simdir + f\"nsteps{nsteps_pm}_final_density_pm.h5\")\n",
|
|
"Pk_PM, Vk_PM = get_autocorrelation(DELTA, G, AliasingCorr)\n",
|
|
"Pk_PM, Vk_PM = Pk_PM[1:], Vk_PM[1:]\n",
|
|
"Sk_PM = np.sqrt(Vk_PM)\n",
|
|
"\n",
|
|
"DELTA = read_field(simdir + f\"nsteps{nsteps_colaPM}_final_density_cola.h5\")\n",
|
|
"Pk_colaPM, Vk_colaPM = get_autocorrelation(DELTA, G, AliasingCorr)\n",
|
|
"Pk_colaPM, Vk_colaPM = Pk_colaPM[1:], Vk_colaPM[1:]\n",
|
|
"Sk_colaPM = np.sqrt(Vk_colaPM)\n",
|
|
"\n",
|
|
"DELTA = read_field(simdir + f\"nsteps{nsteps_spm}_final_density_spm.h5\")\n",
|
|
"Pk_sPM, Vk_sPM = get_autocorrelation(DELTA, G, AliasingCorr)\n",
|
|
"Pk_sPM, Vk_sPM = Pk_sPM[1:], Vk_sPM[1:]\n",
|
|
"Sk_sPM = np.sqrt(Vk_sPM)\n",
|
|
"\n",
|
|
"DELTA = read_field(simdir + f\"nsteps{nsteps_colaSPM}_colaSPM_final_density_spm.h5\")\n",
|
|
"Pk_colaSPM, Vk_colaSPM = get_autocorrelation(DELTA, G, AliasingCorr)\n",
|
|
"Pk_colaSPM, Vk_colaSPM = Pk_colaSPM[1:], Vk_colaSPM[1:]\n",
|
|
"Sk_colaSPM = np.sqrt(Vk_colaSPM)\n",
|
|
"\n",
|
|
"DELTA = read_field(simdir + f\"nsteps{nsteps_p3m}_final_density_P3M.h5\")\n",
|
|
"Pk_P3M, Vk_P3M = get_autocorrelation(DELTA, G, AliasingCorr)\n",
|
|
"Pk_P3M, Vk_P3M = Pk_P3M[1:], Vk_P3M[1:]\n",
|
|
"Sk_P3M = np.sqrt(Vk_P3M)\n",
|
|
"\n",
|
|
"DELTA = read_field(simdir + f\"nsteps{nsteps_colaP3M}_colaP3M_final_density_p3m.h5\")\n",
|
|
"Pk_colaP3M, Vk_colaP3M = get_autocorrelation(DELTA, G, AliasingCorr)\n",
|
|
"Pk_colaP3M, Vk_colaP3M = Pk_colaP3M[1:], Vk_colaP3M[1:]\n",
|
|
"Sk_colaP3M = np.sqrt(Vk_colaP3M)"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 14,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"kmin = 1.3454698324203491, kmax = 10.072183609008789\n"
|
|
]
|
|
},
|
|
{
|
|
"data": {
|
|
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",
|
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"text/plain": [
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"<Figure size 2100x1200 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"Pk_ref = Pk_PM\n",
|
|
"\n",
|
|
"fig, ax = plt.subplots(figsize=(7, 4))\n",
|
|
"\n",
|
|
"ax.set_xscale(\"log\")\n",
|
|
"k = G.k_modes[1:]\n",
|
|
"kmin, kmax = k.min(), k.max()\n",
|
|
"print(f\"kmin = {kmin}, kmax = {kmax}\")\n",
|
|
"log_pad = 0.02\n",
|
|
"log_k_min = np.log10(kmin)\n",
|
|
"log_k_max = np.log10(kmax)\n",
|
|
"log_range = log_k_max - log_k_min\n",
|
|
"xlim_min = 10 ** (log_k_min - log_pad * log_range)\n",
|
|
"xlim_max = 10 ** (log_k_max + log_pad * log_range)\n",
|
|
"\n",
|
|
"plt.xlim(xlim_min, xlim_max)\n",
|
|
"# ax.set_ylim([0.2, 1.8])\n",
|
|
"dark_grey_bnd = 0.05\n",
|
|
"light_grey_bnd = 0.1\n",
|
|
"\n",
|
|
"label_ref = f\"PM with $n_\\\\mathrm{{steps}}={nsteps_pm}$\"\n",
|
|
"\n",
|
|
"line1 = ax.plot([kmin, kmax], [1, 1], color=\"black\", linestyle=\"-\", label=label_ref)\n",
|
|
"\n",
|
|
"line2 = ax.plot(k, Pk_LPT / Pk_ref, label=\"2LPT\", color=cols[0], linestyle=\"-\")\n",
|
|
"\n",
|
|
"ax.plot(\n",
|
|
" k,\n",
|
|
