679 lines
439 KiB
Text
679 lines
439 KiB
Text
{
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"cells": [
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{
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"cell_type": "markdown",
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"id": "340c92c6",
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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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"id": "94047ef1",
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"metadata": {},
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"source": [
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"# P3M force diagnostic"
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]
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},
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{
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"cell_type": "markdown",
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"id": "cd240b53",
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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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"id": "1dfed55e",
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"metadata": {},
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"outputs": [],
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"source": [
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"from wip3m.params 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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"id": "aea2278a",
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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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"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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"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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"run_id = \"forcediag7\"\n",
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"\n",
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"# Good set of parameters for the force diagnostic\n",
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"# nPairsForceDiagnostic_spm = nPairsForceDiagnostic_p3m = 3\n",
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"# nBinsForceDiagnostic = 30\n",
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"# maxTrialsForceDiagnostic = int(1e9)\n",
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"\n",
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"# Faster force diagnostic\n",
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"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_spm = 200\n",
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"# nsteps_p3m = 200\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": "code",
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"execution_count": 3,
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"id": "28a4e070",
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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.field import read_field\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 *"
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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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"id": "3f0eaa51",
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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 = 2.721\n"
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]
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}
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],
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"source": [
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"corner = 0.0\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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"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_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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"id": "4f013d1f",
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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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"id": "88742aca",
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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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"id": "dd3f8a0c",
