From 450d4ae20f6b75e4b635673a5e682c91e4e8f1c6 Mon Sep 17 00:00:00 2001 From: LegrandNico Date: Fri, 16 Aug 2024 15:02:24 +0200 Subject: [PATCH] add notebook for the method paper --- docs/paper.ipynb | 1513 ++++++++++++++++++++++++++++++++++++++++++++++ 1 file changed, 1513 insertions(+) create mode 100644 docs/paper.ipynb diff --git a/docs/paper.ipynb b/docs/paper.ipynb new file mode 100644 index 00000000..d81b41d1 --- /dev/null +++ b/docs/paper.ipynb @@ -0,0 +1,1513 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 3, + "id": "34b60def-e6a1-496f-8f8a-b7195eecfb34", + "metadata": {}, + "outputs": [], + "source": [ + "import arviz as az\n", + "import jax.numpy as jnp\n", + "import matplotlib.pyplot as plt\n", + "import numpy as np\n", + "import pymc as pm\n", + "import pytensor.tensor as pt\n", + "import seaborn as sns\n", + "from pyhgf import load_data\n", + "from pyhgf.distribution import HGFDistribution, HGFPointwise\n", + "from pyhgf.model import HGF\n", + "from pyhgf.response import binary_softmax, binary_softmax_inverse_temperature\n", + "\n", + "plt.rcParams[\"figure.constrained_layout.use\"] = True" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "id": "e29061d3-1833-468d-a268-f5344f884fe8", + "metadata": {}, + "outputs": [], + "source": [ + "u, y = load_data(\"binary\")" + ] + }, + { + "cell_type": "markdown", + "id": "3a064219-a3d1-4dd9-a90f-97a67cdd220d", + "metadata": {}, + "source": [ + "# Subject-level fit" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "id": "b9b9bdce-3330-4648-aabd-a1dd8b6ab1da", + "metadata": {}, + "outputs": [], + "source": [ + "hgf_logp_op = HGFDistribution(\n", + " n_levels=3,\n", + " model_type=\"binary\",\n", + " input_data=u[\n", + " np.newaxis, :\n", + " ], # the inputs are the same for all agents - just duplicate the array\n", + " response_function=binary_softmax_inverse_temperature,\n", + " response_function_inputs=y[np.newaxis, :],\n", + ")" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "id": "a48ee070-26ae-42bd-a2da-4c831824d859", + "metadata": { + "editable": true, + "slideshow": { + "slide_type": "" + }, + "tags": [] + }, + "outputs": [], + "source": [ + "def logp(value, tonic_volatility_2, inverse_temperature):\n", + " return hgf_logp_op(\n", + " tonic_volatility_2=tonic_volatility_2,\n", + " response_function_parameters=inverse_temperature,\n", + " )" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "id": "0cdbe21c-ee22-4a5a-87bb-9ae0ea60275c", + "metadata": { + "scrolled": true + }, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "Auto-assigning NUTS sampler...\n", + "Initializing NUTS using jitter+adapt_diag...\n", + "Sequential sampling (4 chains in 1 job)\n", + "NUTS: [tonic_volatility_2, inverse_temperature]\n" + ] + }, + { + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "e55860bd1ce24979a7e46375eebe6736", + "version_major": 2, + "version_minor": 0 + }, + "text/plain": [ + "Output()" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "text/html": [ + "
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Increase `target_accept` or reparameterize.\n" + ] + } + ], + "source": [ + "with pm.Model() as two_levels_binary_hgf:\n", + "\n", + " # tonic volatility\n", + " tonic_volatility_2 = pm.Uniform(\"tonic_volatility_2\", -6.0, -0.5)\n", + "\n", + " # inverse temperature\n", + " inverse_temperature = pm.Uniform(\"inverse_temperature\", 0.1, 6.0)\n", + "\n", + " # The multi-HGF distribution\n", + " # --------------------------\n", + " log_likelihood = pm.CustomDist(\n", + " \"log_likelihood\", tonic_volatility_2, inverse_temperature, logp=logp, observed=y\n", + " )\n", + "\n", + " two_level_hgf_idata = pm.sample(chains=4, cores=1)" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "id": "6038a3bb-8d3d-46d5-8ff8-93fdf2809a0c", + "metadata": {}, + "outputs": [], + "source": [ + "tonic_volatility_2 = az.summary(two_level_hgf_idata)[\"mean\"][\"tonic_volatility_2\"]\n", + "inverse_temperature = az.summary(two_level_hgf_idata)[\"mean\"][\"inverse_temperature\"]" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "id": "f69b5ee8-f8f7-40bb-89a3-d0f601245ca6", + "metadata": {}, + "outputs": [], + "source": [ + "hgf_mcmc = HGF(\n", + " n_levels=3,\n", + " model_type=\"binary\",\n", + " initial_mean={\"1\": jnp.nan, \"2\": 0.0, \"3\": 0.0},\n", + " initial_precision={\"1\": 0.0, \"2\": 1.0, \"3\": 1.0},\n", + " tonic_volatility={\"1\": jnp.nan, \"2\": tonic_volatility_2, \"3\": -4.0},\n", + ").input_data(input_data=u)" + ] + }, + { + "cell_type": "markdown", + "id": "fcdda968-1490-4e9e-b2f2-765367f05cf7", + "metadata": {}, + "source": [ + "## Beliefs trajectories" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "id": "53542890-ed72-40e1-9609-0f710a86aa73", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig, axs = plt.subplots(figsize=(15, 7), nrows=4)\n", + "\n", + "hgf_mcmc.plot_nodes(node_idxs=0, axs=axs[-1])\n", + "axs[-1].scatter(\n", + " x=np.arange(len(y)),\n", + " y=y * 1.4 - 0.2,\n", + " label=\"Decisions\",\n", + " alpha=0.4,\n", + " marker=\"D\",\n", + " color=\"grey\",\n", + ")\n", + "axs[-1].legend()\n", + "\n", + "hgf_mcmc.plot_nodes(node_idxs=1, axs=axs[-2], color=\"#55a868\")\n", + "hgf_mcmc.plot_nodes(node_idxs=2, axs=axs[-3], color=\"#c44e52\")\n", + "hgf_mcmc.plot_nodes(node_idxs=3, axs=axs[-4], color=\"#6d597a\")\n", + "\n", + "sns.despine()\n", + "plt.savefig(\"binary_trajectories.pdf\", dpi=600)" + ] + }, + { + "cell_type": "markdown", + "id": "30a6a28b-0c8b-42da-9cd9-c8646b2836c1", + "metadata": {}, + "source": [ + "## Traces" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "id": "71afbc37-9911-4a8a-9f38-7a1433277a21", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "_, axs = plt.subplots(nrows=2, figsize=(5, 2), sharex=True)\n", + "for i, var_name in enumerate([\"tonic_volatility_2\", \"inverse_temperature\"]):\n", + " for ii, st in zip(range(4), [\"-\", \"--\", \":\", \"-.\"]):\n", + " axs[i].plot(\n", + " two_level_hgf_idata[\"posterior\"][var_name][ii],\n", + " linewidth=0.2,\n", + " color=\"#1f77b4\",\n", + " linestyle=st,\n", + " )\n", + "\n", + "axs[0].set_ylabel(\"Tonic \\n volatility \" r\"($\\omega_2$)\", size=7)\n", + "axs[1].set_ylabel(\"Inverse \\n temperature \" r\"($t$)\", size=7)\n", + "\n", + "axs[1].set_xlabel(\"Samples\", size=10)\n", + "sns.despine()\n", + "plt.savefig(\"binary_traces.pdf\", dpi=600)" + ] + }, + { + "cell_type": "markdown", + "id": "172d0582-bb1b-4434-82dd-78f3b45143eb", + "metadata": {}, + "source": [ + "## Posterior" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "id": "c049febd-e0c7-4fd2-872c-6b132ee199e7", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig, ax = plt.subplots(figsize=(5, 5))\n", + "\n", + "sns.kdeplot(\n", + " x=two_level_hgf_idata[\"posterior\"][\"tonic_volatility_2\"].to_numpy().flatten(),\n", + " y=two_level_hgf_idata[\"posterior\"][\"inverse_temperature\"].to_numpy().flatten(),\n", + " ax=ax,\n", + " fill=True,\n", + " cmap=\"Blues\",\n", + ")\n", + "ax.grid(color=\"grey\", linestyle=\"dotted\", zorder=3)\n", + "ax.set_xlabel(r\"Tonic volatility ($\\omega_2$)\", size=15)\n", + "ax.set_ylabel(r\"Inverse temperature ($t$)\", size=15)\n", + "sns.despine()\n", + "plt.savefig(\"binary_posterior.pdf\", dpi=600)" + ] + }, + { + "cell_type": "markdown", + "id": "42202092-20fc-4301-a88e-cf8a64d56eec", + "metadata": {}, + "source": [ + "## Parameters recovery" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "id": "c3bebcf3-cc6e-488c-8af6-2ccb6460cdde", + "metadata": {}, + "outputs": [], + "source": [ + "N = 50 # the number of agents to simulate\n", + "\n", + "# sample one value for the inverse temperature (here in log space) and simulate responses\n", + "temperatures = np.linspace(0.5, 6.0, num=N)\n", + "\n", + "# sample one new value of the tonic volatility at the second level and fit to observations\n", + "volatilities = np.linspace(-5.5, -1.0, num=N)" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "id": "8898e02b-80fc-48c9-a6da-0a7295d70b95", + "metadata": {}, + "outputs": [], + "source": [ + "def sigmoid(x, temperature):\n", + " \"\"\"The sigmoid response function with an inverse temperature parameter.