{ "cells": [ { "cell_type": "markdown", "id": "196a680f-91b8-4c45-8894-f56175a73082", "metadata": {}, "source": [ "# Bayesian calibration of polynomials, including inference of overall normalization" ] }, { "cell_type": "code", "execution_count": 3, "id": "c549ae62-7f81-4a8e-a54e-a7331a298c90", "metadata": {}, "outputs": [], "source": [ "import corner" ] }, { "cell_type": "code", "execution_count": 4, "id": "a55118c3-ccbf-45bf-81a9-bdf6e9daf46c", "metadata": {}, "outputs": [], "source": [ "import numpy as np\n", "from matplotlib import pyplot as plt\n", "from scipy import stats" ] }, { "cell_type": "code", "execution_count": 5, "id": "22715d9f-6d09-4444-b9a5-243a1274c05c", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Using database version X4-2025-12-31 located in: /mnt/home/beyerkyl/x4db/unpack_exfor-2025/X4-2025-12-31\n" ] } ], "source": [ "import rxmc" ] }, { "cell_type": "code", "execution_count": 6, "id": "1f8e822c-4807-452b-b4b9-a6e25af16006", "metadata": {}, "outputs": [], "source": [ "rng = np.random.default_rng(42)" ] }, { "cell_type": "code", "execution_count": 7, "id": "31abc19d-08d7-49c4-98f8-0c58d235fcd8", "metadata": {}, "outputs": [], "source": [ "poly4 = rxmc.physical_model.Polynomial(4)" ] }, { "cell_type": "code", "execution_count": 8, "id": "715c0ed6-62e7-41da-b5c0-4d0e12c0d414", "metadata": {}, "outputs": [], "source": [ "true_params = [1, 0.5, -0.1, -0.4, 0.1]" ] }, { "cell_type": "code", "execution_count": 9, "id": "67038d92-ffcb-491c-8d62-eb9a4843e62d", "metadata": {}, "outputs": [], "source": [ "settings = [\n", " {\n", " \"domain\": [-0.3, 0.4],\n", " \"N\": 50,\n", " \"noise\": 0.1,\n", " \"systematic_err\": 0.1,\n", " },\n", " {\n", " \"domain\": [0.3, 0.5],\n", " \"N\": 30,\n", " \"noise\": 0.1,\n", " \"systematic_err\": 0.5,\n", " },\n", " {\n", " \"domain\": [0.1, 0.6],\n", " \"N\": 25,\n", " \"noise\": 0.1,\n", " \"systematic_err\": 0.2,\n", " },\n", " {\n", " \"domain\": [-0.5, 0.1],\n", " \"N\": 15,\n", " \"noise\": 0.2,\n", " \"systematic_err\": 0.6,\n", " },\n", "]" ] }, { "cell_type": "code", "execution_count": 10, "id": "abf487e6-041c-457c-9216-5a15e3c08f6c", "metadata": {}, "outputs": [], "source": [ "def generate_observations(settings, true_model, rng, true_params, scale_err=True):\n", " obs = []\n", " for setting in settings:\n", " x0, x1 = setting[\"domain\"]\n", " synthetic_obs = rxmc.observation.Observation(\n", " x=rng.random(setting[\"N\"]) * (x1 - x0) + x0,\n", " y=np.zeros(setting[\"N\"]),\n", " y_stat_err=np.ones(setting[\"N\"]) * setting[\"noise\"],\n", " y_sys_err_normalization=setting[\"systematic_err\"],\n", " )\n", " renormalization = rng.normal(1, setting[\"systematic_err\"])\n", " y_true = true_model(synthetic_obs, *true_params)\n", " if scale_err:\n", " synthetic_obs.y = rng.normal(y_true, setting[\"noise\"]) * renormalization\n", " else:\n", " synthetic_obs.y = rng.normal(y_true * renormalization, setting[\"noise\"])\n", "\n", " synthetic_obs.renormalization = renormalization\n", "\n", " obs.append(synthetic_obs)\n", " return obs" ] }, { "cell_type": "code", "execution_count": 11, "id": "b1fa98b8-d52d-44f1-849b-ad89b318c37b", "metadata": {}, "outputs": [], "source": [ "observations = generate_observations(settings, poly4, rng, true_params, scale_err=False)" ] }, { "cell_type": "code", "execution_count": 12, "id": "30849732-090e-4c2d-be1e-f212fb83845e", "metadata": {}, "outputs": [], "source": [ "observations_unreported_sys_err = [\n", " rxmc.observation.Observation(\n", " x=obs.x,\n", " y=obs.y,\n", " y_stat_err=np.sqrt(np.diag(obs.statistical_covariance)),\n", " )\n", " for obs in observations\n", "]" ] }, { "cell_type": "code", "execution_count": 13, "id": "b56c8f2a-f6e3-46a9-bd46-6799a7edf0d6", "metadata": {}, "outputs": [], "source": [ "N_fine = 100\n", "domain_fine = (-1, 1)\n", "truth = rxmc.observation.Observation(\n", " x=np.linspace(*domain_fine, N_fine), y=np.zeros(N_fine)\n", ")\n", "truth.y = poly4(truth, *true_params)" ] }, { "cell_type": "code", "execution_count": 14, "id": "d7349134-bbd3-4fef-b7d0-99d501afad7d", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 14, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.plot(truth.x, truth.y, \"k:\", label=\"truth\")\n", "for synthetic_observation in observations:\n", " plt.errorbar(\n", " synthetic_observation.x,\n", " synthetic_observation.y,\n", " np.sqrt(np.diag(synthetic_observation.statistical_covariance)),\n", " linestyle=\"none\",\n", " marker=\".\",\n", " label=f\"renormalization = {synthetic_observation.renormalization:1.3f}\",\n", " )\n", "plt.xlabel(\"x\")\n", "plt.ylabel(\"y\")\n", "plt.legend()" ] }, { "cell_type": "code", "execution_count": 15, "id": "65d77c5b-4498-4eb7-9e10-23ae52198504", "metadata": {}, "outputs": [], "source": [ "correct_model = poly4" ] }, { "cell_type": "code", "execution_count": 16, "id": "ed7e3fce-125d-49a9-8742-718e06d3d764", "metadata": {}, "outputs": [], "source": [ "evidence_models = {}\n", "evidence_models[\"unknown_norm\"] = rxmc.evidence.Evidence(\n", " parametric_constraints=[\n", " rxmc.constraint.Constraint(\n", " [obs],\n", " correct_model,\n", " rxmc.likelihood_model.UnknownNormalizationModel(),\n", " )\n", " for obs in observations\n", " ]\n", ")\n", "\n", "evidence_models[\"marginalized_sys_err\"] = rxmc.evidence.Evidence(\n", " [\n", " rxmc.constraint.Constraint(\n", " observations,\n", " correct_model,\n", " rxmc.likelihood_model.LikelihoodModel(),\n", " )\n", " ]\n", ")\n", "evidence_models[\"unreported_sys_err\"] = rxmc.evidence.Evidence(\n", " [\n", " rxmc.constraint.Constraint(\n", " observations_unreported_sys_err,\n", " correct_model,\n", " rxmc.likelihood_model.LikelihoodModel(),\n", " )\n", " ]\n", ")\n", "\n", "evidence_models[\"unreported_sys_err_with_unknown_model_err\"] = rxmc.evidence.Evidence(\n", " parametric_constraints=[\n", " rxmc.constraint.Constraint(\n", " observations_unreported_sys_err,\n", " correct_model,\n", " rxmc.likelihood_model.UnknownModelError(),\n", " )\n", " ]\n", ")" ] }, { "cell_type": "code", "execution_count": 17, "id": "1cf0e309-c459-4c42-90aa-7cec410bc017", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "dict_keys(['unknown_norm', 'marginalized_sys_err', 'unreported_sys_err', 'unreported_sys_err_with_unknown_model_err'])" ] }, "execution_count": 17, "metadata": {}, "output_type": "execute_result" } ], "source": [ "evidence_models.keys()" ] }, { "cell_type": "code", "execution_count": 18, "id": "94719fd0-383c-4a7d-aec5-f904bec9a357", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "hyperparameters for each model:\n", "unknown_norm: ['log normalization', 'log normalization', 'log normalization', 'log normalization']\n", "marginalized_sys_err: []\n", "unreported_sys_err: []\n", "unreported_sys_err_with_unknown_model_err: ['log fractional err']\n" ] } ], "source": [ "print(\"hyperparameters for each model:\")\n", "hyperparams = {}\n", "for key, evidence_model in evidence_models.items():\n", " hyperparams[key] = []\n", " for constraint in