{ "cells": [ { "cell_type": "markdown", "id": "a3461285-3f18-4ba7-9619-4ead5fa207c5", "metadata": {}, "source": [ "# Intialize" ] }, { "cell_type": "code", "execution_count": 1, "id": "cbdcfd5d-0b33-4f25-b751-e760f4127b03", "metadata": {}, "outputs": [], "source": [ "import classy_sz" ] }, { "cell_type": "code", "execution_count": 2, "id": "2c4d4199-c6fb-4634-9520-cacfce177bd8", "metadata": {}, "outputs": [], "source": [ "%matplotlib inline\n", "import matplotlib\n", "import matplotlib.pyplot as plt\n", "import numpy as np\n", "from classy_sz import Class\n", "import os\n", "import time\n", "from scipy.integrate import simpson\n", "import numpy as np\n", "\n", "font = {'size' : 16, 'family':'STIXGeneral'}\n", "axislabelfontsize='large'\n", "matplotlib.rc('font', **font)\n", "plt.rcParams.update({\n", " \"text.usetex\": True,\n", " \"font.family\": \"sans-serif\",\n", " \"font.sans-serif\": [\"Helvetica\"]})\n", "\n", "\n", "def l_to_dl(lp):\n", " if type(lp) == list:\n", " lp = np.asarray(lp)\n", " return lp*(lp+1.)/2./np.pi" ] }, { "cell_type": "code", "execution_count": 3, "id": "2aab7f5d-2006-496e-ad82-a4e58c102028", "metadata": {}, "outputs": [], "source": [ "import os \n", "path_to_class_sz = os.environ['PATH_TO_CLASS_SZ_DATA']\n", "\n", "path_to_class_sz_files = path_to_class_sz+\"/class_sz/class-sz/class_sz_auxiliary_files/includes/\"" ] }, { "cell_type": "markdown", "id": "96a3eaad-941e-45c3-8383-ff6e0445fd99", "metadata": {}, "source": [ "## Cosmological parameters" ] }, { "cell_type": "markdown", "id": "3414e44c-186b-4f6b-892f-4317983a74f5", "metadata": {}, "source": [ "Let us first set the cosmological parameters\n" ] }, { "cell_type": "code", "execution_count": 4, "id": "a1460216-c5cc-4696-b1d3-52f0a18e68f8", "metadata": {}, "outputs": [], "source": [ "cosmo_params = {\n", "'omega_b': 0.022,\n", "'omega_cdm': 0.122,\n", "'H0': 67.5, \n", "'tau_reio': 0.0561,\n", "'ln10^{10}A_s': 3.047,\n", "'n_s': 0.965,\n", "}" ] }, { "cell_type": "markdown", "id": "345abe17-7198-48eb-94d5-38597af92108", "metadata": {}, "source": [ "## Calculate" ] }, { "cell_type": "code", "execution_count": 5, "id": "6d1b3a60-1610-40d7-ab53-1aa3f7e76200", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "True" ] }, "execution_count": 5, "metadata": {}, "output_type": "execute_result" } ], "source": [ "cosmo = Class()\n", "cosmo.set(cosmo_params)\n", "cosmo.set({\n", "'output' : 'galn_galn_hf,galn_lens_hf',\n", "'galaxy_samples_list_num' : 3, # the number of galaxy samples\n", "'galaxy_samples_list' : '2,3,4', # the id string of each sample, can be any integer\n", "'full_path_and_prefix_to_dndz_ngal':path_to_class_sz + '/class_sz/class-sz/class_sz_auxiliary_files/includes/WISC_bin3_ngal_example'\n", "})\n", "cosmo.set({# class_sz parameters:\n", " \n", "'z_min' : 0.,\n", "'z_max' : 1.5,\n", "\n", "'effective_galaxy_bias_ngal_0' : 1.,\n", "'effective_galaxy_bias_ngal_1' : 1.,\n", "'effective_galaxy_bias_ngal_2' : 1.,\n", " \n", "'dlogell' : 0.1,\n", "'ell_max' : 5000.0,\n", "'ell_min' : 2.0,\n", "'redshift_epsrel' : 1e-4,\n", "'ndim_redshifts': 30,\n", "'ngal_ngal_auto_only' : 1, # only auto