1052 lines
839 KiB
Text
1052 lines
839 KiB
Text
{
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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\n",
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"output_path = OUTPUT_PATH\n",
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"\n",
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"# L = 64 # Box size in Mpc/h\n",
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"# L = 32 # Box size in Mpc/h\n",
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"L = 16 # Box size in Mpc/h\n",
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"# L = 8 # 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\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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"force = True\n",
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"force_hard = True\n",
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"\n",
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"run_id = \"run13\"\n",
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"\n",
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"# Good set of parameters for the force diagnostic\n",
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"# nPairsForceDiagnostic_pm = nPairsForceDiagnostic_spm = nPairsForceDiagnostic_p3m = 5\n",
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"# nBinsForceDiagnostic = 30\n",
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"# maxTrialsForceDiagnostic = int(2e9)\n",
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"\n",
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"# Faster force diagnostic\n",
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"nPairsForceDiagnostic_pm = nPairsForceDiagnostic_spm = nPairsForceDiagnostic_p3m = 3\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_cola = 20\n",
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"# nsteps_pm = 200\n",
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"# nsteps_spm = 200\n",
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"# nsteps_p3m = 200\n",
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"nsteps_cola = 20\n",
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"nsteps_pm = 50\n",
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"nsteps_spm = 50\n",
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"nsteps_p3m = 50\n",
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"# nsteps_cola = 10\n",
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"# nsteps_pm = 20\n",
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"# nsteps_spm = 20\n",
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"# nsteps_p3m = 20"
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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_cola = 0\n",
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"TimeStepDistribution_spm = 0\n",
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"TimeStepDistribution_p3m = 0\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_cola = simdir + \"force_diagnostic_cola.txt\"\n",
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"OutputForceDiagnostic_spm = simdir + \"force_diagnostic_spm.txt\"\n",
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"OutputForceDiagnostic_p3m = simdir + \"force_diagnostic_p3m.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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"pm_params = common_params.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[\"ai\"] = ai\n",
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"pm_params[\"af\"] = af\n",
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"pm_params[\"RedshiftLPT\"] = RedshiftLPT\n",
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"pm_params[\"RedshiftFCs\"] = RedshiftFCs\n",
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"pm_params[\"Npm\"] = Npm\n",
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"pm_params[\"nsteps\"] = nsteps_pm\n",
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"pm_params[\"RunForceDiagnostic\"] = True\n",
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"pm_params[\"nPairsForceDiagnostic\"] = nPairsForceDiagnostic_pm\n",
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"pm_params[\"nBinsForceDiagnostic\"] = nBinsForceDiagnostic\n",
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"pm_params[\"OutputForceDiagnostic\"] = OutputForceDiagnostic_pm\n",
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"pm_params[\"maxTrialsForceDiagnostic\"] = maxTrialsForceDiagnostic\n",
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"\n",
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"cola_params = common_params.copy()\n",
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"cola_params[\"method\"] = \"cola\"\n",
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"cola_params[\"TimeStepDistribution\"] = TimeStepDistribution_cola\n",
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"cola_params[\"ai\"] = ai\n",
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"cola_params[\"af\"] = af\n",
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"cola_params[\"RedshiftLPT\"] = RedshiftLPT\n",
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"cola_params[\"RedshiftFCs\"] = RedshiftFCs\n",
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"cola_params[\"Npm\"] = Npm\n",
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"cola_params[\"nsteps\"] = nsteps_cola\n",
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"cola_params[\"RunForceDiagnostic\"] = False\n",
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"cola_params[\"RunForceDiagnostic\"] = True\n",
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"cola_params[\"nPairsForceDiagnostic\"] = nPairsForceDiagnostic_pm\n",
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"cola_params[\"nBinsForceDiagnostic\"] = nBinsForceDiagnostic\n",
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"cola_params[\"OutputForceDiagnostic\"] = OutputForceDiagnostic_cola\n",
