diff --git a/.github/workflows/ci.yml b/.github/workflows/ci.yml index 9510084..b56ad8a 100644 --- a/.github/workflows/ci.yml +++ b/.github/workflows/ci.yml @@ -51,7 +51,6 @@ jobs: test_file: - test_basic - test_king_pdf - - test_interpolated_king_pdf - test_template_smeared_king_pdf - test_utils - test_fitting diff --git a/README.md b/README.md index 8c6b05c..82bab91 100644 --- a/README.md +++ b/README.md @@ -8,36 +8,35 @@ A Python library for working with King/Moffat distributions for modeling point s ## Overview -The **King distribution** (also known as the **Moffat distribution**, see [wikipedia](https://en.wikipedia.org/wiki/Moffat_distribution).) is a two-parameter probability distribution commonly used to describe the point spread function (PSF) of astronomical observations. The distribution has the form: +The **King distribution** (also known as the **Moffat distribution**, see [wikipedia](https://en.wikipedia.org/wiki/Moffat_distribution).) is a two-parameter probability distribution commonly used to describe the point spread function (PSF) of astronomical observations. This package uses the exact spherical form: ``` -f(θ | α, β) ∝ [1 + (θ/α)² / (2β)]^(-β) +f(theta | alpha, beta) ∝ [1 + (1 - cos(theta)) / (alpha^2 * beta)]^(-beta) ``` where: -- **θ** is the angular separation from the source -- **α** (alpha) is the scale parameter controlling the width of the distribution -- **β** (beta) is the shape parameter controlling the tail behavior +- **theta** is the angular separation from the source +- **alpha** is the scale parameter controlling the width of the distribution +- **beta** is the shape parameter controlling the tail behavior (must be > 1) -The distribution's flexibility in modeling both the core and tail regions makes it particularly well-suited for modeling extended tails to point spread functions. These are common in many instruments in astronomy. The King distribution offers significant advantages over simpler models (e.g., Gaussian or Rayleigh) by providing independent control over the core width (α) and tail weight (β), allowing more accurate modeling of real detector responses. +The substitution `t = 1 - cos(theta)`, `dt = sin(theta) dtheta` yields an exact closed-form CDF, making both normalization and cumulative probabilities analytically tractable at all angular scales. For small angles, `1 - cos(theta) ~ theta^2/2`, recovering the familiar flat-sky form. In the limit beta -> inf the distribution converges to a Gaussian. -Note that in the limit of β → ∞, this distribution reproduces the standard Rayleigh distribution. +The distribution's flexibility in modeling both the core and tail regions makes it particularly well-suited for modeling extended tails to point spread functions. These are common in many instruments in astronomy. The King distribution offers significant advantages over simpler models (e.g., Gaussian or Rayleigh) by providing independent control over the core width (alpha) and tail weight (beta), allowing more accurate modeling of real detector responses. -This package implements the King/Moffat distribution on a sphere. Normalizations are numerically calculated at initialization and linearly interpolated at runtime. The current implementation includes support for +This package implements the King/Moffat distribution on a sphere. The current implementation includes support for -- Direct KingPDF evaluations with normalizations calculated at runtime -- KingPDF evaluations with normalizations interpolated from tables calculated at intialization +- KingPDF evaluations with exact analytic normalizations and CDFs - Numerically calculated "signal subtraction" PDFs -- Preliminary healpix map convolutions and template support using spherical convolutions +- HEALPix map convolutions and template support using spherical harmonics ## Features -- **Efficient normalization**: Accurate integration over spherical caps with arbitrary cutoffs +- **Exact normalization**: Closed-form analytic normalization and CDF via spherical geometry, valid at all angular scales - **Vectorized operations**: NumPy broadcasting for simultaneous evaluation at multiple points -- **Interpolation caching**: Pre-computed normalizations for 10-200× speedup +- **JIT-compiled kernels**: All inner-loop functions compiled and cached with numba for near-native performance - **Multi-dimensional fitting**: Parameterize PSF as function of energy, declination, angular error, etc. - **Signal subtraction**: Built-in RA marginalization for likelihood-based analyses -- **Template smearing**: Incorporate diffuse backgrounds and Galactic plane effects +- **Template smearing**: Incorporate diffuse backgrounds and Galactic plane effects via spherical harmonics - **Flexible binning**: Support for both equal-probability and explicit bin edges ## Installation @@ -88,22 +87,6 @@ containment_68 = brentq( print(f"68% containment: {np.degrees(containment_68):.2f} degrees") ``` -### Interpolated PDF for Speed - -For applications requiring many PDF evaluations, use `InterpolatedKingPDF` which pre-computes normalizations on a grid: - -```python -from kingmaker.pdf import InterpolatedKingPDF - -# Create interpolated version (10-200x faster) -king_interp = InterpolatedKingPDF(angular_cutoff=np.pi) - -# Use identical interface -pdf_values = king_interp.pdf(angles, alpha, beta) -``` - -The interpolated version provides **10-200× speedup** with **< 0.1% error** for most parameter values. - ### Fitting PSF Parameters to Monte Carlo Fit King distribution parameters to simulated signal events as a function of an arbitrary set of observables: @@ -165,24 +148,23 @@ sindec_bins, pdf_marginalized = king.marginalize(source_dec, alpha, beta) ### Template Smearing -Apply Galactic or other template smearing to the PSF: +Apply a HEALPix template (e.g. Galactic diffuse emission) to the PSF via spherical harmonic convolution: ```python from kingmaker.pdf import TemplateSmearedKingPDF +import healpy as hp -# Load a diffuse template (e.g., Galactic plane emission) -template = np.load('galactic_template.npy') # HEALPix map +# Load a diffuse template as a HEALPix map +skymap = hp.read_map('galactic_template.fits') -# Create smeared PSF -king_smeared = TemplateSmearedKingPDF( - angular_cutoff=np.pi, - template=template, - nside=128 -) +# Create smeared PSF (pre-computes spherical harmonic expansion at init) +king_smeared = TemplateSmearedKingPDF(skymap, angular_cutoff=np.pi) -# Evaluate PDF including template effects -ra, dec = np.radians(120), np.radians(30) # Source position -pdf_smeared = king_smeared.pdf(angles, ra, dec, alpha, beta) +# Set evaluation coordinates, then convolve +eval_ras = np.radians([0.0, 45.0, 90.0]) +eval_decs = np.radians([0.0, 30.0, -15.0]) +king_smeared.set_coordinates(eval_decs, eval_ras) +pdf_vals = king_smeared.convolve_at_grid_point(alpha, beta) ``` diff --git a/docs/api.rst b/docs/api.rst index 9f3bc4a..7525270 100644 --- a/docs/api.rst +++ b/docs/api.rst @@ -9,18 +9,8 @@ PDF Classes :nosignatures: kingmaker.pdf.KingPDF - kingmaker.pdf.InterpolatedKingPDF kingmaker.pdf.TemplateSmearedKingPDF -.. autoclass:: kingmaker.pdf.KingPDF - :members: - -.. autoclass:: kingmaker.pdf.InterpolatedKingPDF - :members: - -.. autoclass:: kingmaker.pdf.TemplateSmearedKingPDF - :members: - Distribution ------------ diff --git a/docs/conf.py b/docs/conf.py index 92378ef..76dc354 100644 --- a/docs/conf.py +++ b/docs/conf.py @@ -41,4 +41,3 @@ exclude_patterns = ["_build", "Thumbs.db", ".DS_Store"] html_theme = "furo" -html_static_path = ["_static"] diff --git a/docs/examples.rst b/docs/examples.rst index a4f50eb..71245e9 100644 --- a/docs/examples.rst +++ b/docs/examples.rst @@ -4,8 +4,8 @@ Examples The ``examples/`` directory contains Jupyter notebooks demonstrating typical workflows. `basic_demo.ipynb `_ - King PDF basics, parameter effects, normalization, sampling, and speed comparisons - between :class:`~kingmaker.pdf.KingPDF` and :class:`~kingmaker.pdf.InterpolatedKingPDF`. + King PDF basics, parameter effects, normalization, sampling, and speed benchmarks + for :class:`~kingmaker.pdf.KingPDF`. `fitting_demo.ipynb `_ Fitting King PSF parameters to Monte Carlo simulations using diff --git a/docs/index.rst b/docs/index.rst index d23643e..d6f643e 100644 --- a/docs/index.rst +++ b/docs/index.rst @@ -9,11 +9,15 @@ PSFs with independent control over the core width (α) and tail weight (β): .. math:: - f(\theta \mid \alpha, \beta) \propto \left[1 + \frac{(\theta/\alpha)^2}{2\beta}\right]^{-\beta} + f(\theta \mid \alpha, \beta) \propto \left[1 + \frac{1 - \cos\theta}{\alpha^2 \beta}\right]^{-\beta} -This package implements the King distribution on a sphere, including -normalization over spherical caps, parameter fitting from simulation, -and spherical-harmonic convolution with HEALPix template maps. +The substitution :math:`t = 1 - \cos\theta` yields an exact closed-form CDF +via a standard power-law integral, valid at all angular scales. For small +angles, :math:`1 - \cos\theta \approx \theta^2/2`, recovering the flat-sky form. + +This package implements the King distribution on a sphere, including exact +analytic normalization, parameter fitting from simulation, and +spherical-harmonic convolution with HEALPix template maps. .. toctree:: :maxdepth: 2 diff --git a/examples/basic_demo.ipynb b/examples/basic_demo.ipynb index c75b5e0..8b9971d 100644 --- a/examples/basic_demo.ipynb +++ b/examples/basic_demo.ipynb @@ -16,8 +16,7 @@ "## Contents:\n", "1. **Basic KingPDF**: Understanding the PDF and effects of α and β parameters\n", "2. **Comparison with Rayleigh distribution**: How King compares to simpler models\n", - "3. **InterpolatedKingPDF**: Speed improvements via pre-computed normalization\n", - "4. **Signal-subtracted likelihood**: Marginalization over right ascension" + "3. **Signal-subtracted likelihood**: Marginalization over right ascension" ] }, { @@ -36,11 +35,10 @@ "from scipy.stats import rayleigh\n", "\n", "# Import kingmaker classes\n", - "from kingmaker.pdf import KingPDF, InterpolatedKingPDF\n", - "from kingmaker.distribution import _log10pi\n", + "from kingmaker.pdf import KingPDF\n", "\n", "# Set matplotlib style for better-looking plots\n", - "plt.style.use('seaborn-v0_8-darkgrid')" + "plt.style.use(\"seaborn-v0_8-darkgrid\")" ] }, { @@ -101,7 +99,7 @@ "outputs": [ { "data": { - "image/png": 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", + "image/png": 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", "text/plain": [ "
" ] @@ -130,13 +128,11 @@ "\n", "for alpha in alphas:\n", " pdf = k.pdf(x, alpha, beta_fixed)\n", - " ax1.plot(np.degrees(x), pdf, \n", - " label=f'α = {np.degrees(alpha):.0f}°', \n", - " linewidth=2.5)\n", + " ax1.plot(np.degrees(x), pdf, label=f\"α = {np.degrees(alpha):.0f}°\", linewidth=2.5)\n", "\n", - "ax1.set_xlabel('Angular Separation (degrees)', fontsize=14)\n", - "ax1.set_ylabel('Probability Density (1/steradian)', fontsize=14)\n", - "ax1.set_title(f'Effect of α parameter (β = {beta_fixed})', fontsize=14, fontweight='bold')\n", + "ax1.set_xlabel(\"Angular Separation (degrees)\", fontsize=14)\n", + "ax1.set_ylabel(\"Probability Density (1/steradian)\", fontsize=14)\n", + "ax1.set_title(f\"Effect of α parameter (β = {beta_fixed})\", fontsize=14, fontweight=\"bold\")\n", "ax1.set_xlim(0, 90)\n", "ax1.set_ylim(ymin=0)\n", "ax1.legend(fontsize=14)\n", @@ -145,13 +141,11 @@ "# Log-scale version to see the tails\n", "for alpha in alphas:\n", " pdf = k.pdf(x, alpha, beta_fixed)\n", - " ax2.semilogy(np.degrees(x), pdf, \n", - " label=f'α = {np.degrees(alpha):.0f}°', \n", - " linewidth=2.5)\n", + " ax2.semilogy(np.degrees(x), pdf, label=f\"α = {np.degrees(alpha):.0f}°\", linewidth=2.5)\n", "\n", - "ax2.set_xlabel('Angular Separation (degrees)', fontsize=14)\n", - "ax2.set_ylabel('Probability Density (1/steradian)', fontsize=14)\n", - "ax2.set_title('Log scale - showing tails', fontsize=14, fontweight='bold')\n", + "ax2.set_xlabel(\"Angular Separation (degrees)\", fontsize=14)\n", + "ax2.set_ylabel(\"Probability Density (1/steradian)\", fontsize=14)\n", + "ax2.set_title(\"Log scale - showing tails\", fontsize=14, fontweight=\"bold\")\n", "ax2.set_xlim(0, 180)\n", "ax2.set_ylim(1e-3, None)\n", "ax2.legend(fontsize=14)\n", @@ -181,7 +175,7 @@ "outputs": [ { "data": { - "image/png": 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", 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", "text/plain": [ "
" ] @@ -208,13 +202,13 @@ "\n", "for beta in betas:\n", " pdf = k.pdf(x, alpha_fixed, beta)\n", - " ax1.plot(np.degrees(x), pdf, \n", - " label=f'β = {beta:.1f}', \n", - " linewidth=2.5)\n", + " ax1.plot(np.degrees(x), pdf, label=f\"β = {beta:.1f}\", linewidth=2.5)\n", "\n", - "ax1.set_xlabel('Angular Separation (degrees)', fontsize=14)\n", - "ax1.set_ylabel('Probability Density (1/steradian)', fontsize=14)\n", - "ax1.set_title(f'Effect of β parameter (α = {np.degrees(alpha_fixed):.0f}°)', fontsize=14, fontweight='bold')\n", + "ax1.set_xlabel(\"Angular Separation (degrees)\", fontsize=14)\n", + "ax1.set_ylabel(\"Probability Density (1/steradian)\", fontsize=14)\n", + "ax1.set_title(\n", + " f\"Effect of β parameter (α = {np.degrees(alpha_fixed):.0f}°)\", fontsize=14, fontweight=\"bold\"\n", + ")\n", "ax1.set_xlim(0, 90)\n", "ax1.set_ylim(ymin=0)\n", "ax1.legend(fontsize=14)\n", @@ -223,13 +217,11 @@ "# Log-scale to emphasize tail differences\n", "for beta in betas:\n", " pdf = k.pdf(x, alpha_fixed, beta)\n", - " ax2.semilogy(np.degrees(x), pdf, \n", - " label=f'β = {beta:.1f}', \n", - " linewidth=2.5)\n", + " ax2.semilogy(np.degrees(x), pdf, label=f\"β = {beta:.1f}\", linewidth=2.5)\n", "\n", - "ax2.set_xlabel('Angular Separation (degrees)', fontsize=14)\n", - "ax2.set_ylabel('Probability Density (1/steradian)', fontsize=14)\n", - "ax2.set_title('Log scale - tail behavior', fontsize=14, fontweight='bold')\n", + "ax2.set_xlabel(\"Angular Separation (degrees)\", fontsize=14)\n", + "ax2.set_ylabel(\"Probability Density (1/steradian)\", fontsize=14)\n", + "ax2.set_title(\"Log scale - tail behavior\", fontsize=14, fontweight=\"bold\")\n", "ax2.set_xlim(0, 180)\n", "ax2.set_ylim(1e-3, None)\n", "ax2.legend(fontsize=14)\n", @@ -260,7 +252,7 @@ "outputs": [ { "data": { - "image/png": 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", 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", "text/plain": [ "
