{ "cells": [ { "cell_type": "markdown", "id": "0ba49a55-91bf-4bd2-972f-2d60980a7129", "metadata": {}, "source": [ "# Visualization of Laplace density and HLD 1D" ] }, { "cell_type": "code", "execution_count": 23, "id": "6ec126da-ab43-46ac-8195-5ed10d8c351a", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "ESS x1 | HLD: 1388 Prox-ULA: 265\n", "Sparsity| HLD: 9.8% Prox-ULA: 8.9%\n" ] }, { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Saved hld_diagnostics.pdf and hld_diagnostics.png\n" ] } ], "source": [ "import numpy as np\n", "import matplotlib.pyplot as plt\n", "import matplotlib.gridspec as gridspec\n", "from matplotlib.colors import Normalize\n", "from matplotlib.cm import ScalarMappable\n", "from context import samplers as samplers\n", "np.random.seed(10)\n", "\n", "# ── helpers ──────────────────────────────────────────────────────────────────\n", "\n", "def soft(x, tau):\n", " return np.sign(x) * np.maximum(np.abs(x) - tau, 0)\n", "\n", "def make_prox_kernel(tau, grad, lam, gamma, p, beta=1):\n", " grad_F = lambda x: grad(x) + (x - soft(x, lam * gamma)) / gamma\n", " return lambda z: samplers.one_step_langevin(z, p, grad_F, tau, beta)\n", "\n", "def make_hadamard_kernel(tau, grad, lam, p, beta=1):\n", " return lambda z: samplers.one_step_hadamard(z, p, grad, tau, lam, beta)\n", "\n", "def project_hadamard(z, p):\n", " return z[:p] * z[p:]\n", "\n", "def acf(arr, max_lag=60):\n", " arr = np.asarray(arr, dtype=float)\n", " n = len(arr)\n", " mu = arr.mean()\n", " v = arr - mu\n", " den = (v ** 2).sum()\n", " return np.array([(v[:n-k] * v[k:]).sum() / den for k in range(max_lag + 1)])\n", "\n", "def ess(arr, max_lag=None):\n", " arr = np.asarray(arr, dtype=float)\n", " if max_lag is None:\n", " max_lag = min(300, len(arr) // 3)\n", " a = acf(arr, max_lag)\n", " cutoff = np.argmax(a < 0.05)\n", " if cutoff == 0:\n", " cutoff = max_lag\n", " rho_sum = 1 + 2 * a[1:cutoff].sum()\n", " return len(arr) / rho_sum\n", "\n", "# ── experiment setup ──────────────────────────────────────────────────────────\n", "\n", "# Target: Laplace prior, no likelihood (pure l1)\n", "p = 2\n", "lam = 1.0\n", "tau_h = 0.05 # HLD step size\n", "tau_p = 0.01 # Prox-ULA step size (needs to be smaller)\n", "gamma = 0.5 / lam*2 # Moreau envelope parameter for prox\n", "gamma= .1\n", "tau_p = gamma/5/(gamma+1)\n", "\n", "\n", "grad_G = lambda x: np.zeros(p) # pure Laplace prior, G = 0\n", "\n", "N_samples = 50_000\n", "burn_in = 10_000\n", "\n", "# ── run HLD ──────────────────────────────────────────────────────────────────\n", "\n", "hld_kernel = make_hadamard_kernel(tau_h, grad_G, lam, p)\n", "init_hld = np.concatenate([np.abs(np.random.randn(p)) + 0.5,\n", " np.random.randn(p)])\n", "\n", "# collect full (u,v) chain so we can plot in lifted space\n", "uv_chain = samplers.generate_samples_x(hld_kernel, init_hld, N_samples, burn_in)\n", "x_hld = uv_chain[:, :p] * uv_chain[:, p:] # project: x = u * v\n", "u_chain = uv_chain[:, :p]\n", "v_chain = uv_chain[:, p:]\n", "\n", "# ── run