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"cola_params[\"maxTrialsForceDiagnostic\"] = maxTrialsForceDiagnostic\n",
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"\n",
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"spm_params = common_params.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[\"ai\"] = ai\n",
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"spm_params[\"af\"] = af\n",
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"spm_params[\"RedshiftLPT\"] = RedshiftLPT\n",
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"spm_params[\"RedshiftFCs\"] = RedshiftFCs\n",
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"spm_params[\"Npm\"] = Npm\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[\"RunForceDiagnostic\"] = True\n",
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"spm_params[\"nPairsForceDiagnostic\"] = nPairsForceDiagnostic_spm\n",
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"spm_params[\"nBinsForceDiagnostic\"] = nBinsForceDiagnostic\n",
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"spm_params[\"OutputForceDiagnostic\"] = OutputForceDiagnostic_spm\n",
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"spm_params[\"maxTrialsForceDiagnostic\"] = maxTrialsForceDiagnostic\n",
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"\n",
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"p3m_params = common_params.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[\"ai\"] = ai\n",
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"p3m_params[\"af\"] = af\n",
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"p3m_params[\"RedshiftLPT\"] = RedshiftLPT\n",
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"p3m_params[\"RedshiftFCs\"] = RedshiftFCs\n",
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"p3m_params[\"Npm\"] = Npm\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[\"RunForceDiagnostic\"] = True\n",
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"p3m_params[\"nPairsForceDiagnostic\"] = nPairsForceDiagnostic_p3m\n",
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"p3m_params[\"nBinsForceDiagnostic\"] = nBinsForceDiagnostic\n",
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"p3m_params[\"OutputForceDiagnostic\"] = OutputForceDiagnostic_p3m\n",
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"p3m_params[\"maxTrialsForceDiagnostic\"] = maxTrialsForceDiagnostic"
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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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"[14:42:20|\u001b[1;36mINFO \u001b[00m]|\u001b[38;5;147m(wip3m.tools)\u001b[00m Generating parameter file...\n",
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"[14:42:20|\u001b[38;5;113mSTATUS \u001b[00m]|Writing parameter file in '/Users/hoellinger/Library/CloudStorage/Dropbox/travail/these/science/code/simbelmyne/simbelmyne2025/WIP_P3M/run13/example_lpt.sbmy'...\n",
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"[14:42:20|\u001b[38;5;113mSTATUS \u001b[00m]|Writing parameter file in '/Users/hoellinger/Library/CloudStorage/Dropbox/travail/these/science/code/simbelmyne/simbelmyne2025/WIP_P3M/run13/example_lpt.sbmy' done.\n",
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"[14:42:20|\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/run13/example_lpt.sbmy\n",
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"PM nsteps = 50:\n",
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"[14:42:20|\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/run13/nsteps50_ts_pm.h5\n",
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"[14:42:20|\u001b[38;5;113mSTATUS \u001b[00m]|Write timestepping configuration in '/Users/hoellinger/Library/CloudStorage/Dropbox/travail/these/science/code/simbelmyne/simbelmyne2025/WIP_P3M/run13/nsteps50_ts_pm.h5'...\n",
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"[14:42:20|\u001b[38;5;113mSTATUS \u001b[00m]|Write timestepping configuration in '/Users/hoellinger/Library/CloudStorage/Dropbox/travail/these/science/code/simbelmyne/simbelmyne2025/WIP_P3M/run13/nsteps50_ts_pm.h5' done.\n",
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"[14:42:20|\u001b[38;5;113mSTATUS \u001b[00m]|Read timestepping configuration in '/Users/hoellinger/Library/CloudStorage/Dropbox/travail/these/science/code/simbelmyne/simbelmyne2025/WIP_P3M/run13/nsteps50_ts_pm.h5'...\n",
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"[14:42:20|\u001b[38;5;113mSTATUS \u001b[00m]|Read timestepping configuration in '/Users/hoellinger/Library/CloudStorage/Dropbox/travail/these/science/code/simbelmyne/simbelmyne2025/WIP_P3M/run13/nsteps50_ts_pm.h5' done.\n",
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"[14:42:21|\u001b[1;36mINFO \u001b[00m]|\u001b[38;5;147m(wip3m.tools)\u001b[00m Generating parameter file...\n",
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"[14:42:21|\u001b[38;5;113mSTATUS \u001b[00m]|Writing parameter file in '/Users/hoellinger/Library/CloudStorage/Dropbox/travail/these/science/code/simbelmyne/simbelmyne2025/WIP_P3M/run13/nsteps50_example_pm.sbmy'...\n",
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"[14:42:21|\u001b[38;5;113mSTATUS \u001b[00m]|Writing parameter file in '/Users/hoellinger/Library/CloudStorage/Dropbox/travail/these/science/code/simbelmyne/simbelmyne2025/WIP_P3M/run13/nsteps50_example_pm.sbmy' done.\n",
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"[14:42:21|\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/run13/nsteps50_example_pm.sbmy\n",
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"COLA nsteps = 20:\n",
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"[14:42:21|\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/run13/nsteps20_ts_cola.h5\n",
