marginals_SAM.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "metadata": {}
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "The autoreload extension is already loaded. To reload it, use:\n",
      "  %reload_ext autoreload\n"
     ]
    }
   ],
   "source": [
    "%load_ext autoreload\n",
    "%autoreload 2"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "metadata": {}
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/zj448/.conda/envs/jax/lib/python3.12/site-packages/tqdm/auto.py:21: TqdmWarning: IProgress not found. Please update jupyter and ipywidgets. See https://ipywidgets.readthedocs.io/en/stable/user_install.html\n",
      "  from .autonotebook import tqdm as notebook_tqdm\n"
     ]
    }
   ],
   "source": [
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "import jax.numpy as jnp\n",
    "import jax\n",
    "import os\n",
    "import pandas as pd\n",
    "import math\n",
    "import seaborn as sns\n",
    "\n",
    "from scipy.special import logsumexp\n",
    "from pathlib import Path\n",
    "from tqdm.auto import tqdm, trange\n",
    "\n",
    "from bge_score_jax import BGe"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "metadata": {}
   },
   "outputs": [],
   "source": [
    "dags_compressed = np.load('/data/zj448/exact_posteriors/dags_4.npy')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "metadata": {}
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(543, 2)"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dags_compressed.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "metadata": {}
   },
   "outputs": [],
   "source": [
    "def compute_exact_posterior(dags_compressed, observations, batch_size=1, verbose=True):\n",
    "    num_variables = observations.shape[1]\n",
    "    model = BGe(num_variables=num_variables)\n",
    "\n",
    "    @jax.jit\n",
    "    def log_prob(observations, adjacencies_compressed):\n",
    "        adjacencies = jnp.unpackbits(adjacencies_compressed, axis=1, count=num_variables ** 2)\n",
    "        adjacencies = adjacencies.reshape(-1, num_variables, num_variables)\n",
    "\n",
    "        v_log_prob = jax.vmap(model.log_prob, in_axes=(None, 0))\n",
    "        log_probs = v_log_prob(observations, adjacencies)\n",
    "        return jnp.sum(log_probs, axis=1)\n",
    "\n",
    "    num_dags = dags_compressed.shape[0]\n",
    "    log_probs = np.zeros((num_dags,), dtype=np.float32)\n",
    "    for i in trange(0, num_dags, batch_size, disable=(not verbose)):\n",
    "        # Get a batch of (compressed) DAGs\n",
    "        batch_compressed = dags_compressed[i:i + batch_size]\n",
    "\n",
    "        # Compute the BGe scores\n",
    "        log_probs[i:i + batch_size] = log_prob(observations, batch_compressed)\n",
    "\n",
    "    # Normalize the log-marginal probabilities\n",
    "    log_probs = log_probs - logsumexp(log_probs)\n",
    "    return log_probs"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "metadata": {}
   },
   "outputs": [],
   "source": [
    "def edge_log_marginal(dags_compressed, log_joint, num_variables, batch_size=1, verbose=True):\n",
    "    @jax.jit\n",
    "    def marginalize(log_probs, adjacencies_compressed):\n",
    "        adjacencies = jnp.unpackbits(adjacencies_compressed, axis=1, count=num_variables ** 2)\n",
    "        log_probs = jnp.where(adjacencies == 1, log_probs[:, None], -jnp.inf)\n",
    "        return jax.nn.logsumexp(log_probs, axis=0)\n",
    "\n",
    "    num_dags = dags_compressed.shape[0]\n",
    "    log_marginal = []\n",
    "    for i in trange(0, num_dags, batch_size, disable=(not verbose)):\n",
    "        # Get a batch of data\n",
    "        batch_compressed = dags_compressed[i:i + batch_size]\n",
    "        log_probs = log_joint[i:i + batch_size]\n",
    "\n",
    "        log_marginal.append(marginalize(log_probs, batch_compressed))\n",