evidence_model.parametric_constraints:\n", " for p in constraint.likelihood.params:\n", " hyperparams[key].append(p)\n", " print(f\"{key}: {[p.name for p in hyperparams[key]]}\")" ] }, { "cell_type": "markdown", "id": "7255a93d-771b-448a-962b-4f285d7fa312", "metadata": {}, "source": [ "## Priors\n", "We will put a tight prior on $a_0$, to avoid identifiability issues, as $a_0$ corresponds to an additive offset of the entire model, which is pretty confounding with a multiplicative bias." ] }, { "cell_type": "code", "execution_count": 19, "id": "5ccbf1c3-e622-4476-9216-6bbe692570bf", "metadata": {}, "outputs": [], "source": [ "cov = np.diag(np.ones(len(correct_model.params)))\n", "cov[0, 0] = 0.001\n", "model_prior = stats.multivariate_normal(mean=np.array([1, 0, 0, 0, 0]), cov=cov)" ] }, { "cell_type": "code", "execution_count": 20, "id": "e75ea172-6a1b-4411-a4e4-b38311461ce2", "metadata": {}, "outputs": [], "source": [ "unknown_log_norm_priors = [\n", " stats.multivariate_normal(\n", " mean=[0], cov=[[np.log(1 + (setting[\"systematic_err\"]) ** 2)]]\n", " )\n", " for setting in settings\n", "]" ] }, { "cell_type": "code", "execution_count": 21, "id": "6c8372b5-8418-4142-9284-642561a76405", "metadata": {}, "outputs": [], "source": [ "unknown_model_err_prior = stats.multivariate_normal(mean=[np.log(0.1)], cov=[[0.01]])" ] }, { "cell_type": "markdown", "id": "e0529a9e-b937-4a3e-ab0c-8660c5fe6d23", "metadata": {}, "source": [ "## Walkers" ] }, { "cell_type": "code", "execution_count": 22, "id": "0d765083-b158-4170-beac-430689778a0a", "metadata": {}, "outputs": [], "source": [ "walkers = {}" ] }, { "cell_type": "code", "execution_count": 23, "id": "8986c8a1-c24a-4693-a94c-fda660e36d95", "metadata": {}, "outputs": [], "source": [ "walkers[\"unknown_norm\"] = rxmc.walker.Walker(\n", " model_sampler=rxmc.param_sampling.BatchedAdaptiveMetropolisSampler(\n", " correct_model.params,\n", " starting_location=model_prior.mean,\n", " prior=model_prior,\n", " initial_proposal_cov=model_prior.cov,\n", " ),\n", " evidence=evidence_models[\"unknown_norm\"],\n", " likelihood_samplers=[\n", " rxmc.param_sampling.BatchedAdaptiveMetropolisSampler(\n", " params=[p],\n", " starting_location=np.array([0.0]),\n", " prior=prior,\n", " initial_proposal_cov=[[prior.cov]],\n", " )\n", " for p, prior in zip(hyperparams[\"unknown_norm\"], unknown_log_norm_priors)\n", " ],\n", ")" ] }, { "cell_type": "code", "execution_count": 24, "id": "a55021b0-5fbf-4c62-a6e1-4754bccf4236", "metadata": {}, "outputs": [], "source": [ "walkers[\"unreported_sys_err_with_unknown_model_err\"] = rxmc.walker.Walker(\n", " model_sampler=rxmc.param_sampling.BatchedAdaptiveMetropolisSampler(\n", " correct_model.params,\n", " starting_location=model_prior.mean,\n", " prior=model_prior,\n", " initial_proposal_cov=model_prior.cov,\n", " ),\n", " evidence=evidence_models[\"unreported_sys_err_with_unknown_model_err\"],\n", " likelihood_samplers=[\n", " rxmc.param_sampling.BatchedAdaptiveMetropolisSampler(\n", " params=hyperparams[\"unreported_sys_err_with_unknown_model_err\"],\n", " starting_location=unknown_model_err_prior.mean,\n", " prior=unknown_model_err_prior,\n", " initial_proposal_cov=unknown_model_err_prior.cov,\n", " )\n", " ],\n", ")" ] }, { "cell_type": "code", "execution_count": 25, "id": "c9b000c6-4219-4e7f-9c47-abe793d631ff", "metadata": {}, "outputs": [], "source": [ "walkers[\"marginalized_sys_err\"] = rxmc.walker.Walker(\n", " model_sampler=rxmc.param_sampling.BatchedAdaptiveMetropolisSampler(\n", " correct_model.params,\n", " starting_location=model_prior.mean,\n", " prior=model_prior,\n", " initial_proposal_cov=model_prior.cov,\n", " ),\n", " evidence=evidence_models[\"marginalized_sys_err\"],\n", ")" ] }, { "cell_type": "code", "execution_count": 26, "id": "53080b07-1708-48e3-ace7-89e34a9a5494", "metadata": {}, "outputs": [], "source": [ "walkers[\"unreported_sys_err\"] = rxmc.walker.Walker(\n", " model_sampler=rxmc.param_sampling.BatchedAdaptiveMetropolisSampler(\n", " correct_model.params,\n", " starting_location=model_prior.mean,\n", " prior=model_prior,\n", " initial_proposal_cov=model_prior.cov,\n", " ),\n", " evidence=evidence_models[\"unreported_sys_err\"],\n", ")" ] }, { "cell_type": "code", "execution_count": 27, "id": "5edcfc20-5f56-4851-ac52-4883236950a8", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "Running unknown_norm\n", "Burn-in batch 1/4 completed, 2000 steps.\n", "Burn-in batch 2/4 completed, 2000 steps.\n", "Burn-in batch 3/4 completed, 2000 steps.\n", "Burn-in batch 4/4 completed, 2000 steps.\n", "Batch: 1/10 completed, 2000 steps. \n", " Model parameter acceptance fraction: 0.270\n", " Likelihood parameter acceptance fractions: [0.449, 0.435, 0.452, 0.455]\n", "Batch: 2/10 completed, 2000 steps. \n", " Model parameter acceptance fraction: 0.322\n", " Likelihood parameter acceptance fractions: [0.443, 0.4335, 0.449, 0.4255]\n", "Batch: 3/10 completed, 2000 steps. \n", " Model parameter acceptance fraction: 0.289\n", " Likelihood parameter acceptance fractions: [0.4415, 0.425, 0.4535, 0.4425]\n", "Batch: 4/10 completed, 2000 steps. \n", " Model parameter acceptance fraction: 0.276\n", " Likelihood parameter acceptance fractions: [0.4595, 0.45, 0.4375, 0.451]\n", "Batch: 5/10 completed, 2000 steps. \n", " Model parameter acceptance fraction: 0.298\n", " Likelihood parameter acceptance fractions: [0.45, 0.453, 0.4525, 0.442]\n", "Batch: 6/10 completed, 2000 steps. \n", " Model parameter acceptance fraction: 0.324\n", " Likelihood parameter acceptance fractions: [0.4385, 0.4445, 0.4165, 0.4395]\n", "Batch: 7/10 completed, 2000 steps. \n", " Model parameter acceptance fraction: 0.240\n", " Likelihood parameter acceptance fractions: [0.4675, 0.437, 0.445, 0.442]\n", "Batch: 8/10 completed, 2000 steps. \n", " Model parameter acceptance fraction: 0.321\n", " Likelihood parameter acceptance fractions: [0.431, 0.4055, 0.4555, 0.474]\n", "Batch: 9/10 completed, 2000 steps. \n", " Model parameter acceptance fraction: 0.284\n", " Likelihood parameter acceptance fractions: [0.4395, 0.4685, 0.4455, 0.4145]\n", "Batch: 10/10 completed, 2000 steps. \n", " Model parameter acceptance fraction: 0.290\n", " Likelihood parameter acceptance fractions: [0.4525, 0.441, 0.4225, 0.462]\n", "\n", "Running unreported_sys_err_with_unknown_model_err\n", "Burn-in batch 1/4 completed, 2000 steps.\n", "Burn-in batch 2/4 completed, 2000 steps.\n", "Burn-in batch 3/4 completed, 2000 steps.\n", "Burn-in batch 4/4 completed, 2000 steps.\n", "Batch: 1/10 completed, 2000 steps. \n", " Model parameter acceptance fraction: 0.285\n", " Likelihood parameter acceptance fractions: [0.4255]\n", "Batch: 2/10 completed, 2000 steps. \n", " Model parameter acceptance fraction: 0.327\n", " Likelihood parameter acceptance fractions: [0.4595]\n", "Batch: 3/10 completed, 2000 steps. \n", " Model parameter acceptance fraction: 0.276\n", " Likelihood parameter acceptance fractions: [0.4475]\n", "Batch: 4/10 completed, 2000 steps. \n", " Model parameter acceptance fraction: 0.279\n", " Likelihood parameter acceptance fractions: [0.464]\n", "Batch: 5/10 completed, 2000 steps. \n", " Model parameter acceptance fraction: 0.293\n", " Likelihood parameter acceptance fractions: [0.4575]\n", "Batch: 6/10 completed, 2000 steps. \n", " Model parameter acceptance fraction: 0.295\n", " Likelihood parameter acceptance fractions: [0.453]\n", "Batch: 7/10 completed, 2000 steps. \n", " Model parameter acceptance fraction: 0.287\n", " Likelihood parameter acceptance fractions: [0.4415]\n", "Batch: 8/10 completed, 2000 steps. \n", " Model parameter acceptance fraction: 0.304\n", " Likelihood parameter acceptance fractions: [0.429]\n", "Batch: 9/10 completed, 2000 steps. \n", " Model parameter acceptance fraction: 0.314\n", " Likelihood parameter acceptance fractions: [0.432]\n", "Batch: 10/10 completed, 2000 steps. \n", " Model parameter acceptance fraction: 0.309\n", " Likelihood parameter acceptance fractions: [0.4585]\n", "\n", "Running marginalized_sys_err\n", "Burn-in batch 1/4 completed, 2000 steps.\n", "Burn-in batch 2/4 completed, 2000 steps.\n", "Burn-in batch 3/4 completed, 2000 steps.\n", "Burn-in batch 4/4 completed, 2000 steps.\n", "Batch: 1/10 completed, 2000 steps. \n", " Model parameter acceptance fraction: 0.292\n", "Batch: 2/10 completed, 2000 steps. \n", " Model parameter acceptance fraction: 0.319\n", "Batch: 3/10 completed, 2000 steps. \n", " Model parameter acceptance fraction: 0.306\n", "Batch: 4/10 completed, 2000 steps. \n", " Model parameter acceptance fraction: 0.319\n", "Batch: 5/10 completed, 2000 steps. \n", " Model parameter acceptance fraction: 0.277\n", "Batch: 6/10 completed, 2000 steps. \n", " Model parameter acceptance fraction: 0.290\n", "Batch: 7/10 completed, 2000 steps. \n", " Model parameter acceptance fraction: 0.287\n", "Batch: 8/10 completed, 2000 steps. \n", " Model parameter acceptance fraction: 0.299\n", "Batch: 9/10 completed, 2000 steps. \n", " Model parameter acceptance fraction: 0.300\n", "Batch: 10/10 completed, 2000 steps. \n", " Model parameter acceptance fraction: 0.290\n", "\n", "Running unreported_sys_err\n", "Burn-in batch 1/4 completed, 2000 steps.\n", "Burn-in batch 2/4 completed, 2000 steps.\n", "Burn-in batch 3/4 completed, 2000 steps.\n", "Burn-in batch 4/4 completed, 2000 steps.\n", "Batch: 1/10 completed, 2000 steps. \n", " Model parameter acceptance fraction: 0.275\n", "Batch: 2/10 completed, 2000 steps. \n", " Model parameter acceptance fraction: 0.288\n", "Batch: 3/10 completed, 2000 steps. \n", " Model parameter acceptance fraction: 0.299\n", "Batch: 4/10 completed, 2000 steps. \n", " Model parameter acceptance fraction: 0.286\n", "Batch: 5/10 completed, 2000 steps. \n", " Model parameter acceptance fraction: 0.294\n", "Batch: 6/10 completed, 2000 steps. \n", " Model parameter acceptance fraction: 0.331\n", "Batch: 7/10 completed, 2000 steps. \n", " Model parameter acceptance fraction: 0.286\n", "Batch: 8/10 completed, 2000 steps. \n", " Model parameter acceptance fraction: 0.296\n", "Batch: 9/10 completed, 2000 steps. \n", " Model parameter acceptance fraction: 0.289\n", "Batch: 10/10 completed, 2000 steps. \n", " Model parameter acceptance fraction: 0.293\n" ] } ], "source": [ "for key, walker in walkers.items():\n", " print(f\"\\nRunning {key}\")\n", " walker.walk(n_steps=20000, burnin=8000, batch_size=2000)" ] }, { "cell_type": "code", "execution_count": 28, "id": "6ebeb608-b331-4114-827a-31b74773ae0e", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "{'unknown_norm': 'tab:blue',\n", " 'unreported_sys_err_with_unknown_model_err': 'tab:orange',\n", " 'marginalized_sys_err': 'tab:purple',\n", " 'unreported_sys_err': 'tab:green'}" ] }, "execution_count": 28, "metadata": {}, "output_type": "execute_result" } ], "source": [ "colors = dict(\n", " zip(walkers.keys(), [\"tab:blue\", \"tab:orange\", \"tab:purple\", \"tab:green\"])\n", ")\n", "colors" ] }, { "cell_type": "code", "execution_count": 29, "id": "c37c4279-fe7f-4e7a-b261-b368abcc34ae", "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "model = correct_model\n", "fig, axes = plt.subplots(\n", " walkers[\"marginalized_sys_err\"].model_sampler.chain.shape[1] + 1,\n", " 1,\n", " figsize=(8, 8),\n", " sharex=True,\n", ")\n", "for i in range(walker.model_sampler.chain.shape[1]):\n", " # plot walkers\n", " for key, walker in walkers.items():\n", " axes[i].plot(walker.model_sampler.chain[:, i], alpha=0.4, color=colors[key])\n", "\n", " axes[i].set_ylabel(f\"${model.params[i].latex_name}$\")\n", " true_value = true_params[i]\n", " axes[i].hlines(true_value, 0, len(walker.model_sampler.chain), \"r\", linestyle=\"--\")\n", "\n", "# plot likelihoods\n", "for key, walker in walkers.items():\n", " axes[-1].plot(walker.model_sampler.logp_chain, alpha=0.4, color=colors[key])" ] }, { "cell_type": "code", "execution_count": 30, "id": "a9dd5361-1428-4b53-a50f-a8d2cc71917f", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(20000, 5)" ] }, "execution_count": 30, "metadata": {}, "output_type": "execute_result" } ], "source": [ "prior_samples = model_prior.rvs(walker.model_sampler.chain.shape[0])\n", "prior_samples.shape" ] }, { "cell_type": "code", "execution_count": 31, "id": "f716e401-7712-49f0-9771-5e90cb016cb4", "metadata": {}, "outputs": [], "source": [ "domain = np.zeros((len(walkers), correct_model.n_params, 2))\n", "for i, (key, walker) in enumerate(walkers.items()):\n", " domain[i, ...] = np.array(\n", " [\n", " np.min(walker.model_sampler.chain, axis=0),\n", " np.max(walker.model_sampler.chain, axis=0),\n", " ]\n", " ).T\n", "domain = np.array([np.min(domain[:, :, 0], axis=0), np.max(domain[..., 1], axis=0)])" ] }, { "cell_type": "code", "execution_count": 32, "id": "a45db89b-5c4d-43ea-893a-336a88d5432a", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(2, 5)" ] }, "execution_count": 32, "metadata": {}, "output_type": "execute_result" } ], "source": [ "domain.shape" ] }, { "cell_type": "code", "execution_count": 33, "id": "2986eac1-ea7a-4f66-926e-8e6cd1121548", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 33, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig = plt.figure()\n", "for key, walker in walkers.items():\n", " corner.corner(\n", " walker.model_sampler.chain,\n", " fig=fig,\n", " color=colors[key],\n", " range=domain.T,\n", " labels=[f\"${p.latex_name}$\" for p in correct_model.params],\n", " truths=true_params,\n", " labelpad=0.1,\n", " max_n_ticks=2,\n", " truth_color=\"k\",\n", " )\n", "\n", " plt.plot([], [], color=colors[key], label=key)\n", "fig.legend()\n", "# plt.tight_layout()" ] }, { "cell_type": "markdown", "id": "6c8a7777-4e29-4137-a7eb-9e69189ac9a1", "metadata": {}, "source": [ "As expected, `unknown_norm` and `marginalized_sys_err` are the same. This is because they originate from the same exact statistical model, in which the normalization of each data set is a random variable. The latter explicitly marginalizes over the renormalization according to $\\mathcal{N}(1,\\sigma_{sys})$, whereas the former takes that distribution as a prior but attempts to learn the real distribution by conditioning the data. \n", "\n", "In this case the underlying process for generating $N$ is exactly what the experimentalists report (that is, it is $\\mathcal{N}(1,\\sigma_{sys})$). If the experimentally reported $\\sigma_{sys}$ was incorrect, then `marginalized_sys_err` would not be marginalizing over the correct distribution, and would converge to something wrong (try it!). On the other hand, with `unknown_norm`, incorrect experimentally reported $\\sigma_{sys}$ just means a bad prior: $\\sigma_{sys}$ doesn't enter into the likelihood at all. Eventually, sampling should converge to the appropriate distribution.\n", "\n", "Of course, the other two methods, which do not account for systematic error at all, fail to converge to the region of the truth." ] }, { "cell_type": "markdown", "id": "dff9485a-74ec-4896-8122-374d4e407a39", "metadata": {}, "source": [ "## Let's explore the performance of the inference of the normalizations from the \"unknown norm\" model\n", "\n", "We will look at the posteriors of $\\rho_i$, the renormalization of the model predictions with respect to each data set. We will look at the *maxima a posteriori* (MAP) and compare them to the values we actually renormalized by when generating the synthetic data. Then we will plot the experimental values renormalized by the MAP $\\rho$s, and we should see that they re-align themselves with the truth." ] }, { "cell_type": "code", "execution_count": 34, "id": "9a63cc20-d38d-4e1b-893d-831306dbb73a", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(20000, 4)" ] }, "execution_count": 34, "metadata": {}, "output_type": "execute_result" } ], "source": [ "norm_chain = np.array(\n", " [sampler.chain for sampler in walkers[\"unknown_norm\"].likelihood_samplers]\n", ")[:, :, 0]\n", "norm_chain = np.exp(norm_chain.T)\n", "norm_chain.shape" ] }, { "cell_type": "code", "execution_count": 35, "id": "00efd03d-7fdf-4f99-bc68-413a75ce2b72", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(20000, 4)" ] }, "execution_count": 35, "metadata": {}, "output_type": "execute_result" } ], "source": [ "norm_log_posterior_vals = np.array(\n", " [sampler.logp_chain for sampler in walkers[\"unknown_norm\"].likelihood_samplers]\n", ").T\n", "norm_log_posterior_vals.shape" ] }, { "cell_type": "code", "execution_count": 36, "id": "328e1d8e-d6b0-4429-a852-394eb3613895", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array([1.02222029, 0.5391869 , 1.26555557, 1.03850914])" ] }, "execution_count": 36, "metadata": {}, "output_type": "execute_result" } ], "source": [ "map_idxs = np.argmax(norm_log_posterior_vals, axis=0)\n", "N_data_sets = len(settings)\n", "maps = norm_chain[map_idxs, np.arange(N_data_sets)]\n", "maps" ] }, { "cell_type": "code", "execution_count": 37, "id": "868b71f7-0de1-43b9-a593-295f7ff36099", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array([1.06789136, 0.53671203, 1.3071512 , 1.05429387])" ] }, "execution_count": 37, "metadata": {}, "output_type": "execute_result" } ], "source": [ "np.array([obs.renormalization for obs in observations])" ] }, { "cell_type": "code", "execution_count": 38, "id": "7f72afa9-bf06-4e3b-83d2-8344ae36fc06", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array([1.04122028, 0.52298738, 1.27509224, 1.00875858])" ] }, "execution_count": 38, "metadata": {}, "output_type": "execute_result" } ], "source": [ "np.mean(norm_chain, axis=0)" ] }, { "cell_type": "code", "execution_count": 