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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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"lpt_params[\"InputWhiteNoise\"] = input_white_noise_file\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\"] = 0\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\"] = 0\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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"id": "1d617059",
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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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"[17:03:15|\u001b[1;36mINFO \u001b[00m]|\u001b[38;5;147m(wip3m.tools)\u001b[00m Generating parameter file...\n",
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"[17:03:15|\u001b[38;5;113mSTATUS \u001b[00m]|Writing parameter file in '/Users/hoellinger/Library/CloudStorage/Dropbox/travail/these/science/code/simbelmyne/simbelmyne2025/WIP_P3M/forcediag7/example_lpt.sbmy'...\n",
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"[17:03:15|\u001b[38;5;113mSTATUS \u001b[00m]|Writing parameter file in '/Users/hoellinger/Library/CloudStorage/Dropbox/travail/these/science/code/simbelmyne/simbelmyne2025/WIP_P3M/forcediag7/example_lpt.sbmy' done.\n",
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"[17:03:15|\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/forcediag7/example_lpt.sbmy\n",
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"SPM nsteps = 20:\n",
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"[17:03:15|\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/forcediag7/nsteps20_ts_spm.h5\n",
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"[17:03:15|\u001b[38;5;113mSTATUS \u001b[00m]|Write timestepping configuration in '/Users/hoellinger/Library/CloudStorage/Dropbox/travail/these/science/code/simbelmyne/simbelmyne2025/WIP_P3M/forcediag7/nsteps20_ts_spm.h5'...\n",
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"[17:03:15|\u001b[38;5;113mSTATUS \u001b[00m]|Write timestepping configuration in '/Users/hoellinger/Library/CloudStorage/Dropbox/travail/these/science/code/simbelmyne/simbelmyne2025/WIP_P3M/forcediag7/nsteps20_ts_spm.h5' done.\n",
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"[17:03:15|\u001b[38;5;113mSTATUS \u001b[00m]|Read timestepping configuration in '/Users/hoellinger/Library/CloudStorage/Dropbox/travail/these/science/code/simbelmyne/simbelmyne2025/WIP_P3M/forcediag7/nsteps20_ts_spm.h5'...\n",
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"[17:03:15|\u001b[38;5;113mSTATUS \u001b[00m]|Read timestepping configuration in '/Users/hoellinger/Library/CloudStorage/Dropbox/travail/these/science/code/simbelmyne/simbelmyne2025/WIP_P3M/forcediag7/nsteps20_ts_spm.h5' done.\n",
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"[17:03:16|\u001b[1;36mINFO \u001b[00m]|\u001b[38;5;147m(wip3m.tools)\u001b[00m Generating parameter file...\n",
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"[17:03:16|\u001b[38;5;113mSTATUS \u001b[00m]|Writing parameter file in '/Users/hoellinger/Library/CloudStorage/Dropbox/travail/these/science/code/simbelmyne/simbelmyne2025/WIP_P3M/forcediag7/nsteps20_example_spm.sbmy'...\n",
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"[17:03:16|\u001b[38;5;113mSTATUS \u001b[00m]|Writing parameter file in '/Users/hoellinger/Library/CloudStorage/Dropbox/travail/these/science/code/simbelmyne/simbelmyne2025/WIP_P3M/forcediag7/nsteps20_example_spm.sbmy' done.\n",
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"[17:03:16|\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/forcediag7/nsteps20_example_spm.sbmy\n",
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"P3M nsteps = 20:\n",
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"[17:03:16|\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/forcediag7/nsteps20_ts_p3m.h5\n",
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"[17:03:16|\u001b[38;5;113mSTATUS \u001b[00m]|Write timestepping configuration in '/Users/hoellinger/Library/CloudStorage/Dropbox/travail/these/science/code/simbelmyne/simbelmyne2025/WIP_P3M/forcediag7/nsteps20_ts_p3m.h5'...\n",
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"[17:03:16|\u001b[38;5;113mSTATUS \u001b[00m]|Write timestepping configuration in '/Users/hoellinger/Library/CloudStorage/Dropbox/travail/these/science/code/simbelmyne/simbelmyne2025/WIP_P3M/forcediag7/nsteps20_ts_p3m.h5' done.\n",