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"[14:42:21|\u001b[38;5;113mSTATUS \u001b[00m]|Write timestepping configuration in '/Users/hoellinger/Library/CloudStorage/Dropbox/travail/these/science/code/simbelmyne/simbelmyne2025/WIP_P3M/run13/nsteps20_ts_cola.h5'...\n",
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"[14:42:21|\u001b[38;5;113mSTATUS \u001b[00m]|Write timestepping configuration in '/Users/hoellinger/Library/CloudStorage/Dropbox/travail/these/science/code/simbelmyne/simbelmyne2025/WIP_P3M/run13/nsteps20_ts_cola.h5' done.\n",
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"[14:42:21|\u001b[38;5;113mSTATUS \u001b[00m]|Read timestepping configuration in '/Users/hoellinger/Library/CloudStorage/Dropbox/travail/these/science/code/simbelmyne/simbelmyne2025/WIP_P3M/run13/nsteps20_ts_cola.h5'...\n",
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"[14:42:21|\u001b[38;5;113mSTATUS \u001b[00m]|Read timestepping configuration in '/Users/hoellinger/Library/CloudStorage/Dropbox/travail/these/science/code/simbelmyne/simbelmyne2025/WIP_P3M/run13/nsteps20_ts_cola.h5' done.\n",
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"[14:42:21|\u001b[1;36mINFO \u001b[00m]|\u001b[38;5;147m(wip3m.tools)\u001b[00m Generating parameter file...\n",
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"[14:42:21|\u001b[38;5;113mSTATUS \u001b[00m]|Writing parameter file in '/Users/hoellinger/Library/CloudStorage/Dropbox/travail/these/science/code/simbelmyne/simbelmyne2025/WIP_P3M/run13/nsteps20_example_cola.sbmy'...\n",
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"[14:42:21|\u001b[38;5;113mSTATUS \u001b[00m]|Writing parameter file in '/Users/hoellinger/Library/CloudStorage/Dropbox/travail/these/science/code/simbelmyne/simbelmyne2025/WIP_P3M/run13/nsteps20_example_cola.sbmy' done.\n",
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"[14:42:21|\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/run13/nsteps20_example_cola.sbmy\n",
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"SPM nsteps = 50:\n",
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"[14:42:21|\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/run13/nsteps50_ts_spm.h5\n",
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"[14:42:21|\u001b[38;5;113mSTATUS \u001b[00m]|Write timestepping configuration in '/Users/hoellinger/Library/CloudStorage/Dropbox/travail/these/science/code/simbelmyne/simbelmyne2025/WIP_P3M/run13/nsteps50_ts_spm.h5'...\n",
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"[14:42:21|\u001b[38;5;113mSTATUS \u001b[00m]|Write timestepping configuration in '/Users/hoellinger/Library/CloudStorage/Dropbox/travail/these/science/code/simbelmyne/simbelmyne2025/WIP_P3M/run13/nsteps50_ts_spm.h5' done.\n",
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"[14:42:21|\u001b[38;5;113mSTATUS \u001b[00m]|Read timestepping configuration in '/Users/hoellinger/Library/CloudStorage/Dropbox/travail/these/science/code/simbelmyne/simbelmyne2025/WIP_P3M/run13/nsteps50_ts_spm.h5'...\n",
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"[14:42:21|\u001b[38;5;113mSTATUS \u001b[00m]|Read timestepping configuration in '/Users/hoellinger/Library/CloudStorage/Dropbox/travail/these/science/code/simbelmyne/simbelmyne2025/WIP_P3M/run13/nsteps50_ts_spm.h5' done.\n",
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"[14:42:21|\u001b[1;36mINFO \u001b[00m]|\u001b[38;5;147m(wip3m.tools)\u001b[00m Generating parameter file...\n",
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"[14:42:21|\u001b[38;5;113mSTATUS \u001b[00m]|Writing parameter file in '/Users/hoellinger/Library/CloudStorage/Dropbox/travail/these/science/code/simbelmyne/simbelmyne2025/WIP_P3M/run13/nsteps50_example_spm.sbmy'...\n",
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"[14:42:21|\u001b[38;5;113mSTATUS \u001b[00m]|Writing parameter file in '/Users/hoellinger/Library/CloudStorage/Dropbox/travail/these/science/code/simbelmyne/simbelmyne2025/WIP_P3M/run13/nsteps50_example_spm.sbmy' done.\n",
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"[14:42:21|\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/run13/nsteps50_example_spm.sbmy\n",
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"P3M nsteps = 50:\n",
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"[14:42:21|\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/run13/nsteps50_ts_p3m.h5\n",
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"[14:42:21|\u001b[38;5;113mSTATUS \u001b[00m]|Write timestepping configuration in '/Users/hoellinger/Library/CloudStorage/Dropbox/travail/these/science/code/simbelmyne/simbelmyne2025/WIP_P3M/run13/nsteps50_ts_p3m.h5'...\n",
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"[14:42:21|\u001b[38;5;113mSTATUS \u001b[00m]|Write timestepping configuration in '/Users/hoellinger/Library/CloudStorage/Dropbox/travail/these/science/code/simbelmyne/simbelmyne2025/WIP_P3M/run13/nsteps50_ts_p3m.h5' done.\n",
|
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"[14:42:21|\u001b[38;5;113mSTATUS \u001b[00m]|Read timestepping configuration in '/Users/hoellinger/Library/CloudStorage/Dropbox/travail/these/science/code/simbelmyne/simbelmyne2025/WIP_P3M/run13/nsteps50_ts_p3m.h5'...\n",
|
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"[14:42:21|\u001b[38;5;113mSTATUS \u001b[00m]|Read timestepping configuration in '/Users/hoellinger/Library/CloudStorage/Dropbox/travail/these/science/code/simbelmyne/simbelmyne2025/WIP_P3M/run13/nsteps50_ts_p3m.h5' done.\n",
|
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"[14:42:22|\u001b[1;36mINFO \u001b[00m]|\u001b[38;5;147m(wip3m.tools)\u001b[00m Generating parameter file...\n",
|
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"[14:42:22|\u001b[38;5;113mSTATUS \u001b[00m]|Writing parameter file in '/Users/hoellinger/Library/CloudStorage/Dropbox/travail/these/science/code/simbelmyne/simbelmyne2025/WIP_P3M/run13/nsteps50_example_p3m.sbmy'...\n",
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"[14:42:22|\u001b[38;5;113mSTATUS \u001b[00m]|Writing parameter file in '/Users/hoellinger/Library/CloudStorage/Dropbox/travail/these/science/code/simbelmyne/simbelmyne2025/WIP_P3M/run13/nsteps50_example_p3m.sbmy' done.\n",