" ] @@ -279,19 +271,23 @@ "\n", "for alpha in alphas:\n", " cdf = k.cdf(x, alpha, beta_fixed)\n", - " ax1.plot(np.degrees(x), cdf, \n", - " label=f'α = {np.degrees(alpha):.0f}°', \n", - " linewidth=2.5)\n", + " ax1.plot(np.degrees(x), cdf, label=f\"α = {np.degrees(alpha):.0f}°\", linewidth=2.5)\n", "\n", "# Add horizontal lines for common containment levels\n", - "ax1.axhline(-1, color=None, alpha=0, linestyle='--', label=' ')\n", - "for level, color in [(0.5, 'blue'), (0.68, 'red'), (0.90, 'orange'), (0.95, 'purple')]:\n", - " ax1.axhline(level, color=color, linestyle='--', alpha=0.5, linewidth=1.5,\n", - " label=f'{int(level*100)}% containment')\n", - "\n", - "ax1.set_xlabel('Angular Separation (degrees)', fontsize=14)\n", - "ax1.set_ylabel('Cumulative Probability', fontsize=14)\n", - "ax1.set_title(f'CDF - Effect of α (β = {beta_fixed})', fontsize=14, fontweight='bold')\n", + "ax1.axhline(-1, color=None, alpha=0, linestyle=\"--\", label=\" \")\n", + "for level, color in [(0.5, \"blue\"), (0.68, \"red\"), (0.90, \"orange\"), (0.95, \"purple\")]:\n", + " ax1.axhline(\n", + " level,\n", + " color=color,\n", + " linestyle=\"--\",\n", + " alpha=0.5,\n", + " linewidth=1.5,\n", + " label=f\"{int(level * 100)}% containment\",\n", + " )\n", + "\n", + "ax1.set_xlabel(\"Angular Separation (degrees)\", fontsize=14)\n", + "ax1.set_ylabel(\"Cumulative Probability\", fontsize=14)\n", + "ax1.set_title(f\"CDF - Effect of α (β = {beta_fixed})\", fontsize=14, fontweight=\"bold\")\n", "ax1.set_xlim(0, 90)\n", "ax1.set_ylim(0, 1)\n", "ax1.legend(ncol=2, fontsize=14)\n", @@ -303,19 +299,25 @@ "\n", "for beta in betas:\n", " cdf = k.cdf(x, alpha_fixed, beta)\n", - " ax2.plot(np.degrees(x), cdf, \n", - " label=f'β = {beta:.1f}', \n", - " linewidth=2.5)\n", + " ax2.plot(np.degrees(x), cdf, label=f\"β = {beta:.1f}\", linewidth=2.5)\n", "\n", "# Add horizontal lines for common containment levels\n", - "ax2.axhline(-1, color=None, alpha=0, linestyle='--', label=' ')\n", - "for level, color in [(0.5, 'blue'), (0.68, 'red'), (0.90, 'orange'), (0.95, 'purple')]:\n", - " ax2.axhline(level, color=color, linestyle='--', alpha=0.5, linewidth=1.5,\n", - " label=f'{int(level*100)}% containment')\n", - "\n", - "ax2.set_xlabel('Angular Separation (degrees)', fontsize=14)\n", - "ax2.set_ylabel('Cumulative Probability', fontsize=14)\n", - "ax2.set_title(f'CDF - Effect of β (α = {np.degrees(alpha_fixed):.0f}°)', fontsize=14, fontweight='bold')\n", + "ax2.axhline(-1, color=None, alpha=0, linestyle=\"--\", label=\" \")\n", + "for level, color in [(0.5, \"blue\"), (0.68, \"red\"), (0.90, \"orange\"), (0.95, \"purple\")]:\n", + " ax2.axhline(\n", + " level,\n", + " color=color,\n", + " linestyle=\"--\",\n", + " alpha=0.5,\n", + " linewidth=1.5,\n", + " label=f\"{int(level * 100)}% containment\",\n", + " )\n", + "\n", + "ax2.set_xlabel(\"Angular Separation (degrees)\", fontsize=14)\n", + "ax2.set_ylabel(\"Cumulative Probability\", fontsize=14)\n", + "ax2.set_title(\n", + " f\"CDF - Effect of β (α = {np.degrees(alpha_fixed):.0f}°)\", fontsize=14, fontweight=\"bold\"\n", + ")\n", "ax2.set_xlim(0, 90)\n", "ax2.set_ylim(0, 1)\n", "ax2.legend(ncol=2, fontsize=14)\n", @@ -325,6 +327,98 @@ "plt.show()" ] }, + { + "cell_type": "markdown", + "id": "62107eb1", + "metadata": {}, + "source": [ + "### 1d. Effect of angular_cutoff parameter\n", + "\n", + "The `angular_cutoff` parameter (passed to the `KingPDF` constructor) sets a hard upper limit on the angular separation the distribution covers. Beyond this angle, the PDF is identically zero and the CDF is identically 1.\n", + "\n", + "Because the distribution must still integrate to 1, reducing the cutoff **renormalizes** the PDF upward — the same probability mass is compressed into a smaller solid-angle window, raising the peak density.\n", + "\n", + "**Typical use cases:**\n", + "- Restrict the PSF to a search window (e.g. ±5° around a source)\n", + "- Match an analysis-level angular cut applied to the event sample\n", + "- Default is `np.pi` (180°), which covers the full hemisphere" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "id": "7ed4e034", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Demonstrate the effect of angular_cutoff on the PDF and CDF\n", + "fig, (ax1, ax2) = plt.subplots(1, 2, figsize=(14, 5))\n", + "\n", + "alpha_fixed = np.deg2rad(15)\n", + "beta_fixed = 2.0\n", + "\n", + "# Different angular cutoff values\n", + "cutoff_degs = [30, 60, 90, 180]\n", + "cutoffs = [np.deg2rad(c) for c in cutoff_degs]\n", + "cutoff_labels = [f\"{c}°\" if c < 180 else f\"{c}° (full sphere)\" for c in cutoff_degs]\n", + "\n", + "# Dense angular grid out to full sphere\n", + "x = np.linspace(0, np.pi, 2000)\n", + "\n", + "for cutoff, label in zip(cutoffs, cutoff_labels):\n", + " k_cut = KingPDF(angular_cutoff=cutoff)\n", + " pdf = k_cut.pdf(x, alpha_fixed, beta_fixed)\n", + " cdf = k_cut.cdf(x, alpha_fixed, beta_fixed)\n", + "\n", + " # PDF is 0 beyond cutoff — plot only the non-zero region for clarity\n", + " mask = x <= cutoff + np.deg2rad(1)\n", + " ax1.plot(np.degrees(x[mask]), pdf[mask], linewidth=2.5, label=f\"cutoff = {label}\")\n", + " ax2.plot(np.degrees(x), cdf, linewidth=2.5, label=f\"cutoff = {label}\")\n", + "\n", + "# Mark cutoff positions on CDF to make the hard boundary visible\n", + "for cutoff in cutoffs[:-1]:\n", + " ax2.axvline(np.degrees(cutoff), color=\"gray\", linestyle=\":\", alpha=0.6, linewidth=1.2)\n", + "\n", + "ax1.set_xlabel(\"Angular Separation (degrees)\", fontsize=14)\n", + "ax1.set_ylabel(\"Probability Density (1/steradian)\", fontsize=14)\n", + "ax1.set_title(\n", + " f\"Effect of angular_cutoff on PDF\\n(α = {np.degrees(alpha_fixed):.0f}°, β = {beta_fixed})\",\n", + " fontsize=14,\n", + " fontweight=\"bold\",\n", + ")\n", + "ax1.set_xlim(0, 185)\n", + "# ax1.set_ylim(ymin=0)\n", + "ax1.set_yscale(\"log\")\n", + "ax1.legend(fontsize=13)\n", + "ax1.grid(alpha=1)\n", + "\n", + "ax2.set_xlabel(\"Angular Separation (degrees)\", fontsize=14)\n", + "ax2.set_ylabel(\"Cumulative Probability\", fontsize=14)\n", + "ax2.set_title(\n", + " f\"Effect of angular_cutoff on CDF\\n(α = {np.degrees(alpha_fixed):.0f}°, β = {beta_fixed})\",\n", + " fontsize=14,\n", + " fontweight=\"bold\",\n", + ")\n", + "ax2.set_xlim(0, 185)\n", + "ax2.set_ylim(0, 1.05)\n", + "ax2.legend(fontsize=13)\n", + "ax2.grid(alpha=1)\n", + "\n", + "plt.tight_layout()\n", + "plt.show()" + ] + }, { "cell_type": "markdown", "id": "67875c64", @@ -341,7 +435,7 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": 7, "id": "a784f3a9", "metadata": {}, "outputs": [ @@ -349,13 +443,13 @@ "name": "stderr", "output_type": "stream", "text": [ - "/var/folders/xz/hwb936c16hv507dyhyngvbhm0000gn/T/ipykernel_39521/2060252066.py:27: RuntimeWarning: invalid value encountered in divide\n", + "/var/folders/xz/hwb936c16hv507dyhyngvbhm0000gn/T/ipykernel_52165/3955391439.py:24: RuntimeWarning: invalid value encountered in divide\n", " rayleigh_pdf = rayleigh.pdf(x_rad, scale=rayleigh_scale) / (2 * np.pi * np.sin(x_rad))\n" ] }, { "data": { - "image/png": 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", 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", 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" ] @@ -382,10 +476,6 @@ "alphas = [np.deg2rad(5), np.deg2rad(10), np.deg2rad(10)]\n", "betas = [2.0, 2.0, 100]\n", "\n", - "# For Rayleigh, we'll use a scale parameter that roughly matches the King width\n", - "# The Rayleigh scale relates to the King alpha approximately\n", - "rayleigh_scale = alpha \n", - "\n", "# Evaluate both distributions\n", "x_deg = np.linspace(0, 50, 500)\n", "x_rad = np.radians(x_deg)\n", @@ -393,7 +483,12 @@ "# Plot PDFs\n", "for alpha, beta in zip(alphas, betas):\n", " king_pdf = k.pdf(x_rad, alpha, beta)\n", - " ax1.plot(x_deg, king_pdf, linewidth=2.5, label=f'King (α={np.degrees(alpha):.1f}°, β={beta})',)\n", + " ax1.plot(\n", + " x_deg,\n", + " king_pdf,\n", + " linewidth=2.5,\n", + " label=f\"King (α={np.degrees(alpha):.1f}°, β={beta})\",\n", + " )\n", "\n", "# Rayleigh PDF for angular errors\n", "# scipy's rayleigh.pdf gives a 1D PDF in units of 1/radian\n", @@ -401,13 +496,20 @@ "# The solid angle element is dΩ = 2π sin(θ) dθ\n", "# So: PDF(1/sr) = PDF(1/rad) / (dΩ/dθ) = rayleigh.pdf(θ) / (2π sin(θ))\n", "# Note: This is already normalized because ∫ rayleigh_pdf_sr * dΩ = ∫ rayleigh_pdf_linear * dθ = 1\n", + "rayleigh_scale = alpha\n", "rayleigh_pdf = rayleigh.pdf(x_rad, scale=rayleigh_scale) / (2 * np.pi * np.sin(x_rad))\n", - "ax1.plot(x_deg, rayleigh_pdf, linewidth=2.5, label=f'Rayleigh (σ={np.degrees(rayleigh_scale):.1f}°)', \n", - " color='black', linestyle='--')\n", - "\n", - "ax1.set_xlabel('Angular Separation (degrees)', fontsize=14)\n", - "ax1.set_ylabel('Probability Density (1/steradian)', fontsize=14)\n", - "ax1.set_title('King vs Rayleigh PDFs', fontsize=14, fontweight='bold')\n", + "ax1.plot(\n", + " x_deg,\n", + " rayleigh_pdf,\n", + " linewidth=2.5,\n", + " label=f\"Rayleigh (σ={np.degrees(rayleigh_scale):.1f}°)\",\n", + " color=\"black\",\n", + " linestyle=\"--\",\n", + ")\n", + "\n", + "ax1.set_xlabel(\"Angular Separation (degrees)\", fontsize=14)\n", + "ax1.set_ylabel(\"Probability Density (1/steradian)\", fontsize=14)\n", + "ax1.set_title(\"King vs Rayleigh PDFs\", fontsize=14, fontweight=\"bold\")\n", "ax1.legend(fontsize=14)\n", "ax1.grid(alpha=1.0)\n", "ax1.set_xlim(0, 50)\n", @@ -416,13 +518,22 @@ "# Log scale to see differences in tails\n", "for alpha, beta in zip(alphas, betas):\n", " king_pdf = k.pdf(x_rad, alpha, beta)\n", - " ax2.semilogy(x_deg, king_pdf, linewidth=2.5, label=f'King (α={np.degrees(alpha):.1f}°, β={beta})')\n", - "\n", - "ax2.semilogy(x_deg, rayleigh_pdf, linewidth=2.5, label=f'Rayleigh (σ={np.degrees(rayleigh_scale):.1f}°)', \n", - " color='black', linestyle='--')\n", - "ax2.set_xlabel('Angular Separation (degrees)', fontsize=14)\n", - "ax2.set_ylabel('Probability Density (1/steradian)', fontsize=14)\n", - "ax2.set_title('Log scale - tail comparison', fontsize=14, fontweight='bold')\n", + " ax2.semilogy(\n", + " x_deg, king_pdf, linewidth=2.5, label=f\"King (α={np.degrees(alpha):.1f}°, β={beta})\"\n", + " )\n", + "\n", + "rayleigh_scale = alpha\n", + "ax2.semilogy(\n", + " x_deg,\n", + " rayleigh_pdf,\n", + " linewidth=2.5,\n", + " label=f\"Rayleigh (σ={np.degrees(rayleigh_scale):.1f}°)\",\n", + " color=\"black\",\n", + " linestyle=\"--\",\n", + ")\n", + "ax2.set_xlabel(\"Angular Separation (degrees)\", fontsize=14)\n", + "ax2.set_ylabel(\"Probability Density (1/steradian)\", fontsize=14)\n", + "ax2.set_title(\"Log scale - tail comparison\", fontsize=14, fontweight=\"bold\")\n", "ax2.legend(fontsize=14)\n", "ax2.grid(alpha=1.0)\n", "ax2.set_xlim(0, 50)\n", @@ -437,138 +548,6 @@ "print(\" Rayleigh has exponential tails, King can be adjusted via β\")" ] }, - { - "cell_type": "markdown", - "id": "ec876a72", - "metadata": {}, - "source": [ - "## 3. InterpolatedKingPDF - Speed Improvements\n", - "\n", - "The `InterpolatedKingPDF` class pre-computes normalization constants on a grid and uses 2D interpolation. This provides significant speed improvements when evaluating the PDF many times.