\"\"\"\n", + " return (x**temperature) / (x**temperature + (1 - x) ** temperature)" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "id": "43ab6bc2-8d9f-4129-8d8a-aa1b803dadbd", + "metadata": {}, + "outputs": [], + "source": [ + "# create just one default network - we will simply change the values of interest before fitting to save time\n", + "agent = HGF(\n", + " n_levels=3,\n", + " verbose=False,\n", + " model_type=\"binary\",\n", + " initial_mean={\"1\": 0.5, \"2\": 0.0, \"3\": 0.0},\n", + ")" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "id": "2e405be0-b003-4f6f-8180-ec4c580ea777", + "metadata": {}, + "outputs": [], + "source": [ + "np.random.seed(123)\n", + "\n", + "# observations (always the same), simulated decisions, sample values for temperature and volatility\n", + "responses = []\n", + "for i in range(N):\n", + " # set the tonic volatility for this agent and run the perceptual model forward\n", + " agent.attributes[2][\"tonic_volatility\"] = volatilities[i]\n", + " agent.input_data(input_data=u)\n", + "\n", + " # get decision probabilities using the belief trajectories\n", + " # and the sigmoid decision function with inverse temperature\n", + " p = sigmoid(\n", + " x=agent.node_trajectories[1][\"expected_mean\"], temperature=temperatures[i]\n", + " )\n", + "\n", + " # save the observations and decisions separately\n", + " responses.append(np.random.binomial(p=p, n=1))\n", + "\n", + "responses = np.array(responses)" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "id": "cff50266-4106-48ab-9ba0-e32a1868432e", + "metadata": {}, + "outputs": [], + "source": [ + "hgf_model_comparison_logp_op = HGFDistribution(\n", + " n_levels=3,\n", + " model_type=\"binary\",\n", + " input_data=u[np.newaxis, :].repeat(\n", + " N, axis=0\n", + " ), # the inputs are the same for all agents - duplicate the array\n", + " response_function=binary_softmax_inverse_temperature,\n", + " response_function_inputs=responses,\n", + ")" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "id": "851c89d7-27ed-4b2f-bc57-dc14d72d60d1", + "metadata": {}, + "outputs": [], + "source": [ + "hgf_logp_op_pointwise = HGFPointwise(\n", + " n_levels=3,\n", + " model_type=\"binary\",\n", + " input_data=u[np.newaxis, :].repeat(\n", + " N, axis=0\n", + " ), # the inputs are the same for all agents - duplicate the array\n", + " response_function=binary_softmax_inverse_temperature,\n", + " response_function_inputs=responses,\n", + ")" + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "id": "59a0553d-fec2-4ba4-9051-d662d42c97ac", + "metadata": { + "editable": true, + "slideshow": { + "slide_type": "" + }, + "tags": [] + }, + "outputs": [], + "source": [ + "def logp(value, tonic_volatility_2, inverse_temperature):\n", + " return hgf_model_comparison_logp_op(\n", + " tonic_volatility_2=tonic_volatility_2,\n", + " response_function_parameters=pt.flatten(inverse_temperature),\n", + " )" + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "id": "1fd4fb24-cace-4ecc-b3ab-d3f18b02a445", + "metadata": {}, + "outputs": [], + "source": [ + "def logp_pointwise(tonic_volatility_2, inverse_temperature):\n", + " return hgf_logp_op_pointwise(\n", + " tonic_volatility_2=tonic_volatility_2,\n", + " response_function_parameters=inverse_temperature,\n", + " )" + ] + }, + { + "cell_type": "code", + "execution_count": 19, + "id": "3d2df300-c3b0-4533-9072-8d21d974ad75", + "metadata": {}, + "outputs": [], + "source": [ + "with pm.Model() as two_levels_binary_hgf:\n", + "\n", + " response_data = pm.Data(\"response_data\", responses, dims=[\"subject\", \"trials\"])\n", + "\n", + " # tonic volatility\n", + " tonic_volatility_2 = pm.Uniform(\n", + " \"tonic_volatility_2\", -6.0, -0.5, shape=(N,), dims=\"subject\"\n", + " )\n", + "\n", + " # inverse temperature\n", + " inverse_temperature = pm.Uniform(\n", + " \"inverse_temperature\", 0.1, 7.0, shape=(N,), dims=\"subject\"\n", + " )\n", + "\n", + " # The multi-HGF distribution\n", + " # --------------------------\n", + " log_likelihood = pm.CustomDist(\n", + " \"log_likelihood\",\n", + " tonic_volatility_2,\n", + " inverse_temperature,\n", + " logp=logp,\n", + " observed=response_data,\n", + " )\n", + "\n", + " pm.Deterministic(\n", + " \"pointwise_loglikelihood\",\n", + " logp_pointwise(tonic_volatility_2, inverse_temperature),\n", + " dims=[\"subject\", \"trials\"],\n", + " )" + ] + }, + { + "cell_type": "code", + "execution_count": 20, + "id": "91bfc8f6-8fcb-480f-9288-12ba77c8b7c8", + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "Auto-assigning NUTS sampler...