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"[17:03:16|\u001b[38;5;113mSTATUS \u001b[00m]|Read timestepping configuration in '/Users/hoellinger/Library/CloudStorage/Dropbox/travail/these/science/code/simbelmyne/simbelmyne2025/WIP_P3M/forcediag7/nsteps20_ts_p3m.h5'...\n",
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"[17:03:16|\u001b[38;5;113mSTATUS \u001b[00m]|Read timestepping configuration in '/Users/hoellinger/Library/CloudStorage/Dropbox/travail/these/science/code/simbelmyne/simbelmyne2025/WIP_P3M/forcediag7/nsteps20_ts_p3m.h5' done.\n",
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"[17:03:16|\u001b[1;36mINFO \u001b[00m]|\u001b[38;5;147m(wip3m.tools)\u001b[00m Generating parameter file...\n",
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"[17:03:16|\u001b[38;5;113mSTATUS \u001b[00m]|Writing parameter file in '/Users/hoellinger/Library/CloudStorage/Dropbox/travail/these/science/code/simbelmyne/simbelmyne2025/WIP_P3M/forcediag7/nsteps20_example_p3m.sbmy'...\n",
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"[17:03:16|\u001b[38;5;113mSTATUS \u001b[00m]|Writing parameter file in '/Users/hoellinger/Library/CloudStorage/Dropbox/travail/these/science/code/simbelmyne/simbelmyne2025/WIP_P3M/forcediag7/nsteps20_example_p3m.sbmy' done.\n",
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"[17:03:16|\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/forcediag7/nsteps20_example_p3m.sbmy\n"
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]
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},
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{
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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"
|
|
},
|
|
{
|
|
"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"
|
|
}
|
|
],
|
|
"source": [
|
|
"reset_plotting() # Default style for Simbelmynë\n",
|
|
"\n",
|
|
"generate_sim_params(lpt_params, ICs_path, wd, simdir, None, 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",
|
|
"\n",
|
|
"setup_plotting() # Reset plotting style for this project"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"id": "4cbfc7f9",
|
|
"metadata": {},
|
|
"source": [
|
|
"### Generate the initial phase"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 7,
|
|
"id": "ac1596ef",
|
|
"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",
|
|
"id": "b1dfa6e3",
|
|
"metadata": {},
|
|
"source": [
|
|
"### Generating the input power spectrum\n",
|
|
"\n",
|
|
"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,
|
|
"id": "3c2cf19b",
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"[17:03:16|\u001b[38;5;113mSTATUS \u001b[00m]|Setting up Fourier grid...\n",
|
|
"[17:03:16|\u001b[38;5;113mSTATUS \u001b[00m]|Setting up Fourier grid done.\n",
|
|
"[17:03:16\u001b[00m|\u001b[38;5;113mSTATUS \u001b[00m][17:03:16|\u001b[38;5;113mSTATUS \u001b[00m]|Write power spectrum in data file '/Users/hoellinger/WIP3M/forcediag7/input_power.h5'...\n",
|
|
"|Computing normalization of the power spectrum...\n",
|
|
"[17:03:16\u001b[00m|\u001b[38;5;113mSTATUS \u001b[00m]|Computing normalization of the power spectrum done.\n",
|
|
"[17:03:16\u001b[00m|\u001b[38;5;113mSTATUS \u001b[00m]|Computing power spectrum...\n",
|
|
"[17:03:16\u001b[00m|\u001b[38;5;113mSTATUS \u001b[00m]|Computing power spectrum done.\n",
|
|
"[17:03:16|\u001b[38;5;246mDIAGNOSTIC\u001b[00m]==|\u001b[38;5;246mL0=64, L1=64, L2=64\u001b[00m\n",
|
|
"[17:03:16|\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",
|
|
"[17:03:16|\u001b[38;5;113mSTATUS \u001b[00m]|Write power spectrum in data file '/Users/hoellinger/WIP3M/forcediag7/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": "markdown",
|
|
"id": "5f00a570",
|
|
"metadata": {},
|
|
"source": [
|
|
"## Running the simulations\n",
|
|
"\n",
|
|
"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": 9,
|
|
"id": "6f714f19",
|
|
"metadata": {},
|
|
"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_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",
|
|
"id": "acd604ca",
|
|
"metadata": {},
|
|
"source": [
|
|
"The logs can be monitored in the corresponding files in the `logdir` directory."
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"id": "3060305c",
|
|
"metadata": {},
|
|
"source": [
|
|
"## Plot results"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"id": "fafb43e2",
|
|
"metadata": {},
|
|
"source": [
|
|