Prox-ULA ─────────────────────────────────────────────────────────────\n", "\n", "prox_kernel = make_prox_kernel(tau_p, grad_G, lam, gamma, p)\n", "init_prox = np.random.randn(p)\n", "x_prox = samplers.generate_samples_x(prox_kernel, init_prox, N_samples, burn_in)\n", "\n", "# ── diagnostics ──────────────────────────────────────────────────────────────\n", "\n", "ess_h = ess(x_hld[:, 0])\n", "ess_p = ess(x_prox[:, 0])\n", "sparsity_h = np.mean(np.abs(x_hld[:, 0]) < 0.1) * 100\n", "sparsity_p = np.mean(np.abs(x_prox[:, 0]) < 0.1) * 100\n", "\n", "print(f\"ESS x1 | HLD: {ess_h:.0f} Prox-ULA: {ess_p:.0f}\")\n", "print(f\"Sparsity| HLD: {sparsity_h:.1f}% Prox-ULA: {sparsity_p:.1f}%\")\n", "\n", "acf_h = acf(x_hld[:, 0], 60)\n", "acf_p = acf(x_prox[:, 0], 60)\n", "\n", "# ── plotting ─────────────────────────────────────────────────────────────────\n", "\n", "PURPLE = \"#534AB7\"\n", "CORAL = \"#D85A30\"\n", "TEAL = \"#1D9E75\"\n", "GRAY = \"#888780\"\n", "\n", "fig = plt.figure(figsize=(14, 9))\n", "gs = gridspec.GridSpec(2, 3, figure=fig, hspace=0.42, wspace=0.38)\n", "\n", "# ── 1. Marginal histogram (x1) ────────────────────────────────────────────\n", "\n", "ax1 = fig.add_subplot(gs[0, :2])\n", "\n", "bins = np.linspace(-6, 6, 100)\n", "ax1.hist(x_hld[:, 0], bins=bins, density=True,\n", " color=PURPLE, alpha=0.55, label=\"HLD\")\n", "ax1.hist(x_prox[:, 0], bins=bins, density=True,\n", " color=CORAL, alpha=0.45, label=\"Prox-ULA\")\n", "\n", "xs_true = np.linspace(-6, 6, 300)\n", "ax1.plot(xs_true, lam / 2 * np.exp(-lam * np.abs(xs_true)),\n", " color=TEAL, lw=2, label=r\"True $\\pi(x_1)$\")\n", "\n", "ax1.set_xlabel(r\"$x_1$\", fontsize=11)\n", "ax1.set_ylabel(\"density\", fontsize=11)\n", "ax1.set_title(r\"Marginal histogram — $x_1$\", fontsize=12)\n", "ax1.legend(fontsize=10)\n", "ax1.set_xlim(-6, 6)\n", "\n", "# annotation\n", "ax1.text(0.97, 0.92,\n", " f\"ESS HLD={ess_h:.0f} Prox={ess_p:.0f}\",\n", " transform=ax1.transAxes, ha=\"right\", fontsize=9,\n", " color=GRAY, style=\"italic\")\n", "\n", "# ── 2. ACF ───────────────────────────────────────────────────────────────────\n", "\n", "\n", "\n", "\n", "ax2 = fig.add_subplot(gs[0, 2])\n", "lags = np.arange(len(acf_h))\n", "ax2.plot(lags, acf_h, color=PURPLE, lw=1.8, label=\"HLD\")\n", "ax2.plot(lags, acf_p, color=CORAL, lw=1.8, label=\"Prox-ULA\")\n", "ax2.axhline(0.05, color=GRAY, lw=0.8, ls=\"--\")\n", "ax2.set_xlabel(\"lag\", fontsize=11)\n", "ax2.set_ylabel(\"ACF\", fontsize=11)\n", "ax2.set_title(r\"ACF — $x_1$\", fontsize=12)\n", "ax2.set_ylim(-0.15, 1.05)\n", "ax2.legend(fontsize=10)\n", "\n", "# ── 3. x = u⊙v scatter ───────────────────────────────────────────────────────\n", "\n", "xx, yy = np.meshgrid(np.linspace(-6,6,200), np.linspace(-6,6,200))\n", "Z_xy = np.abs(xx) +np.abs(yy)\n", "\n", "ax3 = fig.add_subplot(gs[1, 0])\n", "idx = np.random.choice(N_samples, size=min(2000, N_samples), replace=False)\n", "ax3.contour(xx, yy, ( -Z_xy), levels=10, cmap='gray_r', alpha=0.3)\n", "\n", "ax3.scatter(x_hld[idx, 