    "\n",
    "    log_marginal = np.stack(log_marginal, axis=0)\n",
    "    log_marginal = logsumexp(log_marginal, axis=0)\n",
    "    return log_marginal.reshape(num_variables, num_variables)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "metadata": {}
   },
   "outputs": [],
   "source": [
    "def get_transitive_closure(adjacency):\n",
    "    # Warshall's algorithm\n",
    "    def scan_fun(closure, i):\n",
    "        outer_product = jnp.outer(closure[:, i], closure[i])\n",
    "        return (jnp.logical_or(closure, outer_product), None)\n",
    "    \n",
    "    adjacency = adjacency.astype(jnp.bool_)\n",
    "    arange = jnp.arange(adjacency.shape[0])\n",
    "    closure, _ = jax.lax.scan(scan_fun, adjacency, arange)\n",
    "\n",
    "    return closure\n",
    "\n",
    "def path_log_marginal(dags_compressed, log_joint, num_variables, batch_size=1, verbose=True):\n",
    "    @jax.jit\n",
    "    def marginalize(log_probs, adjacencies_compressed):\n",
    "        adjacencies = jnp.unpackbits(adjacencies_compressed, axis=1, count=num_variables ** 2)\n",
    "        adjacencies = adjacencies.reshape(-1, num_variables, num_variables)\n",
    "        closures = jax.vmap(get_transitive_closure)(adjacencies)\n",
    "        log_probs = jnp.where(closures, log_probs[:, None, None], -jnp.inf)\n",
    "        return jax.nn.logsumexp(log_probs, axis=0)\n",
    "\n",
    "    num_dags = dags_compressed.shape[0]\n",
    "    log_marginal = []\n",
    "    for i in trange(0, num_dags, batch_size, disable=(not verbose)):\n",
    "        # Get a batch of data\n",
    "        batch_compressed = dags_compressed[i:i + batch_size]\n",
    "        log_probs = log_joint[i:i + batch_size]\n",
    "\n",
    "        log_marginal.append(marginalize(log_probs, batch_compressed))\n",
    "\n",
    "    log_marginal = np.stack(log_marginal, axis=0)\n",
    "    log_marginal = logsumexp(log_marginal, axis=0)\n",
    "    return log_marginal.reshape(num_variables, num_variables)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## SAM"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "metadata": {}
   },
   "outputs": [],
   "source": [
    "datasets = ['ell','spr','nofb']\n",
    "dfs, observations = {}, {}\n",
    "\n",
    "for dataset in datasets:\n",
    "    dfs[dataset] = pd.read_csv(f'R_e_data/sam_{dataset}.csv')\n",
    "\n",
    "    dfs[dataset] = dfs[dataset].apply(lambda col: ( col - col.mean() ) / col.std(), axis=0)  # Standardize data\n",
    "    observations[dataset] = np.asarray(dfs[dataset])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {
    "metadata": {}
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "100%|██████████| 1/1 [00:00<00:00,  4.11it/s]\n",
      "100%|██████████| 1/1 [00:00<00:00, 22.49it/s]\n",
      "100%|██████████| 1/1 [00:00<00:00,  4.20it/s]\n",
      "100%|██████████| 1/1 [00:00<00:00, 22.74it/s]\n",
      "100%|██████████| 1/1 [00:00<00:00,  4.11it/s]\n",
      "100%|██████████| 1/1 [00:00<00:00, 22.78it/s]\n"
     ]
    }
   ],
   "source": [
    "root = Path('/data/zj448/exact_posteriors')\n",
    "\n",
    "log_edge_marginals = {}\n",
    "for dataset in datasets:\n",
    "    log_joint = compute_exact_posterior(dags_compressed, observations[dataset], batch_size=2048)\n",
    "    log_edge_marginals[dataset] = edge_log_marginal(dags_compressed,\n",
    "        log_joint, observations[dataset].shape[1], batch_size=4096)\n",
    "\n",
    "    with open(root / f'log_joint_{dataset}_sam.npy', 'wb') as f:\n",
    "        np.save(f, log_joint)\n",
    "\n",
    "    with open(root / f'log_edge_marginal_{dataset}_sam.npy', 'wb') as f:\n",
    "        np.save(f, log_edge_marginals[dataset])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {
    "metadata": {}
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "100%|██████████| 1/1 [00:00<00:00,  9.57it/s]\n",
