{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Initialization\n" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "# import necessary modules\n", "# uncomment to get plots displayed in notebook\n", "%matplotlib inline\n", "import matplotlib\n", "import matplotlib.pyplot as plt\n", "import numpy as np\n", "from classy_sz import Class\n", "from scipy.optimize import fsolve\n", "from scipy.interpolate import interp1d\n", "import math\n", "\n", "font = {'size' : 16, 'family':'STIXGeneral'}\n", "axislabelfontsize='large'\n", "matplotlib.rc('font', **font)\n", "plt.rcParams[\"figure.figsize\"] = [3.0,2.0]\n", "\n", "\n", "\n", "\n", "import os \n", "# path_to_class_sz = os.getcwd() + '/../../'" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [], "source": [ "\n", "common_settings = {\n", " 'mass function' : 'T08', \n", " 'hm_consistency': 0,\n", " # 'concentration parameter': 'D08', # Duffy et al 2008 \n", "}\n", "\n", "\n", "# copied from : https://github.com/simonsobs/websky_model/blob/a93bbf758432a936c0ec2b59775683b695d3d191/websky_model/websky.py#L55\n", "websky_Omega_M = 0.31\n", "websky_Omega_B = 0.049\n", "websky_Omega_L = 0.69\n", "websky_h = 0.68\n", "websky_sigma_8 = 0.81\n", "websky_n_s = 0.965\n", "\n", "\n", "websky_cosmo = {\n", " 'omega_b': websky_Omega_B*websky_h**2.,\n", " 'omega_cdm': (websky_Omega_M-websky_Omega_B)*websky_h**2.,\n", " 'h': websky_h,\n", " 'tau_reio': 0.0543,\n", " 'sigma8': websky_sigma_8,\n", " 'n_s': websky_n_s, \n", " 'use_websky_m200m_to_m200c_conversion': 1,\n", " \n", " 'use_redshift_dependent_M_min': 0,\n", " # 'full_path_to_redshift_dependent_M_min':path_to_class_sz+'class_sz_auxiliary_files/websky_halo_mass_completion_z_Mmin_in_Msun_over_h.txt',\n", " #'M_min' : 1e10*websky_cosmo['h'], # not used\n", " 'M_max' : 1e16*websky_h,\n", " 'z_min' : 5e-3,\n", " 'z_max' : 4.6,\n", "}\n", "\n", "tsz_params ={\n", "\n", " 'pressure profile': 'B12', # check source/input.c for default parameter values of Battaglia et al profile (B12)\n", " 'units for tSZ spectrum': 'dimensionless',\n", " 'n_k_pressure_profile' : 100,\n", " 'n_m_pressure_profile' : 100,\n", " 'n_z_pressure_profile' : 100,\n", " 'x_outSZ': 4.,\n", " 'truncate_gas_pressure_wrt_rvir':0,\n", " 'pressure_profile_epsrel':1e-3,\n", " 'pressure_profile_epsabs':1e-40,\n", " \n", "\n", "}" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Compute" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "CPU times: user 5min 37s, sys: 1.53 s, total: 5min 39s\n", "Wall time: 39.7 s\n" ] } ], "source": [ "%%time \n", "M = Class()\n", "M.set({'output':'tSZ_1h,tSZ_2h,tSZ_tSZ_tSZ_1h,tSZ_tSZ_tSZ_2h,tSZ_tSZ_tSZ_3h'})\n", "\n", "M.set({\n", " \n", "'dlogell' : 0.1, # increase to compute less ells for faster evaluation\n", "'ell_max' : 10000.0,\n", "'ell_min' : 2.0, \n", "'use_fft_for_profiles_transform' : 1, \n", " \n", "'bispectrum_lambda_2' : 1.,\n", "'bispectrum_lambda_3' : 1.\n", "})\n", "\n", "M.set(common_settings)\n", "M.set(websky_cosmo)\n", "M.set(tsz_params)\n", "\n", "\n", "M.compute()" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [], "source": [ "cl_sz = M.cl_sz()\n", "b_yyy = M.b_yyy()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Plot" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "label_size = 17\n", "title_size = 18\n", "legend_size = 13\n", "handle_length = 1.5\n", "fig, (ax1) = plt.subplots(1,1,figsize=(6,4))\n", "ax = ax1\n", "ax.tick_params(axis = 'x',which='both',length=5,direction='in', pad=10)\n", "ax.tick_params(axis = 'y',which='both',length=5,direction='in', pad=5)\n", "ax.xaxis.set_ticks_position('both')\n", "ax.yaxis.set_ticks_position('both')\n", "plt.setp(ax.get_yticklabels(), rotation='horizontal', fontsize=label_size)\n", "plt.setp(ax.get_xticklabels(), fontsize=label_size)\n", "ax.grid( visible=True, which=\"both\", alpha=0.2, linestyle='--')\n", "\n", "\n", "ax.plot(b_yyy['ell'],np.asarray(b_yyy['1h'])+np.asarray(b_yyy['2h'])+np.asarray(b_yyy['3h']),label='Total',c='r')\n", "ax.plot(b_yyy['ell'],np.asarray(b_yyy['1h']),label='1h',lw=0.7,ls='-',c='k')\n", "ax.plot(b_yyy['ell'],np.asarray(b_yyy['2h']),label='2h',lw=0.7,ls='--',c='orange')\n", "ax.plot(b_yyy['ell'],np.asarray(b_yyy['3h']),label='3h',lw=0.7,ls='-.',c='blue')\n", "\n", "ax.set_xscale('log')\n", "ax.set_yscale('log')\n", "\n", "\n", "ax.set_xlabel(r'$\\ell$',fontsize=18)\n", "ax.set_ylabel(r'$B_{\\ell,\\ell,\\ell}^{yyy}$',fontsize=18)\n", "ax.legend(loc=1,ncol = 1,frameon=False,fontsize=14)\n", "\n", "ax.set_xlim(2,1e4)\n", "ax.set_ylim(1e-31,1e-22)\n", "\n", "fig.tight_layout()\n", "fig.tight_layout()\n" ] }, { "cell_type": "code", "execution_count": 20, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 20, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.figure(figsize=(12,8))\n", "# file available at https://drive.google.com/file/d/14muHHtbY0mdixlvZJyLEC4i5XWDDbWgu/view?usp=sharing\n", "ls_ws,dls_ws = np.loadtxt(path_to_class_sz+'class_sz_auxiliary_files/websky_april_8192.txt',unpack=True)\n", "\n", "plt.loglog(ls_ws,dls_ws*1e12,c='r',label='websky')\n", "plt.loglog(cl_sz['ell'],np.asarray(cl_sz['1h'])+np.asarray(cl_sz['2h']),label='class_sz')\n", "\n", "# plt.grid(which='both',alpha=0.2)\n", "plt.loglog()\n", "# plt.xlim(20,2e4)\n", "# plt.ylim(1,5e5)\n", "plt.yticks(fontsize=20)\n", "plt.xticks(fontsize=20)\n", "plt.xlabel('multipole',fontsize=22)\n", "plt.ylabel(r'$C_\\ell$ [tsz]',fontsize=22)\n", "# plt.title('353x353')\n", "plt.grid(which='both',alpha=0.2)\n", "plt.legend(fontsize=20)" ] } ], "metadata": { "kernelspec": { "display_name": "Python 3 (ipykernel)", "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": "3.12.9" } }, "nbformat": 4, "nbformat_minor": 4 }