\n", - "\n", - "Memory usage: The interpolation grid uses ~3.2 MB (200 × 200 grid in log10 space)\n", - "Speed gain: 10-100× faster depending on the number of evaluations" - ] - }, - { - "cell_type": "code", - "execution_count": 7, - "id": "0ed148b0", - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "InterpolatedKingPDF initialized\n", - " Alpha grid: 200 points from 5.73e-03° to 184.19°\n", - " Beta grid: 200 points from 1.00 to 10.00\n", - " Memory usage: 0.31 MB\n" - ] - } - ], - "source": [ - "# Create an InterpolatedKingPDF instance\n", - "ik = InterpolatedKingPDF(angular_cutoff=angular_cutoff)\n", - "\n", - "print(\"InterpolatedKingPDF initialized\")\n", - "print(f\" Alpha grid: {len(ik.points_alpha)} points from {np.degrees(ik.points_alpha.min()):.2e}° to {np.degrees(ik.points_alpha.max()):.2f}°\")\n", - "print(f\" Beta grid: {len(ik.points_beta)} points from {ik.points_beta.min():.2f} to {ik.points_beta.max():.2f}\")\n", - "print(f\" Memory usage: {(ik.points_alpha.nbytes + ik.points_beta.nbytes + ik.log10_grid_norms.nbytes)/1024**2:.2f} MB\")" - ] - }, - { - "cell_type": "markdown", - "id": "747740a0", - "metadata": {}, - "source": [ - "### 3a. Accuracy Comparison\n", - "\n", - "First, let's verify that the interpolated version is accurate compared to the direct calculation." - ] - }, - { - "cell_type": "code", - "execution_count": 9, - "id": "1e2658fc", - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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- "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Relative error statistics:\n", - " Mean: 0.0022%\n", - " Std: 0.057%\n", - " 99.9% range [ 9e-10, 0.04]\n", - " Max: 5.1%\n", - "\n", - "Interpolation is highly accurate (< 0.1% error for most cases)\n" - ] - } - ], - "source": [ - "# Test accuracy of interpolation\n", - "n_test = 10000\n", - "alpha_test = np.logspace(np.log10(ik.points_alpha.min()), \n", - " np.log10(ik.points_alpha.max()), n_test)\n", - "beta_test = np.random.uniform(ik.points_beta.min(), ik.points_beta.max(), n_test)\n", - "\n", - "# Compute normalizations both ways\n", - "norm_direct = k.norm(alpha_test, beta_test)\n", - "norm_interp = ik.norm(alpha_test, beta_test)\n", - "\n", - "# Calculate relative error\n", - "rel_error = (norm_interp - norm_direct) / norm_direct\n", - "\n", - "# Plot comparison\n", - "fig, (ax1, ax2) = plt.subplots(1, 2, figsize=(14, 5))\n", - "\n", - "# Scatter plot of values\n", - "ax1.scatter(norm_direct, norm_interp, s=1, alpha=0.5)\n", - "ax1.plot([norm_direct.min(), norm_direct.max()], \n", - " [norm_direct.min(), norm_direct.max()], \n", - " 'r--', linewidth=2, label='Perfect agreement')\n", - "ax1.set_xlabel('Direct Normalization', fontsize=14)\n", - "ax1.set_ylabel('Interpolated Normalization', fontsize=14)\n", - "ax1.set_title('Accuracy Comparison', fontsize=14, fontweight='bold')\n", - "ax1.set_xscale('log')\n", - "ax1.set_yscale('log')\n", - "ax1.legend(fontsize=14)\n", - "ax1.grid(alpha=1.0)\n", - "\n", - "# Relative error vs alpha\n", - "ax2.scatter(np.degrees(alpha_test), rel_error*100, s=1, alpha=0.5)\n", - "ax2.axhline(0, color='red', linestyle='--', linewidth=2)\n", - "ax2.set_xlabel('α (degrees)', fontsize=14)\n", - "ax2.set_ylabel('Fractional Relative Error (%)', fontsize=14)\n", - "ax2.set_title('Interpolation Accuracy', fontsize=14, fontweight='bold')\n", - "ax2.set_xscale('log')\n", - "ax2.set_yscale\n", - "ax2.grid(alpha=1.0)\n", - "\n", - "plt.tight_layout()\n", - "plt.show()\n", - "\n", - "print(f\"Relative error statistics:\")\n", - "print(f\" Mean: {rel_error.mean()*100:.2}%\")\n", - "print(f\" Std: {rel_error.std()*100:.2}%\")\n", - "rel_err_999percent_range = np.percentile(np.abs(rel_error), [0.005, 99.995])\n", - "print(f\" 99.9% range [{rel_err_999percent_range[0]: 2.1}, {rel_err_999percent_range[1]: 2.1}]\")\n", - "print(f\" Max: {np.abs(rel_error).max()*100:.2}%\")\n", - "print(f\"\\nInterpolation is highly accurate (< 0.1% error for most cases)\")" - ] - }, { "cell_type": "markdown", "id": "34c4659e", @@ -576,38 +555,30 @@ "source": [ "### 3b. Speed Benchmark\n", "\n", - "Now let's measure the speedup from using interpolation." + "Now let's measure the evaluation speed of the various functions of KingPDF" ] }, { "cell_type": "code", - "execution_count": 10, + "execution_count": 8, "id": "9cfbff3d", "metadata": {}, "outputs": [ { - "name": "stdout", + "name": "stderr", "output_type": "stream", "text": [ - "Benchmarking norm() evaluation speed...\n", - "n_points | Direct (ms) | Interp (ms) | Speedup\n", - "-------------------------------------------------------\n", - " 1 | 0.0171 | 0.0613 | 0.3x\n", - " 5 | 0.0819 | 0.0608 | 1.3x\n", - " 10 | 0.1623 | 0.0618 | 2.6x\n", - " 50 | 0.8210 | 0.0649 | 12.6x\n", - " 100 | 1.6206 | 0.0654 | 24.8x\n", - " 500 | 8.0935 | 0.0854 | 94.7x\n", - " 1000 | 16.1390 | 0.1050 | 153.7x\n", - " 5000 | 80.7497 | 0.2079 | 388.4x\n", - " 10000 | 161.3868 | 0.3058 | 527.8x\n", - " 50000 | 807.8985 | 1.1427 | 707.0x\n", - " 100000 | 1614.3983 | 2.1579 | 748.1x\n" + "/var/folders/xz/hwb936c16hv507dyhyngvbhm0000gn/T/ipykernel_52165/936922257.py:39: UserWarning: linestyle is redundantly defined by the 'linestyle' keyword argument and the fmt string \"o-\" (-> linestyle='-'). The keyword argument will take precedence.\n", + " ax.plot(n_points, time_pdf, 'o-', linewidth=2.5, markersize=8,\n", + "/var/folders/xz/hwb936c16hv507dyhyngvbhm0000gn/T/ipykernel_52165/936922257.py:41: UserWarning: linestyle is redundantly defined by the 'linestyle' keyword argument and the fmt string \"o-\" (-> linestyle='-'). The keyword argument will take precedence.\n", + " ax.plot(n_points, time_cdf, 'o-', linewidth=2.5, markersize=8,\n", + "/var/folders/xz/hwb936c16hv507dyhyngvbhm0000gn/T/ipykernel_52165/936922257.py:43: UserWarning: linestyle is redundantly defined by the 'linestyle' keyword argument and the fmt string \"o-\" (-> linestyle='-'). The keyword argument will take precedence.\n", + " ax.plot(n_points, time_angular_distance, 'o-', linewidth=2.5, markersize=8,\n" ] }, { "data": { - "image/png": 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", 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" ] @@ -619,45 +590,80 @@ "source": [ "# Speed benchmark for norm() method\n", "# Test with different numbers of simultaneous evaluations\n", - "n_points = [1, 5, 10, 50, 100, 500, 1000, 5000, 10000, 50000, 100000]\n", - "time_direct = []\n", - "time_interp = []\n", - "\n", - "print(\"Benchmarking norm() evaluation speed...\")\n", - "print(\"n_points | Direct (ms) | Interp (ms) | Speedup\")\n", - "print(\"-\" * 55)\n", + "n_points = [1, 5, 10, 50, 100, 500, 1000, 5000, 10000, 50000, 100000, 1000000]\n", + "time_norm = []\n", + "time_pdf = []\n", + "time_cdf = []\n", + "time_angular_distance = []\n", "\n", "for n in n_points:\n", " n_trials = max(1, int(1e5 // n)) # Fewer trials for larger n\n", - " \n", + "\n", " # Generate random test data\n", - " alpha = np.random.uniform(ik.points_alpha.min(), ik.points_alpha.max(), n)\n", - " beta = np.random.uniform(ik.points_beta.min(), ik.points_beta.max(), n)\n", - " \n", - " # Time direct method\n", - " t_direct = timeit(lambda: k.norm(alpha, beta), number=n_trials) / n_trials * 1000\n", - " time_direct.append(t_direct)\n", - " \n", - " # Time interpolated method\n", - " t_interp = timeit(lambda: ik.norm(alpha, beta), number=n_trials) / n_trials * 1000\n", - " time_interp.append(t_interp)\n", - " \n", - " speedup = t_direct / t_interp\n", - " print(f\"{n:8d} | {t_direct:11.4f} | {t_interp:11.4f} | {speedup:7.1f}x\")\n", + " x = np.random.uniform(0, np.pi, n)\n", + " alpha = np.random.uniform(1e-5, 1, n)\n", + " beta = np.random.uniform(1.001, 3, n)\n", + "\n", + " # Time norm method\n", + " t_norm = timeit(lambda: k.norm(alpha, beta), number=n_trials) * 1000\n", + " time_norm.append(t_norm)\n", + "\n", + " # Time norm method\n", + " t_pdf = timeit(lambda: k.pdf(x, alpha, beta), number=n_trials) * 1000\n", + " time_pdf.append(t_pdf)\n", + "\n", + " # Time norm method\n", + " t_cdf = timeit(lambda: k.cdf(x, alpha, beta), number=n_trials) * 1000\n", + " time_cdf.append(t_cdf)\n", + "\n", + " # And time the angular_distance calculation\n", + " ra = np.random.uniform(0, 2 * np.pi, n)\n", + " dec = np.arcsin(np.random.uniform(-1, 1, n))\n", + " t_distance = timeit(lambda: angular_distance(ra, dec, 0, 0), number=n_trials)\n", + " time_angular_distance.append(t_distance)\n", "\n", "# Plot results\n", "fig, ax = plt.subplots(figsize=(8, 6))\n", - "ax.plot(n_points, time_direct, 'o-', linewidth=2.5, markersize=8, \n", - " label='KingPDF.norm()', color='blue')\n", - "ax.plot(n_points, time_interp, 'o-', linewidth=2.5, markersize=8, \n", - " label='InterpolatedKingPDF.norm()', color='red')\n", - "ax.set_xlabel('Number of Evaluations per Call', fontsize=14)\n", - "ax.set_ylabel('Time per Call (milliseconds)', fontsize=14)\n", - "ax.set_title('Normalization Speed Comparison', fontsize=14, fontweight='bold')\n", - "ax.set_xscale('log')\n", - "ax.set_yscale('log')\n", - "ax.legend(fontsize=14, loc='upper left')\n", - "ax.grid(alpha=1.0, which='both')\n", + "ax.plot(\n", + " n_points, time_norm, \"o-\", linewidth=2.5, markersize=8, label=\"KingPDF.norm()\", color=\"blue\"\n", + ")\n", + "ax.plot(\n", + " n_points,\n", + " time_pdf,\n", + " \"o-\",\n", + " linewidth=2.5,\n", + " markersize=8,\n", + " label=\"KingPDF.pdf()\",\n", + " color=\"r\",\n", + " linestyle=\"dashed\",\n", + ")\n", + "ax.plot(\n", + " n_points,\n", + " time_cdf,\n", + " \"o-\",\n", + " linewidth=2.5,\n", + " markersize=8,\n", + " label=\"KingPDF.cdf()\",\n", + " color=\"orange\",\n", + " linestyle=\"dotted\",\n", + ")\n", + "ax.plot(\n", + " n_points,\n", + " time_angular_distance,\n", + " \"o-\",\n", + " linewidth=2.5,\n", + " markersize=8,\n", + " label=\"utils.angular_distance()\",\n", + " color=\"grey\",\n", + " linestyle=\"dotted\",\n", + ")\n", + "ax.set_xlabel(\"Number of Evaluations per Call\", fontsize=14)\n", + "ax.set_ylabel(\"Time per Call (milliseconds)\", fontsize=14)\n", + "ax.set_title(\"Speed Comparison\", fontsize=14, fontweight=\"bold\")\n", + "ax.set_xscale(\"log\")\n", + "ax.set_yscale(\"log\")\n", + "ax.legend(fontsize=14, ncol=2, loc=\"upper right\")\n", + "ax.grid(alpha=1.0, which=\"both\")\n", "plt.tight_layout()\n", "plt.show()" ] @@ -712,76 +718,93 @@ "# These will be evenly spread between -1 <= sindec <= 1\n", "nbins = 100\n", "\n", - "#------------------------------------\n", + "# ------------------------------------\n", "# Effect of alpha values\n", - "#------------------------------------\n", + "# ------------------------------------\n", "alphas = np.deg2rad([1, 5, 10, 30])\n", "beta_fixed = 2.0\n", "dec_source = 0.0 # Equator\n", "\n", "for alpha in alphas:\n", " sindec_bins, pdf_marginalized = k.marginalize(dec_source, alpha, beta_fixed, nbins=nbins)\n", - " ax1.plot(sindec_bins, pdf_marginalized, \n", - " label=f'α = {np.degrees(alpha):.0f}°', \n", - " linewidth=2.5)\n", - "\n", - "ax1.set_xlabel('sin(δ)', fontsize=14)\n", - "ax1.set_ylabel('Marginalized Probability Density', fontsize=14)\n", - "ax1.set_title(f'Effect of α (β = {beta_fixed}, source at δ = {np.degrees(dec_source):.0f}°)', \n", - " fontsize=14, fontweight='bold')\n", + " ax1.plot(sindec_bins, pdf_marginalized, label=f\"α = {np.degrees(alpha):.0f}°\", linewidth=2.5)\n", + "\n", + "ax1.set_xlabel(\"sin(δ)\", fontsize=14)\n", + "ax1.set_ylabel(\"Marginalized Probability Density\", fontsize=14)\n", + "ax1.set_title(\n", + " f\"Effect of α (β = {beta_fixed}, source at δ = {np.degrees(dec_source):.0f}°)\",\n", + " fontsize=14,\n", + " fontweight=\"bold\",\n", + ")\n", "ax1.set_xlim(-1, 1)\n", "ax1.set_ylim(ymin=0)\n", - "ax1.axvline(np.sin(dec_source), color='black', linestyle='--', alpha=0.5, linewidth=1.5,\n", - " label='Source position')\n", + "ax1.axvline(\n", + " np.sin(dec_source),\n", + " color=\"black\",\n", + " linestyle=\"--\",\n", + " alpha=0.5,\n", + " linewidth=1.5,\n", + " label=\"Source position\",\n", + ")\n", "ax1.legend(fontsize=14)\n", "ax1.grid(alpha=1.0)\n", "\n", - "#------------------------------------\n", + "# ------------------------------------\n", "# Effect of beta values\n", - "#------------------------------------\n", + "# ------------------------------------\n", "alpha_fixed = np.deg2rad(10)\n", "betas = [1.5, 2.5, 5.0]\n", "dec_source = 0.0 # Equator\n", "\n", "for beta in betas:\n", " sindec_bins, pdf_marginalized = k.marginalize(dec_source, alpha_fixed, beta, nbins=nbins)\n", - " ax2.plot(sindec_bins, pdf_marginalized, \n", - " label=f'β = {beta:.1f}', \n", - " linewidth=2.5)\n", - "\n", - "ax2.set_xlabel('sin(δ)', fontsize=14)\n", - "ax2.set_ylabel('Marginalized Probability Density', fontsize=14)\n", - "ax2.set_title(f'Effect of β (α = {np.degrees(alpha_fixed):.0f}°, source at δ = {np.degrees(dec_source):.0f}°)', \n", - " fontsize=14, fontweight='bold')\n", + " ax2.plot(sindec_bins, pdf_marginalized, label=f\"β = {beta:.1f}\", linewidth=2.5)\n", + "\n", + "ax2.set_xlabel(\"sin(δ)\", fontsize=14)\n", + "ax2.set_ylabel(\"Marginalized Probability Density\", fontsize=14)\n", + "ax2.set_title(\n", + " f\"Effect of β (α = {np.degrees(alpha_fixed):.0f}°, source at δ = {np.degrees(dec_source):.0f}°)\",\n", + " fontsize=14,\n", + " fontweight=\"bold\",\n", + ")\n", "ax2.set_xlim(-1, 1)\n", "ax2.set_ylim(ymin=0)\n", - "ax2.axvline(np.sin(dec_source), color='black', linestyle='--', alpha=0.5, linewidth=1.5,\n", - " label='Source position')\n", + "ax2.axvline(\n", + " np.sin(dec_source),\n", + " color=\"black\",\n", + " linestyle=\"--\",\n", + " alpha=0.5,\n", + " linewidth=1.5,\n", + " label=\"Source position\",\n", + ")\n", "ax2.legend(fontsize=14)\n", - "ax2.grid(alpha=1.)\n", + "ax2.grid(alpha=1.0)\n", "\n", - "#------------------------------------\n", + "# ------------------------------------\n", "# Effect of declination\n", - "#------------------------------------\n", + "# ------------------------------------\n", "alpha_fixed = np.deg2rad(10)\n", "beta_fixed = 2.0\n", "dec_sources = np.arcsin([-0.95, -0.75, -0.5, 0, 0.5])\n", "\n", "for dec_source in dec_sources:\n", " sindec_bins, pdf_marginalized = k.marginalize(dec_source, alpha_fixed, beta_fixed, nbins=nbins)\n", - " ax3.plot(sindec_bins, pdf_marginalized, \n", - " label=f'sin(δ)= {np.sin(dec_source):.1f}', \n", - " linewidth=2.5)\n", - "\n", - "ax3.set_xlabel('sin(δ)', fontsize=14)\n", - "ax3.set_ylabel('Marginalized Probability Density', fontsize=14)\n", - "ax3.set_title(f'Effect of sin(δ) (α = {np.degrees(alpha_fixed):.0f}°, β = {beta_fixed})', \n", - " fontsize=14, fontweight='bold')\n", + " ax3.plot(\n", + " sindec_bins, pdf_marginalized, label=f\"sin(δ)= {np.sin(dec_source):.1f}\", linewidth=2.5\n", + " )\n", + "\n", + "ax3.set_xlabel(\"sin(δ)\", fontsize=14)\n", + "ax3.set_ylabel(\"Marginalized Probability Density\", fontsize=14)\n", + "ax3.set_title(\n", + " f\"Effect of sin(δ) (α = {np.degrees(alpha_fixed):.0f}°, β = {beta_fixed})\",\n", + " fontsize=14,\n", + " fontweight=\"bold\",\n", + ")\n", "ax3.set_xlim(-1, 1)\n", "ax3.set_ylim(ymin=0)\n", "\n", "ax3.legend(fontsize=14)\n", - "ax3.grid(alpha=1.)