diff --git "a/figures/supplementary_figures/supp_fig1_sbi_benchmark.ipynb" "b/figures/supplementary_figures/supp_fig1_sbi_benchmark.ipynb" deleted file mode 100644--- "a/figures/supplementary_figures/supp_fig1_sbi_benchmark.ipynb" +++ /dev/null @@ -1,387 +0,0 @@ -{ - "cells": [ - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "# Supp. figure 1: Evaluation of SBI\n", - "\n", - "The figure shows the results for evaluating SBI.\n", - "\n", - "The training data and inference objects are pre computed and only loaded for visualization in this notebook.\n", - "\n", - "For details on how to perform inference, see `/tutorials` or `/scripts`\n" - ] - }, - { - "cell_type": "code", - "execution_count": 1, - "metadata": {}, - "outputs": [], - "source": [ - "from sbibm.utils.io import get_tensor_from_csv\n", - "import pandas as pd\n", - "import altair as alt\n", - "from scipy.stats import binom\n", - "\n", - "import matplotlib.pyplot as plt\n", - "from matplotlib.gridspec import GridSpec\n", - "import numpy as np\n", - "from sbi.analysis import pairplot\n", - "import sbibm\n", - "import pickle\n", - "import matplotlib\n", - "from scipy.stats import gaussian_kde\n", - "\n", - "from consbi import DATA_PATH, RESULTS_PATH\n", - "\n", - "# matplotlib.rcParams.update({'figure.autolayout': True})\n", - "plt.style.use('../plotting_settings.mplstyle')\n", - "\n", - "# set KDE values\n", - "num_bins = 100\n", - "bw_method = 0.3\n", - "\n", - "# Colorblind color palette\n", - "colors = ['#377eb8', '#ff7f00', '#4daf4a',\n", - " '#f781bf', '#a65628', '#984ea3',\n", - " '#999999', '#e41a1c', '#dede00']\n", - "import warnings\n", - "warnings.filterwarnings('ignore')" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "# Select data" - ] - }, - { - "cell_type": "code", - "execution_count": 2, - "metadata": {}, - "outputs": [], - "source": [ - "path_poisson_samples = RESULTS_PATH.joinpath(\"benchmark_poisson_glm_snpe_samples\")\n", - "path_poisson_benchmark = RESULTS_PATH.joinpath(\"benchmark_poisson_glm_SABC_SNPE.p\")\n", - "\n", - "path_sbc_fullmodel = RESULTS_PATH.joinpath(\"sbc_results_npe_ss50_N1006.p\")\n", - "path_ppc_fullmodel = RESULTS_PATH.joinpath(\"posterior_predictive_npe_ss50_ths_xs.p\")" - ] - }, - { - "cell_type": "code", - "execution_count": 3, - "metadata": {}, - "outputs": [], - "source": [ - "task = sbibm.get_task(\"poisson_glm\")\n", - "obs = 5\n", - "ths_ref = task.get_reference_posterior_samples(obs)\n", - "tho = task.get_true_parameters(obs)\n", - "xo = task.get_observation(obs)\n", - "ths_prior = task.get_prior_dist().sample((1000,))\n", - "\n", - "ths = get_tensor_from_csv(path_poisson_samples.joinpath(\"posterior_samples.csv.bz2\"))\n", - "xs = get_tensor_from_csv(path_poisson_samples.joinpath(\"predictive_samples.csv.bz2\"))\n", - "\n", - "# SBC results full model\n", - "with open(path_sbc_fullmodel, \"rb\") as fh:\n", - " N2, ranks2, L2, *_ = pickle.load(fh).values()\n", - " \n", - "# Benchmark results:\n", - "# NOTE: Choose result based on prior!\n", - "with open(path_poisson_benchmark, \"rb\") as fh:\n", - " df, means, stds, benchmark_labels, num_simulations, num_observations = pickle.load(fh).values()\n", - " \n", - "# PPCs full model\n", - "with open(path_ppc_fullmodel, \"rb\") as fh:\n", - " prior, posterior, tho2, xo2, ths2, xs2, ths_prior2, xs_prior2, xos2 = pickle.load(fh).values()\n", - "# tho2[0, -1] *= -1 \n", - "# NOTE: sampling does not work with new version of SBI. \n", - "# ths2 = posterior.sample((ths.shape[0],), x=xo2)\n", - "means = means.squeeze()\n", - "stds = stds.squeeze()\n", - "\n", - "# ths2[:, 2] *= -1" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Plotting helper functions" - ] - }, - { - "cell_type": "code", - "execution_count": 4, - "metadata": {}, - "outputs": [], - "source": [ - "def plot_sbc(ranks, num_bins, alpha=.8, num_ticks=3, color=\"C0\", \n", - " ranks_label=None, num_repeats=50, show_ylabel=True, \n", - " show_legend=False, xlabel=None, plot_uniform_region=False,\n", - " legend_kwargs={},\n", - " ):\n", - " \n", - " # Generate histogram of ranks.