      "100%|██████████| 1/1 [00:00<00:00, 12.51it/s]\n",
      "100%|██████████| 1/1 [00:00<00:00, 12.78it/s]\n"
     ]
    }
   ],
   "source": [
    "#root = Path('/data/zj448/exact_posteriors')\n",
    "\n",
    "log_path_marginals = {}\n",
    "for dataset in datasets:\n",
    "    log_joint = np.load(root / f'log_joint_{dataset}_sam.npy')\n",
    "    log_path_marginals[dataset] = path_log_marginal(dags_compressed,\n",
    "        log_joint, observations[dataset].shape[1], batch_size=1024)\n",
    "\n",
    "    with open(root / f'log_path_marginal_{dataset}_sam.npy', 'wb') as f:\n",
    "        np.save(f, log_path_marginals[dataset])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {
    "metadata": {}
   },
   "outputs": [
    {
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",
      "text/plain": [
       "<Figure size 3600x1000 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 3600x1000 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#root = Path('/data/zj448/exact_posteriors')\n",
    "\n",
    "plt.figure(figsize=(36, 10))\n",
    "\n",
    "labels_list = [r'$\\text{M}_\\bullet$',r'$\\text{M}_\\text{bulge}^*$', r'$\\text{R}_e$', r'$\\text{sSFR}$']\n",
    "typename = {'ell':'SAM E','spr':'SAM S','nofb':'SAM no feedback'}\n",
    "fontscale=1.5\n",
    "cmap='gray'\n",
    "\n",
    "for i, dataset in enumerate(datasets):\n",
    "    ax = plt.subplot2grid((1, 3), (0, i))\n",
    "    log_edge_marginal = np.load(root / f'log_edge_marginal_{dataset}_sam.npy')\n",
    "    marginal = np.exp(log_edge_marginal)\n",
    "\n",
    "    sns.heatmap(marginal, cmap=cmap, ax=ax,\n",
    "              annot=marginal, annot_kws={\"fontsize\":22*fontscale}, fmt='.2f', cbar=False)\n",
    "    \n",
    "    ax.set_title(typename[dataset],fontsize=20*fontscale)\n",
    "    ax.set_xticklabels(labels_list,rotation=45,fontsize=15*fontscale)\n",
    "    ax.set_yticklabels(labels_list,rotation=0,fontsize=15*fontscale)\n",
    "    ax.set_xlabel('Child',labelpad=-20,fontsize=20*fontscale)\n",
    "    ax.set_ylabel('Parent',labelpad=-10,fontsize=20*fontscale)\n",
    "#plt.savefig('figures/edge_marginals.png', dpi=300)\n",
    "plt.show()\n",
    "\n",
    "plt.figure(figsize=(36, 10))\n",
    "for i, dataset in enumerate(datasets):\n",
    "       ax = plt.subplot2grid((1, 3), (0, i))\n",
    "       log_path_marginal = np.load(root / f'log_path_marginal_{dataset}_sam.npy')\n",
    "       marginal = np.exp(log_path_marginal)\n",
    "\n",
    "       sns.heatmap(marginal, cmap=cmap, ax=ax,\n",
    "              annot=marginal, annot_kws={\"fontsize\":22*fontscale}, fmt='.2f', cbar=False)\n",
    "       \n",
    "       ax.set_title(typename[dataset],fontsize=20*fontscale)\n",
    "       ax.set_xticklabels(labels_list,rotation=45,fontsize=15*fontscale)\n",
    "       ax.set_yticklabels(labels_list,rotation=0,fontsize=15*fontscale)\n",
    "       ax.set_xlabel('Descendant',labelpad=-10,fontsize=20*fontscale)\n",
    "       ax.set_ylabel('Ancestor',labelpad=-10,fontsize=20*fontscale)\n",
    "       #plt.savefig('figures/edge_marginals.png', dpi=300)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {
    "metadata": {}
   },
   "outputs": [],
   "source": [
    "df_sam_ell = pd.read_csv(f'R_e_data/sam_ell.csv')\n",
    "df_sam_spr = pd.read_csv(f'R_e_data/sam_spr.csv')\n",
    "df_sam_nofb = pd.read_csv(f'R_e_data/sam_nofb.csv')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {
    "metadata": {}
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(1189, 1999, 2663)"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len(df_sam_ell),len(df_sam_spr),len(df_sam_nofb)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "jax",
   "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": "3.12.2"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}