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"[14:42:22|\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/run13/nsteps50_example_p3m.sbmy\n"
|
|
]
|
|
},
|
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{
|
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"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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8mLtG04poTI8idwe0niErTcqGzdE9R+E7ylejMlPuy3LCg0F1DO3T1Kn9W/fjuxqfIks1kUtDAdS4pGfl4Z2HYrikeqPqqFSrErITNnqpQK4rerioghaT00t6oG+rychtRa25hDTHDAa2pUnAiSwYv0B8UuU6YuYISf9LoerEwO8/ySEoEESq6+z1y9fwG+gnKheaDEzuNzJ4PrU0d1NkBmoJT+w7UVSi5NYpU6mMmIeYfPpAelCreMKSCWJQfE3AGjF5ts/YPrKDR4gLJy4IdyRFbWoCDfqTIaExV3Ib0lwvCvGmBQA0iWSkQAiKmrO1s0WtprVEUAyNh6RFRuWsnW87REdHY8bIGcKtVManDKasnYKIXerjPBnJoWg+6tkrmdB3gvhsWrUTmpbtKklO14FdhRyiZ+Oe6vn49Qx8YVc2QxmDJg8SPaKxW8aKKEkyPLQgwZwtc6A4Ulgt0EIbz2B6Mijk/sGtByJghPKWXMg0t5J6Ls/Wy8tfCoYhebToAwVlUaAXjYE53iotO00UcEbeHBoPlpumETNHYMy8MeLZoqlJ9JySB4Um/5eObA5FYgC5RnIpYGXBhAWJ7nZnRzENhuYiZjdGiuweVcwE9P4kOzs7vH37NlOvpCjgVgAhwSFwdHXElnNbUj3nVgDNnzGGsU0CSvTXvK2gDTmsi27lsC66lcO66FaOPukihdsB8YiPMIKVnRl+nPJpUr2u7AHP02MYhmEMBjZ6DMMwjMEg2+jVrl0bAwakvjhv165d0bKltAjHf//9V8yXuXz5MrKVhHjg47qExvFxifupnGP8McZafKZ2jsT/yrQc1kW3clgX3cphXXQrR590IRLikefpNTg/OCY+U8hR+R/Ev9f8f7KrpxcQEIBVq1bhs+HmTmB2aRhFJa4QYB7zDl/+0RNO/55OOoW+0zGLmHCxT5/Jz5GCNuSwLoaTJn3SJSemSZ90yelpKv/XKJQ8MkN8qspR/k71LiHq4dmlE+vlz8Xo0SBinjzSo/KyFcrYPzoD79QnSVtEvkSpg/7ihtBG3+lYWudIQRtyWBfDSZM+6ZIT06RPuhhqmoqeW5Xq73j3NLFe1qHhy7TR27NnjzB2v//+ewr3Js2Jmjp1Kjw9PWFhYQF3d3dMmjQpzcWRu3Xrhi+++AL//Zc4J0hnUBc6kFbsTwxctTQFrMwSP5ULFHmeWiI2go6ZIhamRjHiM+mc00thHBsJ4w8xaW+xkfA8nUk52pCRE3XJiWnSJ11yYpr0SRcDSZMqyv2C17an+J/E+vjjZILAETpzdcqeskBjeuXLl8fs2bOxfv16/Pzzz+KzefPmwui9efMG27cnJmj48OFYunQpZs2ahRo1auDp06e4ffs2evToIcb0ihQpgkuXLqFEiRL44YcfxLF9+/Yhb97Ul96KjY0Vm2qIasGCBeVPWQg6DqzOnhUqGIZhmJSsez4PHZ1VXlDdZTdQpKb+TFmYP38+evfujV27dgmDl5zw8HAxxkc9vS5dusDDw0MYPjJ4qkRERKBZs2YICwvD4cOH0zR4hJ+fn0iUciODpxER6b/aZnFccwz70BPnE9TfzJweUQoLFI5ZLzb6rgnakKFvclgX3cphXXQrR5900ZacqGzUJU5hDL8P7fDj+6GIVphnqp7WFI1mHG7ZsgXPnz/HyZMnUalS6kvK3Lp1S/TK6tVLf7kp6uG5ubnh0KFDsLS0TPfckSNHYtCgQSl6erKxUV8WrMaKCDyLUMDFxggnutngQLw3/lF8gWrGN+ED9RXvt78Yi5ZOnxYqjmq7BvEFv0TU+3hg6iVxLLz/ZcSbJy6xZPL4DKw2pVytIzU54S6VMi1DW7qkJUefdOH85fw1pPz93NNEmBolYEv8V3gJO9xXFEAZoyBsfTEJ0Ql2MDeOQnr1dLYavQoVKuDixYtYsWIFfHx8Un1VR0YGTEnTpk2xbt06nD59GnXrpr6MjhIaF6Qt0xSqBtCbhWnQFAph6JSQs/eOItGQetnEANGUtk8e4E8330jIsCreHDA2gcn7T4u82to4w8r8Y9bS7yr/la6cOEXmZWhLl7Tk6JMunL+cv4aUv595mpR4GT/B6QQ7Uc+WQRBaOf0KdRL/R9TTOkAj9ya5KskVuWPHDvzyyy+pnlOsWDFh+A4ePJiuLF9fX/j7++Obb77B0aNHkSUYmwCNlesKqhvsZ3DAO1jDxEiBok1Tn4+YdE1j/0RZH3GwNhdb2v+VsRxtyNCpHH3SRQM5+qRLqnL0SRcN5OiTLqnK0SddDDRNxY2eiG93EgqmHeqS7H/0JpDlzp07Yr9t27ZiP3kgy7hx48S4Hv1WvXp1MW5348YNdO/eXS2QRSlv9OjR2Lt3rxj7y5K1NykslqI4VaYtxNq646r3JITYV0SL8gUSz9k7FAgP/XRd7gKJN6XkN/L+K7NyWBfdymFddCuHddGtHH3SJR051yv5I8ShMspEnUO+4+r1r0b/I9ceKGTy1VdfKfr375+0f/PmTYWzs7Ni0KBBii5duihatGiR9Ft8fLxi4sSJikKFCinMzMwU7u7uismTJ4vfgoKCRHzqpUuXks6fMWOGwtbWVnHy5ElJurx9+1bIoE+NiY9TKB4eUyiubk78pP3kRL9VKMbmTtzu7E/9HCloQw7rols5rItu5bAuupWjT7pIkSOl/pWIVHsge0zvyJEjavs03eDZs9SjbOhFhL/++qvYklO4cOEUr42nIBXVQJUsgbrQGYXFqnazC1fTvNutDTmsi27lsC66lcO66FaOPukiRY6U+lfL8Pv0krHs+EPY5jJFw5KusFf6qo1MgGINP31PhZgP8eiy4pz4vrpbZeQyS+W8DORoQ0aWytEnXSTI0SddJMnRJ10kyNEnXSTJ0SddDCxNx++F4crjN2hcOh88nT8FEmYFbPRUSEhQYMb+u4j+EA+fwg6fjJ5ZLqDD5vSvVShwNuhV0vdUyUCONmRkqRx90kWCHH3SRZIcfdJFghx90kWSHH3SRVty9EmXdOQsOx6Eo3fDRB2b1UaPXy2kwpPX0cLgmZsao5CDVXarwzAMkyMp7morPu+GJi5qnZWw0VPhzrPEG+CZ1wamJpw1DMMwusDLxVatzs1KuGZX4e7HG6BshSTxPhKYlC9xo++aog05rItu5bAuupXDuuhWjj7pko6c4kqjFxqeIqBR1/CYngp0A1RbIWp8SLZEjqZoQw7rols5rItu5bAuupWjT7qkIYfG8Wghr9dRH/Ai4j3y2mphpS2JcE8vlZ6el0vWDqwyDMMYEpbmJklxE8p6N6vgnt5HPsQn4EFYRNo9PQlYphaymw0y9E0O66JbOayLbuXoky7akmOpB7pQPfvvyyjcDg1HdU8nZBVs9D5iamyEkyPq4m5oBArkkbZYtipW5qa4NaFxpnTQhgx9k8O66FYO66JbOfqki7bkWOmJLoMbFseQRsVR2NEaWQkbvY/QmyKcbXOJjWEYhtEtKQIGswge02MYhmEMBu7pfWT+4fuIiI1DK2+3lCsEGBkDhWp8+p7Gkjy+6y6I7ws7VkxjSZ705WhDRpbK0SddJMjRJ10kydEnXSTI0SddJMnRJ10MNE0rTwbhRsg7DGlYHK52WeNlY6P3ka0XnuDhi0hU93BKafTMLIEf96R7PS3Dc/hOWNL3VMlAjjZkZKkcfdJFghx90kWSHH3SRYIcfdJFkhx90kVbcvRJFwlyNp57LCaoNyuTL8uMHrs3P7ZY/n2ZOHHSy5WnKzAMw2QFXq5ZvzKLVowevUh2wIC03jIO8cJYChS5fPly0rGTJ0+iTJkyMDMzQ8uWLZFdxCcosO1iMBIUgI2FKRyszDWWo+Tsw1dq+1kpQ9/ksC66lcO66FaOPumiLTnxeqRLsY9etYO3nuH0g5ca66LTN6dn9Db11IiPjxdvTXdycoKpaaJHtUqVKvDy8oKfnx9sbGzEtfTGdVXDqOs3pwdef4pxu27i6duYpGP57HJh7NclxSsvkqDlc2aXSfw+4Bpgbp1CztidN/DsXazGcrQhI8vl6JMunL+cvzk4f3NimgKvP8XIbdfEqizpytCyPdC5e/P9+/cwMTGBq6trksEjHjx4gLp168LNzQ158uRBVkMZ7rvuoprBI0Lfxojj9LsaUS8TtzTkqN58uXK0ISPb5OiTLmnI0SddZMvRJ13SkKNPusiWo0+6GFCaAj/KUDV46crQIrKNXmRkJDp37ix6Z/ny5cOMGTNSvBF9woQJ4hyytr169VJzbyq/v3z5Et26dRPfV61ahXHjxuHKlStiX3lMV1AXmnp4qXVxxfvmAdGKCY/5gKj3cYh6H48ohUXiRt/FsTjxO52XGTnakJF9cvRJF85fzt+cl785MU3hGcggqH7WlatTtnuzd+/e2LNnD1asWAFnZ2f873//w9GjR4UBIxclGb3Xr19jzJgxSWN11NMrUqQILl26JMbxyNVZvHhxjB8/Hm3bthVd0tGjRyMwMBAHDhwQ19AxS0v1lVFiY2PFptqdLViwoGz3JvmOf1h6Rk6yGYZhGB1SK8oUx6zikvY39PwSVT0cte7elDVlISIiAsuXL8e6detQr149cWz16tXCRakKuS0HDx6ctE+9OyVKVyf15khB+k5Qz5Hcn8r91KDxP+oRZpbn4eouTYZhGCZ7KfbBBMcQp/N6WpbRo3E4GqOjIBQlDg4Ootemio+PD3TByJEjMWjQoBQ9PbkkX2oseHFPxEe+gom1Awr8tDTpeN8mgGc+ozTl3H+qwLy9n/a7v7WAjcIIEUYKLLeLlSRHGzL0TQ7rYjhp0iddOE2fR5rupyEjxkjd6airJSF1Mjnd2lo3C4haWFiILbNULuIgooRo0FT4oePeQ/EhVnwqcbAxgndhSxgbp10AvAsrYG8djdeRiTfLDEYwhxHMVM7JSI42ZOibHNbFcNKkT7pwmj6PNHmnIUNpMukqmqhO9XS2B7J4eHiIeXVnz55NOkbjd3fv3s20Iubm5mJqQ1ZgYmwkwmKJtG5v+xrm6d58gn7vUDP9eX0ZydGGDH2Tw7roVg7rols5+qSLtuR8LroYffyk+pnq6Ww3ejTu1r17dwwdOhSHDh3C9evX0bVrVxgbZ37mAwXABAUFiQjPFy9eqAWs6AKaB7Kwo3eKpW+oldK3sQV8PKR1guk8Ot/e2khjOdqQoW9yWBfDSZM+6cJp+rx1cbXLJeplTebp6Sx6k4JZfH19sW3bNtja2oqAFYrmVE5OJ+NFq7OortBCgSzK6E06j6C5eXQ+GU2CjFyHDh1w8OBBvHnzBitXrkz6TVeT0wkKi3XNnx8vnoXCLq8jtv2zOcPWTmokJChwY3Y8jKONkWCZgFIDTGTL0YYMfZPDuuhWDuuiWzn6pIu25CTomS43AxJgFGUEUxtT9JhaU+Menk6iN5W9vbVr14pNCfX8UovUVEKGMLltJcOmCo3VbdmyBVkNZbC5aWJP1dQkseutCXQdXZ+QCTnakKFvclgX3cphXXQrR5900ZYcY33TxRiggS1zEyOduTRV4bcsSOTP1X9i0+JNeBX2Ch4lPNBvfD+UKF9C8vVXzl7BpkWbcPfaXbx8/hITlk5AjUYfX7khkd/n/Y7jgcfx34P/YJHLAqUqlkKvkb3g7uEuS86OtTuwc+1OhD4JFfuFvQqjc//OqFLnU1SuXNbPX4+lU5aiVbdW6PtbX8nXrZq5Cqtnr1Y7VtCjINYcXiNbh7DQMCzxW4Jzh88hJjoGBQoXwPDpw1G8nHp0cXq0q9YOz548S3G8RecWGDAx7fVlVaGx6dWzVuPvP//Gq+ev4OTihEZtGqFTv05iqo4coiKisGL6CpzYdwKvX7xGsdLFRP5+Ue4LjcsaNUBXzlyJPev3IOJdBEr7lMbAyQPJuSRLzrG9x7Br3S7x+7s377B0L0U+F5YsI+5DHJZPW46zh8/i6X9PYW1rDe8a3ug1ohf5gmTpQuXo0K5DCAsJg6mZKbzKeKH7sO4wgpcsOarMHDkTu37fhda1fVG7eGvJMvwH+WPfln1qsip9VQk/+kyWrcuje49EmaZz4+PiUahYIXSqMgZ5jF0lyajjXifVtH1bqyfqlWgnWZfoyGgs8V8iyuG71++Qr2A+fPfjdyiGprLSRPUnpef8sfOi7JWtUhbNPfrA0Ux+FL6m8FsWJHBo5yEsnLAQXQZ0wZI9S4TRG9ZxmKiEpBITFQOPkh7oP7G/xnpQgWrZpSXmb5+Pab9PQ1xcnNAjOipalpy8rnnRc0RPLN6zGIt2L0KFahUwqscoBN0J0kiv21duY9f6XShaoqhG15PR3Xp+a9I2d+tc2TLC34Tjl+9+EXM9/df4Y9XBVfAd7QsbO3lvzVi0a5GaLtN/ny6O125WW7KMDQs3iIYFNYxWH1otGiYbF23EtpXbZKdr2rBpOH/8PEbOHokVf6+AT00fDGk/RBh4TcvaxoWJugz0G4gFOxcgl1UuUY4+qEQvS5FDv5euVFqkTxNdqGFy7/o90RhY/NdijF8yHo8fPsav3X+VnSa3om7oP74/lu9fjjlb58C1oKtIU3jUG42eQ2pc3rx0UzRY5OpCVK5dWa0cjZ47Wrac4H+D0a9VP9EInLVpFpbtWybyyszUTLIMVR1oGzZ9mGh4VShWU5Yu88fPx7kj5/BrwK+iTLfq3goBYwJw9f4pyXKosTW652jRwJm4fCKW7F0ClwIuCNg8DLEf5NVhmYF7ehLYvGwzmv3QDE2+byL2B/kNwtlDZ7F3016079NekgzqRWWmJ0VMXTtVbX/EjBH4tsK3olVVrko5yXKqNaimtt9jWA/R86OHvEjxIrJ0ohbgpH6TMMR/CNbO/eTyloOJqQkcnDMXnkyGxjmfM4bPGJ50LJ+7/MHwPI7qPYz1C9Yjf6H8KPel9Py9cf4Gqjesjqr1qop9qoAP7jwoGgdyiI2JFb2picsmJt3froO64tSBU+J+dR/aXXZZo4pny/It6PRLJ9RomNgCHzlrJL6r+B2u3D8Jb7d6kuQQDVs1FJ+hjxM9BnJ1scltg+nrExsVSvpP6A/fr33x6svnSb0ZKbrUb1lfbb/36N74a+NfCA57CC9HB1nPITUo5oyZI563kT+OlJUmJWbmZqmU6ThZcqgXTL///OvPScfIe3HrVhwSIqTJSK7Dyf0nUb5qeTjlyZckQ4qcGxduoFHrRuJa4usOX4te8L+hd1DatYYkOU+CnuDmxZui8aasZ8jDcOTPVrhw/xDqO2XN23a4p5cBH95/EEalYo2KSccoWpXcMDcu3shW3SLDE98BmDuPZkE8Slcc9WSp1V3Ku5Ts62ePmo0v636JijU/5Y9cgoOC0dqnNdpXb4+J/SbiWXBK92JGnPr7FIqXLY7ffv5NNAR6NumJ3et3I7P3nlyUTdo2keWWLOVTChdPXhS9FuL+zfu4/s910fqXA7mzEuITYG6hHt5Nru1r/1yDJlArm1xMquWZjA+56h+G3ER2E/kuUuS1pYV1pu4b3Xvr3NZwy+sh69qEhAT4DfBD25/aym4AqnL5zGVRDjvX7oxZ/5uFt6/fytbjzKEzogc7tONQIcv3G1/hXtQUuu9nDp1B03bqLkkp0FAKPWPUIKCG06VTl4QRK1G4oqz7QqiWZ6pLzUzM8CD0OrIK7ullwNtXb0XFY+9kr3ac9mlsLbugh2Leb/PEeIwmD+fD2w/Rp2UfvI99D0trS+FaIjejHMhYknuKXIKaUqJCCdE7IxcOjQGsmb0G/Vv3F61BKxsryXJCHodgx7odaNOjDTr07SB6VXPHzhXjO43bNNZIN6pgaNyhcWt517fv3R5R4VHoUqcLjE2MRfmhXlmDbxvIkkPpp8pm7Zy1KORZCPZ57XFoxyHRWqYWv6YVH5FaeX53T7q7Xhe8j3mPxX6LUbdFXWH0EtQX4M+Q0wdOY3zf8YiNjoWjs6NwTSuO2Kn1aDJiw4INYqlEGpvWFGrc1GxcU3gaQh6FYNmUZRjReQT61p0tuZ/x5sUb4UUhfboN7YafRv4k3Itjeo1B/zbT4GlfQbZeNM5oZW2FWo1r4cFiedeSq37GiBn4vvL3wjNDxmqw/2C4B5eVnL8Ue0DuTBr7H+w3WLjVtyzbgtcRYXgblVguswI2ep8pAaMCEHQ3SKPxL6Jg0YJYFrhMVOrH/jomBt9n/zFbsuF7HvJcGF0aWzTPpdmLdwlVVwiNlZYsX1IEkxzefRjN2jWTLEeRoBA9vZ7De4p9CvigMUpywWhq9P7a9Beq1K4CJ9eU4zrpcWT3ERzYfgCj5o4S+Xn/xn3MHzcfji6OsnUh1+PUoVPRpnIbYUC9SnsJo0Deh5wEBbWM6524ru7ASQPx3wr5MspXKy/KNDVUd2/YLeQNbD4H1pC2aPGdq3ewdeVWMW4vN+BIlbrf1E36XvSLomLrULMD7ha7Ai9HH8mNWqJaw2qiIUd4lvIUbsYTV3bDs7Z8o7f3j72o/239j8+ruqs1I/5c9SduXbqFScsnwcXNBVfPXkXA6AD0bGIvOU3UAB23eJwYp/6m7DeiPJPHoVSRylDE6f7lsUl6ZNk/fabYOdiJm5M8aIX2HfLqZpmcjKDCdvrgaQRsDkDefHk1kkFjDsreAhkL6hltXbFVtN6kQJUu5UGvpp+CGKhHQw8DRbruv79ftJjlQoEnbkXcEPJviKzrqGVPkW2q0P7xvcehCRTZevHERYxbIn+B80WTFuGH3j8kVX5U6ZHLlsYH5Ro9ukd0nylYiXqPZDipMtdkvJJQllm6dyRLrTxbaxaIpC2DFxocipkbZ4ooTrmVMmFpZSnyi7aS3iXRsVZHnLwWiIalOki6/tq5a6KH1bZqW7UyvTV4MQ6d34aJP62DJtCYMNUjYW9C4CXxpQF0PvWoChdTb4S6e7rj3M2rsnWg5/Lxg8cYM3+M7GtpbHnZ1GXCG6Qcp6YGKrntD5zZDK9G0tdaprpG2dim+05j6D9W9kVBB/UoW13CRk+CcaDwZxqjUYbeUiuM9r/t8m2W6kK+dBpgPxF4ArP+mKVxxZeWbKXPXQre1b2FC1KVKYOnCBcGVfiaGDyCXDrkEmrwnTxXII2j0UOtypOHT0SrVBMC/wgUD2TVuokPuRzIvZZ8lSLap96oplCFThtFqf5z7B/h7tIEKjNk+Kj8Us9BOTZ86/ItdKrfHNll8Gh8iCIU7ezttCab8jsuXnqZbtCqQYqxaYoA9XavhypFE4PYNCHsaZgI87ezdpBV79C0lBRlOugJHHK7aOS1oHrMs2TiPZd7j2hLrUwnKBJ7pHKhcWRleh49u4tm3j8iq2CjJwFyL/gP9heFhgb8KfqNQnMbf99YVmVOIchKnj5+KtxetnlshZ9batDIwR0HRTQf+eZpDhhBA/YU3CCVpf5LUblOZbjkd0FUZBQObj+Iy6cvp4gOzWi8KflYIvnoc9vnljXGuHDiQlStXxWuBVzx4tkLMd+Ketb1WnyKIpR6j/p+2xfr5q1DneZ1RCVOwQyD/D+9lUMq1KgJ3BwootWotS0XSs+6uevgnN8ZRbyK4N6NeyICWBn9K4dzR8+JN2uSO5rKz6LJi0TDIj1ZGZW11t1bi3FC6hGREaR5gE7OTijnWR2IkS6H5uY9D34u7htBY9xxz+NgCyfkscmToQzqnY/9eawYF568crLoVSnLdFy8JYzxqUynJ4fKHOV39QbVRbQiuTe3r9mOsGdh8K5TS1beJDe6JmYmyG3tAJc8NI8sIWNd8uQW805rNaklGhfBj4KxePJikdclCvvIyl8KphnfZ7yYy0bTimhMjyJ3B7SeIateoUbN0T1H4TvKV+MyQ9HL5MGgeob2afrU/q378V2Nn2XJIdc/NSbp2Xh456EYIinnWQ0lCurmzTypwUZPAuSmogeJKmQxOb2kB6asnSLLvUnjBQPb0gTgRBaMXyA+qWIdMXOEJBkUpk4M/P6THIICQeS4zV6/fA2/gX6igiFXErnfyOD51Mq6gqfaCp7Yd6KoQMmlU6ZSGTEPMfnUgYygVvGEJRPEIPmagDVi8myfsX1kB48QF05cEO5IitrUBBr0J0NC467kNqS5XhTiTQsAaBLNSIEQFDVna2eLWk1riaAYGh/RtKy1822H6OhozBg5Q7iZyviUEeU5Ypf5x2pdmhyK5qPevZIJfSeIzyYVO+Nr504Zyug6sKuQQfRsnDgWq2TA99PVgjXSkzNo8iDRIxq7ZayIkiTDQwsSzNkyB4ojhdUCLbTxHKYng0LwH9x6IIJGKG/JhUxzK7sN6YZn6+XlLwXDkDxa+IGCsijYi8bEHG+VTkqTlPRQwBl5cmgsOC0ykjNm3hjxbNH0JHpWyYNCk/9LRzaHIlK6HApWWzBhQaJ73dlRTHupbNweyLppevLX3tQntLH2JlHArQBCgkPg6OqILec0XwrtVgDNnzGGsU0CSvQ3zTYZ+iaHddGtHNZFt3L0SRdtybmlR7rcDohHfIQRrOzM8OMU9UnzurAHPE+PYRiGMRjY6DEMwzAGAxs9hmEYxmBgo8cwDMMYDGz0GIZhGIOBjR7DMAxjMLDRYxiGYQyGz3pyunKKIc3PyAzKxV1pRYiXr19qLCc61gQJ701gHBuPl6/js02GvslhXXQrh3XRrRx90kVbcqL1SJeoWFMkvDeGUaxZpupy5bUZTT3/rCenP3nyBAULZt1r5hmGYRj95vHjx3Bzc8uZRo96aCEhIbC1tc3Uq0AY6S0pamRQocrMCjiMdDjPsx7O888zv8mUhYeHI3/+/CkWx84x7k1KWHoWndENVDC5MshaOM+zHs7zzy+/aRmyjOBAFoZhGMZgYKPHMAzDGAxs9BjJWFhYYOzYseKTyRo4z7MezvOcnd+fdSALwzAMw8iBe3oMwzCMwcBGj2EYhjEY2OgxDMMwBgMbPYZhGMZgYKNn4MyfPx+FCxdGrly5UKVKFZw7dy7Nc5cuXYqaNWvC3t5ebPXr109xfteuXcXqOKpb48aNsyAlOTPPV61alSI/6TpVKBZtzJgxyJcvHywtLcV9uXfvXhakJOfld+3atVPkN23NmjVLOofLePocO3YMX3/9tVgZhfJm+/btGVwBHDlyBN7e3iKC09PTU5T7zNzH9GCjZ8Bs2rQJgwYNEuHCFy9eRLly5dCoUSM8f/48zYL5ww8/4PDhwzh9+rRYOqhhw4YIDg5WO48qgKdPnyZtGzZsyKIU5bw8J2iVCtX8fPTokdrvU6dOxZw5c7Bo0SKcPXsW1tbWQmZMTAwMHbn5vW3bNrW8vn79OkxMTNCmTRu187iMp01kZKTIZzJSUggKChKNijp16uDy5csYMGAAevTogX379mXquUkTmrLAGCaVK1dW9OnTJ2k/Pj5ekT9/foWfn5+k6+Pi4hS2traK1atXJx3r0qWLokWLFjrR1xDzfOXKlQo7O7s05SUkJChcXV0V06ZNSzr25s0bhYWFhWLDhg0KQyezZXzWrFmijEdERCQd4zIuHTIxf/75Z7rnDBs2TFGqVCm1Y23btlU0atRIa/dRFe7pGSjv37/HhQsXhCtMdS1T2qdenBSioqLw4cMHODg4pOgROjs7o3jx4vD19cXLl5q/riknoWmeR0REoFChQqJn3aJFC9y4cUOtlRwaGqomk9YfJPeP1PuYU9FGGV++fDnatWsnes+qcBnXHnQvVO8RQb045T3Sxn1UhY2egfLixQvEx8fDxcVF7TjtUyUqheHDhwu/vWphJLfPmjVrcPDgQUyZMgVHjx5FkyZNxH8ZOprkOVWqK1aswI4dO7Bu3TrxZpFq1aqJ12oRyusycx9zKpkt4zRmRO5NcrWpwmVcu9C9SO0e0dsXoqOjtVJX5Zi3LDDZh7+/PzZu3ChavKqBFdQqVlKmTBmULVsWHh4e4rx69eplk7afL1WrVhWbEjJ4JUqUwOLFizFhwoRs1S2nQ708KsOVK1dWO85l/POGe3oGipOTkxigf/bsmdpx2nd1dU332unTpwujt3//fvHAp0fRokXFf92/fx+GTmbyXImZmRkqVKiQlJ/K6zIjM6eSmfymYAxq1HXv3j3D/+EynjnoXqR2jyiAi6KRtfHcqMJGz0AxNzdHxYoVhYtGCbnOaF+1Z5EcihSkHkZgYCB8fHwy/B9yw9F4B4XTGzqa5rkq5Oa5du1aUn4WKVJEPPiqMsktRFGcUmXmVDKT35s3b0ZsbCw6duyY4f9wGc8cdC9U7xHx999/J90jbTw3asgOfWFyDBs3bhRRfqtWrVLcvHlT0atXL0WePHkUoaGh4vdOnTopRowYkXS+v7+/wtzcXLFlyxbF06dPk7bw8HDxO30OGTJEcfr0aUVQUJDiwIEDCm9vb0WxYsUUMTEx2ZbOzznPx40bp9i3b5/iwYMHigsXLijatWunyJUrl+LGjRtq94Vk7NixQ3H16lURWVikSBFFdHS0wtCRm99KatSoISIIk8NlPGMojy5duiQ2MjEzZ84U3x89eiR+p/ymfFfy8OFDhZWVlWLo0KGKW7duKebPn68wMTFRBAYGSr6PcmCjZ+DMnTtX4e7uLowZhQWfOXMm6bevvvpKhGcrKVSokCjEybexY8eK36OiohQNGzZU5M2bV2FmZibO79mzp0YFMycjJ88HDBiQdK6Li4uiadOmiosXL6aYtjB69GjxO1UM9erVU9y5cydL05RT8pu4ffu2KNf79+9PIYvLeMYcPnw41XpCmc/0Sfme/Jry5cuLe1S0aFExVUfOfZQDv1qIYRiGMRh4TI9hGIYxGNjoMQzDMAYDGz2GYRjGYGCjxzAMwxgMbPQYhmEYg4GNHsMwDGMwsNFjGIZhDAY2egzDMIzBwEaPYRiGMRjY6DEMwzAGAxs9hvmMGTt2rHinG73Zm16qSW/xprfZMwyTOvwSWYb5TPm4YLx4oWyBAgVw8+ZNdOnSRbzjkIwfwzAp4QWnGSYH0b59ezg7O2P27NnZrQrD6CXs3mSYz5RHjx6hT58+KF26NOzt7WFjY4M//vgDbm5u2a0aw+gtbPQY5jMkLCwMlSpVEm/snjlzJk6cOIFTp07B2NgY5cqVy271GEZv4TE9hvkM2bVrF+Lj47FhwwYYGRmJY/PmzRNBLOXLl89u9RhGb2GjxzCfIY6Ojnj37h127tyJkiVLCiPo5+cnAlry5s2b3eoxjN7CgSwM8xmSkJCA3r17Y/369bC0tETHjh0RExMjxvl2796d3eoxjN7CRo9hGIYxGDiQhWEYhjEY2OgxDMMwBgMbPYZhGMZgYKPHMAzDGAxs9BiGYRiDgY0ewzAMYzCw0WMYhmEMBjZ6DMMwjMHARo9hGIYxGNjoMQzDMAYDGz2GYRjGYGCjxzAMw8BQ+D/maY4QR2ov7QAAAABJRU5ErkJggg==",
|
|
"text/plain": [
|
|
"<Figure size 500x100 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
},
|
|
{
|
|
"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": [
|
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"<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 nsteps = {nsteps_cola}:\")\n",
|
|
"file_ext = f\"nsteps{nsteps_cola}\" # \"cola\" is already in the filename\n",
|
|
"generate_sim_params(cola_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\"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",
|
|
"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": [
|
|
"[14:42:22|\u001b[38;5;113mSTATUS \u001b[00m]|Setting up Fourier grid...\n",
|
|
"[14:42:22|\u001b[38;5;113mSTATUS \u001b[00m]|Setting up Fourier grid done.\n",
|
|
"[14:42:22\u001b[00m|\u001b[38;5;113mSTATUS \u001b[00m]|Computing normalization of the power spectrum...\n",
|
|
"[14:42:22|\u001b[38;5;113mSTATUS \u001b[00m]|Write power spectrum in data file '/Users/hoellinger/WIP3M/run13/input_power.h5'...\n",
|
|
"[14:42:22\u001b[00m|\u001b[38;5;113mSTATUS \u001b[00m]|Computing normalization of the power spectrum done.\n",
|
|
"[14:42:22\u001b[00m|\u001b[38;5;113mSTATUS \u001b[00m]|Computing power spectrum...\n",
|
|
"[14:42:22\u001b[00m|\u001b[38;5;113mSTATUS \u001b[00m]|Computing power spectrum done.\n",
|
|
"[14:42:22|\u001b[38;5;246mDIAGNOSTIC\u001b[00m]==|\u001b[38;5;246mL0=16, L1=16, L2=16\u001b[00m\n",
|
|
"[14:42:22|\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",
|
|
"[14:42:22|\u001b[38;5;113mSTATUS \u001b[00m]|Write power spectrum in data file '/Users/hoellinger/WIP3M/run13/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": [
|
|
"[14:42:22|\u001b[38;5;113mSTATUS \u001b[00m]|Setting up Fourier grid...\n",
|
|
"[14:42:22|\u001b[38;5;113mSTATUS \u001b[00m]|Setting up Fourier grid done.\n",
|
|
"[14:42:22|\u001b[38;5;113mSTATUS \u001b[00m]|Write Fourier grid in data file '/Users/hoellinger/WIP3M/run13/input_ss_k_grid.h5'...\n",
|
|
"[14:42:22|\u001b[38;5;246mDIAGNOSTIC\u001b[00m]==|\u001b[38;5;246mL0=16, L1=16, L2=16\u001b[00m\n",
|
|
"[14:42:22|\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",
|
|
"[14:42:22|\u001b[38;5;113mSTATUS \u001b[00m]|Write Fourier grid in data file '/Users/hoellinger/WIP3M/run13/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}\" # \"pm\" is already in the filename\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_cola}\" # \"cola\" is already in the filename\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}\" # \"spm\" is already in the filename\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}\" # \"p3m\" is already in the filename\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": [
|
|
"[14:43:07|\u001b[38;5;113mSTATUS \u001b[00m]|Read field in data file '/Users/hoellinger/WIP3M/run13/lpt_density.h5'...\n",
|
|
"[14:43:07|\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",
|
|
"[14:43:07|\u001b[38;5;113mSTATUS \u001b[00m]|Read field in data file '/Users/hoellinger/WIP3M/run13/lpt_density.h5' done.\n",
|
|
"[14:43:07|\u001b[38;5;113mSTATUS \u001b[00m]|Read field in data file '/Users/hoellinger/WIP3M/run13/nsteps20_final_density_cola.h5'...\n",
|
|
"[14:43:07|\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",
|
|
"[14:43:07|\u001b[38;5;113mSTATUS \u001b[00m]|Read field in data file '/Users/hoellinger/WIP3M/run13/nsteps20_final_density_cola.h5' done.\n",
|
|
"[14:43:07|\u001b[38;5;113mSTATUS \u001b[00m]|Read field in data file '/Users/hoellinger/WIP3M/run13/nsteps50_final_density_pm.h5'...\n",
|
|
"[14:43:07|\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",
|
|
"[14:43:07|\u001b[38;5;113mSTATUS \u001b[00m]|Read field in data file '/Users/hoellinger/WIP3M/run13/nsteps50_final_density_pm.h5' done.\n",
|
|
"[14:43:07|\u001b[38;5;113mSTATUS \u001b[00m]|Read field in data file '/Users/hoellinger/WIP3M/run13/nsteps50_final_density_spm.h5'...\n",
|
|
"[14:43:07|\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",
|
|
"[14:43:07|\u001b[38;5;113mSTATUS \u001b[00m]|Read field in data file '/Users/hoellinger/WIP3M/run13/nsteps50_final_density_spm.h5' done.\n",