\n", + "Initializing NUTS using jitter+adapt_diag...\n", + "Sequential sampling (2 chains in 1 job)\n", + "NUTS: [tonic_volatility_2, inverse_temperature]\n" + ] + }, + { + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "783e24eda13c4df592b58e7408cfdc3d", + "version_major": 2, + "version_minor": 0 + }, + "text/plain": [ + "Output()" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "text/html": [ + "
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+       "
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See https://arxiv.org/abs/1903.08008 for details\n" + ] + } + ], + "source": [ + "with two_levels_binary_hgf:\n", + " two_level_hgf_idata = pm.sample(chains=2, cores=1)" + ] + }, + { + "cell_type": "code", + "execution_count": 21, + "id": "c0ee8591-760b-4a45-b24b-7af65a0085e4", + "metadata": {}, + "outputs": [], + "source": [ + "two_level_hgf_idata.add_groups(\n", + " log_likelihood=two_level_hgf_idata.posterior[\"pointwise_loglikelihood\"]\n", + ")" + ] + }, + { + "cell_type": "code", + "execution_count": 22, + "id": "63ac5867-9820-416e-935f-cc10ad0b0d6b", + "metadata": {}, + "outputs": [], + "source": [ + "two_level_hgf_idata.to_netcdf(\"softmax_temperature.nc\");" + ] + }, + { + "cell_type": "markdown", + "id": "ec71e44e-5f88-46c4-904a-b1a571241608", + "metadata": {}, + "source": [ + "## Recovery plot" + ] + }, + { + "cell_type": "code", + "execution_count": 37, + "id": "3e95f5a6-c408-4c0b-8bd9-64f5f694d0ae", + "metadata": { + "scrolled": true + }, + "outputs": [ + { + "data": { + 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig, axs = plt.subplots(figsize=(12, 6), ncols=2)\n", + "\n", + "axs[0].plot([-6.0, 0.0], [-6.0, 0.0], color=\"grey\", linestyle=\"--\", zorder=-1)\n", + "axs[1].plot([0.0, 7.0], [0.0, 7.0], color=\"grey\", linestyle=\"--\", zorder=-1)\n", + "\n", + "for var_name, refs, idx in zip(\n", + " [\"tonic_volatility_2\", \"inverse_temperature\"],\n", + " [volatilities, temperatures],\n", + " [0, 1],\n", + "):\n", + " inferred_parameters = az.summary(two_level_hgf_idata, var_names=var_name)[\n", + " \"mean\"\n", + " ].tolist()\n", + "\n", + " sns.kdeplot(\n", + " x=refs,\n", + " y=inferred_parameters,\n", + " ax=axs[idx],\n", + " fill=True,\n", + " cmap=\"Reds\" if var_name == \"tonic_volatility_2\" else \"Greens\",\n", + " alpha=0.4,\n", + " )\n", + "\n", + " axs[idx].scatter(\n", + " refs,\n", + " az.summary(two_level_hgf_idata, var_names=var_name)[\"mean\"].tolist(),\n", + " s=40,\n", + " alpha=0.8,\n", + " edgecolors=\"k\",\n", + " color=\"#c44e52\" if var_name == \"tonic_volatility_2\" else \"#55a868\",\n", + " )\n", + "\n", + " axs[idx].grid(True, linestyle=\"--\")\n", + " axs[idx].set_xlabel(\"Simulated parameter\")\n", + " axs[idx].set_ylabel(\"Infered parameter\")\n", + "\n", + "axs[0].set_title(\"Second level tonic volatility\")\n", + "axs[1].set_title(\"Inverse temperature\")\n", + "plt.savefig(\"parameter_recovery.pdf\", dpi=600)\n", + "sns.despine()" + ] + }, + { + "cell_type": "markdown", + "id": "08f9f194-2d3d-4a69-a8b2-82d6961fbde2", + "metadata": {}, + "source": [ + "## Multilevel model" + ] + }, + { + "cell_type": "code", + "execution_count": 59, + "id": "92a1b7f6-8015-4324-a76e-1bbf9246aed1", + "metadata": {}, + "outputs": [], + "source": [ + "with pm.Model() as two_levels_binary_hgf_multilevel:\n", + "\n", + " response_data = pm.Data(\"response_data\", responses, dims=[\"subject\", \"trials\"])\n", + "\n", + " # tonic volatility\n", + " # ----------------\n", + " mu_volatility = pm.Normal(\"mu_volatility\", -5, 5)\n", + " sigma_volatility = pm.HalfNormal(\"sigma_volatility\", 10)\n", + " tonic_volatility_2 = pm.Normal(\n", + " \"tonic_volatility_2\",\n", + " mu=mu_volatility,\n", + " sigma=sigma_volatility,\n", + " shape=(N,),\n", + " dims=\"subject\",\n", + " )\n", + "\n", + " # inverse temperature\n", + " # -------------------\n", + " mu_temperature = pm.HalfNormal(\"mu_temperature\", 1)\n", + " sigma_temperature = pm.HalfNormal(\"sigma_temperature\", 0.5)\n", + " inverse_temperature = pm.LogNormal(\n", + " \"inverse_temperature\",\n", + " mu_temperature,\n", + " sigma_temperature,\n", + " shape=(N,),\n", + " dims=\"subject\",\n", + " )\n", + "\n", + " # The multi-HGF distribution\n", + " # --------------------------\n", + " log_likelihood = pm.CustomDist(\n", + " \"log_likelihood\",\n", + " tonic_volatility_2,\n", + " pt.log(inverse_temperature),\n", + " logp=logp,\n", + " observed=response_data,\n", + " )" + ] + }, + { + "cell_type": "code", + "execution_count": 60, + "id": "c64901a3-4386-4788-9f2d-ac1e56e93ddf", + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "Auto-assigning NUTS sampler...\n", + "Initializing NUTS using jitter+adapt_diag...\n", + "Sequential sampling (2 chains in 1 job)\n", + "NUTS: [mu_volatility, sigma_volatility, tonic_volatility_2, mu_temperature, sigma_temperature, inverse_temperature]\n" + ] + }, + { + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "a092f65ef463488ea3da37565f28f123", + "version_major": 2, + "version_minor": 0 + }, + "text/plain": [ + "Output()" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "text/html": [ + "
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+      ],
+      "text/plain": []
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/html": [
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+       "
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+      ],
+      "text/plain": []
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/html": [
+       "
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+       "
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See https://arxiv.org/abs/1903.08008 for details\n" + ] + } + ], + "source": [ + "with two_levels_binary_hgf_multilevel:\n", + " two_level_hgf_multilevel_idata = pm.sample(chains=2, cores=1)" + ] + }, + { + "cell_type": "code", + "execution_count": 70, + "id": "ea6a50d4-931c-4150-9aac-3ee3fd000246", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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rVencDu1v9kiB1o3xrqso/45KdK+i7e1eVZqzmyTJ7/wudV09Us5piZKkipeOyC3xvJLcK9lc9gWfJjoQ/F9FVO+V8aTO+9JRdV19t9yToiXJfNK3+xepy0O5F2LP459d9Alp5zypXnepVgfb1kmKk359RBnBiJe/NPRLqX6PzGVSk80nu55+uZcREyX99YL5u28t6cKJwm6Byb+RNGqR+fqtU5YnomFbpVkDpJQE8/OZA1LsWalCFen0/szpre4wA2zfGlK9btL+38ykdLrkeGnJc+bv/V6W3L2LVl8AALLqMN78yc0v91snuzrcn/l7hXxihHNHzAc16ep0lQIL8JDswGKz9Uq6rF0nHPjTTHJJUtxZafWbmfPyiRl14YTZWqyCvzn9r+el5FjpmjG5J0OKQX4x487W/9MZ//ZKdvPLmOacEqdO6++X/9nMY1D57NYCJbtSXCroUKN7dbTeXRlxpFNqotptfUY1wv/KWK526Px8k137gx/S2QAb47WCSEkwj01yAVvb+9U2Xw1sOVRycTenXTolfTXQfHguSTKkkLnWx7cwcZutmg823yyo1cF87daWbkHSz9l63TJfnWx1h5nsSomXovZJNS6/3bHqdfMtmAZ9pKY2lA2UESS7YH/Ncnna5lbB7LMga7KrpJ4KHF5mNstN13OidaJLkpyczATdFRk5pvhHbVSNsD+V5Oqrfc0eLVJVbeFzYb9qhS5UzZO/ySPxrC74NClwsiveq4YSPfxzTI+u1FKXKtaX34V9GdNSLyfCbHHWv4NWVu8jw8n61hJTsZ6O1RuuJgey9Et17nCB6lwkSbHS3l/NvkGOrpZkSHfMtn39nfOkuDOZnwe8bp3okiRnV6lxv7zLWPyU2QLMyVW68XXp+yK+tlCpjvmTXY1rJP/G0qmdmdPSg7GCWP2WFB1q/qHQcmjh6wkAQEHEnpH2zM/8XLWZ+Qe5LTbNlFWs1vG+gn33ju+tP2d9XatJf7NF99mD5uedP0j9XsmnZVbOmFFHV5nb5llJ6vO/gtWtEGyJGXPrNyvVxUsRQf2skl1pzh4F+u4VvX5WokeA1bQ0Z3ftbf6EVbLLO+Z4gcotstANUsgc8zgkXjRbr9uqSkPpwY2ZLZ7SVQw0u3v4NctD3OxxbnHGba2GZf5+tijxdS7n7JmD0vqPzP6Xb8zlNUygDCPZhZKRFCft+zXzs8XJbFmT5/KXzFYwFyPMlliV60mN+xfs6Vy6Q39bf256i/lOfNhWKS3VbErcfIgU0Nh6uaC2ZnLuwB/me+sunhnBV5xndSW5V5YlLUUtd74iSdrXbILVUzF7ck84o5onf1Ot0IXyvXjAal6Ki1ceaxWc3/ndqnjpSMbnc5VaK7UAzcTzawGW4J4tueZeMZ+C7HD809KkY6vMwHXvr+ZT1AyWgiVbs55DLp5mR/Tr3pdO7TbP5YAmZkLIt2bu6x/4MzNwv26CVK0YW/+FbTNfqUxXs31mq6yqweb+TEkwE3hNbpQuRVxOACrzCeT5Y9K698yWeQMIbAAAJWjrV1JqYubnDjYmrJLizP600vnUlIIL2ArlRJbXxyoGWQ9aJElBbTKTXbGnzT6aKtfPN2aUby2zVVdqivTH5S4Ber9g/QaEHdkjZnROiVf18KUZnw05KSqgY4HqkT3RlTE9WzyY7Jp/y/HaJxaoduh8WYxUJXr462zldooM7JnjwWq+zh+TdsyTdsw1j1lWWVtZXYmHT97zvLMNWpBfnJtVfnFbcQpqa7