\n", - " hist, *_ = np.histogram(ranks, bins=num_bins, density=False)\n", - " # Construct empirical CDF.\n", - " histcs = hist.cumsum()\n", - " # Plot cdf and repeat each stair step\n", - " plt.plot(\n", - " np.linspace(0, num_bins, num_repeats * num_bins),\n", - " np.repeat(histcs / histcs.max(), num_repeats),\n", - " label=ranks_label,\n", - " color=color,\n", - " alpha=alpha,\n", - " )\n", - "\n", - " if show_ylabel:\n", - " plt.yticks(np.linspace(0, 1, 3))\n", - " plt.ylabel(\"empirical CDF\")\n", - " else:\n", - " # Plot ticks only\n", - " plt.yticks(np.linspace(0, 1, 3), [])\n", - " if show_legend and ranks_label:\n", - " plt.legend(**legend_kwargs)\n", - "\n", - " plt.ylim(0, 1)\n", - " plt.xlim(0, num_bins)\n", - " plt.xticks(np.linspace(0, num_bins, num_ticks))\n", - " plt.xlabel(\"posterior rank\" if xlabel is None else xlabel)\n", - " \n", - " if plot_uniform_region:\n", - " # Construct uniform histogram.\n", - " num_sbc_runs = ranks.shape[0]\n", - " uni_bins = binom(num_sbc_runs, p=1 / num_bins).ppf(0.5) * np.ones(num_bins)\n", - " uni_bins_cdf = uni_bins.cumsum() / uni_bins.sum()\n", - " # Decrease value one in last entry by epsilon to find valid\n", - " # confidence intervals.\n", - " uni_bins_cdf[-1] -= 1e-9\n", - "\n", - " lower = [binom(num_sbc_runs, p=p).ppf(0.005) for p in uni_bins_cdf]\n", - " upper = [binom(num_sbc_runs, p=p).ppf(0.995) for p in uni_bins_cdf]\n", - "\n", - " # Plot grey area with expected ECDF.\n", - " plt.fill_between(\n", - " x=np.linspace(0, num_bins, num_repeats * num_bins),\n", - " y1=np.repeat(lower / np.max(lower), num_repeats),\n", - " y2=np.repeat(upper / np.max(upper), num_repeats),\n", - " color=\"grey\",\n", - " alpha=0.2,\n", - " )\n", - "\n", - "def plot_benchmark(ax, legend_kwargs={}):\n", - " plt.sca(ax)\n", - " benchmark_labels[2] = \"SMC\"\n", - " nlines = means.shape[0]\n", - " idxs = [2, 0, 3]\n", - "# NPE, REJ, SMC, SNPE\n", - "# idxs = [3, 0, 2, 1]\n", - " \n", - " cs = [colors[1], \"grey\", \"k\", colors[0]]\n", - " alphas = [.8, 0.5, 0.5, .8]\n", - " for i in idxs:\n", - " plt.errorbar(num_simulations, \n", - " y=means[i, ], marker='o',\n", - " yerr=stds[i,:] / np.sqrt(num_observations), \n", - " color=cs[i], \n", - " alpha=alphas[i],)\n", - "\n", - " plt.xscale(\"log\")\n", - " plt.yticks(np.linspace(.5, 1, 3))\n", - " # plt.grid(axis='y')\n", - " plt.legend([benchmark_labels[j] for j in idxs], frameon=False, **legend_kwargs);\n", - " plt.ylabel(\"C2ST\")\n", - " plt.xlabel(\"number of simulations\");\n" - ] - }, - { - "cell_type": "code", - "execution_count": 8, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "fig = plt.figure(figsize=(18, 7))\n", - "super_grid = fig.add_gridspec(1, 2, wspace=0.15, hspace=0, width_ratios=[.36, .64])\n", - "height_ratios = [0.6, .4]\n", - "num_data = 7\n", - "num_params = 3\n", - "handlelength = 0.8\n", - "alpha = 0.8\n", - "num_kde_bins = 100\n", - "num_hist_bins = 20\n", - "# plot fewer samples for debugging\n", - "num_samples = 10000\n", - "\n", - "# left, subplot a\n", - "posterior_grid = super_grid[0, 0].subgridspec(num_params, num_params, wspace=0.1, hspace=0.1)\n", - "ax1 = posterior_grid.subplots()\n", - "\n", - "# right, benchmark plots and ppc\n", - "right_grid = super_grid[0, 1].subgridspec(2, 1, hspace=0.5)\n", - "\n", - "# benchmark\n", - "benchmark_grid = right_grid[0, 0].subgridspec(1, 2, wspace=0.5)\n", - "benchmark_axs = benchmark_grid.subplots()\n", - "ax2 = benchmark_axs[0]\n", - "ax3 = benchmark_axs[1]\n", - "\n", - "# ppc\n", - "ppc_grid = right_grid[1, 0].subgridspec(1, 7, wspace=0.15)\n", - "ppc_axs = ppc_grid.subplots()\n", - "ax4 = ppc_axs[0]\n", - "\n", - "param_labels = [r\"$\\theta_{pre}$\", r\"$\\theta_{post}$\", r\"$\\theta_{postAll}$\"]\n", - "data_labels = [r\"L4\", r\"L4SEP\", r\"L4SP\", r\"L4SS\", r\"L5IT\", r\"L5PT\", r\"L6\"]\n", - "plt.style.use('../plotting_settings.mplstyle')\n", - "\n", - "# Posteriors\n", - "posterior_opts = dict(upper=\"contour\", \n", - " diag=\"kde\",\n", - " contour_offdiag=dict(levels=[0.99]), \n", - " points_colors=[\"k\"],\n", - " points_offdiag=dict(marker=\"+\", markersize=7), \n", - " kde_offdiag=dict(bins=num_kde_bins, bw_method=bw_method),\n", - " kde_diag=dict(bins=num_kde_bins, bw_method=bw_method),\n", - " labels = param_labels,\n", - "\n", - " )\n", - "fig, ax1 = pairplot([ths_ref[:num_samples], ths[:num_samples]], \n", - " points=tho.squeeze(), samples_colors=[colors[2], colors[0]],\n", - " fig=fig, axes=ax1, \n", - " limits=[[-1, 3], [-1, 3], [-1, 3]], \n", - " ticks =[[-1, 2]] * 3,\n", - " **posterior_opts)\n", - "\n", - "plt.sca(ax1[0, 0])\n", - "plt.legend([\"reference posterior\", \"SNPE posterior\", r\"ground-truth $\\theta$\"], \n", - " bbox_to_anchor=(-.4, -1.8), \n", - " handlelength=handlelength,\n", - " loc=2)\n", - "\n", - "# Benchmark\n", - "plot_benchmark(ax2, legend_kwargs=dict(handlelength=handlelength, bbox_to_anchor=(0.7, 1.0)))\n", - "num_bins = 50\n", - "for idx, r in enumerate(ranks2):\n", - " plt.sca(ax3)\n", - " plot_sbc(np.array(r), num_bins=num_bins, \n", - " show_ylabel=True, color=colors[idx+4], \n", - " alpha=1.0,\n", - " show_legend=idx==2, \n", - " ranks_label=param_labels[idx],\n", - " plot_uniform_region=idx==2,\n", - " legend_kwargs=dict(handlelength=handlelength, loc=4, bbox_to_anchor=(1.2, 0.0)),\n", - " )\n", - "\n", - "for ii in range(num_data):\n", - " plt.sca(ppc_axs[ii])\n", - " plt.hist(xs2[:, ii].numpy(), color=colors[1], bins=np.linspace(0, 1, num_hist_bins), alpha=alpha)\n", - " plt.axvline(xo2[0, ii], color=\"k\")\n", - " plt.xticks(np.linspace(0,1,2))\n", - " plt.xlim(0, 1)\n", - " ppc_axs[ii].spines[\"right\"].set_visible(False)\n", - " ppc_axs[ii].spines[\"top\"].set_visible(False)\n", - " ppc_axs[ii].spines[\"left\"].set_visible(False)\n", - " plt.yticks([])\n", - " plt.xlabel(data_labels[ii])\n", - " \n", - "plt.legend([\"measured \\n(simulated)\", \"simulated\\nfrom posterior\"], bbox_to_anchor=(.22, 1), \n", - " handlelength=handlelength)\n", - "\n", - "# Add Letters.\n", - "weight = \"bold\"\n", - "fontsize = 18\n", - "x = 0.1\n", - "dx1 = 0.38\n", - "dx2 = 0.65\n", - "y = 0.91\n", - "dy = 0.46\n", - "fig.text(x, y, \"A\", fontsize=fontsize, fontweight=weight)\n", - "fig.text(dx1, y, \"B\", fontsize=fontsize, fontweight=weight)\n", - "fig.text(dx2, y, \"C\", fontsize=fontsize, fontweight=weight)\n", - "\n", - "fig.text(dx1, dy, \"D\", fontsize=fontsize, fontweight=weight)\n", - "plt.tight_layout();" - ] - }, - { - "cell_type": "code", - "execution_count": 10, - "metadata": {}, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "The PostScript backend does not support transparency; partially transparent artists will be rendered opaque.\n" - ] - } - ], - "source": [ - "for ftype in [\"png\", \"pdf\", \"eps\"]:\n", - " fig.savefig(f\"supp_fig1-sbi_evaluation.{ftype}\", dpi=600, bbox_inches='tight')" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "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": "3.7.16" - }, - "toc": { - "base_numbering": 1, - "nav_menu": {}, - "number_sections": true, - "sideBar": true, - "skip_h1_title": false, - "title_cell": "Table of Contents", - "title_sidebar": "Contents", - "toc_cell": false, - "toc_position": {}, - "toc_section_display": true, - "toc_window_display": false - }, - "vscode": { - "interpreter": { - "hash": "31f2aee4e71d21fbe5cf8b01ff0e069b9275f58929596ceb00d14d90e3e16cd6" - } - } - }, - "nbformat": 4, - "nbformat_minor": 4 -}