between several galaxy/tracer samples \n", "'non_linear' : 'hmcode',\n", "# 'cosmo_model' : 1,\n", "# 'use_pkl_in_linbias_calc':1\n", " })\n", " \n" ] }, { "cell_type": "code", "execution_count": 6, "id": "13b9de03-4d43-46fb-8d22-3539ef12521d", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "CPU times: user 283 ms, sys: 54.1 ms, total: 337 ms\n", "Wall time: 200 ms\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/Users/boris/venvdir/class_sz_312_brew/lib/python3.12/site-packages/mcfit/mcfit.py:130: UserWarning: use backend='jax' if desired\n", " warnings.warn(\"use backend='jax' if desired\")\n" ] } ], "source": [ "%%time\n", "cosmo.compute_class_szfast()" ] }, { "cell_type": "code", "execution_count": 7, "id": "5f59bba7-c58b-4833-95ba-f7bc3877aef7", "metadata": {}, "outputs": [], "source": [ "cl_galn_galn = cosmo.cl_galn_galn()\n", "cl_galn_lens = cosmo.cl_galn_lens()" ] }, { "cell_type": "code", "execution_count": 8, "id": "d0f71ecd-0fcf-4027-a99a-5f30ca634e95", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "dict_keys(['2x2', '3x2', '3x3', '4x2', '4x3', '4x4'])" ] }, "execution_count": 8, "metadata": {}, "output_type": "execute_result" } ], "source": [ "cl_galn_galn.keys()" ] }, { "cell_type": "code", "execution_count": 9, "id": "c04b0451-ecd6-4d22-8540-91786548cb91", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "([6.261184467125693e-05,\n", " 7.848318075846642e-05,\n", " 9.850745588842239e-05,\n", " 0.00012377577314422723,\n", " 0.00015560658092351353,\n", " 0.0001956811255784219,\n", " 0.0002459688088968447,\n", " 0.0003089403035584795,\n", " 0.0003875183979436742,\n", " 0.00048514689712500205],\n", " [1.0389527494020765e-06,\n", " 1.2953691072797531e-06,\n", " 1.6177405993117812e-06,\n", " 2.0219284529812503e-06,\n", " 2.5285985381872606e-06,\n", " 3.1629724470504892e-06,\n", " 3.95438638436938e-06,\n", " 4.94063922171714e-06,\n", " 6.166365205409883e-06,\n", " 7.68005553319694e-06])" ] }, "execution_count": 9, "metadata": {}, "output_type": "execute_result" } ], "source": [ "cl_galn_galn['2x2']['hf'][:10], cl_galn_lens['2']['hf'][:10]" ] }, { "cell_type": "markdown", "id": "919ce3e9-1d53-4336-8b48-af62fd8fa65d", "metadata": {}, "source": [ "## Amon & Efsthathiou type modification" ] }, { "cell_type": "code", "execution_count": 10, "id": "49cd75c9-d3ec-4e41-ac2c-b49694fe128a", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "-3.0\n", "-2.25\n", "-1.5\n", "-0.75\n", "0.0\n", "CPU times: user 1.61 s, sys: 219 ms, total: 1.83 s\n", "Wall time: 882 ms\n" ] } ], "source": [ "%%time\n", "amod_ar = np.linspace(-3.,0.,5)\n", "cl_gg_all = []\n", "cl_gk_all = []\n", "for amod in amod_ar:\n", " print(amod)\n", " cosmo.set({'output' : 'galn_galn_hf,galn_lens_hf',})\n", "\n", " cosmo.set({'Amod':amod,\n", " 'use_Amod':1,\n", " 'use_pkl_in_linbias_calc':1})\n", " cosmo.compute_class_szfast()\n", " cl_gg_all.append(cosmo.cl_galn_galn())\n", " cl_gk_all.append(cosmo.cl_galn_lens())" ] }, { "cell_type": "code", "execution_count": 11, "id": "b9f4724e-eeb0-429e-a3e4-742f508ebc9d", "metadata": {}, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.figure(figsize=(5,5))\n", "\n", "for