YiO7bafLXWJ8hM4Erm+RvQ1Px98dNSWrIZv9J3K8oZkl0oPr/cZzYNTog2m8omXn7338nFfN87e0fYWcWfN5MJWS172ezn65b38+8APLuILE9KnFzMkUQuZetTa+V0s0+iXs9lTuvxtNnZ6Pmj0lvNzHUToiVJ+5qaT/rqH/lOPpcOK9q3qY7VHSZ7ckpNVOCpZaoVulBVT6+Vk5GaMS/F2VMR1XsrrOZNOl2IEXLSuSWe1zVbnpTFSJVHQpT8ovdk9NkV61VT29u9UuTtSFf19BrrCXXyaUlXlON/5qAZzOyYZ3Yab1WJ5mZSquXtkl8t2yuf9RxydpU+uDbjXMiwfKr5xOvabB3vJ16Sfn/C/L1KI/O8unTK9u++khObzcRUWoqZuAoPUcaTOb860qAPM5d1q2AGKytfM5upz2ho9muSkiC5VpC6Xh5cYPFEc1rH/xRvYg4AgKzSUqUtszI/e/iar1bZYuc8676K2t9bsERGUpx1fJjbiIvZExpnD5vJrnxiRvW+3IXBxk+kqP1SYCvpmjxGuyske8SM7bY8I+e0RLkmXZBf9B65ppj9nqVZXLS75TOKqdjALnWtenqt1eezVfLo0uSy2qELrD431FeK9aqlLe3fVHSlfB6CJl6S9iwwH3oeXyurVkuelcxE6PnjUoXck3IFdvgf68918tjXBYnbilPXR82GCAkXpPfbmX2Qpb/F0O1xs/Xa3l/NN2QqBkndny6ZegF2RLILxWffb9la08hsVXLja1LbkYUrc/fP5nDQdxbgFbSsr5+lpeRMdElmZ5IrXzODmPZjzWkNekn3LMgcRjolQQpqJ3V9VCeTrpV7QpSa7P9Ihiza2eoFyeKkwIhlCgpbLI+EM0r08FdY0A06FZRHR+t5qHR2u2qfWKCgsCVWnYOmWVx0uup1OllzoE5V76NUl6K/BuqcmqCqUTmHbb5YsaG2tH/TboFNUNifqn5qecbnaN9m8surA/r85HX8485Je34x+0cI22I9z7e21PI2qeUwqVqzQtRe1udQ4sXcl0lNMkew8a0pNcrySsDfUy4n3SzSLe8V7pXC/FwMs241mS6gqXT7rJxJ5V7PmU+qN39h9i3h4mG2suz9ornsv39J/y42g79ez5n7e9s3Zn9kSZfMgSeuHVPwDn8BALiS/b9bP6hqe0/OV8bysnlm5u8uHlK70QX77uz/v+cWZ2VvFZ6eXMsnZlSzQdKlyMsjIVukAW+Y3Wfs/8OMXS6dMuPP5kMK3B+SPWPG6hF/5xg9MdXJXbtaPafjdfIYgbCA3BLPqvnu17LU01kHG48rcDkV4k6o87pxWtHzZ8VXqJE5w0hTQNR61QpdIP2+3OyAPZ2Lp/kqasvbpYbXSzKkBQ8WfmOyCt1oxlXpfGrkPcpmQeO24lK1qTRmsfmwNnSDef5XbWb2o3ftvZf7bn3eXDa979Zja6WQ2WY3F56VzDcEWt1pns9AGUSyCyUrJcEcZeTgUmnoLMklS39QLh5S05vNUeKqtzE7S4w9Y7bSWTHNTEhJZkfaoRvNUU5skXUERsm8OQ/71my+e2CxNP++zLJXvmZ2GJp+067fI2ffTJIUEqbmu9+Qa0qMQmsN0vkqbdVs9xtqdOhLq8VqnvxdhxqO1p4Wtj0NqXJms7quyeyk05BF56q01cmaNymsRn+bXpNsteMluSeeyzE9rMYNCq9xo0318Ll0SD2X36bt7abqZK2bbVonL4Hhf6vd1szhixPcq2hzh3d0ffb/GIty/H8Yad2hrFcVs5yWt0u1OxV9pKPs55BfHbNz3Er1zNctll4eoUaGWdf0ZNeJTdKWy8HPtWOkOl2KVo+CiNonfdJNGvyRdV8OktR+nPmTXUqi9OflY9V3snlMvhkkha7PXOboKmn7d2ZA1rRo5wYAAFY2fZb5u8Up7w7sszu2Vorcnfm5xdCCdfCdq1z6LzJymZYur5hRMuOExItmAqR2R3Nku3XvWS+z+yezQ/xqtiVg7BEzXolzWqLahExStchV2tz+TRlOtvfjmp17whl1XjdOFeLCMqbtbvlsrgM7Rfs107F6d+h01S6K86ohyaLKZ7ep5a7pqhBnDvDjlnxRjf/9TDvaTslYr9aJX9VuW5a3NJxcpHo9zHiw6U3WrxamZHlVtihObJLm3G6+6ieZI4oP+7bgryLmF7cVl6A20t0/5j5v9ZvShVCzhVrLodKmzy+/hpvlGtj3q/Tvn9LtX5eJUUWB7Eh2ofg8H24GBbFnpJObpaX/y+znYP9v5hO4zln+Q6/VXrrjO+sy/GqZTcMTLkjrP8icfvgf25Nd2d+Zb3tPZkenrW43kynpTY9jIs06XuGpSuWz21Tr5CIlu3hrb/PH5Xd+d0ai62i9O7Wv6QQ13fuO6h2bp4aHvlJYjRsVXanlleuaLYg6WfMmHWw8Tpd8Gtm0qZJU7dQqecXnbL12sWJDqYb1tHiv6lp0XYgkySMhUjXCFit43wdyMlLkZKSodchknfHvqATPqjnKs0XNE4vUdtvzcjJSJEmJbpW1vstMxVXIpW+rohz/rPutQlWzw9imN9v+NPhK3Cuar1am6/JwZsum6x4xWz6ln9th28wO8d0qmENPG2lm8+++U3KWaw/NB0vNL5hB28Vw8ynx8lfNVoxpyWZyuW43yaf6lcta9545klWNa6U2d5v7PD3RNeRTcxSeObebT60XTZAa9mX4aQCAfZzeb/3gqnF/61Gy85M1SSYVvGN6SXLP1h9TbqP0pY+Yly595MX8hG4wX7F09zFjgbBtmYmua8dKfV6U/nlJ2vKltP4D+fXoVmIxY1a/37xVMgy5JZ1T5XM71GzPm6oYY/ZvVT3iH9U78r2ONCzcmxkecRG6bu298o7N7Ix+b7PHdLT+Xbkuv7njezmmRVbvpTivGuq9fHDGtBxdZFjtE4vUfrzU6T+2n0cFdWSFNPeuzDdZXL2k4XOlmtfkvY4947bicu6o2Z2IxdnsouNixOURug2p8Y1mQm7Ll2YXI3sXmj/NB5defYE80OYQxctikbwDpOAB0rCvreft/932crKPlBgTafu62f+Dq1zP+nOVbK/qxUfnX15aakan9AeCH1SiR4ACs7yid7DRWCW7+epgo8yWM4GnVthU1QTPajrvl9n/QK2Ti9R72SD1XDZEDf+dKc+4XF7BtIM0ZzfFVailg43v05H6d2dMd0mNV0C2vhVsVefoPLXb+mxGoivOM1Brun2ji76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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "_, axs = plt.subplots(figsize=(12, 3), ncols=2)\n", + "\n", + "az.plot_posterior(\n", + " two_level_hgf_multilevel_idata,\n", + " var_names=[\"mu_volatility\", \"mu_temperature\"],\n", + " ref_val=[volatilities.mean(), temperatures.mean()],\n", + " kind=\"hist\",\n", + " ax=axs,\n", + ")\n", + "\n", + "axs[0].set_title(r\"$\\mu_v$\", size=20)\n", + "axs[1].set_title(r\"$\\mu_t$\", size=20)\n", + "plt.savefig(\"multilevel.pdf\", dpi=600)" + ] + }, + { + "cell_type": "markdown", + "id": "63eeb6fc-c720-47f3-8674-971fc165e2a1", + "metadata": {}, + "source": [ + "## Model comparison" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "id": "df2e3514-9c11-411b-82ff-df64b2327803", + "metadata": {}, + "outputs": [], + "source": [ + "hgf_model_comparison_logp_op_softmax = HGFDistribution(\n", + " n_levels=3,\n", + " model_type=\"binary\",\n", + " input_data=u[np.newaxis, :].repeat(\n", + " N, axis=0\n", + " ), # the inputs are the same for all agents - duplicate the array\n", + " response_function=binary_softmax,\n", + " response_function_inputs=responses,\n", + ")" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "id": "4ffebff2-2980-4678-9b2e-bdef6a8cc0e3", + "metadata": {}, + "outputs": [], + "source": [ + "hgf_logp_op_pointwise_softmax = HGFPointwise(\n", + " n_levels=3,\n", + " model_type=\"binary\",\n", + " input_data=u[np.newaxis, :].repeat(\n", + " N, axis=0\n", + " ), # the inputs are the same for all agents - duplicate the array\n", + " response_function=binary_softmax,\n", + " response_function_inputs=responses,\n", + ")" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "id": "f141ebb0-2ee6-4f09-a1c8-ef4fa336a624", + "metadata": { + "editable": true, + "slideshow": { + "slide_type": "" + }, + "tags": [] + }, + "outputs": [], + "source": [ + "def logp(value, tonic_volatility_2):\n", + " return hgf_model_comparison_logp_op_softmax(\n", + " tonic_volatility_2=tonic_volatility_2,\n", + " )" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "id": "bfdb1d73-0528-48cd-85ac-df1eb5ca3856", + "metadata": {}, + "outputs": [], + "source": [ + "def logp_pointwise(tonic_volatility_2):\n", + " return hgf_logp_op_pointwise_softmax(\n", + " tonic_volatility_2=tonic_volatility_2,\n", + " )" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "id": "4c31748e-d54f-4548-96eb-237831189634", + "metadata": {}, + "outputs": [], + "source": [ + "with pm.Model() as two_levels_binary__sofmax_hgf:\n", + "\n", + " response_data = pm.Data(\"response_data\", responses, dims=[\"subject\", \"trials\"])\n", + "\n", + " # tonic volatility\n", + " tonic_volatility_2 = pm.Uniform(\n", + " \"tonic_volatility_2\", -7.0, -0.5, shape=(N,), dims=\"subject\"\n", + " )\n", + "\n", + " # The multi-HGF distribution\n", + " # --------------------------\n", + " log_likelihood = pm.CustomDist(\n", + " \"log_likelihood\",\n", + " tonic_volatility_2,\n", + " logp=logp,\n", + " observed=response_data,\n", + " )\n", + "\n", + " pm.Deterministic(\n", + " \"pointwise_loglikelihood\",\n", + " logp_pointwise(tonic_volatility_2),\n", + " dims=[\"subject\", \"trials\"],\n", + " )" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "id": "72a9f1d4-05fa-4d71-852d-b278bcd34b4d", + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "Auto-assigning NUTS sampler...\n", + "Initializing NUTS using jitter+adapt_diag...\n", + "Sequential sampling (2 chains in 1 job)\n", + "NUTS: [tonic_volatility_2]\n" + ] + }, + { + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "a4fa48e04d5a4413b0d36f5a58ad3627", + "version_major": 2, + "version_minor": 0 + }, + "text/plain": [ + "Output()" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "text/html": [ + "
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+      ],
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+     },
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+       "
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You should consider using a more robust model, this is because importance sampling is less likely to work well if the marginal posterior and LOO posterior are very different. This is more likely to happen with a non-robust model and highly influential observations.\n", + " warnings.warn(\n" + ] + }, + { + "data": { + "text/plain": [ + "Computed from 2000 posterior samples and 16000 observations log-likelihood matrix.\n", + "\n", + " Estimate SE\n", + "elpd_loo -5980.93 62.99\n", + "p_loo 80.34 -\n", + "\n", + "There has been a warning during the calculation. Please check the results.\n", + "------\n", + "\n", + "Pareto k diagnostic values:\n", + " Count Pct.