0], x_hld[idx, 1],\n", " s=4, color=PURPLE, alpha=0.35, linewidths=0)\n", "ax3.set_xlabel(r\"$x_1$\", fontsize=11)\n", "ax3.set_ylabel(r\"$x_2$\", fontsize=11)\n", "ax3.set_title(r\"Samples $x = u \\odot v$ (HLD)\", fontsize=12)\n", "ax3.axhline(0, color=GRAY, lw=0.5, ls=\"--\")\n", "ax3.axvline(0, color=GRAY, lw=0.5, ls=\"--\")\n", "ax3.set_xlim(-6, 6)\n", "ax3.set_ylim(-6, 6)\n", "\n", "\n", "# ── 4. Lifted space (u1, v1) coloured by |x1| ────────────────────────────────\n", "uu, vv = np.meshgrid(np.linspace(0.001,4,200), np.linspace(-4,4,200))\n", "X = uu * vv\n", "Z_uv = 1*( 0.5* lam*uu**2 + 0.5* lam*vv**2) - np.log(uu)\n", "\n", "\n", "ax4 = fig.add_subplot(gs[1, 1])\n", "x1_abs = np.abs(x_hld[idx, 0])\n", "norm = Normalize(vmin=0, vmax=np.percentile(x1_abs, 95))\n", "sc = ax4.scatter(u_chain[idx, 0], v_chain[idx, 0],\n", " c=x1_abs, cmap=\"plasma\", s=5, alpha=0.5,\n", " norm=norm, linewidths=0)\n", "ax4.contour(uu, vv, ( -Z_uv), levels=10, cmap='gray_r', alpha=0.3)\n", "\n", "plt.colorbar(sc, ax=ax4, label=r\"$|x_1|$\", pad=0.02)\n", "ax4.set_xlabel(r\"$u_1$ $(u_1 > 0)$\", fontsize=11)\n", "ax4.set_ylabel(r\"$v_1$\", fontsize=11)\n", "ax4.set_title(r\"Lifted space $(u_1, v_1)$\", fontsize=12)\n", "ax4.axhline(0, color=GRAY, lw=0.5, ls=\"--\")\n", "\n", "# ── 5. Sign-quadrant visitation ───────────────────────────────────────────────\n", "\n", "ax5 = fig.add_subplot(gs[1, 2])\n", "signs = np.sign(x_hld)\n", "quadrants = {\n", " r\"$(+,+)$\": np.mean((signs[:, 0] > 0) & (signs[:, 1] > 0)),\n", " r\"$(+,-)$\": np.mean((signs[:, 0] > 0) & (signs[:, 1] < 0)),\n", " r\"$(-,+)$\": np.mean((signs[:, 0] < 0) & (signs[:, 1] > 0)),\n", " r\"$(-,-)$\": np.mean((signs[:, 0] < 0) & (signs[:, 1] < 0)),\n", "}\n", "labels = list(quadrants.keys())\n", "vals = [v * 100 for v in quadrants.values()]\n", "bars = ax5.bar(labels, vals, color=PURPLE, alpha=0.75, width=0.5)\n", "ax5.axhline(25, color=TEAL, lw=1.5, ls=\"--\", label=\"true (25% each)\")\n", "ax5.set_ylabel(\"% time\", fontsize=11)\n", "ax5.set_title(\"Sign-quadrant visitation (HLD)\", fontsize=12)\n", "ax5.set_ylim(0, 40)\n", "ax5.legend(fontsize=10)\n", "for bar, v in zip(bars, vals):\n", " ax5.text(bar.get_x() + bar.get_width() / 2, v + 0.5,\n", " f\"{v:.1f}%\", ha=\"center\", va=\"bottom\", fontsize=9)\n", "\n", "# ── save ──────────────────────────────────────────────────────────────────────\n", "\n", "fig.suptitle(\"Hadamard Langevin Dynamics — sampling diagnostics\", fontsize=13, y=1.01)\n", "plt.savefig(\"hld_diagnostics.pdf\", bbox_inches=\"tight\")\n", "plt.savefig(\"hld_diagnostics.png\", dpi=150, bbox_inches=\"tight\")\n", "plt.show()\n", "print(\"Saved hld_diagnostics.pdf and hld_diagnostics.png\")" ] }, { "cell_type": "code", "execution_count": null, "id": "65212d64-eaf8-422d-94a1-2328c22e839a", "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { "display_name": "Python 3 (ipykernel)", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.11.0" } }, "nbformat": 4, "nbformat_minor": 5 }