" Pk_colaPM / Pk_ref,\n",
|
|
" label=f\"COLA/PM with $n_\\\\mathrm{{steps}}={nsteps_colaPM}$\",\n",
|
|
" linestyle=\"-\",\n",
|
|
" color=cols[2],\n",
|
|
")\n",
|
|
"ax.plot(\n",
|
|
" k,\n",
|
|
" Pk_sPM / Pk_ref,\n",
|
|
" label=f\"sPM with $n_\\\\mathrm{{steps}}={nsteps_colaP3M}$\",\n",
|
|
" linestyle=\"--\",\n",
|
|
" color=cols[4],\n",
|
|
")\n",
|
|
"ax.plot(\n",
|
|
" k,\n",
|
|
" Pk_colaSPM / Pk_ref,\n",
|
|
" label=f\"COLA/sPM with $n_\\\\mathrm{{steps}}={nsteps_colaSPM}$\",\n",
|
|
" linestyle=\"-\",\n",
|
|
" color=cols[3],\n",
|
|
")\n",
|
|
"ax.plot(\n",
|
|
" k,\n",
|
|
" Pk_P3M / Pk_ref,\n",
|
|
" label=f\"P3M with $n_\\\\mathrm{{steps}}={nsteps_p3m}$\",\n",
|
|
" linestyle=\"-\",\n",
|
|
" color=cols[1],\n",
|
|
")\n",
|
|
"ax.plot(\n",
|
|
" k,\n",
|
|
" Pk_colaP3M / Pk_ref,\n",
|
|
" label=f\"COLA/P3M with $n_\\\\mathrm{{steps}}={nsteps_colaP3M}$\",\n",
|
|
" linestyle=\"--\",\n",
|
|
" color=cols[5],\n",
|
|
")\n",
|
|
"\n",
|
|
"ax.axhspan(1 - dark_grey_bnd, 1 + dark_grey_bnd, color=\"grey\", alpha=0.2)\n",
|
|
"ax.axhspan(1 - light_grey_bnd, 1 + light_grey_bnd, color=\"grey\", alpha=0.1)\n",
|
|
"\n",
|
|
"for i in range(1, len(k)):\n",
|
|
" ax.axvline(k[i], color=\"black\", linestyle=\":\", linewidth=1, alpha=0.1)\n",
|
|
"ax.yaxis.set_major_locator(plt.MaxNLocator(6))\n",
|
|
"ax.yaxis.get_major_ticks()[0].label1.set_visible(False)\n",
|
|
"ax.set_xlabel(\"$k$ [$h/\\\\mathrm{Mpc}$]\", fontsize=fs)\n",
|
|
"ax.set_ylabel(\"$P(k)/P_\\\\mathrm{ref}(k)$\", fontsize=fs)\n",
|
|
"ax.tick_params(which=\"both\", direction=\"in\")\n",
|
|
"ax.tick_params(axis=\"both\", which=\"major\", labelsize=fs)\n",
|
|
"ax.tick_params(axis=\"both\", which=\"minor\", labelsize=fs)\n",
|
|
"\n",
|
|
"# Characteristic vertical reference scales\n",
|
|
"nyquist = np.pi * N / L\n",
|
|
"nyquist_PM = np.pi * Npm / L\n",
|
|
"epsilon = 0.03 * L / Np\n",
|
|
"particle_length = 2 * epsilon\n",
|
|
"xs = 1.25 * L / Npm\n",
|
|
"xr = 4.5 * xs\n",
|
|
"particle_wavenumber = 2 * np.pi / particle_length # Too large to be shown\n",
|
|
"xs_inv = 2 * np.pi / xs\n",
|
|
"xr_inv = 2 * np.pi / xr\n",
|
|
"if nyquist <= xlim_max:\n",
|
|
" line1 = ax.axvline(\n",
|
|
" x=nyquist, color=\"black\", linestyle=\"--\", lw=2, label=\"Nyquist (density grid)\", zorder=0\n",
|
|
" )\n",
|
|
"if nyquist_PM <= xlim_max:\n",
|
|
" line2 = ax.axvline(\n",
|
|
" x=nyquist_PM, color=\"black\", linestyle=\"-\", lw=1, label=\"Nyquist (PM grid)\", zorder=0\n",
|
|
" )\n",
|
|
"if xs_inv <= xlim_max:\n",
|
|
" line3 = ax.axvline(\n",
|
|
" x=xs_inv, color=\"gray\", linestyle=\"-.\", lw=2, label=r\"Split wavenumber $x_s$\", zorder=0\n",
|
|
" )\n",
|
|
"if xr_inv <= xlim_max:\n",
|
|
" line4 = ax.axvline(\n",
|
|
" x=xr_inv, color=\"gray\", linestyle=\":\", lw=2, label=r\"Short-range reach $x_r$\", zorder=0\n",
|
|
" )\n",
|
|
"\n",
|
|
"empty_patch = mpatches.Patch(color=\"none\", label=\"\")\n",
|
|
"handles, labels = plt.gca().get_legend_handles_labels()\n",
|
|