39, "id": "b7acf84b-e98c-4743-9e62-2c3eb16bf677", "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig = corner.corner(\n", " norm_chain,\n", " labels=range(len(settings)),\n", " truths=[obs.renormalization for obs in observations],\n", " labelpad=0.1,\n", " max_n_ticks=2,\n", " color=\"tab:blue\",\n", " truth_color=\"red\",\n", ")" ] }, { "cell_type": "code", "execution_count": 40, "id": "9861dc77-5683-47b3-84d6-22409195355b", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Text(0.5, 1.0, 'Renormalizing experimental data sets based on MAP of $p(\\\\rho)$')" ] }, "execution_count": 40, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.plot(truth.x, truth.y, \"k:\", label=\"truth\")\n", "for i, synthetic_observation in enumerate(observations):\n", " rho_hat = maps[i]\n", " plt.errorbar(\n", " synthetic_observation.x,\n", " synthetic_observation.y / rho_hat,\n", " np.sqrt(np.diag(synthetic_observation.statistical_covariance)),\n", " linestyle=\"none\",\n", " marker=\".\",\n", " label=r\"$\\rho_{\\text{truth}}$ = \"\n", " + f\"{synthetic_observation.renormalization:1.3f},\"\n", " + r\" MAP = \"\n", " + f\"{rho_hat:1.2f}\",\n", " )\n", "plt.xlabel(\"$x$\")\n", "plt.ylabel(\"$y$\")\n", "plt.legend()\n", "plt.title(r\"Renormalizing experimental data sets based on MAP of $p(\\rho)$\")" ] }, { "cell_type": "markdown", "id": "11acfd96-4b06-48bf-8664-a0e42ddb9db2", "metadata": {}, "source": [ "## predictive posteriors" ] }, { "cell_type": "code", "execution_count": 41, "id": "e1708552-11c0-436f-bbc3-58d778e99774", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(20000, 5)" ] }, "execution_count": 41, "metadata": {}, "output_type": "execute_result" } ], "source": [ "walker.model_sampler.chain.shape" ] }, { "cell_type": "code", "execution_count": 42, "id": "17ae70aa-589c-42ac-b132-f918a3160ce4", "metadata": {}, "outputs": [], "source": [ "def predictive_post(chain, model, obs, n_samples, intervals):\n", " draw_idxs = rng.choice(np.arange(chain.shape[0]), n_samples)\n", " draws = chain[draw_idxs, :]\n", " ym = np.array([model(obs, *p) for p in draws])\n", " return np.percentile(ym, intervals, axis=0)" ] }, { "cell_type": "code", "execution_count": 43, "id": "9c48e1df-130d-445e-8be3-6c35e33642e6", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 43, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig = plt.figure(figsize=(8, 4))\n", "plt.plot(truth.x, truth.y, \"k:\", label=\"truth\")\n", "\n", "for synthetic_observation in observations:\n", " plt.errorbar(\n", " synthetic_observation.x,\n", " synthetic_observation.y,\n", " np.sqrt(np.diag(synthetic_observation.statistical_covariance)),\n", " linestyle=\"none\",\n", " marker=\".\",\n", " alpha=0.4,\n", " # label=f\"renormalization = {synthetic_observation.renormalization:1.3f}\",\n", " )\n", "\n", "hatches = [\"//\\\\//\\\\\", \"|-\", \"\", \"\"]\n", "alphas = [0.1, 0.25, 0.25, 0.25]\n", "for i, (key, walker) in enumerate(walkers.items()):\n", " intervals = predictive_post(\n", " walker.model_sampler.chain,\n", " correct_model,\n", " truth,\n", " 1000,\n", " [16, 84],\n", " )\n", " plt.fill_between(\n", " truth.x,\n", " intervals[0],\n", " intervals[1],\n", " alpha=alphas[i],\n", " color=colors[key],\n", " label=key,\n", " hatch=hatches[i],\n", " zorder=99,\n", " )\n", "plt.xlabel(\"x\")\n", "plt.ylabel(\"y\")\n", "plt.ylim([0, 2])\n", "fig.legend(loc=\"upper left\", framealpha=1)" ] } ], "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": "3.13.5" } }, "nbformat": 4, "nbformat_minor": 5 }