\n", + "ax3.grid(alpha=1.0)\n", "\n", "plt.tight_layout()\n", "plt.show()\n", @@ -859,35 +882,39 @@ "\n", "for alpha in alphas_test:\n", " n_trials = 10\n", - " \n", + "\n", " # Time direct method\n", - " t_direct = timeit(lambda: k.marginalize(0, alpha, beta), number=n_trials) / n_trials * 1000\n", + " t_direct = timeit(lambda: k.marginalize(0, alpha, beta), number=n_trials) * 1000\n", " time_direct_marg.append(t_direct)\n", - " \n", - " # Time interpolated method\n", - " t_interp = timeit(lambda: ik.marginalize(0, alpha, beta), number=n_trials) / n_trials * 1000\n", - " time_interp_marg.append(t_interp)\n", - " \n", - " speedup = t_direct / t_interp\n", - " print(f\"{np.degrees(alpha):7.2f} | {t_direct:11.2f} | {t_interp:11.2f} | {speedup:7.1f}x\")\n", "\n", "# Plot results\n", "fig, ax = plt.subplots(figsize=(10, 6))\n", - "ax.plot(np.degrees(alphas_test), time_direct_marg, 'o-', linewidth=2.5, markersize=8,\n", - " label='KingPDF.marginalize()', color='blue')\n", - "ax.plot(np.degrees(alphas_test), time_interp_marg, 'o-', linewidth=2.5, markersize=8,\n", - " label='InterpolatedKingPDF.marginalize()', color='red')\n", - "ax.set_xlabel('α (degrees)', fontsize=14)\n", - "ax.set_ylabel('Time per Call (milliseconds)', fontsize=14)\n", - "ax.set_title('Marginalization Speed Comparison for changing α (β = {beta:.1f})', fontsize=14, fontweight='bold')\n", - "ax.set_xscale('log')\n", - "ax.set_yscale('log')\n", + "ax.plot(\n", + " np.degrees(alphas_test),\n", + " time_direct_marg,\n", + " \"o-\",\n", + " linewidth=2.5,\n", + " markersize=8,\n", + " label=\"KingPDF.marginalize()\",\n", + " color=\"blue\",\n", + ")\n", + "ax.set_xlabel(\"α (degrees)\", fontsize=14)\n", + "ax.set_ylabel(\"Time per Call (milliseconds)\", fontsize=14)\n", + "ax.set_title(\n", + " \"Marginalization Speed for changing α (β = {beta:.1f})\",\n", + " fontsize=14,\n", + " fontweight=\"bold\",\n", + ")\n", + "ax.set_xscale(\"log\")\n", + "ax.set_yscale(\"log\")\n", "ax.legend(fontsize=14)\n", - "ax.grid(alpha=1, which='both')\n", + "ax.grid(alpha=1, which=\"both\")\n", "plt.tight_layout()\n", "plt.show()\n", "\n", - "print(f\"\\nSpeedup factor: {np.median([time_direct_marg[i]/time_interp_marg[i] for i in range(len(alphas_test))]):.1f}x (median)\")" + "print(\n", + " f\"\\nSpeedup factor: {np.median([time_direct_marg[i] / time_interp_marg[i] for i in range(len(alphas_test))]):.1f}x (median)\"\n", + ")" ] }, { @@ -956,35 +983,39 @@ "\n", "for beta in betas_test:\n", " n_trials = 10\n", - " \n", + "\n", " # Time direct method\n", - " t_direct = timeit(lambda: k.marginalize(0, alpha, beta), number=n_trials) / n_trials * 1000\n", + " t_direct = timeit(lambda: k.marginalize(0, alpha, beta), number=n_trials) * 1000\n", " time_direct_marg.append(t_direct)\n", - " \n", - " # Time interpolated method\n", - " t_interp = timeit(lambda: ik.marginalize(0, alpha, beta), number=n_trials) / n_trials * 1000\n", - " time_interp_marg.append(t_interp)\n", - " \n", - " speedup = t_direct / t_interp\n", - " print(f\"{beta:7.2f} | {t_direct:11.2f} | {t_interp:11.2f} | {speedup:7.1f}x\")\n", "\n", "# Plot results\n", "fig, ax = plt.subplots(figsize=(10, 6))\n", - "ax.plot(betas_test, time_direct_marg, 'o-', linewidth=2.5, markersize=8,\n", - " label='KingPDF.marginalize()', color='blue')\n", - "ax.plot(betas_test, time_interp_marg, 'o-', linewidth=2.5, markersize=8,\n", - " label='InterpolatedKingPDF.marginalize()', color='red')\n", - "ax.set_xlabel('β', fontsize=14)\n", - "ax.set_ylabel('Time per Call (milliseconds)', fontsize=14)\n", - "ax.set_title(f'Marginalization Speed Comparison for changing β (α = {alpha:.1f}°)', fontsize=14, fontweight='bold')\n", - "ax.set_xscale('log')\n", - "ax.set_yscale('log')\n", + "ax.plot(\n", + " betas_test,\n", + " time_direct_marg,\n", + " \"o-\",\n", + " linewidth=2.5,\n", + " markersize=8,\n", + " label=\"KingPDF.marginalize()\",\n", + " color=\"blue\",\n", + ")\n", + "ax.set_xlabel(\"β\", fontsize=14)\n", + "ax.set_ylabel(\"Time per Call (milliseconds)\", fontsize=14)\n", + "ax.set_title(\n", + " f\"Marginalization Speed for changing β (α = {alpha:.1f}°)\",\n", + " fontsize=14,\n", + " fontweight=\"bold\",\n", + ")\n", + "ax.set_xscale(\"log\")\n", + "ax.set_yscale(\"log\")\n", "ax.legend(fontsize=14)\n", - "ax.grid(alpha=1, which='both')\n", + "ax.grid(alpha=1, which=\"both\")\n", "plt.tight_layout()\n", "plt.show()\n", "\n", - "print(f\"\\nSpeedup factor: {np.median([time_direct_marg[i]/time_interp_marg[i] for i in range(len(alphas_test))]):.1f}x (median)\")" + "print(\n", + " f\"\\nSpeedup factor: {np.median([time_direct_marg[i] / time_interp_marg[i] for i in range(len(alphas_test))]):.1f}x (median)\"\n", + ")" ] }, { @@ -1000,6 +1031,7 @@ " - The PDF has two parameters: α (width) and β (tail shape)\n", " - Larger α = wider PSF (worse resolution)\n", " - Larger β = steeper/lighter tails\n", + " - `angular_cutoff` hard-truncates the distribution and renormalizes it to 1 over the reduced window\n", " \n", "2. **Comparison with Rayleigh**\n", " - King provides more flexibility than Rayleigh\n", @@ -1044,11 +1076,85 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 11, "id": "1b3a78da-29eb-4fd9-926b-348d358b2a56", "metadata": {}, - "outputs": [], - "source": [] + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "from timeit import timeit\n", + "import numpy as np\n", + "import matplotlib.pyplot as plt\n", + "from kingmaker.pdf import KingPDF\n", + "from kingmaker.utils import angular_distance\n", + "from kingmaker.distribution import _unnormalized_pdf, _unnormalized_cdf, _norm\n", + "\n", + "k = KingPDF()\n", + "\n", + "n_points = [1, 5, 10, 50, 100, 500, 1000, 5000, 10000, 50000, 100000, 1000000]\n", + "\n", + "time_norm, time_pdf, time_cdf, time_angular_distance = [], [], [], []\n", + "time_raw_unnorm_pdf, time_raw_unnorm_cdf, time_raw_norm = [], [], []\n", + "\n", + "for n in n_points:\n", + " n_trials = max(1, int(1e5 // n))\n", + "\n", + " x = np.random.uniform(0, np.pi, n)\n", + " alpha = np.random.uniform(1e-5, 1, n)\n", + " beta = np.random.uniform(1.001, 3, n)\n", + " ra = np.random.uniform(0, 2 * np.pi, n)\n", + " dec = np.arcsin(np.random.uniform(-1, 1, n))\n", + "\n", + " time_norm.append(timeit(lambda: k.norm(alpha, beta), number=n_trials) / n_trials * 1000)\n", + " time_pdf.append(timeit(lambda: k.pdf(x, alpha, beta), number=n_trials) / n_trials * 1000)\n", + " time_cdf.append(timeit(lambda: k.cdf(x, alpha, beta), number=n_trials) / n_trials * 1000)\n", + " time_angular_distance.append(\n", + " timeit(lambda: angular_distance(ra, dec, 0, 0), number=n_trials) / n_trials * 1000\n", + " )\n", + " time_raw_unnorm_pdf.append(\n", + " timeit(lambda: _unnormalized_pdf(x, alpha, beta), number=n_trials) / n_trials * 1000\n", + " )\n", + " time_raw_unnorm_cdf.append(\n", + " timeit(lambda: _unnormalized_cdf(x, alpha, beta), number=n_trials) / n_trials * 1000\n", + " )\n", + " time_raw_norm.append(\n", + " timeit(lambda: _norm(alpha, beta, np.pi), number=n_trials) / n_trials * 1000\n", + " )\n", + "\n", + "fig, ax = plt.subplots(figsize=(8, 6))\n", + "ax.plot(n_points, time_norm, \"o-\", lw=2.5, ms=8, label=\"KingPDF.norm()\", color=\"blue\")\n", + "ax.plot(n_points, time_pdf, \"o--\", lw=2.5, ms=8, label=\"KingPDF.pdf()\", color=\"red\")\n", + "ax.plot(n_points, time_cdf, \"o:\", lw=2.5, ms=8, label=\"KingPDF.cdf()\", color=\"orange\")\n", + "ax.plot(\n", + " n_points, time_angular_distance, \"o:\", lw=2.5, ms=8, label=\"angular_distance()\", color=\"grey\"\n", + ")\n", + "ax.plot(\n", + " n_points, time_raw_unnorm_pdf, \"s--\", lw=1.5, ms=6, label=\"unnormalized_pdf()\", color=\"green\"\n", + ")\n", + "ax.plot(\n", + " n_points, time_raw_unnorm_cdf, \"s--\", lw=1.5, ms=6, label=\"unnormalized_cdf()\", color=\"purple\"\n", + ")\n", + "ax.plot(n_points, time_raw_norm, \"s--\", lw=1.5, ms=6, label=\"norm()\", color=\"brown\")\n", + "ax.set_xlabel(\"Number of Evaluations per Call\", fontsize=14)\n", + "ax.set_ylabel(\"Time per Call (milliseconds)\", fontsize=14)\n", + "ax.set_title(\"Speed Comparison\", fontsize=14, fontweight=\"bold\")\n", + "ax.set_xscale(\"log\")\n", + "ax.set_yscale(\"log\")\n", + "ax.legend(fontsize=11, ncol=2, loc=\"upper left\")\n", + "ax.grid(alpha=1.0, which=\"both\")\n", + "plt.tight_layout()\n", + "plt.show()" + ] }, { "cell_type": "code", diff --git a/kingmaker/__init__.py b/kingmaker/__init__.py index f734e3e..c7a5f0d 100644 --- a/kingmaker/__init__.py +++ b/kingmaker/__init__.py @@ -1,149 +1,6 @@ # Import main classes for convenience -from .pdf import KingPDF, InterpolatedKingPDF, TemplateSmearedKingPDF +from .pdf import KingPDF, TemplateSmearedKingPDF from .fitting import KingPSFFitter +from .wrapper import KingSpatialLikelihood -'''class KingSpatialPDF: - def __init__(self): - pass - - def pdf(self, x, alpha, beta): - return self._norm(alpha, beta) * self._unnormalized_pdf(x, alpha, beta) - - def cdf(self, x, alpha, beta): - return self._norm(alpha, beta) * self._unnormalized_cdf(x, alpha, beta) - - def _to_1d(self, *args): - return (np.atleast_1d(_) for _ in args) - - def _check_args(self, **kwargs): - # Ensure all args are the same shape - if len(kwargs.keys()) > 1: - shape = list(kwargs.values())[0].shape - for key, val in kwargs.items(): - if len(val.shape) > 1: - message = ( - f"The variable {key} has more than one dimension (shape = {val.shape})." - " This is not supported at the moment. Try calling again with 1d values." - ) - raise NotImplementedError(message) - if val.shape != shape: - message = ( - f"The variables {list(kwargs.keys())} have different shapes " - f"{list(_.shape for _ in kwargs.values())}." - ) - raise ValueError(message) - return - - def _unnormalized_pdf(self, x, alpha, beta): - """ - Evaluate the unnormalized radial King function (without solid angle Jacobian). - - This function returns the radial shape: - f(x) = [1 + (x/alpha)^2 / (2*beta)]^(-beta) - - Parameters - ---------- - x : float or ndarray - Angular separation from the source, in radians with shape M. - alpha : float or ndarray - King distribution alpha parameter (scale) with shape N. - beta : float or ndarray - King distribution beta parameter (tail weight) with shape N. - - Returns - ------- - ndarray - Unnormalized King function values with units of probability/sterradian. - The output shape will be either N (if `x` is a scalar) or (N, M) (if `x` - is an ndarray). - """ - print("_unnormalized_pdf") - - # Check if x is a float or ndarray - isscalar = np.isscalar(x) - - # Ensure everything is 1d - x, alpha, beta = self._to_1d(x, alpha, beta) - self._check_args(alpha=alpha, beta=beta) - - # Broadcast - alpha = alpha[:, None] - beta = beta[:, None] - x = x[None, :] - - # Calculate the King function value and return - return (1 + (x / alpha) ** 2 / (2 * beta)) ** -beta - - def _unnormalized_cdf(self, x, alpha, beta): - """ - Evaluate the CDF of the radial King function (without solid angle Jacobian). - - The integral includes the sin(theta) for spherical coordinates and - normalizes over solid angle (i.e., integral(PDF * sin(theta) dtheta dphi = 1)). - - Parameters - ---------- - x : scalar or ndarray - The locations at which to calculate the CDF. If this is a scalar, use log-binning - with 1000 bins from 1e-5 to this value, assuming radians. If this is an ndarray, - the shape can be M, indepedent of the shape of alpha and beta. - alpha : float or ndarray - King distribution alpha parameter (scale) with shape N. - beta : float or ndarray - King distribution beta parameter (tail weight) with shape N. - - Returns - ------- - float or ndarray - King function CDF values with units of probability. If x is a single value, - only return the last value. Otherwise, the shape will be (N, M). - """ - print("_unnormalized_cdf") - # Check if x is a float or ndarray - isscalar = np.isscalar(x) - if isscalar: - x = np.logspace(np.log10(np.pi) - 5, np.log10(x), 1000) - - # Broadcast - x, alpha, beta = self._to_1d(x, alpha, beta) - alpha = alpha[:, None] - beta = beta[:, None] - x = x[None, :] - - # Use the unnormalized PDF (which doesn't include sin(x)) - unnormalized = np.array([self._unnormalized_pdf(x, a, b) for a, b in zip(alpha, beta)]) - integrand = unnormalized * np.sin(x) - - print(x.shape, integrand.shape) - cdf = cumulative_trapezoid(integrand, x, axis=-1, initial=0) - - # If we only want a scalar value out, grab only what we need - if isscalar: - return cdf[..., -1] - - def _norm(self, alpha, beta): - """ - Compute the normalization constant for the King PDF over the sphere. - - The integral includes the sin(theta) for spherical coordinates and - normalizes over solid angle (i.e., integral(PDF * sin(theta) dtheta dphi = 1)). - - Parameters - ---------- - alpha : float or ndarray - King distribution alpha parameter (scale) with shape N. - beta : float or ndarray - King distribution beta parameter (tail weight) with shape N. - - Returns - ------- - ndarray - Normalization constants such that PDF integrates to 1 over the sphere - with shape N. - """ - print("norm") - cdf = self._unnormalized_cdf(np.pi, alpha, beta) - return cdf -''' - -__all__ = ["KingPDF", "InterpolatedKingPDF", "TemplateSmearedKingPDF", "KingPSFFitter"] +__all__ = ["KingPDF", "TemplateSmearedKingPDF", "KingPSFFitter", "KingSpatialLikelihood"] diff --git a/kingmaker/distribution.py b/kingmaker/distribution.py index 08b9797..7fae8df 100644 --- a/kingmaker/distribution.py +++ b/kingmaker/distribution.py @@ -6,17 +6,24 @@ _log10pi: float = np.log10(np.pi) -@vectorize([float32(float32, float32, float32), float64(float64, float64, float64)], target="cpu") +@vectorize( + [float32(float32, float32, float32), float64(float64, float64, float64)], + target="cpu", + cache=True, +) def _unnormalized_pdf( x: Union[float, npt.NDArray[np.floating]], alpha: Union[float, npt.NDArray[np.floating]], beta: Union[float, npt.NDArray[np.floating]], ) -> Union[float, npt.NDArray[np.floating]]: """ - Evaluate the unnormalized radial King function (without solid angle Jacobian). + Evaluate the unnormalized spherical King function (without solid angle Jacobian). - This function returns the radial shape: - f(x) = [1 + (x/alpha)^2 / (2*beta)]^(-beta) + Uses the exact spherical distance (1 - cos θ) in place of the flat-sky θ²/2, + so this form is accurate for all angular scales: + f(x) = [1 + (1 - cos x) / (alpha² * beta)]^(-beta) + + For small x, (1 - cos x) ≈ x²/2, recovering the flat-sky King function. Parameters ---------- @@ -32,21 +39,23 @@ def _unnormalized_pdf( ndarray Unnormalized King function values with units of probability/sterradian. """ - # Calculate the King function value and return - return (1 + (x / alpha) ** 2 / (2 * beta)) ** -beta + return (1 + (1 - np.cos(x)) / (alpha**2 * beta)) ** -beta -@vectorize # ([float32(float32,float32,float32), float64(float64,float64,float64)], -# target='cpu') +@vectorize( + [float32(float32, float32, float32), float64(float64, float64, float64)], + target="cpu", + cache=True, +) def _unnormalized_cdf( x: Union[float, npt.NDArray[np.floating]], alpha: float, beta: float ) -> Union[float, npt.NDArray[np.floating]]: """ Evaluate the CDF of the radial King function (without solid angle Jacobian). - The integral includes the sin(theta) for spherical coordinates and - normalizes over solid angle (i.e., integral(PDF * sin(theta) dtheta dphi = 1)). - Use log-binning with 1000 bins from 1e-5 radians to this value. + Uses the exact spherical form via the substitution t = 1 - cos θ, + dt = sin θ dθ, which reduces the solid-angle integral to a power law + with a closed-form antiderivative. No flat-sky approximation. Parameters ---------- @@ -55,30 +64,24 @@ def _unnormalized_cdf( alpha : float King distribution alpha parameter (scale) in radians. beta : float - King distribution beta parameter (tail weight). + King distribution beta parameter (tail weight). Must be > 1. Returns ------- float - King function CDF value with units of probability. + Unnormalized partial integral ∫₀ˣ f(θ) · 2π · sin θ dθ. """ - # Define the grid points for the evaluation. Add some padding to the maximum. - points = np.append( - [ - 0.0, - ], - np.logspace(_log10pi - 5, _log10pi, 1000), - ) - - # Use the unnormalized PDF (given in 1/sr) and scale by the annulus area (~cos(dx)) - unnormalized = _unnormalized_pdf(points, alpha, beta) - solid_angle = 2 * np.pi * np.abs(np.cos(points[1:]) - np.cos(points[:-1])) - integrand = np.append( - [0.0], np.cumsum((unnormalized[:-1] + unnormalized[1:]) / 2 * np.abs(solid_angle)) + alpha2beta = alpha**2 * beta + return (2 * np.pi * alpha2beta / (beta - 1)) * ( + 1 - (1 + (1 - np.cos(x)) / alpha2beta) ** (1 - beta) ) - return np.interp(x, points, integrand) # type: ignore[no-any-return] +@vectorize( + [float32(float32, float32, float32), float64(float64, float64, float64)], + target="cpu", + cache=True, +) def _norm( alpha: Union[float, npt.NDArray[np.floating]], beta: Union[float, npt.NDArray[np.floating]], @@ -105,4 +108,7 @@ def _norm( ndarray Normalization constants such that PDF integrates to 1 over the sphere. """ - return 1.0 / _unnormalized_cdf(maximum, alpha, beta) # type: ignore[no-any-return] + alpha2beta = alpha**2 * beta + return (beta - 1) / ( + 2 * np.pi * alpha2beta * (1 - (1 + (1 - np.cos(maximum)) / alpha2beta) ** (1 - beta)) + ) # type: ignore[no-any-return] diff --git a/kingmaker/fitting.py b/kingmaker/fitting.py index ab751ff..68eea72 100644 --- a/kingmaker/fitting.py +++ b/kingmaker/fitting.py @@ -1,9 +1,10 @@ from typing import Any, Dict, List, Optional, Tuple, Union, cast +from tqdm import tqdm import numpy as np import numpy.typing as npt -from scipy.optimize import least_squares +from scipy.optimize import minimize -from .pdf import InterpolatedKingPDF +from .pdf import KingPDF from .utils import angular_distance @@ -102,7 +103,7 @@ def __init__( self.angular_cutoff = angular_cutoff # Initialize King PDF - self.king_pdf = InterpolatedKingPDF(angular_cutoff=angular_cutoff) + self.king_pdf = KingPDF(angular_cutoff=angular_cutoff) # Validate and setup binning self._validate_fields(parametrization_bins) @@ -306,7 +307,8 @@ def fit_all_bins(self, verbose: bool = True) -> Dict[str, npt.NDArray]: n_fitted = 0 n_skipped = 0 - for bin_indices in np.ndindex(*self.parametrization_shape): + total_bins = np.prod(self.parametrization_shape) + for bin_indices in tqdm(np.ndindex(*self.parametrization_shape), total=total_bins): # Create mask for events in this bin mask = np.ones(len(weights), dtype=bool) for i, key in enumerate(self.bin_names): @@ -355,6 +357,14 @@ def fit_all_bins(self, verbose: bool = True) -> Dict[str, npt.NDArray]: "parametrization_bins": self.parametrization_bins, # type: ignore[dict-item] } + def _cdf_chi2(self, cdf_hist, cdf_variance, bins, alpha, beta): + expected = self.king_pdf.cdf(bins[1:], alpha, beta) + expected *= cdf_hist.max() / expected.max() + val = (cdf_hist - expected) ** 2 / np.nextafter(cdf_variance, np.inf) + if np.any(~np.isfinite(val)): + val[:] = 100000 + return val.sum() / len(bins) + def _fit_single_bin( self, mask: npt.NDArray[np.bool_], @@ -383,9 +393,13 @@ def _fit_single_bin( masked_weights = weights[mask] masked_weights /= masked_weights.sum() # Normalize - # Create bins for this subset + # Create bins for this subset. Also calculate the + # phase space parameter while we're here. We'll need + # it in order to store the histograms as PDFs later. dpsi_bins = self._get_percentile_bins(self.dpsi_nbins, masked_dpsi, masked_weights) dpsi_bins = np.unique(dpsi_bins) + delta = -2 * np.pi * np.diff(np.cos(dpsi_bins)) + self.dpsi_bins[param_idx][: len(dpsi_bins)] = dpsi_bins # If we don't have enough bins, skip if len(dpsi_bins) < 3: @@ -397,119 +411,45 @@ def _fit_single_bin( hist, _ = np.histogram(masked_dpsi, bins=dpsi_bins, weights=masked_weights) hist2, _ = np.histogram(masked_dpsi, bins=dpsi_bins, weights=masked_weights**2) - # Get initial guess from peak location. Do - # this before scaling to get the density. - alpha_guess = bin_centers[np.argmax(hist)] - - # Normalize by bin width to get density - delta = -2 * np.pi * np.diff(np.cos(dpsi_bins)) - with np.errstate(divide="ignore", invalid="ignore"): - hist = hist / delta - hist2 = hist2 / delta**2 + cdf_hist = np.cumsum(hist) + cdf_variance = np.cumsum(hist2) / np.sum(hist) ** 2 - # Try multiple starting points to find best fit - best_chi2 = np.inf + # Get initial guess from peak location. + # alpha_guess = bin_centers[np.argmax(hist)] + alpha_guess = bin_centers[np.searchsorted(cdf_hist, 0.5)] best_params = None + best_chi2 = np.inf + for beta in [1.25, 1.75, 2, 2.5, 4, 7, 9]: + result = minimize( + lambda params: self._cdf_chi2(cdf_hist, cdf_variance, dpsi_bins, *params), + [alpha_guess, beta], + method="L-BFGS-B", + jac="3-point", + bounds=[ + (np.nextafter(0, np.pi), np.nextafter(self.angular_cutoff, 0)), + (np.nextafter(1, 2), np.nextafter(1000, 1)), + ], + ) - test_alphas = alpha_guess * np.array([0.5, 0.75, 1.0, 1.25, 1.5]) - test_betas = np.array([1.5, 2.0, 2.5, 3.0, 4.0]) - - for alpha_0 in test_alphas: - # Keep track of the best value for each alpha so we can - # quit early if we start climbing out of the minimum. - alpha_best_chi2 = np.inf - for beta_0 in test_betas: - try: - params, chi2 = self._fit_histogram( - hist, bin_centers, hist2, alpha_guess=alpha_0, beta_guess=beta_0 - ) - - if chi2 < alpha_best_chi2: - alpha_best_chi2 = chi2 - - if alpha_best_chi2 < best_chi2: - best_chi2 = alpha_best_chi2 - best_params = params + if result.success and (best_chi2 > result.fun): + best_params, best_chi2 = result.x, result.fun - # Early stopping if we're climbing out of minimum - if chi2 > alpha_best_chi2 * 1.5: - break - - except (ValueError, RuntimeError): - continue + # Store histogram data (pad/truncate to match storage size). + # Make sure to rescale by the phase space to get densities. + n_store = min(len(hist), self.dpsi_nbins) + self.histograms[param_idx][:n_store] = hist[:n_store] / delta + self.uncertainties[param_idx][:n_store] = np.sqrt(hist2[:n_store]) / delta + self.dpsi_bins[param_idx][: len(dpsi_bins)] = dpsi_bins # Store results if we found a solution if best_params is not None: self.fit_alpha[param_idx] = best_params[0] self.fit_beta[param_idx] = best_params[1] - self.fit_quality[param_idx] = best_chi2 / self.dpsi_nbins - - # Store histogram data (pad/truncate to match storage size) - n_store = min(len(hist), self.dpsi_nbins) - self.histograms[param_idx][:n_store] = hist[:n_store] - self.uncertainties[param_idx][:n_store] = np.sqrt(hist2[:n_store]) - self.dpsi_bins[param_idx][: len(dpsi_bins)] = dpsi_bins - + self.fit_quality[param_idx] = best_chi2 return True return False - def _fit_histogram( - self, - hist_vals: npt.NDArray[np.floating], - bin_centers: npt.NDArray[np.floating], - err2: npt.NDArray[np.floating], - alpha_guess: float, - beta_guess: float, - ) -> Tuple[npt.NDArray[np.floating], float]: - """ - Fit King PDF to a histogram using least squares. - - Parameters - ---------- - hist_vals : ndarray - Histogram values (density). - bin_centers : ndarray - Bin center positions. - err2 : ndarray - Squared uncertainties on histogram values. - alpha_guess : float - Initial guess for alpha parameter. - beta_guess : float - Initial guess for beta parameter. - - Returns - ------- - params : ndarray - Fitted parameters [alpha, beta]. - chi2 : float - Chi-square value of the fit. - """ - - def residuals(params): - alpha, beta = params - # Evaluate King PDF at bin centers - expected = self.king_pdf.pdf(bin_centers, alpha, beta) - # Normalize to match histogram integral - expected *= hist_vals.sum() / expected.sum() - # Compute chi-square residuals - res = (hist_vals - expected) ** 2 / (err2 + 1e-6) - return res - - initial_guess = [alpha_guess, beta_guess] - - # Set reasonable bounds - alpha_min = max(1e-8, alpha_guess / 2) - alpha_max = min(np.pi, alpha_guess * 2) - beta_min = 1.0 - beta_max = 100.0 - - result = least_squares( - residuals, initial_guess, bounds=([alpha_min, beta_min], [alpha_max, beta_max]) - ) - - return result.x, np.sum(result.fun) - def get_interpolator(self, gamma_index: int = 0) -> Tuple[Any, Any]: """ Get an interpolator for fitted parameters at a given spectral index. diff --git a/kingmaker/pdf.py b/kingmaker/pdf.py index 8f4aad2..714ab52 100644 --- a/kingmaker/pdf.py +++ b/kingmaker/pdf.py @@ -7,7 +7,7 @@ from .distribution import _log10pi from .distribution import _norm, _unnormalized_pdf, _unnormalized_cdf -from .utils import _interp2d, angular_distance, meshgrid2d +from .utils import angular_distance, meshgrid2d class KingPDF: @@ -76,13 +76,17 @@ def pdf( Normalized PDF value(s) with units of probability/steradian. """ # Scalar-like: check if we can shortcut using the angular cutoff. - if np.isscalar(x): - if x > self.angular_cutoff: # type: ignore[operator] - return 0 + if np.isscalar(x) and (x > self.angular_cutoff): # type: ignore[operator] + return 0 elif isinstance(x, np.ndarray) and x.size == 1: if float(x.flat[0]) > self.angular_cutoff: return 0 + if np.any(alpha <= 0): + raise ValueError("Received alpha <= 0. The King distribution is not defined here.") + if np.any(beta <= 1): + raise ValueError("Received beta <= 1. The King distribution is not defined here.") + # Broadcast x, alpha, beta = np.broadcast_arrays(x, alpha, beta) @@ -132,6 +136,15 @@ def cdf( if float(x.flat[0]) > self.angular_cutoff: return 1 + if np.any(alpha <= 0): + raise ValueError( + "Received alpha <= 0. The King distribution is onlydefined for alpha > 0." + ) + if np.any(beta <= 1): + raise ValueError( + "Received beta <= 1. The King distribution is onlydefined for beta > 1." + ) + # Broadcast x, alpha, beta = np.broadcast_arrays(x, alpha, beta) @@ -181,6 +194,11 @@ def marginalize( marginalized : ndarray Marginalized PDF values at each bin. """ + if np.any(alpha <= 0): + raise ValueError("Received alpha <= 0. The PDF is not defined here.") + if np.any(beta <= 1): + raise ValueError("Received beta <= 1. The PDF is not defined here.") + # Generate the sindec binning sindec = np.sin(dec) if nbins is None: @@ -253,6 +271,12 @@ def sample( ndarray Angular separations in radians, shape (n,). """ + + if np.any(alpha <= 0): + raise ValueError("Received alpha <= 0. The PDF is not defined here.") + if np.any(beta <= 1): + raise ValueError("Received beta <= 1. The PDF is not defined here.") + if rng is None: rng = np.random.default_rng() psi_grid = np.linspace(1e-6, self.angular_cutoff, n_grid) @@ -260,65 +284,7 @@ def sample( return np.interp(rng.uniform(0, cdf_grid[-1], n), cdf_grid, psi_grid) -class InterpolatedKingPDF(KingPDF): - """ - King PDF with pre-computed normalization interpolation for efficiency. - - Pre-calculates normalization constants on a grid of (alpha, beta) values - and uses 2D interpolation for fast norm() evaluations. - - Parameters - ---------- - angular_cutoff : float, optional - Maximum angular separation in radians. Default is pi. - points_alpha : ndarray, optional - Grid of alpha values for normalization interpolation. Unit: radians - points_beta : ndarray, optional - Grid of beta values for normalization interpolation. - """ - - def __init__( - self, - *, - angular_cutoff: float = np.pi, - points_alpha: npt.NDArray[np.floating] = np.logspace(-4, _log10pi + 1e-2, 200), - points_beta: npt.NDArray[np.floating] = np.logspace(0, 1, 200), - ) -> None: - super().__init__(angular_cutoff=angular_cutoff) - self.points_alpha, self.points_beta = points_alpha, points_beta - self.log10_points_alpha, self.log10_points_beta = ( - np.log10(points_alpha), - np.log10(points_beta), - ) - grid_alpha, grid_beta = np.meshgrid(self.points_alpha, self.points_beta) - norm_grid = cast( - npt.NDArray[np.floating], _norm(grid_alpha, grid_beta, self.angular_cutoff) - ) - self.log10_grid_norms = np.log10(norm_grid.T) - - def norm( - self, - alpha: Union[float, npt.NDArray[np.floating]], - beta: Union[float, npt.NDArray[np.floating]], - ) -> Union[float, npt.NDArray[np.floating]]: - if np.any(alpha < self.points_alpha[0]) or np.any(alpha > self.points_alpha[-1]): - raise ValueError( - f"Alpha value {alpha} must be within the interpolation grid: alpha in [{self.points_alpha[0]}, {self.points_alpha[-1]}]" - ) - if np.any(beta < self.points_beta[0]) or np.any(beta > self.points_beta[-1]): - raise ValueError( - f"Beta value {beta} must be within the interpolation grid: beta in [{self.points_beta[0]}, {self.points_beta[-1]}]" - ) - return 10 ** _interp2d( - np.log10(alpha), - np.log10(beta), - self.log10_points_alpha, - self.log10_points_beta, - self.log10_grid_norms, - ) - - -class TemplateSmearedKingPDF(InterpolatedKingPDF): +class TemplateSmearedKingPDF(KingPDF): """ King PDF convolved with a HEALPix template map using spherical harmonics. @@ -370,7 +336,7 @@ def __init__( eval_ras: Optional[Union[float, npt.NDArray[np.floating]]] = None, angular_cutoff: float = np.pi, points_alpha: npt.NDArray[np.floating] = np.logspace(-4, _log10pi + 1e-2, 100), - points_beta: npt.NDArray[np.floating] = np.logspace(0, 1, 100), + points_beta: npt.NDArray[np.floating] = np.nextafter(np.logspace(0, 1, 100), np.inf), lmax: Optional[int] = None, interpolation_method: str = "nearest", memory_limit_gb: float = 1.0, @@ -382,11 +348,25 @@ def __init__( self.interpolation_method = interpolation_method self.memory_limit_bytes = int(memory_limit_gb * 1e9) - super().__init__( - angular_cutoff=angular_cutoff, - points_alpha=points_alpha, - points_beta=points_beta, - ) + super().__init__(angular_cutoff=angular_cutoff) + + if np.any(points_alpha <= 0): + raise ValueError( + "Received points_alpha containing at least one point <= 0. The" + " KingPDF isn't defined in this region. Ensure your points are" + " all above 0.0 when passing them into TemplateSmearedKingPDF." + ) + if np.any(points_beta <= 1): + raise ValueError( + "Received points_beta containing at least one point <= 1. The" + " KingPDF isn't defined in this region. Ensure your points are" + " all above 1.0 when passing them into TemplateSmearedKingPDF." + ) + self.points_alpha = points_alpha + self.points_beta = points_beta + self.log10_points_alpha = np.log10(self.points_alpha) + self.log10_points_beta = np.log10(self.points_beta) + self.nside = hp.npix2nside(len(skymap)) self.lmax = (3 * self.nside - 1) if lmax is None else lmax self.mmax = self.lmax @@ -527,16 +507,10 @@ def precompute_bl_grid(self) -> npt.NDArray[np.floating]: # Evaluate the King PDF over the full (n_alpha, n_beta, n_theta) grid. # Compute normalisation constants once per (alpha, beta) pair and broadcast # over theta, avoiding n_theta redundant norm lookups per grid point. - alpha_g, beta_g = np.meshgrid(self.points_alpha, self.points_beta, indexing="ij") - norms = 10 ** _interp2d( - np.log10(alpha_g), - np.log10(beta_g), - self.log10_points_alpha, - self.log10_points_beta, - self.log10_grid_norms, - ) # (n_alpha, n_beta) + alpha_grid, beta_grid = np.meshgrid(self.points_alpha, self.points_beta, indexing="ij") + norms = self.norm(alpha_grid, beta_grid) unnorm = _unnormalized_pdf( - theta[None, None, :], alpha_g[:, :, None], beta_g[:, :, None] + theta[None, None, :], alpha_grid[:, :, None], beta_grid[:, :, None] ) # (n_alpha, n_beta, n_theta) pdf_vals = norms[:, :, None] * unnorm @@ -580,6 +554,18 @@ def get_king_b_l(self, alpha: float, beta: float) -> npt.NDArray[np.floating]: ndarray Spherical harmonic coefficients b_l for degrees 0 to lmax. """ + if np.any(alpha <= 0): + raise ValueError( + "Received alpha containing at least one point <= 0. The" + " KingPDF isn't defined in this region. Ensure your points are" + " all above 0.0 when passing them into TemplateSmearedKingPDF." + ) + if np.any(beta <= 1): + raise ValueError( + "Received beta containing at least one point <= 1. The" + " KingPDF isn't defined in this region. Ensure your points are" + " all above 1.0 when passing them into TemplateSmearedKingPDF." + ) log_a = np.log10(alpha) log_b = np.log10(beta) if self.interpolation_method == "nearest": @@ -622,6 +608,18 @@ def convolve_map(self, alpha: float, beta: float) -> npt.NDArray[np.floating]: ndarray Convolved HEALPix skymap at the same resolution as input. """ + if np.any(alpha <= 0): + raise ValueError( + "Received alpha containing at least one point <= 0. The" + " KingPDF isn't defined in this region. Ensure your points are" + " all above 0.0 when passing them into TemplateSmearedKingPDF." + ) + if np.any(beta <= 1): + raise ValueError( + "Received beta containing at least one point <= 1. The" + " KingPDF isn't defined in this region. Ensure your points are" + " all above 1.0 when passing them into TemplateSmearedKingPDF." + ) b_l = self.get_king_b_l(alpha, beta) harmonic_convolution = hp.almxfl(alm=self.skymap_alm, fl=b_l, mmax=self.mmax, inplace=False) return hp.alm2map(harmonic_convolution, nside=self.nside, lmax=self.lmax, mmax=self.mmax) @@ -647,6 +645,18 @@ def convolve_at_grid_point( float or ndarray Convolved PDF value(s) at evaluation coordinates. """ + if np.any(alpha <= 0): + raise ValueError( + "Received alpha containing at least one point <= 0. The" + " KingPDF isn't defined in this region. Ensure your points are" + " all above 0.0 when passing them into TemplateSmearedKingPDF." + ) + if np.any(beta <= 1): + raise ValueError( + "Received beta containing at least one point <= 1. The" + " KingPDF isn't defined in this region. Ensure your points are" + " all above 1.0 when passing them into TemplateSmearedKingPDF." + ) b_l = self.get_king_b_l(alpha, beta) return b_l @ self._c_l @@ -706,6 +716,19 @@ def sample( Samples land at HEALPix pixel centres. The positional resolution is therefore limited by the skymap pixelisation (~`hp.nside2resol(nside)`). """ + if np.any(alpha <= 0): + raise ValueError( + "Received alpha containing at least one point <= 0. The" + " KingPDF isn't defined in this region. Ensure your points are" + " all above 0.0 when passing them into TemplateSmearedKingPDF." + ) + if np.any(beta <= 1): + raise ValueError( + "Received beta containing at least one point <= 1. The" + " KingPDF isn't defined in this region. Ensure your points are" + " all above 1.0 when passing them into TemplateSmearedKingPDF." + ) + if rng is None: rng = np.random.default_rng() diff --git a/kingmaker/utils.py b/kingmaker/utils.py index 8f3401a..0753b6e 100644 --- a/kingmaker/utils.py +++ b/kingmaker/utils.py @@ -1,13 +1,10 @@ from typing import Tuple, Union import numpy as np import numpy.typing as npt -from numba import guvectorize, njit -from numba import float32, float64 +from numba import njit, prange -_log10pi: float = np.log10(np.pi) - -@njit +@njit(cache=True) def _interp1d(x: float, xlow: float, xhigh: float, ylow: float, yhigh: float) -> float: """ Perform 1D linear interpolation. @@ -33,88 +30,7 @@ def _interp1d(x: float, xlow: float, xhigh: float, ylow: float, yhigh: float) -> return ylow + (yhigh - ylow) / (xhigh - xlow) * (x - xlow) -@guvectorize( - [ - (float32, float32, float32[:], float32[:], float32[:, :], float32[:]), - (float64, float64, float64[:], float64[:], float64[:, :], float64[:]), - ], - "(),(),(n),(m),(n,m)->()", - cache=True, -) -def _interp2d(x, y, xp, yp, z, result): - """ - Perform 2D bilinear interpolation on a regular grid. - - Vectorized interpolation supporting both float32 and float64. Uses - bilinear interpolation within grid cells and handles edge cases by - clamping to boundary values. - - Parameters - ---------- - x : float or ndarray - X-coordinate(s) at which to interpolate. - y : float or ndarray - Y-coordinate(s) at which to interpolate. - xp : ndarray - Sorted 1D array of x-coordinates defining the grid. - yp : ndarray - Sorted 1D array of y-coordinates defining the grid. - z : ndarray - 2D array of function values at grid points (shape: len(xp) x len(yp)). - result : ndarray - Output array for interpolated values. - """ - xmax, ymax = int(len(xp) - 1), int(len(yp) - 1) - xidx = np.searchsorted(xp, x, "right") - yidx = np.searchsorted(yp, y, "right") - - # Clamp indices and coordinates to the grid boundary. - if xidx == 0: - xidx = 1 - if yidx == 0: - yidx = 1 - if xidx > xmax: - xidx = xmax - if yidx > ymax: - yidx = ymax - - # Get the coordinates for the surrounding box - left, right = xp[xidx - 1], xp[xidx] - bottom, top = yp[yidx - 1], yp[yidx] - - # Clamp query point so _interp1d doesn't extrapolate beyond the edge. - x = max(left, min(right, x)) - y = max(bottom, min(top, y)) - - # Get the values at the 4 surrounding points - z_left_bottom, z_right_bottom = z[xidx - 1, yidx - 1], z[xidx, yidx - 1] - z_left_top, z_right_top = z[xidx - 1, yidx], z[xidx, yidx] - - z_bottom = _interp1d(x, left, right, z_left_bottom, z_right_bottom) - z_top = _interp1d(x, left, right, z_left_top, z_right_top) - - # And return the interpolation between the low and high - result[0] = _interp1d(y, bottom, top, z_bottom, z_top) - - -def map2nside(skymap: npt.NDArray[np.floating]) -> int: - """ - Compute HEALPix nside parameter from skymap size. - - Parameters - ---------- - skymap : ndarray - HEALPix map array. - - Returns - ------- - int - HEALPix nside parameter (npix = 12 * nside^2). - """ - return int(np.sqrt(len(skymap) / 12)) - - -@njit +@njit(cache=True) def angular_distance( src_ra: Union[float, npt.NDArray[np.floating]], src_dec: Union[float, npt.NDArray[np.floating]], @@ -144,10 +60,50 @@ def angular_distance( Angular separation(s) in radians. """ cosDist = np.cos(src_ra - ra) * np.cos(src_dec) * np.cos(dec) + np.sin(src_dec) * np.sin(dec) - return np.arccos(cosDist) # type: ignore[no-any-return] - - -@njit + return np.arccos(np.minimum(np.maximum(cosDist, -1.0), 1.0)) # type: ignore[no-any-return] + + +@njit(cache=True) +def _pre_mask_and_distance( + ra: npt.NDArray[np.floating], + dec: npt.NDArray[np.floating], + src_ra: float, + src_dec: float, + cutoff: float, + ra_span: float, +) -> npt.NDArray[np.floating]: + """Single-pass rectangular pre-filter and haversine for the single-source case. + + Combines the dec/RA bounding-box rejection and the exact angular distance + into one loop over events, reading each record's ra/dec once from the same + cache line. The haversine is evaluated only for events that survive both + pre-checks (~0.6% at 10°, ~0.15% at 5°). + + Returns an array of length len(ra) where element i holds the angular + distance to the source when event i is within `cutoff`, and -1.0 otherwise. + """ + n = len(ra) + dists = np.full(n, -1.0) + cos_src_dec = np.cos(src_dec) + sin_src_dec = np.sin(src_dec) + for i in prange(n): + if abs(dec[i] - src_dec) >= cutoff: + continue + ra_diff = abs(ra[i] - src_ra) + if ra_diff > np.pi: + ra_diff = 2 * np.pi - ra_diff + if ra_diff >= ra_span: + continue + cos_dist = np.cos(ra[i] - src_ra) * cos_src_dec * np.cos(dec[i]) + sin_src_dec * np.sin( + dec[i] + ) + d = np.arccos(min(max(cos_dist, -1), 1)) + if d < cutoff: + dists[i] = d + return dists + + +@njit(cache=True) def meshgrid2d( a: npt.NDArray[np.floating], b: npt.NDArray[np.floating] ) -> Tuple[npt.NDArray[np.floating], npt.NDArray[np.floating]]: diff --git a/kingmaker/wrapper.py b/kingmaker/wrapper.py index 39daca6..65905bf 100644 --- a/kingmaker/wrapper.py +++ b/kingmaker/wrapper.py @@ -4,11 +4,10 @@ from os.path import exists import logging import numpy as np -import healpy as hp -from .pdf import InterpolatedKingPDF, TemplateSmearedKingPDF +from .pdf import KingPDF from .fitting import KingPSFFitter -from .utils import angular_distance, _interp1d +from .utils import angular_distance, _pre_mask_and_distance, _interp1d class KingSpatialLikelihood: @@ -32,17 +31,16 @@ class then fits King distribution parameters using the requested parameter binni cache_name: str = "king_parameters_cache.npz" # Store an instance of the PDF class to use for evaluations. This will be - # either a InterpolatedKingPDF (point source) or a TemplateSmearedKingPDF - # (extended source with skymap). - king_pdf: InterpolatedKingPDF - template_pdf: TemplateSmearedKingPDF - nside: int + # either a KingPDF for standard point source searches + king_pdf: KingPDF + + # Source-level information + source_ras: Optional[npt.NDArray[Any]] = None + source_decs: Optional[npt.NDArray[Any]] = None # Have some place to cache the per-event information so we don't need to # recalculate it every time we evaluate the PDF. events: Optional[Any] = None - event_alpha: Dict[float, npt.NDArray[np.floating]] - event_beta: Dict[float, npt.NDArray[np.floating]] event_distances: Union[npt.NDArray[np.floating], List[float]] map_index: Union[npt.NDArray[np.integer], List[int]] event_pvalue: Dict[float, Union[List, npt.NDArray[np.floating]]] @@ -63,9 +61,10 @@ def __init__( 4.0, ], angular_cutoff: float = np.pi, - skymap: Union[npt.NDArray[np.floating], None] = None, cache_parameters: bool = True, cache_name: str = "./king_parameters_cache.npz", + remove_weight_outliers=True, + weight_outlier_percentiles=(0, 95), weight_field: str = "ow", true_ra_name: str = "trueRa", true_dec_name: str = "trueDec", @@ -78,10 +77,8 @@ def __init__( # the parametrization bins later, since the user may have simply # passed in a number of bins instead of actual bin edges. self.spectral_indices = np.atleast_1d(spectral_indices) - self.skymap = skymap # Set some default values for the event-level parameters. - self.event_alpha, self.event_beta = {}, {} self.event_distances, self.map_index = [], [] self.event_pvalue = {} @@ -104,6 +101,8 @@ def __init__( minimum_counts=minimum_counts, spectral_indices=spectral_indices, angular_cutoff=np.pi, + remove_weight_outliers=remove_weight_outliers, + weight_outlier_percentiles=weight_outlier_percentiles, weight_field=weight_field, true_ra_name=true_ra_name, true_dec_name=true_dec_name, @@ -131,119 +130,113 @@ def __init__( self.alpha_values = fitted_parameters["alpha"] self.beta_values = fitted_parameters["beta"] - # Instantiate the PDF object. If we have a template, use the template-smoothed - # PDF; otherwise, use the standard interpolated PDF. - if self.skymap is not None: - self.nside = hp.npix2nside(len(self.skymap)) - self.template_pdf = TemplateSmearedKingPDF( - skymap=self.skymap, angular_cutoff=angular_cutoff - ) - else: - self.king_pdf = InterpolatedKingPDF(angular_cutoff=angular_cutoff) - + # Instantiate the PDF object. + self.king_pdf = KingPDF(angular_cutoff=angular_cutoff) return - def events_match(self, events: npt.NDArray[Any]): + def _events_match(self, events: npt.NDArray[Any]) -> bool: if self.events is None: return False - return np.array_equal(self.events["ra"], events["ra"]) and np.array_equal( - self.events["dec"], events["dec"] + if events is None: + return True + if len(self.events) != len(events): + return False + result = np.array_equal(self.events["ra"][::10], events["ra"][::10]) + result &= np.array_equal(self.events["dec"][::10], events["dec"][::10]) + return result + + def _sources_match(self, source_ras: npt.NDArray[Any], source_decs: npt.NDArray[Any]) -> bool: + if self.source_ras is None: + return False + if self.source_decs is None: + return False + if source_ras is None: + return True + if source_decs is None: + return True + if len(self.source_ras) != len(source_ras): + return False + if len(self.source_decs) != len(source_decs): + return False + return np.array_equal(self.source_ras, source_ras) and np.array_equal( + self.source_decs, source_decs ) def set_events( self, events: npt.NDArray[Any], - source_ras: Optional[npt.NDArray[np.floating]] = None, - source_decs: Optional[npt.NDArray[np.floating]] = None, + source_ras: Optional[npt.NDArray[np.floating]], + source_decs: Optional[npt.NDArray[np.floating]], ) -> None: - """Calculate the King distribution parameters (alpha and beta) for a given set of events by interpolating - the fitted parameters based on the event parameters and the provided binning. Then calculate the pvalues - for each spectral index for each event and store them so we can interpolate them at runtime. + """Calculate per-event pvalues for each spectral index by interpolating + the King PDF at the nearest parametrization bin for each event. """ - if self.events_match(events): + if self._events_match(events) and self._sources_match(source_ras, source_decs): return self.events = events self.source_ras = source_ras self.source_decs = source_decs - # The source_ras and source_decs must be specified unless we're using the - # template PDF. Ensure that this is the case and raise an error if not. - if self.skymap is None and (source_ras is None or source_decs is None): + # Make sure we have a matching number of source_ras and source_decs if we're given multiple sources. + if (source_ras is None) and (source_decs is None): raise ValueError( - "This instance of the KingSpatialLikelihood was not configured with" - " a skymap, suggesting that this should be a point source analysis." - " However, no source locations were provided. Please ensure that" - " source_ras and source_decs are provided when calling set_events." + "No source_ras and source_decs were provided to the set_eventsfunction." ) - - # Make sure we have a matching number of source_ras and source_decs if we're given multiple sources. - if (source_ras is not None and source_decs is not None) and ( - len(source_ras) != len(source_decs) - ): + if (source_ras is None or source_decs is None) or (len(source_ras) != len(source_decs)): raise ValueError( "The number of source_ras and source_decs must match. Please ensure " "that these arrays have the same length when passing into set_events." ) - # Interpolate to get the alpha and beta values for each spectral index for - # each event in the given sample. + if (not self.multiple_source_warning_logged) and (len(source_ras) > 1): + logging.warning( + "Multiple source positions provided. This has not been tested and" + " may not work as expected. Please check the results carefully!" + ) + self.multiple_source_warning_logged = True + + # Calculate angular distances and build event_mask. For the common + # single-source case with a sub-pi cutoff, a single compiled numba pass + # does the rectangular (dec, RA) pre-filter and the haversine together, + # reading each event's ra/dec only once. + cutoff = self.king_pdf.angular_cutoff + if len(source_ras) == 1 and cutoff < np.pi: + src_ra = float(source_ras[0]) + src_dec = float(source_decs[0]) + ra_span = min(cutoff / max(abs(np.cos(src_dec)), np.sin(cutoff)), np.pi) + dists_all = _pre_mask_and_distance( + events["ra"], events["dec"], src_ra, src_dec, cutoff, ra_span + ) + self.event_mask = dists_all >= 0 + self.event_distances = dists_all[self.event_mask] + else: + all_dists = angular_distance(events["ra"], events["dec"], source_ras, source_decs) + self.event_mask = all_dists < cutoff + self.event_distances = all_dists[self.event_mask] + + # Nearest-bin lookup. Field-first masking (events[key][mask]) avoids + # copying the full structured array before extracting each field. def index(centers, values): i = np.searchsorted(centers, values).clip(1, len(centers) - 1) return np.where(values - centers[i - 1] < centers[i] - values, i - 1, i) - event_indices = [index(self.bin_centers[i], events[key]) for i, key in enumerate(self.keys)] - for i, gamma in enumerate(self.spectral_indices): - self.event_alpha[gamma] = self.alpha_values[i][*event_indices] - self.event_beta[gamma] = self.beta_values[i][*event_indices] - - # Start calculating the pvalues. - # TODO: By assuming keys "ra" and "dec" exist and are usable here, we're - # implicitly building in an IceCube-centric assumption. Ideally, we want - # to make this code more generic. This will require us to accept the names - # of these as configurable parameters. + event_indices = tuple( + index(self.bin_centers[i], events[key][self.event_mask]) + for i, key in enumerate(self.keys) + ) - # If we're using a skymap, then we can calculate the bin - # index for each event now. - if self.skymap is not None: - self.map_index = hp.ang2pix(self.nside, events["dec"], events["ra"], lonlat=True) - # TODO: How can I calculate the pvalues for the PDF-convolved skymap without calculating - # each event individually? This needs to be done efficiently, but I'm not yet sure how - # to do that. I suppose I could calculate the alm values for a grid of alpha/beta values? - # That should at least be less expensive to store in memory and still be reasonable efficient - # if I need to do evaluations, but it's still going to be slower than I'd like. - raise NotImplementedError( - "Interpolated pvalues for the template-smoothed PDF are not yet implemented." - ) + all_alpha = self.alpha_values[(slice(None), *event_indices)] + all_beta = self.beta_values[(slice(None), *event_indices)] + all_pvalues = self.king_pdf.pdf(self.event_distances, all_alpha, all_beta) + for i, gamma in enumerate(self.spectral_indices): + self.event_pvalue[gamma] = all_pvalues[i] - # Otherwise, we can calculate the angular separation for each event now. - # TODO: Ensure the broadcasting works properly here if we have multiple sources... - else: - assert source_ras is not None - self.event_distances = angular_distance( - events["ra"], events["dec"], source_ras, source_decs - ) - if (not self.multiple_source_warning_logged) and (len(source_ras) > 1): - logging.warning( - "Multiple source positions provided. This has not been tested and" - " may not work as expected. Please check the results carefully!" - ) - self.multiple_source_warning_logged = True - for gamma in self.spectral_indices: - self.event_pvalue[gamma] = self.king_pdf.pdf( - self.event_distances, self.event_alpha[gamma], self.event_beta[gamma] - ) # type: ignore[assignment, arg-type] return def evaluate_pdf(self, events: npt.NDArray[Any], gamma: float = 2) -> npt.NDArray[np.floating]: # If we haven't already calculated the per-event alpha and beta parameters, do so now. - if len(self.event_alpha) == 0 or len(self.event_beta) == 0: - raise RuntimeError( - "Events have not been configured yet. Call set_events with the appropriate events" - " for this trial and source locations before evaluating the PDF." - ) - - if not self.events_match(events): + if not self._events_match(events): raise RuntimeError( "The events provided to evaluate_pdf do not match the events that were used to calculate the per-event parameters." " Please ensure that you call set_events with the same events that you later pass into evaluate_pdf." @@ -255,7 +248,8 @@ def evaluate_pdf(self, events: npt.NDArray[Any], gamma: float = 2) -> npt.NDArra ) gamma_low, gamma_high = self.spectral_indices[idx], self.spectral_indices[idx + 1] - result = _interp1d( + result = np.zeros(len(self.events)) + result[self.event_mask] = _interp1d( gamma, gamma_low, gamma_high, diff --git a/pyproject.toml b/pyproject.toml index 32f095b..796572e 100644 --- a/pyproject.toml +++ b/pyproject.toml @@ -13,6 +13,7 @@ dependencies = [ 'numba', 'matplotlib', 'healpy', + 'tqdm', ] dynamic = ["version"] diff --git a/tests/test_basic.py b/tests/test_basic.py index 160aaff..048ab1d 100644 --- a/tests/test_basic.py +++ b/tests/test_basic.py @@ -1,13 +1,12 @@ """Smoke tests: verify all public classes can be imported.""" -from kingmaker.pdf import KingPDF, InterpolatedKingPDF, TemplateSmearedKingPDF +from kingmaker.pdf import KingPDF, TemplateSmearedKingPDF from kingmaker.fitting import KingPSFFitter from kingmaker.wrapper import KingSpatialLikelihood def test_imports(): assert KingPDF is not None - assert InterpolatedKingPDF is not None assert TemplateSmearedKingPDF is not None assert KingPSFFitter is not None assert KingSpatialLikelihood is not None diff --git a/tests/test_fitting.py b/tests/test_fitting.py index e91518b..13547d8 100644 --- a/tests/test_fitting.py +++ b/tests/test_fitting.py @@ -12,13 +12,13 @@ from numpy.testing import assert_allclose from kingmaker.fitting import KingPSFFitter -from kingmaker.pdf import InterpolatedKingPDF +from kingmaker.pdf import KingPDF RNG_SEED = 42 # One shared PDF instance to avoid re-building the 200×200 norm grid per test. -_KING_PDF = InterpolatedKingPDF() +_KING_PDF = KingPDF() def _make_events(n, alpha, beta, aux_field, aux_vals, rng): diff --git a/tests/test_interpolated_king_pdf.py b/tests/test_interpolated_king_pdf.py deleted file mode 100644 index fc257f7..0000000 --- a/tests/test_interpolated_king_pdf.py +++ /dev/null @@ -1,209 +0,0 @@ -""" -Unit tests for InterpolatedKingPDF. - -Focuses on what InterpolatedKingPDF adds over KingPDF: the precomputed -normalization grid, the interpolated norm() override, and out-of-bounds -error handling. Inherited PDF/CDF/sample behaviour is tested against the -base class to confirm the interpolation doesn't break correctness. -""" - -import numpy as np -import pytest -from numpy.testing import assert_allclose - -from kingmaker.pdf import KingPDF, InterpolatedKingPDF - - -# --------------------------------------------------------------------------- -# Shared fixtures -# --------------------------------------------------------------------------- - -PARAM_CASES = [ - pytest.param(np.radians(0.5), 2.0, id="narrow-moderate"), - pytest.param(np.radians(2.0), 2.0, id="wide-moderate"), - pytest.param(np.radians(1.0), 5.0, id="moderate-heavy"), - pytest.param(np.radians(1.0), 9.0, id="near-grid-edge"), -] - - -# --------------------------------------------------------------------------- -# Initialization -# --------------------------------------------------------------------------- - - -class TestInterpolatedKingPDFInit: - def test_default_grid_shapes(self): - king = InterpolatedKingPDF() - assert len(king.points_alpha) == 200 - assert len(king.points_beta) == 200 - - def test_default_cutoff(self): - king = InterpolatedKingPDF() - assert king.angular_cutoff == np.pi - - def test_custom_cutoff_stored(self): - king = InterpolatedKingPDF(angular_cutoff=np.pi / 2) - assert king.angular_cutoff == np.pi / 2 - - def test_custom_grid_stored(self): - alphas = np.logspace(-3, 0, 50) - betas = np.logspace(0, 1, 50) - king = InterpolatedKingPDF(points_alpha=alphas, points_beta=betas) - assert_allclose(king.points_alpha, alphas) - assert_allclose(king.points_beta, betas) - - def test_log10_grids_match_points(self): - king = InterpolatedKingPDF() - assert_allclose(king.log10_points_alpha, np.log10(king.points_alpha)) - assert_allclose(king.log10_points_beta, np.log10(king.points_beta)) - - def test_norm_grid_shape(self): - alphas = np.logspace(-3, 0, 30) - betas = np.logspace(0, 1, 40) - king = InterpolatedKingPDF(points_alpha=alphas, points_beta=betas) - assert king.log10_grid_norms.shape == (30, 40) - - def test_norm_grid_finite(self): - king = InterpolatedKingPDF() - assert np.all(np.isfinite(king.log10_grid_norms)) - - def test_norm_grid_positive(self): - """All precomputed normalizations must be positive (log10 of positive).""" - king = InterpolatedKingPDF() - assert np.all(10**king.log10_grid_norms > 0) - - -# --------------------------------------------------------------------------- -# Norm accuracy vs base class -# --------------------------------------------------------------------------- - - -class TestInterpolatedKingPDFNorm: - @pytest.mark.parametrize("alpha, beta", PARAM_CASES) - def test_norm_close_to_base(self, alpha, beta): - """Interpolated norm should agree with the exact norm to < 0.1%.""" - base = KingPDF() - interp = InterpolatedKingPDF() - assert_allclose(interp.norm(alpha, beta), base.norm(alpha, beta), rtol=1e-3) - - @pytest.mark.parametrize("alpha, beta", PARAM_CASES) - def test_norm_positive(self, alpha, beta): - king = InterpolatedKingPDF() - assert king.norm(alpha, beta) > 0 - - @pytest.mark.parametrize("alpha, beta", PARAM_CASES) - def test_norm_finite(self, alpha, beta): - king = InterpolatedKingPDF() - assert np.isfinite(king.norm(alpha, beta)) - - def test_norm_array_input(self): - king = InterpolatedKingPDF() - alphas = np.radians([0.5, 1.0, 2.0]) - norms = king.norm(alphas, 2.0) - assert norms.shape == alphas.shape - assert np.all(norms > 0) - - def test_norm_array_matches_scalar(self): - king = InterpolatedKingPDF() - alphas = np.radians([0.5, 1.0, 2.0]) - scalar_norms = np.array([king.norm(a, 2.0) for a in alphas]) - assert_allclose(king.norm(alphas, 2.0), scalar_norms, rtol=1e-6) - - # Out-of-bounds errors - def test_raises_alpha_too_small(self): - king = InterpolatedKingPDF() - with pytest.raises(ValueError, match="[Aa]lpha"): - king.norm(king.points_alpha[0] * 0.5, 2.0) - - def test_raises_alpha_too_large(self): - king = InterpolatedKingPDF() - with pytest.raises(ValueError, match="[Aa]lpha"): - king.norm(king.points_alpha[-1] * 2.0, 2.0) - - def test_raises_beta_too_small(self): - king = InterpolatedKingPDF() - with pytest.raises(ValueError, match="[Bb]eta"): - king.norm(np.radians(1.0), king.points_beta[0] * 0.5) - - def test_raises_beta_too_large(self): - king = InterpolatedKingPDF() - with pytest.raises(ValueError, match="[Bb]eta"): - king.norm(np.radians(1.0), king.points_beta[-1] * 2.0) - - -# --------------------------------------------------------------------------- -# PDF correctness (inherits KingPDF.pdf but uses interpolated norm) -# --------------------------------------------------------------------------- - - -class TestInterpolatedKingPDFPDF: - @pytest.mark.parametrize("alpha, beta", PARAM_CASES) - def test_pdf_close_to_base(self, alpha, beta): - """PDF values from interpolated norm should match the base class.""" - theta = np.linspace(0, np.radians(5), 100) - base = KingPDF() - interp = InterpolatedKingPDF() - assert_allclose(interp.pdf(theta, alpha, beta), base.pdf(theta, alpha, beta), rtol=1e-3) - - @pytest.mark.parametrize("alpha, beta", PARAM_CASES) - def test_normalizes_to_one(self, alpha, beta): - king = InterpolatedKingPDF() - theta = np.linspace(0, king.angular_cutoff, 5000) - integral = 2 * np.pi * np.trapezoid(king.pdf(theta, alpha, beta) * np.sin(theta), theta) - assert_allclose(integral, 1.0, rtol=1e-3) - - @pytest.mark.parametrize("cutoff", [np.pi / 2, np.pi]) - def test_zero_beyond_cutoff(self, cutoff): - king = InterpolatedKingPDF(angular_cutoff=cutoff) - beyond = np.array([cutoff + 0.01, cutoff + 0.2]) - beyond = beyond[beyond <= np.pi] - vals = king.pdf(beyond, np.radians(1.0), 2.0) - assert np.all(vals == 0) - - @pytest.mark.parametrize("alpha, beta", PARAM_CASES) - def test_pdf_positive_inside_cutoff(self, alpha, beta): - king = InterpolatedKingPDF() - theta = np.linspace(0, np.radians(5), 50) - assert np.all(king.pdf(theta, alpha, beta) >= 0) - - -# --------------------------------------------------------------------------- -# CDF correctness -# --------------------------------------------------------------------------- - - -class TestInterpolatedKingPDFCDF: - @pytest.mark.parametrize("alpha, beta", PARAM_CASES) - def test_cdf_close_to_base(self, alpha, beta): - theta = np.linspace(0, np.radians(5), 50) - base = KingPDF() - interp = InterpolatedKingPDF() - assert_allclose(interp.cdf(theta, alpha, beta), base.cdf(theta, alpha, beta), rtol=1e-3) - - @pytest.mark.parametrize("alpha, beta", PARAM_CASES) - def test_cdf_at_cutoff_is_one(self, alpha, beta): - king = InterpolatedKingPDF() - assert_allclose(king.cdf(king.angular_cutoff, alpha, beta), 1.0, rtol=1e-3) - - -# --------------------------------------------------------------------------- -# Sampling (inherited, but confirm it still works with interpolated norm) -# --------------------------------------------------------------------------- - - -class TestInterpolatedKingPDFSample: - def test_sample_length(self): - king = InterpolatedKingPDF() - assert len(king.sample(200, np.radians(1.0), 2.0)) == 200 - - def test_samples_within_cutoff(self): - cutoff = np.pi / 2 - king = InterpolatedKingPDF(angular_cutoff=cutoff) - samples = king.sample(500, np.radians(1.0), 2.0) - assert np.all(samples <= cutoff + 1e-9) - - def test_sample_reproducible(self): - king = InterpolatedKingPDF() - s1 = king.sample(100, np.radians(1.0), 2.0, rng=np.random.default_rng(7)) - s2 = king.sample(100, np.radians(1.0), 2.0, rng=np.random.default_rng(7)) - assert_allclose(s1, s2) diff --git a/tests/test_template_smeared_king_pdf.py b/tests/test_template_smeared_king_pdf.py index e779112..5a0d64f 100644 --- a/tests/test_template_smeared_king_pdf.py +++ b/tests/test_template_smeared_king_pdf.py @@ -25,7 +25,7 @@ # Start alpha at 1e-2 rad (~0.57 deg): values below ~theta_grid[1]=1e-4 cause the # trapezoid rule to miss the PSF core in the first bin, so b_0 deviates from 1. POINTS_ALPHA = np.logspace(-2, np.log10(np.pi) + 1e-2, 20) -POINTS_BETA = np.logspace(0, 1, 20) +POINTS_BETA = np.logspace(0, 1, 20) + 1e-5 # A broad PSF that is well-resolved at nside=32 (~1.8 deg/pixel) ALPHA = np.radians(5.0) diff --git a/tests/test_utils.py b/tests/test_utils.py index 66b54da..4f94e6f 100644 --- a/tests/test_utils.py +++ b/tests/test_utils.py @@ -1,158 +1,14 @@ """ Unit tests for kingmaker.utils. -Covers _interp2d (bilinear interpolation, boundary clamping, grid-exact -recovery), map2nside, angular_distance (known angles, symmetry, self-distance), -and meshgrid2d (shape, values, dtype preservation). +Covers angular_distance (known angles, symmetry, self-distance) and +meshgrid2d (shape, values, dtype preservation). """ import numpy as np -import pytest from numpy.testing import assert_allclose -from kingmaker.utils import _interp2d, angular_distance, map2nside, meshgrid2d - - -# --------------------------------------------------------------------------- -# Helpers -# --------------------------------------------------------------------------- - - -def _make_linear_grid(nx=5, ny=7): - """Grid where z(x,y) = x + y — bilinear interpolation is exact.""" - xp = np.linspace(0.0, 1.0, nx, dtype=np.float64) - yp = np.linspace(0.0, 1.0, ny, dtype=np.float64) - z = xp[:, None] + yp[None, :] - return xp, yp, z - - -def _make_product_grid(nx=6, ny=8): - """Grid where z(x,y) = x * y — tests non-trivial bilinear blending.""" - xp = np.linspace(0.0, 1.0, nx, dtype=np.float64) - yp = np.linspace(0.0, 1.0, ny, dtype=np.float64) - z = xp[:, None] * yp[None, :] - return xp, yp, z - - -# --------------------------------------------------------------------------- -# _interp2d — interior interpolation -# --------------------------------------------------------------------------- - - -class TestInterp2DInterior: - def test_exact_at_grid_points(self): - """Query at every grid point should return the stored value exactly.""" - xp, yp, z = _make_linear_grid() - for i, xi in enumerate(xp): - for j, yj in enumerate(yp): - result = _interp2d(xi, yj, xp, yp, z) - assert_allclose(result, z[i, j], rtol=1e-12) - - def test_midpoint_linear_grid(self): - """Midpoint of a linear-z grid: bilinear interpolation is exact.""" - xp, yp, z = _make_linear_grid(nx=5, ny=5) - x_mid = (xp[1] + xp[2]) / 2 - y_mid = (yp[1] + yp[2]) / 2 - expected = x_mid + y_mid - assert_allclose(_interp2d(x_mid, y_mid, xp, yp, z), expected, rtol=1e-12) - - def test_product_grid_midpoint(self): - """Midpoint of a product grid: bilinear approximation matches analytic.""" - xp, yp, z = _make_product_grid() - x_mid = (xp[2] + xp[3]) / 2 - y_mid = (yp[3] + yp[4]) / 2 - # Bilinear interpolation of x*y is exact at midpoints of grid cells. - expected = x_mid * y_mid - assert_allclose(_interp2d(x_mid, y_mid, xp, yp, z), expected, rtol=1e-10) - - def test_array_input_shape(self): - """Vectorised call: output shape matches input shape.""" - xp, yp, z = _make_linear_grid() - xs = np.array([0.1, 0.5, 0.9], dtype=np.float64) - ys = np.array([0.2, 0.4, 0.8], dtype=np.float64) - out = _interp2d(xs, ys, xp, yp, z) - assert out.shape == (3,) - - def test_array_values_match_scalar(self): - """Vectorised and scalar calls produce identical results.""" - xp, yp, z = _make_linear_grid() - xs = np.array([0.1, 0.3, 0.7], dtype=np.float64) - ys = np.array([0.2, 0.5, 0.9], dtype=np.float64) - batch = _interp2d(xs, ys, xp, yp, z) - scalar = np.array([_interp2d(xi, yi, xp, yp, z) for xi, yi in zip(xs, ys)]) - assert_allclose(batch, scalar, rtol=1e-12) - - def test_float32_supported(self): - """float32 arrays produce finite results without error.""" - xp = np.linspace(0, 1, 5, dtype=np.float32) - yp = np.linspace(0, 1, 5, dtype=np.float32) - z = (xp[:, None] + yp[None, :]).astype(np.float32) - result = _interp2d(np.float32(0.5), np.float32(0.5), xp, yp, z) - assert np.isfinite(result) - assert_allclose(float(result), 1.0, rtol=1e-5) - - -# --------------------------------------------------------------------------- -# _interp2d — boundary clamping -# --------------------------------------------------------------------------- - - -class TestInterp2DBoundary: - def test_clamp_below_x(self): - """Query below xp[0] should return the x=xp[0] edge value.""" - xp, yp, z = _make_linear_grid() - assert_allclose(_interp2d(-1.0, yp[2], xp, yp, z), z[0, 2], rtol=1e-12) - - def test_clamp_above_x(self): - """Query above xp[-1] should return the x=xp[-1] edge value.""" - xp, yp, z = _make_linear_grid() - assert_allclose(_interp2d(2.0, yp[2], xp, yp, z), z[-1, 2], rtol=1e-12) - - def test_clamp_below_y(self): - """Query below yp[0] should return the y=yp[0] edge value.""" - xp, yp, z = _make_linear_grid() - assert_allclose(_interp2d(xp[2], -1.0, xp, yp, z), z[2, 0], rtol=1e-12) - - def test_clamp_above_y(self): - """Query above yp[-1] should return the y=yp[-1] edge value.""" - xp, yp, z = _make_linear_grid() - assert_allclose(_interp2d(xp[2], 2.0, xp, yp, z), z[2, -1], rtol=1e-12) - - def test_corner_bottom_left(self): - """Query at (xp[0], yp[0]) returns z[0, 0], not z[1, 1].""" - xp, yp, z = _make_product_grid() - assert_allclose(_interp2d(xp[0], yp[0], xp, yp, z), z[0, 0], rtol=1e-12) - - def test_corner_top_right(self): - """Query at (xp[-1], yp[-1]) returns z[-1, -1].""" - xp, yp, z = _make_product_grid() - assert_allclose(_interp2d(xp[-1], yp[-1], xp, yp, z), z[-1, -1], rtol=1e-12) - - def test_corner_bottom_right(self): - """Query at (xp[-1], yp[0]) returns z[-1, 0].""" - xp, yp, z = _make_product_grid() - assert_allclose(_interp2d(xp[-1], yp[0], xp, yp, z), z[-1, 0], rtol=1e-12) - - def test_corner_top_left(self): - """Query at (xp[0], yp[-1]) returns z[0, -1].""" - xp, yp, z = _make_product_grid() - assert_allclose(_interp2d(xp[0], yp[-1], xp, yp, z), z[0, -1], rtol=1e-12) - - -# --------------------------------------------------------------------------- -# map2nside -# --------------------------------------------------------------------------- - - -class TestMap2Nside: - @pytest.mark.parametrize("nside", [1, 2, 4, 8, 16, 32, 64, 128, 256, 512]) - def test_round_trip(self, nside): - npix = 12 * nside**2 - skymap = np.ones(npix) - assert map2nside(skymap) == nside - - def test_returns_int(self): - assert isinstance(map2nside(np.ones(12)), int) +from kingmaker.utils import angular_distance, meshgrid2d # ---------------------------------------------------------------------------