"handles = [empty_patch, *handles]\n",
|
|
"labels = [\"\", *labels]\n",
|
|
"plt.legend(\n",
|
|
" handles,\n",
|
|
" labels,\n",
|
|
" loc=\"upper center\",\n",
|
|
" ncol=2,\n",
|
|
" bbox_to_anchor=(0.5, -0.2),\n",
|
|
" fontsize=fs,\n",
|
|
")\n",
|
|
"fig.savefig(\n",
|
|
" simdir + \"power_spectrum.png\",\n",
|
|
" bbox_inches=\"tight\",\n",
|
|
" dpi=300,\n",
|
|
" transparent=True,\n",
|
|
")\n",
|
|
"fig.savefig(\n",
|
|
" simdir + \"power_spectrum.pdf\",\n",
|
|
" bbox_inches=\"tight\",\n",
|
|
" dpi=300,\n",
|
|
")\n",
|
|
"plt.show()"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 15,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"kmin = 1.3454698324203491, kmax = 10.072183609008789\n"
|
|
]
|
|
},
|
|
{
|
|
"data": {
|
|
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",
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"text/plain": [
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"<Figure size 2100x1200 with 1 Axes>"
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]
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},
|
|
"metadata": {},
|
|
"output_type": "display_data"
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}
|
|
],
|
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"source": [
|
|
"Pk_ref = Pk_PM\n",
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|
"\n",
|
|
"fig, ax = plt.subplots(figsize=(7, 4))\n",
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|
"\n",
|
|
"ax.set_xscale(\"log\")\n",
|
|
"k = G.k_modes[1:]\n",
|
|
"kmin, kmax = k.min(), k.max()\n",
|
|
"print(f\"kmin = {kmin}, kmax = {kmax}\")\n",
|
|
"log_pad = 0.02\n",
|
|
"log_k_min = np.log10(kmin)\n",
|
|
"log_k_max = np.log10(kmax)\n",
|
|
"log_range = log_k_max - log_k_min\n",
|
|
"xlim_min = 10 ** (log_k_min - log_pad * log_range)\n",
|
|
"xlim_max = 10 ** (log_k_max + log_pad * log_range)\n",
|
|
"\n",
|
|
"plt.xlim(xlim_min, xlim_max)\n",
|
|
"# ax.set_ylim([0.2, 1.8])\n",
|
|
"dark_grey_bnd = 0.05\n",
|
|
"light_grey_bnd = 0.1\n",
|
|
"\n",
|
|
"label_ref = f\"PM with $n_\\\\mathrm{{steps}}={nsteps_pm}$\"\n",
|
|
"\n",
|
|
"line1 = ax.plot([kmin, kmax], [1, 1], color=\"black\", linestyle=\"-\", label=label_ref)\n",
|
|
"\n",
|
|
"ax.plot(\n",
|
|
" k,\n",
|
|
" Pk_colaPM / Pk_ref,\n",
|
|
" label=f\"COLA/PM with $n_\\\\mathrm{{steps}}={nsteps_colaPM}$\",\n",
|
|
" linestyle=\"-\",\n",
|
|
" color=cols[2],\n",
|
|
")\n",
|
|
"ax.plot(\n",
|
|
" k,\n",
|
|
" Pk_P3M / Pk_ref,\n",
|
|
" label=f\"P3M with $n_\\\\mathrm{{steps}}={nsteps_p3m}$\",\n",
|
|
" linestyle=\"-\",\n",
|
|
" color=cols[1],\n",
|
|
")\n",
|
|
"ax.plot(\n",
|
|
" k,\n",
|
|
" Pk_colaP3M / Pk_ref,\n",
|
|
" label=f\"COLA/P3M with $n_\\\\mathrm{{steps}}={nsteps_colaP3M}$\",\n",
|
|
" linestyle=\"--\",\n",
|
|
" color=cols[5],\n",
|
|
")\n",
|
|
"\n",
|
|
"ax.axhspan(1 - dark_grey_bnd, 1 + dark_grey_bnd, color=\"grey\", alpha=0.2)\n",
|
|
"ax.axhspan(1 - light_grey_bnd, 1 + light_grey_bnd, color=\"grey\", alpha=0.1)\n",
|
|