"### Plot the evolved dark matter density fields"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 10,
|
|
"id": "73d9e5cd",
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"[17:03:35|\u001b[38;5;113mSTATUS \u001b[00m]|Read field in data file '/Users/hoellinger/WIP3M/forcediag7/nsteps20_final_density_spm.h5'...\n",
|
|
"[17:03:35|\u001b[38;5;246mDIAGNOSTIC\u001b[00m]==|\u001b[38;5;246mranges=[np.float64(0.0), np.float64(64.0), np.float64(0.0), np.float64(64.0), np.float64(0.0), np.float64(64.0), np.int32(32), np.int32(32), np.int32(32)]\u001b[00m\n",
|
|
"[17:03:35|\u001b[38;5;113mSTATUS \u001b[00m]|Read field in data file '/Users/hoellinger/WIP3M/forcediag7/nsteps20_final_density_spm.h5' done.\n",
|
|
"[17:03:35|\u001b[38;5;113mSTATUS \u001b[00m]|Read field in data file '/Users/hoellinger/WIP3M/forcediag7/nsteps20_final_density_p3m.h5'...\n",
|
|
"[17:03:35|\u001b[38;5;246mDIAGNOSTIC\u001b[00m]==|\u001b[38;5;246mranges=[np.float64(0.0), np.float64(64.0), np.float64(0.0), np.float64(64.0), np.float64(0.0), np.float64(64.0), np.int32(32), np.int32(32), np.int32(32)]\u001b[00m\n",
|
|
"[17:03:35|\u001b[38;5;113mSTATUS \u001b[00m]|Read field in data file '/Users/hoellinger/WIP3M/forcediag7/nsteps20_final_density_p3m.h5' done.\n"
|
|
]
|
|
}
|
|
],
|
|
"source": [
|
|
"slice_ijk = (N // 2, slice(None), slice(None))\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_spm = DELTA_P3M - DELTA_SPM"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 11,
|
|
"id": "cd6e5652",
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"max(DELTA_P3M) = 13.531244277954102, min(DELTA_P3M) = -1.0\n",
|
|
"max(diff) = 9.856795310974121, min(diff) = -6.477081298828125\n"
|
|
]
|
|
}
|
|
],
|
|
"source": [
|
|
"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_spm)}, min(diff) = {np.min(diff_p3m_spm)}\")"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 12,
|
|
"id": "c9da7aa9",
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
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",
|
|
"text/plain": [
|
|
"<Figure size 2700x1200 with 6 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"from matplotlib.colors import TwoSlopeNorm\n",
|
|
"\n",
|
|
"fields = [\"spm\", \"p3m\", \"diff_p3m_spm\"] # fields to plot\n",
|
|
"\n",
|
|
"slices_dict = {\n",
|
|
" \"spm\": DELTA_SPM,\n",
|
|
" \"p3m\": DELTA_P3M,\n",
|
|
" \"diff_p3m_spm\": diff_p3m_spm,\n",
|
|
"}\n",
|
|
"titles_dict = {\n",
|
|
" \"spm\": f\"sPM $n_\\\\mathrm{{steps}}={nsteps_spm}$\",\n",
|
|
" \"p3m\": f\"P3M $n_\\\\mathrm{{steps}}={nsteps_p3m}$\",\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",
|
|
" vmin = -np.log(1 + np.abs(np.min(data)))\n",
|
|
" vmax = np.log10(1 + np.abs(np.max(data)))\n",
|
|
" if vmin < 0 < vmax:\n",
|
|
" norm = TwoSlopeNorm(vmin=vmin, vcenter=0, vmax=vmax)\n",
|
|
" else:\n",
|
|
" norm = plt.Normalize(vmin=vmin, vmax=vmax)\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",
|
|
"figname = f\"fields\"\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": 13,
|
|
"id": "228340be",
|
|
"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",
|
|
"id": "7d0df151",
|
|
"metadata": {},
|
|
"source": [
|
|
"### Force exerted by particles on other particles"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 14,
|
|
"id": "684477ec",
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"Newton prefactor = 6.37e-01\n"
|
|
]
|
|
}
|
|
],
|
|
"source": [
|
|
"r1, fmag1, _ = load_force_diagnostic(OutputForceDiagnostic_spm)\n",
|
|
"r2, fmag2, _ = load_force_diagnostic(OutputForceDiagnostic_p3m)\n",
|
|
"Newton_prefactor = (L / Np)**3 / (4*np.pi)\n",
|
|
"print(f\"Newton prefactor = {Newton_prefactor:.2e}\")"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 15,
|
|
"id": "6a6b4e9c",
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"Nyquist: 2.00 Mpc/h\n",
|
|
"Particle length: 0.12 Mpc/h\n",
|
|
"Split scale: 1.25 Mpc/h\n",
|
|
"Short-range reach: 5.62 Mpc/h\n"
|
|
]
|
|
},
|
|
{
|
|
"data": {
|
|
"image/png": 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",
|
|
"text/plain": [
|
|
"<Figure size 1920x1440 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"plot_force_distance_comparison(rr=[r1, r2], ff=[fmag1, fmag2], ll=[\"PM (smoothed)\", \"P3M\"], L=L, Np=Np, Npm=Npm, a=Newton_prefactor, title=\"Particle's contributions to total force\")#, ss=[\"o\", \".\"])"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": null,
|
|
"id": "f26ada41",
|
|
"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": 5
|
|
}
|