ia,amod in enumerate(amod_ar):\n", " cl_gg = cl_gg_all[ia]['3x3']\n", " l = np.asarray(cl_gg['ell'])\n", " cl_gg_hf = np.asarray(cl_gg['hf'])\n", " plt.plot(l,cl_gg_hf,\n", " marker='o',\n", " markersize=5.,\n", " fillstyle='none',\n", " ls='-',\n", " label=r'amod=%.3f'%amod)\n", "\n", "\n", "\n", "plt.xlabel('$l$', fontsize=18)\n", "plt.ylabel('$D_l^{gg}$', fontsize=18)\n", "\n", "plt.xticks(fontsize=14)\n", "plt.yticks(fontsize=14)\n", "plt.legend(fontsize=13,frameon=False)\n", "plt.grid()\n", "plt.tight_layout()\n", "plt.xscale('log')\n", "plt.yscale('log')\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 12, "id": "f24e76be-d633-4947-87f3-7a6005acaa8b", "metadata": {}, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.figure(figsize=(5,5))\n", "\n", "for ia,amod in enumerate(amod_ar):\n", " cl_gk = cl_gk_all[ia]['3']\n", " l = np.asarray(cl_gk['ell'])\n", " cl_gk_hf = np.asarray(cl_gk['hf'])\n", " plt.plot(l,cl_gk_hf,\n", " marker='o',\n", " markersize=5.,\n", " fillstyle='none',\n", " ls='-',\n", " label=r'amod=%.3f'%amod)\n", "\n", "\n", "\n", "plt.xlabel('$l$', fontsize=18)\n", "plt.ylabel('$D_l^{kg}$', fontsize=18)\n", "\n", "plt.xticks(fontsize=14)\n", "plt.yticks(fontsize=14)\n", "plt.legend(fontsize=13,frameon=False)\n", "plt.grid()\n", "plt.tight_layout()\n", "plt.xscale('log')\n", "plt.yscale('log')\n", "plt.show()" ] }, { "cell_type": "markdown", "id": "70182cfc-f82c-4f8d-b7b5-3186ce0b4860", "metadata": {}, "source": [ "# Carmen type modification" ] }, { "cell_type": "code", "execution_count": 13, "id": "9c022f25-401a-4ebc-9163-dc3ac0d80c6f", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "True" ] }, "execution_count": 13, "metadata": {}, "output_type": "execute_result" } ], "source": [ "cosmo = Class()\n", "cosmo.set(cosmo_params)\n", "cosmo.set({\n", "'output' : 'galn_galn_hf,galn_lens_hf',\n", "'galaxy_samples_list_num' : 3, # the number of galaxy samples\n", "'galaxy_samples_list' : '2,3,4', # the id string of each sample, can be any integer\n", "'full_path_and_prefix_to_dndz_ngal':path_to_class_sz + '/class_sz/class-sz/class_sz_auxiliary_files/includes/WISC_bin3_ngal_example'\n", "})\n", "cosmo.set({# class_sz parameters:\n", " \n", "'z_min' : 0.,\n", "'z_max' : 1.5,\n", "\n", "'effective_galaxy_bias_ngal_0' : 1.,\n", "'effective_galaxy_bias_ngal_1' : 1.,\n", "'effective_galaxy_bias_ngal_2' : 1.,\n", " \n", "'dlogell' : 0.1,\n", "'ell_max' : 5000.0,\n", "'ell_min' : 2.0,\n", "'redshift_epsrel' : 1e-4,\n", "'ndim_redshifts': 30,\n", "'ngal_ngal_auto_only' : 1, # only auto between several galaxy/tracer samples \n", "'non_linear' : 'hmcode',\n", "# 'cosmo_model' : 1,\n", "# 'use_pkl_in_linbias_calc':1\n", " })\n", " \n" ] }, { "cell_type": "code", "execution_count": 14, "id": "46f4f8e3-405f-43e8-b01e-f4a7b1d13efe", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "CPU times: user 301 ms, sys: 54.8 ms, total: 356 ms\n", "Wall time: 261 ms\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/Users/boris/venvdir/class_sz_312_brew/lib/python3.12/site-packages/mcfit/mcfit.py:130: UserWarning: use backend='jax' if