ixxi-dante/nw2vec

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projects/correctness/gae-reproduction-cora-nw2vec-multitask_arch-shallow_adj-ov=0.ipynb

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{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Train nw2vec with the original VGAE architecture for Cora embeddings + a kernel for the scalar product decoding + an intermediate layer in decoding"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Using TensorFlow backend.\n"
     ]
    }
   ],
   "source": [
    "import os\n",
    "\n",
    "# Train on CPU (hide GPU) due to memory constraints\n",
    "os.environ['CUDA_VISIBLE_DEVICES'] = \"0\"\n",
    "\n",
    "import contextlib\n",
    "\n",
    "import numpy as np\n",
    "import keras\n",
    "from keras_tqdm import TQDMNotebookCallback as TQDMCallback\n",
    "\n",
    "from nw2vec import layers\n",
    "from nw2vec import ae\n",
    "from nw2vec import utils\n",
    "from nw2vec import batching\n",
    "import settings\n",
    "\n",
    "from gae.input_data import load_data\n",
    "from gae.preprocessing import sparse_to_tuple, mask_test_edges"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "@contextlib.contextmanager\n",
    "def gae_directory():\n",
    "    working_directory = os.path.abspath(os.curdir)\n",
    "    try:\n",
    "        # Move to the GAE directory\n",
    "        os.chdir('../../gae')\n",
    "        yield\n",
    "    finally:\n",
    "        # Move back\n",
    "        os.chdir(working_directory)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Load data\n",
    "with gae_directory():\n",
    "    adj, features = load_data('cora')\n",
    "    features = features.toarray()\n",
    "\n",
    "#adj_train = mask_test_edges(adj)[0]\n",
    "adj_train, train_edges, val_edges, val_edges_false, test_edges, test_edges_false = mask_test_edges(adj)\n",
    "assert adj_train.diagonal().sum() == 0"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "def build_p_builder(dims, feature_codec='SigmoidBernoulli', adj_kernel=None, use_bias=False,\n",
    "                    embedding_slices=None, with_l1=True):\n",
    "\n",
    "    # Validate arguments and set default values\n",
    "    assert feature_codec in ['SigmoidBernoulli', 'OrthogonalGaussian', 'SoftmaxMultinomial']\n",
    "    if embedding_slices is None:\n",
    "        adj_embedding_slice, v_embedding_slice = [slice(None), slice(None)]\n",
    "    else:\n",
    "        adj_embedding_slice, v_embedding_slice = embedding_slices\n",
    "\n",
    "    # Extract the dimensions we use.\n",
    "    dim_data, dim_l1, _, _ = dims\n",
    "\n",
    "    def p_builder(p_input):\n",
    "        # Get slices of the embeddings for each prediction\n",
    "        p_input_adj = layers.InnerSlice(adj_embedding_slice)(p_input)\n",
    "        p_input_v = layers.InnerSlice(v_embedding_slice)(p_input)\n",
    "        \n",
    "        p_penultimate_adj = p_input_adj\n",
    "        \n",
    "        if with_l1:\n",
    "            p_penultimate_v = keras.layers.Dense(\n",
    "                dim_l1, use_bias=use_bias, activation='relu',\n",
    "                kernel_regularizer='l2', bias_regularizer='l2',\n",
    "                name='p_layer1_v'\n",
    "            )(p_input_v)\n",
    "        else:\n",
    "            p_penultimate_v = p_input_v\n",
    "\n",
    "        # Prepare kwargs for the Bilinear adj decoder, then build it.\n",
    "        adj_kwargs = {}\n",
    "        if adj_kernel is not None:\n",
    "            adj_kwargs['fixed_kernel'] = adj_kernel\n",
    "        else:\n",
    "            adj_kwargs['kernel_regularizer'] = 'l2'\n",
    "        p_adj = layers.Bilinear(0, use_bias=use_bias, name='p_adj',\n",
    "                                bias_regularizer='l2',\n",
    "                                **adj_kwargs)([p_penultimate_adj, p_penultimate_adj])\n",
    "\n",
    "        # Finally build the feature decoder according to the requested codec.\n",
    "        if feature_codec in ['SigmoidBernoulli', 'SoftmaxMultinomial']:\n",
    "            p_v = keras.layers.Dense(dim_data, use_bias=use_bias,\n",
    "                                     kernel_regularizer='l2', bias_regularizer='l2',\n",
    "                                     name='p_v')(p_penultimate_v)\n",
    "        else:\n",
    "            assert feature_codec == 'OrthogonalGaussian'\n",
    "            p_v_μ_flat = keras.layers.Dense(dim_data, use_bias=use_bias,\n",
    "                                            kernel_regularizer='l2', bias_regularizer='l2',\n",