|
|
"[14:43:07|\u001b[38;5;113mSTATUS \u001b[00m]|Read field in data file '/Users/hoellinger/WIP3M/run13/nsteps50_final_density_p3m.h5'...\n",
|
|
"[14:43:07|\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",
|
|
"[14:43:07|\u001b[38;5;113mSTATUS \u001b[00m]|Read field in data file '/Users/hoellinger/WIP3M/run13/nsteps50_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_COLA = read_field(simdir + f\"nsteps{nsteps_cola}_final_density_cola.h5\").data[slice_ijk]\n",
|
|
"DELTA_PM = read_field(simdir + f\"nsteps{nsteps_pm}_final_density_pm.h5\").data[slice_ijk]\n",
|
|
"DELTA_SPM = read_field(simdir + f\"nsteps{nsteps_spm}_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",
|
|
"diff_p3m_pm = DELTA_P3M - DELTA_PM\n",
|
|
"diff_p3m_spm = DELTA_P3M - DELTA_SPM"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 12,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"max(DELTA_PM) = 70.734375, min(DELTA_PM) = -1.0\n",
|
|
"max(DELTA_P3M) = 69.35508728027344, min(DELTA_P3M) = -1.0\n",
|
|
"max(diff) = 3.0339012145996094, min(diff) = -12.64963150024414\n"
|
|
]
|
|
}
|
|
],
|
|
"source": [
|
|
"print(f\"max(DELTA_PM) = {np.max(DELTA_PM)}, min(DELTA_PM) = {np.min(DELTA_PM)}\")\n",
|
|
"print(f\"max(DELTA_P3M) = {np.max(DELTA_P3M)}, min(DELTA_P3M) = {np.min(DELTA_P3M)}\")\n",
|
|
"print(f\"max(diff) = {np.max(diff_p3m_pm)}, min(diff) = {np.min(diff_p3m_pm)}\")"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 13,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"image/png": 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",
|
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"text/plain": [
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"<Figure size 6300x1200 with 14 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"# fields = [\"pm\", \"spm\", \"p3m\", \"diff_p3m_pm\"] # fields to plot\n",
|
|
"fields = [\"lpt\", \"cola\", \"pm\", \"spm\", \"p3m\", \"diff_p3m_pm\", \"diff_p3m_spm\"] # fields to plot\n",
|
|
"\n",
|
|
"figname = \"_\".join(fields)\n",
|
|
"slices_dict = {\n",
|
|
" \"lpt\": DELTA_LPT,\n",
|
|
" \"cola\": DELTA_COLA,\n",
|
|
" \"pm\": DELTA_PM,\n",
|
|
" \"spm\": DELTA_SPM,\n",
|
|
" \"p3m\": DELTA_P3M,\n",
|
|
" \"diff_p3m_pm\": diff_p3m_pm,\n",
|
|
" \"diff_p3m_spm\": diff_p3m_spm,\n",
|
|
"}\n",
|
|
"titles_dict = {\n",
|
|
" \"lpt\": \"LPT\",\n",
|
|
" \"cola\": f\"COLA $n_\\\\mathrm{{steps}}={nsteps_cola}$\",\n",
|
|
" \"pm\": f\"PM $n_\\\\mathrm{{steps}}={nsteps_pm}$\",\n",
|
|
" \"spm\": f\"sPM $n_\\\\mathrm{{steps}}={nsteps_spm}$\",\n",
|
|
" \"p3m\": f\"P3M $n_\\\\mathrm{{steps}}={nsteps_p3m}$\",\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=(3 * npanels, 4), 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": "code",
|
|
"execution_count": 14,
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": [
|
|
"full_field_p3m = np.log10(2+read_field(simdir + f\"nsteps{nsteps_p3m}_final_density_p3m.h5\").data)\n",
|
|
"\n",
|
|
"if N <= 128:\n",
|
|
" fig = plotly_3d(full_field_p3m, size=N, L=L, colormap=thermal_plotly, limits=\"default\")\n",
|
|
"else:\n",
|
|
" # Downsample the grid for visualisation\n",
|
|
" downsample_factor = N // 128\n",
|
|
" downsampled_field = full_field_p3m[\n",
|
|
" ::downsample_factor, ::downsample_factor, ::downsample_factor\n",
|
|
" ]\n",
|
|
" fig = plotly_3d(downsampled_field, size=N, L=L, colormap=thermal_plotly, limits=\"default\")\n",
|
|
"\n",
|
|
"fig.show()\n",
|
|
"clear_large_plot(fig) # Uncomment to clear the Plotly figure to avoid memory issues"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"metadata": {},
|
|
"source": [
|
|
"### Compute and plot the power spectra of the evolved dark matter fields"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 15,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"[14:43:09|\u001b[38;5;113mSTATUS \u001b[00m]|Read Fourier grid in data file '/Users/hoellinger/WIP3M/run13/input_ss_k_grid.h5'...\n",
|
|
"[14:43:09|\u001b[38;5;246mDIAGNOSTIC\u001b[00m]==|\u001b[38;5;246mL0=16.0, L1=16.0, L2=16.0\u001b[00m\n",
|
|
"[14:43:09|\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",
|
|
"[14:43:09|\u001b[38;5;113mSTATUS \u001b[00m]|Read Fourier grid in data file '/Users/hoellinger/WIP3M/run13/input_ss_k_grid.h5' done.\n",
|
|
"[14:43:09|\u001b[38;5;113mSTATUS \u001b[00m]|Read field in data file '/Users/hoellinger/WIP3M/run13/initial_density.h5'...\n",
|
|
"[14:43:09|\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",
|
|
"[14:43:09|\u001b[38;5;113mSTATUS \u001b[00m]|Read field in data file '/Users/hoellinger/WIP3M/run13/initial_density.h5' done.\n",
|
|
"[14:43:09\u001b[00m|\u001b[38;5;113mSTATUS \u001b[00m]|Getting auto-correlation in Fourier space (using 8 cores)...\n",
|
|
"[14:43:09\u001b[00m|[14:43:09|\u001b[38;5;113mSTATUS \u001b[00m]|Read field in data file '/Users/hoellinger/WIP3M/run13/lpt_density.h5'...\n",
|
|
"\u001b[38;5;113mSTATUS \u001b[00m]|Getting auto-correlation in Fourier space (using 8 cores) done.\n",
|
|
"[14:43:09|\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",
|
|
"[14:43:09|\u001b[38;5;113mSTATUS \u001b[00m]|Read field in data file '/Users/hoellinger/WIP3M/run13/lpt_density.h5' done.\n",
|
|
"[14:43:09\u001b[00m|\u001b[38;5;113mSTATUS \u001b[00m]|Getting auto-correlation in Fourier space (using 8 cores)...\n",
|
|
"[14:43:09\u001b[00m|\u001b[38;5;113mSTATUS \u001b[00m[14:43:09|\u001b[38;5;113mSTATUS \u001b[00m]|Read field in data file '/Users/hoellinger/WIP3M/run13/nsteps50_final_density_pm.h5'...\n",
|
|
"]|Getting auto-correlation in Fourier space (using 8 cores) done.\n",
|
|
"[14:43:09|\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",
|
|
"[14:43:09|\u001b[38;5;113mSTATUS \u001b[00m]|Read field in data file '/Users/hoellinger/WIP3M/run13/nsteps50_final_density_pm.h5' done.\n",
|
|
"[14:43:09\u001b[00m|\u001b[38;5;113mSTATUS \u001b[00m]|Getting auto-correlation in Fourier space (using 8 cores)...\n",
|
|