desired\n", " warnings.warn(\"use backend='jax' if desired\")\n" ] } ], "source": [ "%%time\n", "cosmo.compute_class_szfast()" ] }, { "cell_type": "code", "execution_count": 17, "id": "d7b4090b-f42a-446e-bb58-8b2bb15fc6de", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "0.1\n", "0.575\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/Users/boris/venvdir/class_sz_312_brew/lib/python3.12/site-packages/mcfit/mcfit.py:130: UserWarning: use backend='jax' if desired\n", " warnings.warn(\"use backend='jax' if desired\")\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "1.05\n", "1.525\n", "2.0\n" ] } ], "source": [ "cl_gg_all = []\n", "cl_gk_all = []\n", "A0_ar = np.linspace(0.1,2.,5)\n", "for A0 in A0_ar:\n", " print(A0)\n", " cosmo.set({'output' : 'galn_galn_hf,galn_lens_hf',})\n", "\n", " cosmo.set({'pk_z_bins_z1': 0.1,\n", " 'pk_z_bins_z2': 0.3,\n", " 'pk_z_bins_A0': A0,\n", " 'pk_z_bins_A1': 1.3,\n", " 'pk_z_bins_A2': 2,\n", " 'use_pk_z_bins':1,\n", " 'use_pkl_in_linbias_calc':1})\n", " cosmo.compute_class_szfast()\n", " cl_gg_all.append(cosmo.cl_galn_galn())\n", " cl_gk_all.append(cosmo.cl_galn_lens())" ] }, { "cell_type": "code", "execution_count": 20, "id": "7f37f4b4-13be-445d-9def-7a5c97377eb6", "metadata": {}, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.figure(figsize=(5,5))\n", "\n", "for ia,amod in enumerate(A0_ar):\n", " cl_gg = cl_gg_all[ia]['3x3']\n", " l = np.asarray(cl_gg['ell'])\n", " cl_gg_hf = np.asarray(cl_gg['hf'])\n", " plt.plot(l,cl_gg_hf,\n", " marker='o',\n", " markersize=5.,\n", " fillstyle='none',\n", " ls='-',\n", " label=r'A0=%.3f'%amod)\n", "\n", "\n", "\n", "plt.xlabel('$l$', fontsize=18)\n", "plt.ylabel('$D_l^{gg}$', fontsize=18)\n", "\n", "plt.xticks(fontsize=14)\n", "plt.yticks(fontsize=14)\n", "plt.legend(fontsize=13,frameon=False)\n", "plt.grid()\n", "plt.tight_layout()\n", "plt.xscale('log')\n", "plt.yscale('log')\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 21, "id": "85a9c820-5817-4043-9ebf-7a875b2992f7", "metadata": {}, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.figure(figsize=(5,5))\n", "\n", "for ia,amod in enumerate(A0_ar):\n", " cl_gk = cl_gk_all[ia]['3']\n", " l = np.asarray(cl_gk['ell'])\n", " cl_gk_hf = np.asarray(cl_gk['hf'])\n", " plt.plot(l,cl_gk_hf,\n", " marker='o',\n", " markersize=5.,\n", " fillstyle='none',\n", " ls='-',\n", " label=r'A0=%.3f'%amod)\n", "\n", "\n", "\n", "plt.xlabel('$l$', fontsize=18)\n", "plt.ylabel('$D_l^{kg}$', fontsize=18)\n", "\n", "plt.xticks(fontsize=14)\n", "plt.yticks(fontsize=14)\n", "plt.legend(fontsize=13,frameon=False)\n", "plt.grid()\n", "plt.tight_layout()\n", "plt.xscale('log')\n", "plt.yscale('log')\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": null, "id": "a636525a-05f5-4acf-8cbb-24628d8d2228", "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { "display_name": "Python (venv_class_sz)", "language": "python", "name": "venv_class_sz312" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.12.8" }, "widgets": { "application/vnd.jupyter.widget-state+json": { "state": {}, "version_major": 2, "version_minor": 0 } } }, "nbformat": 4, "nbformat_minor": 5 }