"\n",
|
|
"for i in range(1, len(k)):\n",
|
|
" ax.axvline(k[i], color=\"black\", linestyle=\":\", linewidth=1, alpha=0.1)\n",
|
|
"ax.axvline(np.pi * N / L, color=\"grey\", linestyle=\"--\", linewidth=1) # 1D Nyquist\n",
|
|
"ax.yaxis.set_major_locator(plt.MaxNLocator(6))\n",
|
|
"ax.yaxis.get_major_ticks()[0].label1.set_visible(False)\n",
|
|
"ax.set_xlabel(\"$k$ [$h/\\\\mathrm{Mpc}$]\", fontsize=fs)\n",
|
|
"ax.set_ylabel(\"$P(k)/P_\\\\mathrm{ref}(k)$\", fontsize=fs)\n",
|
|
"ax.tick_params(which=\"both\", direction=\"in\")\n",
|
|
"ax.tick_params(axis=\"both\", which=\"major\", labelsize=fs)\n",
|
|
"ax.tick_params(axis=\"both\", which=\"minor\", labelsize=fs)\n",
|
|
"\n",
|
|
"empty_patch = mpatches.Patch(color=\"none\", label=\"\")\n",
|
|
"handles, labels = plt.gca().get_legend_handles_labels()\n",
|
|
"# handles = [empty_patch, *handles]\n",
|
|
"# labels = [\"\", *labels]\n",
|
|
"plt.legend(\n",
|
|
" handles,\n",
|
|
" labels,\n",
|
|
" loc=\"upper center\",\n",
|
|
" ncol=2,\n",
|
|
" bbox_to_anchor=(0.5, -0.2),\n",
|
|
" fontsize=fs,\n",
|
|
")\n",
|
|
"fig.savefig(\n",
|
|
" simdir + \"power_spectra_p3mfocus.png\",\n",
|
|
" bbox_inches=\"tight\",\n",
|
|
" dpi=300,\n",
|
|
" transparent=True,\n",
|
|
")\n",
|
|
"fig.savefig(\n",
|
|
" simdir + \"power_spectra_p3mfocus.pdf\",\n",
|
|
" bbox_inches=\"tight\",\n",
|
|
" dpi=300,\n",
|
|
")\n",
|
|
"plt.show()"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"metadata": {},
|
|
"source": [
|
|
"### Force exerted by particles on other particles"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 16,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"Newton prefactor = 9.95e-03\n",
|
|
"Nyquist: 0.50 Mpc/h\n",
|
|
"Particle length: 0.03 Mpc/h\n",
|
|
"Split scale: 0.31 Mpc/h\n",
|
|
"Short-range reach: 1.41 Mpc/h\n",
|
|
"Figure saved to: /Users/hoellinger/WIP3M/notebook6/force_diagnostic_comparison_COLA.png\n"
|
|
]
|
|
},
|
|
{
|
|
"data": {
|
|
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"text/plain": [
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"<Figure size 1920x1440 with 1 Axes>"
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|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
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}
|
|
],
|
|
"source": [
|
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"r1, fmag1, _ = load_force_diagnostic(OutputForceDiagnostic_pm)\n",
|
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"r4, fmag4, _ = load_force_diagnostic(OutputForceDiagnostic_colaPM)\n",
|
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"r2, fmag2, _ = load_force_diagnostic(OutputForceDiagnostic_colaSPM)\n",
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"r3, fmag3, _ = load_force_diagnostic(OutputForceDiagnostic_colaP3M)\n",
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"\n",
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"rr = np.array([r1, r4, r2, r3], dtype=object)\n",