    "                                            name='p_v_mu_flat')(p_penultimate_v)\n",
    "            p_v_logS_flat = keras.layers.Dense(dim_data, use_bias=use_bias,\n",
    "                                               kernel_regularizer='l2', bias_regularizer='l2',\n",
    "                                               name='p_v_logS_flat')(p_penultimate_v)\n",
    "            p_v = keras.layers.Concatenate(name='p_v_mulogS_flat')([p_v_μ_flat, p_v_logS_flat])\n",
    "\n",
    "        return ([p_adj, p_v], ('SigmoidBernoulliScaledAdjacency', feature_codec))\n",
    "\n",
    "    return p_builder"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "n_ξ_samples = 1\n",
    "n_nodes = adj_train.shape[0]\n",
    "dim_data, dim_l1, dim_ξ_adj, dim_ξ_v = features.shape[1], 32, 16, 16\n",
    "overlap = 0\n",
    "dims = (dim_data, dim_l1, dim_ξ_adj, dim_ξ_v)\n",
    "loss_weights = {\n",
    "    'q_mulogS_flat': 1e-2 * 1.0 / (dim_ξ_adj - overlap + dim_ξ_v),\n",
    "    'p_adj': 1.0 / (n_nodes * np.log(2)),\n",
    "    'p_v': 1.0 / (features.shape[1] * np.log(2)),\n",
    "}\n",
    "\n",
    "# Actual VAE\n",
    "q_model, q_codecs = ae.build_q(dims, overlap=overlap,\n",
    "                               fullbatcher=batching.fullbatches, minibatcher=batching.pq_batches)\n",
    "p_builder = build_p_builder(dims,\n",
    "                               feature_codec='SigmoidBernoulli',\n",
    "                               adj_kernel=np.eye(16),\n",
    "                               embedding_slices=[slice(dim_ξ_adj),\n",
    "                                                 slice(dim_ξ_adj - overlap, dim_ξ_adj - overlap + dim_ξ_v)],\n",
    "                               with_l1=True)\n",
    "vae, vae_codecs = ae.build_vae(\n",
    "    (q_model, q_codecs), p_builder,\n",
    "    n_ξ_samples,\n",
    "    loss_weights=loss_weights\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "def target_func(batch_adj, required_nodes, final_nodes):\n",
    "    return [\n",
    "        np.zeros(1), # ignored\n",
    "        utils.expand_dims_tile(utils.expand_dims_tile(batch_adj + np.eye(batch_adj.shape[0]), 0, n_ξ_samples), 0, 1),\n",
    "        utils.expand_dims_tile(features[final_nodes], 1, n_ξ_samples),\n",
    "    ]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/slerique/anaconda3/envs/base36-grunchgpu/lib/python3.6/site-packages/tensorflow/python/ops/gradients_impl.py:98: UserWarning: Converting sparse IndexedSlices to a dense Tensor of unknown shape. This may consume a large amount of memory.\n",
      "  \"Converting sparse IndexedSlices to a dense Tensor of unknown shape. \"\n"
     ]
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "b7d8cf0af61e4b77aa4ce2e96e626632",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "HBox(children=(IntProgress(value=0, description='Training', max=200), HTML(value='')))"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    }
   ],
   "source": [
    "n_epochs = 200\n",
    "\n",
    "history = vae.fit_fullbatches(batcher_kws={'adj': adj_train, 'features': features, 'target_func': target_func},\n",
    "                              epochs=n_epochs,\n",
    "                              verbose=0, callbacks=[TQDMCallback(show_inner=False)])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "history = {'history': history.history}"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Results"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "import matplotlib.pyplot as plt"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x288 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, axes = plt.subplots(1, len(history['history']), figsize=(len(history['history']) * 5, 4))\n",
    "for i, (title, values) in enumerate(history['history'].items()):\n",
    "    axes[i].plot(np.array(values))\n",
    "    axes[i].set_title(title)\n",
    "fig.tight_layout()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Precision"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [],
   "source": [
    "import scipy\n",
    "from sklearn.metrics import roc_auc_score\n",
    "from sklearn.metrics import average_precision_score\n",
    "from keras import backend as K"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [],
   "source": [
    "def get_roc_score(edges_pos, edges_neg, adj_pred):\n",
    "    # Predict on test set of edges\n",
    "    preds = []\n",
    "    pos = []\n",
    "    for e in edges_pos:\n",
    "        preds.append(adj_pred[e[0], e[1]])\n",
    "        pos.append(adj[e[0], e[1]])\n",
    "\n",
    "    preds_neg = []\n",
    "    neg = []\n",
    "    for e in edges_neg:\n",
    "        preds_neg.append(adj_pred[e[0], e[1]])\n",
    "        neg.append(adj[e[0], e[1]])\n",
    "\n",
    "    preds_all = np.hstack([preds, preds_neg])\n",
    "    labels_all = np.hstack([np.ones(len(preds)), np.zeros(len(preds))])\n",
    "    roc_score = roc_auc_score(labels_all, preds_all)\n",
    "    ap_score = average_precision_score(labels_all, preds_all)\n",
    "\n",
    "    return roc_score, ap_score"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [],
   "source": [
    "q_preds, adj_preds, v_preds = zip(*[vae.predict_fullbatch(adj=adj_train, features=features) for _ in range(10)])\n",
    "\n",
    "q_preds = np.array(q_preds)\n",
    "adj_preds = np.array(adj_preds)\n",
    "\n",
    "q_pred = q_preds.mean(0)\n",
    "adj_pred = scipy.special.expit(adj_preds[:, 0, :, :, :]).mean(1).mean(0)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(0.9249484209427176, 0.9311696464976487)"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "get_roc_score(test_edges, test_edges_false, adj_pred)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 3 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 3 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 3 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 3 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 3 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 3 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 3 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 3 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "for layer in vae.layers:\n",
    "    if hasattr(layer, 'kernel'):\n",
    "        fig, (ax1, ax2) = plt.subplots(1, 2, figsize=(6, 4))#, sharey=True)\n",
    "        im1 = ax1.imshow(K.eval(layer.kernel).T)\n",
    "        ax1.set_title('{} kernel'.format(layer.name))\n",
    "        plt.colorbar(im1, ax=ax1)\n",
    "        if hasattr(layer, 'bias') and layer.bias is not None:\n",
    "            im2 = ax2.imshow(K.eval(K.expand_dims(layer.bias, -1)))\n",
    "            ax2.set_title('{} bias'.format(layer.name))\n",
    "            plt.colorbar(im2, ax=ax2)\n",
    "        else:\n",
    "            ax2.set_visible(False)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Plot the embeddings"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pickle\n",
    "\n",
    "%matplotlib inline\n",
    "import matplotlib.pyplot as plt\n",
    "import scipy\n",
    "import scipy.sparse as sp\n",
    "import seaborn as sb\n",
    "\n",
    "from sklearn.manifold import MDS"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "MDS(dissimilarity='euclidean', eps=0.001, max_iter=300, metric=True,\n",
       "  n_components=2, n_init=4, n_jobs=-2, random_state=None, verbose=0)"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Downscale the embeddings\n",
    "mds = MDS(n_jobs=-2, )\n",
    "mds.fit(q_pred[:, :dims[-1]].astype(np.float64))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Load the ground truth labels\n",
    "\n",
    "def parse_index_file(filename):\n",
    "    index = []\n",
    "    for line in open(filename):\n",
    "        index.append(int(line.strip()))\n",
    "    return index\n",
    "\n",
    "with gae_directory():\n",
    "    ty = pickle.load(open(\"data/ind.cora.ty\", 'rb'), encoding='latin1')\n",
    "    ally = pickle.load(open(\"data/ind.cora.ally\", 'rb'), encoding='latin1')\n",
    "    test_idx_reorder = parse_index_file(\"data/ind.cora.test.index\")\n",
    "test_idx_range = np.sort(test_idx_reorder)\n",
    "\n",
    "labels = sp.vstack((ally, ty)).toarray()\n",
    "labels[test_idx_reorder, :] = labels[test_idx_range, :]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Turn labels into colors\n",
    "palette = sb.color_palette(n_colors=labels.shape[1])\n",
    "colors = np.array(palette)[np.argmax(labels, axis=1)]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.collections.PathCollection at 0x7f758a5eea20>"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x1080 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Plot the downscaled embeddings and the links\n",
    "fig, ax = plt.subplots(figsize=(15, 15))\n",
    "edges = np.array([[mds.embedding_[i], mds.embedding_[j]] for (i, j) in sparse_to_tuple(sp.triu(adj))[0]])\n",
    "edges = edges.transpose([2, 1, 0])\n",
    "ax.plot(edges[0], edges[1], color='lightgrey', zorder=1)\n",
    "ax.scatter(mds.embedding_[:, 0], mds.embedding_[:, 1], c=colors, zorder=2)"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "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": "3.6.6"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}