"[14:43:09|\u001b[38;5;113mSTATUS \u001b[00m]|Read field in data file '/Users/hoellinger/WIP3M/run13/nsteps20_final_density_cola.h5'...\n",
|
|
"[14:43:09\u001b[00m|\u001b[38;5;113mSTATUS \u001b[00m]|Getting auto-correlation in Fourier space (using 8 cores) done.\n",
|
|
"[14:43:09|\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",
|
|
"[14:43:09|\u001b[38;5;113mSTATUS \u001b[00m]|Read field in data file '/Users/hoellinger/WIP3M/run13/nsteps20_final_density_cola.h5' done.\n",
|
|
"[14:43:09\u001b[00m|\u001b[38;5;113mSTATUS \u001b[00m]|Getting auto-correlation in Fourier space (using 8 cores)...\n",
|
|
"[14:43:09|\u001b[38;5;113mSTATUS \u001b[00m]|Read field in data file '/Users/hoellinger/WIP3M/run13/nsteps50_final_density_spm.h5'...\n",
|
|
"[14:43:09\u001b[00m|\u001b[38;5;113mSTATUS \u001b[00m]|Getting auto-correlation in Fourier space (using 8 cores) done.\n",
|
|
"[14:43:09|\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",
|
|
"[14:43:09|\u001b[38;5;113mSTATUS \u001b[00m]|Read field in data file '/Users/hoellinger/WIP3M/run13/nsteps50_final_density_spm.h5' done.\n",
|
|
"[14:43:09\u001b[00m|\u001b[38;5;113mSTATUS \u001b[00m]|Getting auto-correlation in Fourier space (using 8 cores)...\n",
|
|
"[14:43:09|\u001b[38;5;113mSTATUS \u001b[00m]|Read field in data file '/Users/hoellinger/WIP3M/run13/nsteps50_final_density_p3m.h5'...\n",
|
|
"[14:43:09\u001b[00m|\u001b[38;5;113mSTATUS \u001b[00m]|Getting auto-correlation in Fourier space (using 8 cores) done.\n",
|
|
"[14:43:09|\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",
|
|
"[14:43:09|\u001b[38;5;113mSTATUS \u001b[00m]|Read field in data file '/Users/hoellinger/WIP3M/run13/nsteps50_final_density_p3m.h5' done.\n",
|
|
"[14:43:09\u001b[00m|\u001b[38;5;113mSTATUS \u001b[00m]|Getting auto-correlation in Fourier space (using 8 cores)...\n",
|
|
"[14:43:09\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_cola}_final_density_cola.h5\")\n",
|
|
"Pk_COLA, Vk_COLA = get_autocorrelation(DELTA, G, AliasingCorr)\n",
|
|
"Pk_COLA, Vk_COLA = Pk_COLA[1:], Vk_COLA[1:]\n",
|
|
"Sk_COLA = np.sqrt(Vk_COLA)\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_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)"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 16,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"kmin = 1.3454698324203491, kmax = 10.072183609008789\n"
|
|
]
|
|
},
|
|
{
|
|
"data": {
|
|
"image/png": 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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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},
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"metadata": {},
|
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"output_type": "display_data"
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}
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],
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"source": [
|
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"Pk_ref = Pk_PM\n",
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"\n",
|
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"fig, ax = plt.subplots(figsize=(7, 4))\n",
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"\n",
|
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"ax.set_xscale(\"log\")\n",
|
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"k = G.k_modes[1:]\n",
|
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"kmin, kmax = k.min(), k.max()\n",
|
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"print(f\"kmin = {kmin}, kmax = {kmax}\")\n",
|
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"log_pad = 0.02\n",
|
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"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",
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|
"\n",
|
|
"plt.xlim(xlim_min, xlim_max)\n",
|
|
"ax.set_ylim([0.2, 1.8])\n",
|
|
"# ax.set_ylim([0.5, 1.5])\n",
|
|
"dark_grey_bnd = 0.05\n",
|
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"light_grey_bnd = 0.1\n",
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"\n",
|
|
"label_ref = f\"PM with $n_\\\\mathrm{{steps}}={nsteps_pm}$\"\n",
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"\n",
|
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"line1 = ax.plot([kmin, kmax], [1, 1], color=\"black\", linestyle=\"-\", label=label_ref)\n",
|
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"\n",
|
|
"# line2 = ax.plot(k, Pk_LPT / Pk_ref, label=\"2LPT\", color=cols[0], linestyle=\"-\")\n",
|
|
"\n",
|
|
"ax.plot(\n",
|
|
" k,\n",
|
|
" Pk_COLA / Pk_ref,\n",
|
|
" label=f\"COLA with $n_\\\\mathrm{{steps}}={nsteps_cola}$\",\n",
|
|
" linestyle=\"-\",\n",
|
|
" color=cols[2],\n",
|
|
")\n",
|
|
"# ax.plot(\n",
|
|
"# k,\n",
|
|
"# Pk_PM / Pk_ref,\n",
|
|
"# label=f\"PM with $n_\\\\mathrm{{steps}}={nsteps_pm}$\",\n",
|
|
"# linestyle=\"-\",\n",
|
|
"# color=cols[3],\n",
|
|
"# )\n",
|
|
"ax.plot(\n",
|
|
" k,\n",
|
|
" Pk_sPM / Pk_ref,\n",
|
|
" label=f\"sPM with $n_\\\\mathrm{{steps}}={nsteps_p3m}$\",\n",
|
|
" linestyle=\"--\",\n",
|
|
" color=cols[4],\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[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",
|
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"\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": "markdown",
|
|
"metadata": {},
|
|
"source": [
|
|
"### Force exerted by particles on other particles"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 17,
|
|
"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/run13/force_diagnostic_comparison.png\n"
|
|
]
|
|
},
|
|
{
|
|
"data": {
|
|
"image/png": 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|
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"text/plain": [
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"<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_cola)\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\", \"COLA\", \"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.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
|
|
}
|