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"ff = np.array([fmag1, fmag4, fmag2, fmag3], dtype=object)\n",
|
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"ll = np.array([\"PM\", \"COLA+PM\", \"COLA+sPM\", \"COLA+P3M\"])\n",
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"\n",
|
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"ix = [0, 1, 2, 3]\n",
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"\n",
|
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"Newton_prefactor = (L / Np)**3 / (4*np.pi)\n",
|
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"print(f\"Newton prefactor = {Newton_prefactor:.2e}\")\n",
|
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"plot_force_distance_comparison(rr=rr[ix], ff=ff[ix], ll=ll[ix], L=L, Np=Np, Npm=Npm, a=Newton_prefactor, title=\"Particle's contributions to total force\", save_path=simdir + \"force_diagnostic_comparison_COLA.png\")"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 17,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
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"Newton prefactor = 9.95e-03\n",
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"Nyquist: 0.50 Mpc/h\n",
|
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"Particle length: 0.03 Mpc/h\n",
|
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"Split scale: 0.31 Mpc/h\n",
|
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"Short-range reach: 1.41 Mpc/h\n",
|
|
"Figure saved to: /Users/hoellinger/WIP3M/notebook6/force_diagnostic_comparison_std.png\n"
|
|
]
|
|
},
|
|
{
|
|
"data": {
|
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"image/png": 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|
|
"text/plain": [
|
|
"<Figure size 1920x1440 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"r1, fmag1, _ = load_force_diagnostic(OutputForceDiagnostic_pm)\n",
|
|
"r4, fmag4, _ = load_force_diagnostic(OutputForceDiagnostic_colaPM)\n",
|
|
"r2, fmag2, _ = load_force_diagnostic(OutputForceDiagnostic_spm)\n",
|
|
"r3, fmag3, _ = load_force_diagnostic(OutputForceDiagnostic_P3M)\n",
|
|
"\n",
|
|
"rr = np.array([r1, r4, r2, r3], dtype=object)\n",
|
|
"ff = np.array([fmag1, fmag4, fmag2, fmag3], dtype=object)\n",
|
|
"ll = np.array([\"PM\", \"PM\", \"sPM\", \"P3M\"])\n",
|
|
"\n",
|
|
"ix = [0, 1, 2, 3]\n",
|
|
"\n",
|
|
"Newton_prefactor = (L / Np)**3 / (4*np.pi)\n",
|
|
"print(f\"Newton prefactor = {Newton_prefactor:.2e}\")\n",
|
|
"plot_force_distance_comparison(rr=rr[ix], ff=ff[ix], ll=ll[ix], L=L, Np=Np, Npm=Npm, a=Newton_prefactor, title=\"Particle's contributions to total force\", save_path=simdir + \"force_diagnostic_comparison_std.png\")"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": null,
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": []
|
|
}
|
|
],
|
|
"metadata": {
|
|
"kernelspec": {
|
|
"display_name": "p3m",
|
|
"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": "3.13.3"
|
|
}
|
|
},
|
|
"nbformat": 4,
|
|
"nbformat_minor": 2
|
|
}
|