\n", + "(-Inf, 0.5] (good) 15852 99.1%\n", + " (0.5, 0.7] (ok) 95 0.6%\n", + " (0.7, 1] (bad) 2 0.0%\n", + " (1, Inf) (very bad) 51 0.3%" + ] + }, + "execution_count": 80, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "az.loo(two_level_hgf_idata)" + ] + }, + { + "cell_type": "code", + "execution_count": 81, + "id": "74c20411-1c18-4dfe-8105-bbc8f87031a1", + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/home/nicolas/mambaforge/envs/pyhgf_dev/lib/python3.12/site-packages/arviz/stats/stats.py:789: UserWarning: Estimated shape parameter of Pareto distribution is greater than 0.7 for one or more samples. You should consider using a more robust model, this is because importance sampling is less likely to work well if the marginal posterior and LOO posterior are very different. This is more likely to happen with a non-robust model and highly influential observations.\n", + " warnings.warn(\n" + ] + }, + { + "data": { + "text/plain": [ + "Computed from 2000 posterior samples and 16000 observations log-likelihood matrix.\n", + "\n", + " Estimate SE\n", + "elpd_loo -7532.10 37.34\n", + "p_loo 23.24 -\n", + "\n", + "There has been a warning during the calculation. Please check the results.\n", + "------\n", + "\n", + "Pareto k diagnostic values:\n", + " Count Pct.\n", + "(-Inf, 0.5] (good) 15887 99.3%\n", + " (0.5, 0.7] (ok) 32 0.2%\n", + " (0.7, 1] (bad) 14 0.1%\n", + " (1, Inf) (very bad) 67 0.4%" + ] + }, + "execution_count": 81, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "az.loo(two_level_hgf_softmax_idata)" + ] + }, + { + "cell_type": "code", + "execution_count": 19, + "id": "8b90f33f-d085-406a-820f-2d82c9ec4ad4", + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/home/nicolas/mambaforge/envs/pyhgf_dev/lib/python3.12/site-packages/arviz/stats/stats.py:789: UserWarning: Estimated shape parameter of Pareto distribution is greater than 0.7 for one or more samples. You should consider using a more robust model, this is because importance sampling is less likely to work well if the marginal posterior and LOO posterior are very different. This is more likely to happen with a non-robust model and highly influential observations.\n", + " good_k = min(1 - 1 / np.log10(n_samples), 0.7)\n", + "/home/nicolas/mambaforge/envs/pyhgf_dev/lib/python3.12/site-packages/arviz/stats/stats.py:789: UserWarning: Estimated shape parameter of Pareto distribution is greater than 0.7 for one or more samples. You should consider using a more robust model, this is because importance sampling is less likely to work well if the marginal posterior and LOO posterior are very different. This is more likely to happen with a non-robust model and highly influential observations.\n", + " good_k = min(1 - 1 / np.log10(n_samples), 0.7)\n" + ] + } + ], + "source": [ + "compare_df = az.compare(\n", + " {\n", + " \"softmax\": two_level_hgf_softmax_idata,\n", + " \"temperature_softmax\": two_level_hgf_idata,\n", + " }\n", + ")" + ] + }, + { + "cell_type": "code", + "execution_count": 20, + "id": "0809fb35-ab1f-4b4b-aeba-07e4b05b6193", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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rankelpd_loop_looelpd_diffweightsedsewarningscale
temperature_softmax0-5980.93215280.3402290.000001.062.9909250.000000Truelog
softmax1-7531.97280323.1764491551.040650.037.34769036.412179Truelog
\n", + "
" + ], + "text/plain": [ + " rank elpd_loo p_loo elpd_diff weight \\\n", + "temperature_softmax 0 -5980.932152 80.340229 0.00000 1.0 \n", + "softmax 1 -7531.972803 23.176449 1551.04065 0.0 \n", + "\n", + " se dse warning scale \n", + "temperature_softmax 62.990925 0.000000 True log \n", + "softmax 37.347690 36.412179 True log " + ] + }, + "execution_count": 20, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "compare_df" + ] + }, + { + "cell_type": "code", + "execution_count": 24, + "id": "d17ed497-c59a-4ab0-8fb6-8b85c8b568ae", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "_, ax = plt.subplots(figsize=(7, 3))\n", + "\n", + "az.plot_compare(compare_df, figsize=(9, 3), ax=ax)\n", + "plt.legend(loc=\"upper left\")\n", + "plt.savefig(\"model_comparison.pdf\", dpi=600)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "1b6fa258-e167-42be-a1e7-d80d5517bd76", + "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": "3.12.3" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +}