{ "cells": [ { "cell_type": "markdown", "id": "4a368dfa", "metadata": {}, "source": [ "# Tutorial 7: Survey geometries\n", "\n", "Comparing a galaxy formation model against survey data means knowing\n", "exactly *where* the survey looked: its angular mask on the sky, and how\n", "far away a galaxy of given luminosity or mass remains detectable. In\n", "Galacticus this is the `surveyGeometry` class, used to compute\n", "$V_\\mathrm{max}$ weights for luminosity/mass functions and window\n", "functions for power-spectrum comparisons.\n", "\n", "Highlights of this tutorial:\n", "\n", "* the SDSS angular mask of Bernardi et al. (2013), driven through its\n", " [mangle](https://zenodo.org/records/10998446) polygon representation —\n", " including reconstructing the survey footprint point by point;\n", "* $V_\\mathrm{max}(M)$, the workhorse of mass-function estimation;\n", "* Fourier-space **window functions** on a 3D grid (computed by FFTW inside\n", " Galacticus, returned to Python as complex arrays), cross-validated\n", " against numpy's FFT and the analytic expectation — for the full sky\n", " *and* for the real SDSS mask, Monte-Carlo sampled from its polygons;\n", "* the payoff: **convolving a theory power spectrum with a survey\n", " window**, the operation at the heart of every P(k) comparison." ] }, { "cell_type": "code", "execution_count": 1, "id": "5a19896a", "metadata": { "execution": { "iopub.execute_input": "2026-07-05T19:40:04.171697Z", "iopub.status.busy": "2026-07-05T19:40:04.171497Z", "iopub.status.idle": "2026-07-05T19:40:04.426912Z", "shell.execute_reply": "2026-07-05T19:40:04.426583Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Galacticus library interface loaded.\n" ] } ], "source": [ "import os, sys\n", "\n", "# Locate the Galacticus library interface (see Tutorial 1 for details).\n", "root = os.environ.get('GALACTICUS_LIBRARY_PATH',\n", " os.path.abspath(os.path.join(os.getcwd(), os.pardir)))\n", "os.chdir(root) # galacticus.py loads galacticus/lib/libgalacticus.so relative to here\n", "for candidate in (root, os.path.join(root, 'galacticus', 'python')):\n", " if os.path.exists(os.path.join(candidate, 'galacticus.py')):\n", " sys.path.insert(0, candidate)\n", " break\n", "else:\n", " raise RuntimeError(f\"galacticus.py not found under {root} - build the library \"\n", " \"(make GALACTICUS_BUILD_OPTION=lib libgalacticus.so) or set \"\n", " \"GALACTICUS_LIBRARY_PATH\")\n", "\n", "# This tutorial reads survey mask data (mangle polygons) through\n", "# GALACTICUS_DATA_PATH: clone https://github.com/galacticusorg/datasets and\n", "# point GALACTICUS_DATA_PATH at it. (The SDSS mask is fetched into\n", "# datasets/dynamic/ on first use.)\n", "if 'GALACTICUS_DATA_PATH' not in os.environ:\n", " raise RuntimeError(\"set GALACTICUS_DATA_PATH to a clone of \"\n", " \"https://github.com/galacticusorg/datasets\")\n", "\n", "import numpy as np\n", "import matplotlib.pyplot as plt\n", "import galacticus\n", "print(\"Galacticus library interface loaded.\")" ] }, { "cell_type": "code", "execution_count": 2, "id": "cfebc125", "metadata": { "execution": { "iopub.execute_input": "2026-07-05T19:40:04.430098Z", "iopub.status.busy": "2026-07-05T19:40:04.429915Z", "iopub.status.idle": "2026-07-05T19:40:04.431870Z", "shell.execute_reply": "2026-07-05T19:40:04.431531Z" } }, "outputs": [], "source": [ "plt.rcParams.update({'figure.figsize': (7.0, 4.5), 'font.size': 11,\n", " 'axes.grid': True, 'grid.alpha': 0.3})" ] }, { "cell_type": "markdown", "id": "2ffc85f4", "metadata": {}, "source": [ "## The SDSS mask of Bernardi et al. (2013)\n", "\n", "The constructor takes no arguments; the survey's mangle polygon file is\n", "fetched into the dynamic datasets on first use, and derived quantities\n", "(like solid angles) are cached alongside it. The mangle project quotes a\n", "solid angle of $2.232262776405\\,\\mathrm{sr}$ for this mask, computed with\n", "its `harmonize` utility — Galacticus reproduces it from the polygons." ] }, { "cell_type": "code", "execution_count": 3, "id": "01115543", "metadata": { "execution": { "iopub.execute_input": "2026-07-05T19:40:04.432760Z", "iopub.status.busy": "2026-07-05T19:40:04.432681Z", "iopub.status.idle": "2026-07-05T19:40:04.449062Z", "shell.execute_reply": "2026-07-05T19:40:04.448807Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "fields : 1\n", "solid angle : 2.232262776405 sr\n", "mangle harmonize value: 2.232262776405 sr\n", "sky fraction : 0.1776\n" ] } ], "source": [ "sdss = galacticus.surveyGeometryBernardi2013SDSS()\n", "solidAngle = sdss.solidAngle()\n", "print(f\"fields : {sdss.fieldCount()}\")\n", "print(f\"solid angle : {solidAngle:.12f} sr\")\n", "print(f\"mangle harmonize value: 2.232262776405 sr\")\n", "print(f\"sky fraction : {solidAngle/4.0/np.pi:.4f}\")\n", "assert np.isclose(solidAngle, 2.232262776405, rtol=1.0e-9)" ] }, { "cell_type": "markdown", "id": "23821b9c", "metadata": {}, "source": [ "### The survey footprint, from `pointIncluded`\n", "\n", "`pointIncluded(position, mass)` answers the fundamental membership\n", "question: would a galaxy of this mass, at this comoving position, appear\n", "in the survey? Sampling directions on the sky at a fixed (small) distance\n", "reconstructs the angular mask — the familiar SDSS contiguous northern\n", "footprint emerges from pure polygon tests.\n", "\n", "The first mask query parses the full 200,000-polygon file (about a\n", "minute, with a progress bar written straight to the process's stdout);\n", "`galacticus.verbositySet('silent')` quiets that output." ] }, { "cell_type": "code", "execution_count": 4, "id": "80b735ea", "metadata": { "execution": { "iopub.execute_input": "2026-07-05T19:40:04.449983Z", "iopub.status.busy": "2026-07-05T19:40:04.449887Z", "iopub.status.idle": "2026-07-05T19:41:40.732805Z", "shell.execute_reply": "2026-07-05T19:41:40.731313Z" } }, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "galacticus.verbositySet('silent') # quiet the polygon-reading progress bar\n", "rng = np.random.default_rng(20260705)\n", "nPoints = 20000\n", "distance = 50.0 # Mpc — well inside the survey\n", "# Uniform points on the sphere.\n", "u, v = rng.random(nPoints), rng.random(nPoints)\n", "phi = 2.0*np.pi*u # RA-like angle\n", "cosTheta = 2.0*v-1.0\n", "sinTheta = np.sqrt(1.0-cosTheta**2)\n", "points = distance*np.column_stack([sinTheta*np.cos(phi),\n", " sinTheta*np.sin(phi),\n", " cosTheta])\n", "included = np.array([sdss.pointIncluded(p, 1.0e11) for p in points])\n", "\n", "ra = np.degrees(phi)\n", "dec = np.degrees(np.arcsin(cosTheta))\n", "plt.figure(figsize=(9, 4.5))\n", "plt.scatter(ra[~included], dec[~included], s=1.5, color='lightgray', label='outside mask')\n", "plt.scatter(ra[ included], dec[ included], s=1.5, color='C0' , label='inside mask')\n", "plt.xlabel('longitude [deg]'); plt.ylabel('latitude [deg]')\n", "plt.legend(loc='lower right', markerscale=6)\n", "plt.title(f'SDSS footprint from pointIncluded '\n", " f'(included fraction {included.mean():.4f}, '\n", " f'expected {solidAngle/4.0/np.pi:.4f})')\n", "plt.show()\n", "# The Monte-Carlo included fraction must reproduce the mask's solid angle.\n", "assert abs(included.mean()-solidAngle/4.0/np.pi) < 5.0/np.sqrt(nPoints)" ] }, { "cell_type": "markdown", "id": "3f524323", "metadata": {}, "source": [ "## $V_\\mathrm{max}$: how far can you see a galaxy of mass $M$?\n", "\n", "For a flux-limited survey, more massive (more luminous) galaxies are\n", "visible to larger distances. `distanceMaximum(mass)` encodes the survey's\n", "selection, and `volumeMaximum` is the comoving volume within which each\n", "galaxy could have been detected — the denominator of the classic\n", "$1/V_\\mathrm{max}$ estimator for mass functions." ] }, { "cell_type": "code", "execution_count": 5, "id": "46c46636", "metadata": { "execution": { "iopub.execute_input": "2026-07-05T19:41:40.735850Z", "iopub.status.busy": "2026-07-05T19:41:40.735574Z", "iopub.status.idle": "2026-07-05T19:41:40.980818Z", "shell.execute_reply": "2026-07-05T19:41:40.979751Z" } }, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "masses = np.logspace(9.0, 12.0, 60)\n", "dMax = np.array([sdss.distanceMaximum(mass=M) for M in masses])\n", "vMax = np.array([sdss.volumeMaximum(M) for M in masses])\n", "fig, axes = plt.subplots(1, 2, figsize=(11, 4))\n", "axes[0].loglog(masses, dMax)\n", "axes[0].set_xlabel('stellar mass [$M_\\\\odot$]'); axes[0].set_ylabel('$d_\\\\mathrm{max}$ [Mpc]')\n", "axes[0].set_title('Maximum detection distance')\n", "axes[1].loglog(masses, vMax)\n", "axes[1].set_xlabel('stellar mass [$M_\\\\odot$]'); axes[1].set_ylabel('$V_\\\\mathrm{max}$ [Mpc$^3$]')\n", "axes[1].set_title('Maximum detection volume')\n", "fig.tight_layout(); plt.show()" ] }, { "cell_type": "markdown", "id": "17bf0373", "metadata": {}, "source": [ "Multi-field surveys expose per-field geometry — e.g. the three equatorial\n", "regions of GAMA (Baldry et al. 2012):\n", "\n", "Look closely at the numbers below: the three solid angles are *not* all equal. Fields 2 (G12) and 3 (G15) come out **exactly** identical because their mangle masks are congruent rectangles — both 12° wide in RA and spanning Dec −2°→+2° — and a survey's solid angle, $\\Delta\\mathrm{RA}\\,(\\sin\\mathrm{Dec}_\\mathrm{max}-\\sin\\mathrm{Dec}_\\mathrm{min})$, is unchanged by the shift in RA between them. Field 1 (G09) spans a different latitude band (Dec −1°→+3°), so its area differs slightly — a ~0.02% difference that is easy to miss at six decimal places." ] }, { "cell_type": "code", "execution_count": 6, "id": "cfa34b1a", "metadata": { "execution": { "iopub.execute_input": "2026-07-05T19:41:40.983634Z", "iopub.status.busy": "2026-07-05T19:41:40.983546Z", "iopub.status.idle": "2026-07-05T19:41:41.016687Z", "shell.execute_reply": "2026-07-05T19:41:41.015658Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "GAMA field 1: solid angle = 0.014616 sr\n", "GAMA field 2: solid angle = 0.014619 sr\n", "GAMA field 3: solid angle = 0.014619 sr\n" ] } ], "source": [ "cosmologyParameters = galacticus.cosmologyParametersSimple(0.3, 0.045, 0.7, 2.78, 70.0)\n", "cosmologyFunctions = galacticus.cosmologyFunctionsMatterLambda(cosmologyParameters)\n", "gama = galacticus.surveyGeometryBaldry2012GAMA(cosmologyFunctions)\n", "for field in range(1, gama.fieldCount()+1):\n", " print(f\"GAMA field {field}: solid angle = {gama.solidAngle(field):.6f} sr\")" ] }, { "cell_type": "markdown", "id": "9f5f6027", "metadata": {}, "source": [ "## Window functions in Fourier space\n", "\n", "Comparing measured power spectra with theory requires convolving $P(k)$\n", "with the survey's *window function* — the Fourier transform of its\n", "selection volume. `windowFunctions(mass1, mass2, gridCount)` builds the\n", "selection function on a 3D grid, FFTs it with FFTW inside Galacticus, and\n", "returns the two complex window grids to Python (normalized to\n", "$W(\\mathbf{k}=0)=1$).\n", "\n", "Here we use the all-sky geometry, whose selection volume for $z \\le 0.1$\n", "is a solid sphere — so the exact answer is the classic spherical top-hat,\n", "$W(k) = 3\\,j_1(kR)/(kR)$, and we can validate the machinery three\n", "independent ways." ] }, { "cell_type": "code", "execution_count": 7, "id": "c6e1251d", "metadata": { "execution": { "iopub.execute_input": "2026-07-05T19:41:41.019610Z", "iopub.status.busy": "2026-07-05T19:41:41.019509Z", "iopub.status.idle": "2026-07-05T19:41:41.056888Z", "shell.execute_reply": "2026-07-05T19:41:41.056010Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "box length : 1255.99 Mpc\n", "survey radius : 418.66 Mpc (z=0.1)\n", "window grid : (64, 64, 64), dtype complex128\n", "W(k=0) : (1+0j)\n", "max |W_Galacticus - W_numpy| = 2.222e-16\n" ] } ], "source": [ "fullSky = galacticus.surveyGeometryFullSky(redshiftMinimum=0.0, redshiftMaximum=0.1,\n", " cosmologyFunctions_=cosmologyFunctions)\n", "gridCount = 64\n", "boxLength, window1, window2 = fullSky.windowFunctions(1.0e10, 1.0e10, gridCount)\n", "radiusSurvey = fullSky.distanceMaximum(1.0e10)\n", "print(f\"box length : {boxLength:8.2f} Mpc\")\n", "print(f\"survey radius : {radiusSurvey:8.2f} Mpc (z=0.1)\")\n", "print(f\"window grid : {window1.shape}, dtype {window1.dtype}\")\n", "print(f\"W(k=0) : {window1[0,0,0]}\")\n", "\n", "# Validation 1: Galacticus's FFTW result vs numpy's FFT of the identically\n", "# discretized selection function — must agree to machine precision.\n", "x = (np.arange(1, gridCount+1)-0.5)*boxLength/gridCount - boxLength/2.0\n", "X, Y, Z = np.meshgrid(x, x, x, indexing='ij')\n", "selection = (np.sqrt(X**2+Y**2+Z**2) < radiusSurvey).astype(complex)\n", "windowNumpy = np.fft.fftn(selection); windowNumpy /= windowNumpy[0,0,0]\n", "error = np.max(np.abs(window1-windowNumpy))\n", "print(f\"max |W_Galacticus - W_numpy| = {error:.3e}\")\n", "assert error < 1.0e-10" ] }, { "cell_type": "code", "execution_count": 8, "id": "b7d0a85f", "metadata": { "execution": { "iopub.execute_input": "2026-07-05T19:41:41.058359Z", "iopub.status.busy": "2026-07-05T19:41:41.058255Z", "iopub.status.idle": "2026-07-05T19:41:41.127595Z", "shell.execute_reply": "2026-07-05T19:41:41.126718Z" } }, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Validation 2: the radial profile of |W(k)| against the analytic\n", "# spherical top-hat 3 j1(kR)/(kR).\n", "kGrid = 2.0*np.pi*np.fft.fftfreq(gridCount, d=boxLength/gridCount)\n", "KX, KY, KZ = np.meshgrid(kGrid, kGrid, kGrid, indexing='ij')\n", "kMagnitude = np.sqrt(KX**2+KY**2+KZ**2)\n", "\n", "def windowTopHat(k, R):\n", " x = np.maximum(k*R, 1.0e-10)\n", " return 3.0*(np.sin(x)-x*np.cos(x))/x**3\n", "\n", "kBins = np.linspace(0.0, 0.12, 30)\n", "kMid = 0.5*(kBins[1:]+kBins[:-1])\n", "profile = np.array([np.mean(np.abs(window1)[(kMagnitude >= lo) & (kMagnitude < hi)])\n", " for lo, hi in zip(kBins[:-1], kBins[1:])])\n", "kSmooth = np.linspace(1.0e-3, 0.12, 300)\n", "plt.plot(kSmooth, np.abs(windowTopHat(kSmooth, radiusSurvey)), color='gray',\n", " label='analytic: $|3 j_1(kR)/(kR)|$')\n", "plt.plot(kMid, profile, 'o', ms=4, color='C0', label='Galacticus window (shell average)')\n", "plt.yscale('log')\n", "plt.xlabel('$k$ [Mpc$^{-1}$]'); plt.ylabel('$|W(k)|$')\n", "plt.legend(); plt.title('Survey window function vs. the spherical top-hat')\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 9, "id": "cce45c2a", "metadata": { "execution": { "iopub.execute_input": "2026-07-05T19:41:41.130366Z", "iopub.status.busy": "2026-07-05T19:41:41.130119Z", "iopub.status.idle": "2026-07-05T19:41:41.204487Z", "shell.execute_reply": "2026-07-05T19:41:41.203517Z" } }, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Validation 3 (by eye): a slice through the 3D window — the ringing\n", "# pattern of the top-hat transform.\n", "plt.figure(figsize=(5.5, 4.6))\n", "slicePlane = np.abs(np.fft.fftshift(window1)[:, :, gridCount//2])\n", "kMax = np.abs(kGrid).max()\n", "plt.imshow(np.log10(np.maximum(slicePlane, 1.0e-8)),\n", " extent=[-kMax, kMax, -kMax, kMax], origin='lower', cmap='viridis')\n", "plt.colorbar(label='$\\\\log_{10} |W(\\\\mathbf{k})|$')\n", "plt.xlabel('$k_x$ [Mpc$^{-1}$]'); plt.ylabel('$k_y$ [Mpc$^{-1}$]')\n", "plt.title('Slice through the 3D window function')\n", "plt.show()" ] }, { "cell_type": "markdown", "id": "e24f896c", "metadata": {}, "source": [ "## A real survey's window function\n", "\n", "Mangle-based geometries build their window functions by Monte-Carlo\n", "sampling the polygon mask (polygons drawn in proportion to their solid\n", "angles, depths uniform in volume within the survey's limits). This needs a\n", "random number generator — pass one to the survey's constructor. The\n", "sampling takes a minute or so for the 200,000-polygon SDSS mask." ] }, { "cell_type": "code", "execution_count": 10, "id": "5abfab9a", "metadata": { "execution": { "iopub.execute_input": "2026-07-05T19:41:41.206777Z", "iopub.status.busy": "2026-07-05T19:41:41.206688Z", "iopub.status.idle": "2026-07-05T19:42:22.030683Z", "shell.execute_reply": "2026-07-05T19:42:22.029753Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "window functions available without RNG: False\n", "window functions available with RNG: True\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "<>:22: SyntaxWarning: \"\\l\" is an invalid escape sequence. Such sequences will not work in the future. Did you mean \"\\\\l\"? A raw string is also an option.\n", "<>:22: SyntaxWarning: \"\\l\" is an invalid escape sequence. Such sequences will not work in the future. Did you mean \"\\\\l\"? A raw string is also an option.\n", "/tmp/ipykernel_4017964/281119426.py:22: SyntaxWarning: \"\\l\" is an invalid escape sequence. Such sequences will not work in the future. Did you mean \"\\\\l\"? A raw string is also an option.\n", " fig.colorbar(im, ax=ax, label='$\\log_{10}|W|$')\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "box length: 3060.8 Mpc, W(0) = (1+0j)\n" ] }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "randomNumberGenerator = galacticus.randomNumberGeneratorGSL(\n", " seed_=8675309, ompThreadOffset=False, mpiRankOffset=False)\n", "sdssSampled = galacticus.surveyGeometryBernardi2013SDSS(\n", " randomNumberGenerator_=randomNumberGenerator)\n", "print(f\"window functions available without RNG: {sdss.windowFunctionAvailable()}\")\n", "print(f\"window functions available with RNG: {sdssSampled.windowFunctionAvailable()}\")\n", "\n", "boxLengthSDSS, windowSDSS, _ = sdssSampled.windowFunctions(1.0e11, 1.0e11, gridCount)\n", "print(f\"box length: {boxLengthSDSS:.1f} Mpc, W(0) = {windowSDSS[0,0,0]}\")\n", "assert windowSDSS[0,0,0] == 1.0+0j\n", "\n", "kGridSDSS = 2.0*np.pi*np.fft.fftfreq(gridCount, d=boxLengthSDSS/gridCount)\n", "kMaxSDSS = np.abs(kGridSDSS).max()\n", "fig, axes = plt.subplots(1, 2, figsize=(11, 4.4))\n", "for ax, W, kM, label in ((axes[0], window1, np.abs(kGrid).max(), 'full sky ($z<0.1$)'),\n", " (axes[1], windowSDSS, kMaxSDSS, 'SDSS (Bernardi+13)')):\n", " sliceW = np.abs(np.fft.fftshift(W)[:, :, W.shape[2]//2])\n", " im = ax.imshow(np.log10(np.maximum(sliceW, 1.0e-8)),\n", " extent=[-kM, kM, -kM, kM], origin='lower', cmap='viridis')\n", " ax.set_xlabel('$k_x$ [Mpc$^{-1}$]'); ax.set_ylabel('$k_y$ [Mpc$^{-1}$]')\n", " ax.set_title(label)\n", " fig.colorbar(im, ax=ax, label=r'$\\log_{10}|W|$')\n", "fig.suptitle('Isotropic vs. real-survey window functions')\n", "fig.tight_layout(); plt.show()" ] }, { "cell_type": "markdown", "id": "fcb8269f", "metadata": {}, "source": [ "The full-sky window rings symmetrically; the SDSS window is visibly\n", "anisotropic — the imprint of the survey's footprint on Fourier space.\n", "\n", "## Finale: convolving $P(k)$ with the survey window\n", "\n", "What a survey measures is not $P(k)$ but its convolution with\n", "$|W(\\mathbf{k})|^2$:\n", "$$P_\\mathrm{obs}(\\mathbf{k}) \\;=\\; \\frac{\\sum_{\\mathbf{k}'} P(k')\\,|W(\\mathbf{k}-\\mathbf{k}')|^2}{\\sum_{\\mathbf{k}'} |W(\\mathbf{k}')|^2}.$$\n", "We assemble the linear power spectrum from Tutorial 2, evaluate it on the\n", "full-sky window's Fourier grid, and perform the convolution with FFTs.\n", "The window kernel $|W|^2$ has width $\\Delta k \\sim 2\\pi/R$ where $R$ is\n", "the survey extent — here a *compact* kernel, so the redistribution of\n", "power is at the few-per-cent level and largest where $P(k)$ changes\n", "fastest (near the largest scales and the spectrum's turnover). Shallower\n", "or narrower surveys have broader kernels and correspondingly stronger\n", "distortions — the machinery below applies unchanged." ] }, { "cell_type": "code", "execution_count": 11, "id": "6f60deeb", "metadata": { "execution": { "iopub.execute_input": "2026-07-05T19:42:22.032749Z", "iopub.status.busy": "2026-07-05T19:42:22.032664Z", "iopub.status.idle": "2026-07-05T19:42:22.214308Z", "shell.execute_reply": "2026-07-05T19:42:22.213321Z" } }, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "obs/true at k=0.0057: 0.941\n", "obs/true at k=0.247: 1.064\n" ] } ], "source": [ "# The linear power spectrum (Tutorial 2's object graph, condensed).\n", "darkMatterParticle = galacticus.darkMatterParticleCDM()\n", "transferFunction = galacticus.transferFunctionEisensteinHu1999(\n", " 3.046, 0.0, darkMatterParticle, cosmologyParameters, cosmologyFunctions)\n", "linearGrowth = galacticus.linearGrowthCollisionlessMatter(cosmologyParameters, cosmologyFunctions)\n", "powerSpectrumPrimordial = galacticus.powerSpectrumPrimordialPowerLaw(0.965, 0.0, 0.0, 1.0, False)\n", "powerSpectrum = galacticus.powerSpectrumPrimordialTransferredSimple(\n", " powerSpectrumPrimordial, transferFunction, linearGrowth)\n", "ageToday = cosmologyFunctions.cosmicTime(1.0)\n", "\n", "# Evaluate P(|k|) on the window's Fourier grid (binned by |k| for speed).\n", "kFlat = kMagnitude.ravel()\n", "order = np.argsort(kFlat)\n", "pFlat = np.zeros_like(kFlat)\n", "kUnique, inverse = np.unique(np.round(kFlat, 12), return_inverse=True)\n", "pUnique = np.array([powerSpectrum.power(k, ageToday) if k > 0.0 else 0.0\n", " for k in kUnique])\n", "pGrid = pUnique[inverse].reshape(kMagnitude.shape)\n", "\n", "# Circular convolution via the convolution theorem, normalized so that a\n", "# constant spectrum is preserved.\n", "windowSquared = np.abs(window1)**2\n", "pConvolved = np.real(np.fft.ifftn(np.fft.fftn(pGrid)*np.fft.fftn(windowSquared)))\n", "pConvolved /= np.sum(windowSquared)\n", "\n", "# Shell-average both and compare.\n", "kBins = np.linspace(kGrid[1]*0.5, 0.25, 40)\n", "kMid = 0.5*(kBins[1:]+kBins[:-1])\n", "def shellAverage(field):\n", " return np.array([np.mean(field[(kMagnitude >= lo) & (kMagnitude < hi)])\n", " for lo, hi in zip(kBins[:-1], kBins[1:])])\n", "pTrue, pObs = shellAverage(pGrid), shellAverage(pConvolved)\n", "\n", "fig, (axP, axR) = plt.subplots(2, 1, figsize=(7, 6.5), sharex=True,\n", " gridspec_kw={'height_ratios': (3, 1)})\n", "axP.loglog(kMid, pTrue, label='$P(k)$ (theory)')\n", "axP.loglog(kMid, pObs , label='$P_{\\\\rm obs}(k)$ (window-convolved)')\n", "axP.set_ylabel('$P$ [Mpc$^3$]'); axP.legend()\n", "axP.set_title('Window convolution of the power spectrum')\n", "axR.semilogx(kMid, pObs/pTrue); axR.axhline(1.0, color='gray', ls=':')\n", "axR.set_xlabel('$k$ [Mpc$^{-1}$]'); axR.set_ylabel('obs / true')\n", "fig.tight_layout(); plt.show()\n", "\n", "# Quantitative signatures for this compact window: percent-level\n", "# redistribution everywhere, approaching unity in the well-sampled\n", "# intermediate range.\n", "print(f\"obs/true at k={kMid[0]:.4f}: {pObs[0]/pTrue[0]:.3f}\")\n", "print(f\"obs/true at k={kMid[-1]:.3f}: {pObs[-1]/pTrue[-1]:.3f}\")\n", "assert np.all(np.abs(pObs/pTrue-1.0) < 0.20)\n", "assert abs(pObs[-1]/pTrue[-1]-1.0) < 0.10" ] }, { "cell_type": "markdown", "id": "59c61466", "metadata": {}, "source": [ "## Where next\n", "\n", "Every mask operation here (`pointIncluded` above all) is exactly what\n", "Galacticus itself uses when constructing mock catalogues on lightcones,\n", "and the window-convolution above is the forward model for comparing\n", "Tutorial 2's spectra — CDM or WDM — with survey measurements. For\n", "higher-fidelity survey windows, increase the grid size (and note that\n", "`angularPower` computes the mask's spherical-harmonic decomposition from\n", "the polygon file on first use — an expensive, cached operation)." ] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "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": "3.14.4" } }, "nbformat": 4, "nbformat_minor": 5 }