ixxi-dante/nw2vec

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projects/scale/blogcatalog-dim_ξ=10-best-feature_visualisation.ipynb

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{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# BlogCatalog application: visualise the features reconstructed from using embedding dimension = 10, without adjacency cross-entropy weighing"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Imports and setup"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Using TensorFlow backend.\n"
     ]
    }
   ],
   "source": [
    "import time\n",
    "import random\n",
    "import csv\n",
    "from collections import defaultdict\n",
    "import os\n",
    "import pickle\n",
    "\n",
    "import numpy as np\n",
    "import scipy as sp\n",
    "import scipy.stats\n",
    "import sklearn.preprocessing\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sb\n",
    "import networkx as nx\n",
    "\n",
    "import keras\n",
    "from keras import backend as K\n",
    "import tensorflow as tf\n",
    "from tensorflow.python import debug as tf_debug\n",
    "from keras.utils.vis_utils import model_to_dot\n",
    "from keras_tqdm import TQDMNotebookCallback as TQDMCallback\n",
    "\n",
    "from progressbar import ProgressBar\n",
    "from IPython.display import SVG, HTML, display\n",
    "\n",
    "import nw2vec\n",
    "from nw2vec import ae\n",
    "from nw2vec import utils\n",
    "from nw2vec import codecs\n",
    "from nw2vec import layers\n",
    "from nw2vec import viz\n",
    "from nw2vec import batching\n",
    "from nw2vec import graph\n",
    "import settings"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "os.environ['CUDA_VISIBLE_DEVICES'] = '1'\n",
    "DATASET_PATH = settings.BLOGCATALOG_PATH + '/data'\n",
    "RESULTS_PATH = settings.SCALE_PATH + '/blogcatalog'"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Load the BlogCatalog data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "### Get the full list of nodes and groups ###\n",
    "\n",
    "crop = None\n",
    "\n",
    "# nodes\n",
    "nodes = []\n",
    "with open(DATASET_PATH + '/nodes.csv') as csvfile:\n",
    "    reader = csv.reader(csvfile)\n",
    "    nodes = [int(row[0]) for row in reader]\n",
    "if crop is not None:\n",
    "    nodes = nodes[:crop]\n",
    "assert len(nodes) == len(set(nodes))\n",
    "nodes = set(nodes)\n",
    "\n",
    "# groups\n",
    "groups = []\n",
    "with open(DATASET_PATH + '/groups.csv') as csvfile:\n",
    "    reader = csv.reader(csvfile)\n",
    "    groups = [int(row[0]) for row in reader]\n",
    "assert len(groups) == len(set(groups))\n",
    "groups = set(groups)\n",
    "\n",
    "\n",
    "### Generate graph from edges and node data ###\n",
    "\n",
    "# Read edges.csv and make a network out of it\n",
    "edges = defaultdict(list)\n",
    "with open(DATASET_PATH + '/edges.csv') as csvfile:\n",
    "    reader = csv.reader(csvfile)\n",
    "    for row in reader:\n",
    "        if crop is not None:\n",
    "            if int(row[0]) in nodes and int(row[1]) in nodes:\n",
    "                edges[int(row[0])].append(int(row[1]))\n",
    "        else:\n",
    "            edges[int(row[0])].append(int(row[1]))\n",
    "\n",
    "g = nx.from_dict_of_lists(edges, create_using=nx.Graph())\n",
    "if crop is not None:\n",
    "    g.add_nodes_from(nodes)\n",
    "\n",
    "# Read group-edges.csv and add that info to each node\n",
    "group_edges = defaultdict(list)\n",
    "with open(DATASET_PATH + '/group-edges.csv') as csvfile:\n",
    "    reader = csv.reader(csvfile)\n",
    "    for row in reader:\n",
    "        if crop is not None:\n",
    "            if int(row[0]) in nodes:\n",
    "                group_edges[int(row[0])].append(int(row[1]))\n",
    "        else:\n",
    "            group_edges[int(row[0])].append(int(row[1]))\n",
    "\n",
    "for node, data in g.nodes.items():\n",
    "    data['groups'] = group_edges[node]\n",
    "\n",
    "\n",
    "### Sanity checks ###\n",
    "assert set(g.nodes) == nodes\n",
    "#CROP\n",
    "if crop is None:\n",
    "    assert set().union(*[groups for _, groups in g.nodes(data='groups')]) == groups"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "And set the node labels"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "labels = np.zeros((len(nodes), len(groups)))\n",
    "nodes_offset = min(nodes)\n",
    "groups_offset = min(groups)\n",
    "for n, data in g.nodes.items():\n",
    "    labels[n - nodes_offset, np.array(data['groups']) - groups_offset] = 1"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Load the VAE model and training history"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Define the VAE Parameters"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "n_nodes = len(nodes)\n",
    "adj = nx.adjacency_matrix(g).astype(np.float32)\n",
    "\n",
    "n_ξ_samples = 5\n",
    "dim_data, dim_l1, dim_ξ = len(groups), 10, 10\n",
    "dims = (dim_data, dim_l1, dim_ξ)\n",
    "use_bias = False\n",
    "\n",
    "adj_cross_entropy_weighing = False\n",
    "feature_reconstruction = True"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Get the corresponding checkpoint and history filenames"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "filename_filters = ['crop={}'.format(crop),\n",
    "                    'dims={}'.format(dims),\n",
    "                    'bias={}'.format(use_bias),\n",
    "                    'n_epochs={}'.format(10000),\n",
    "                    'adj_cross_entropy_weighing={}'.format(adj_cross_entropy_weighing),\n",
    "                    'feature_reconstruction={}'.format(feature_reconstruction)]\n",
    "checkpoint_filenames = list(filter(lambda s: s.endswith('.h5'), os.listdir(RESULTS_PATH)))\n",
    "history_filenames = list(filter(lambda s: s.endswith('.pkl'), os.listdir(RESULTS_PATH)))\n",
    "for f in filename_filters:\n",
    "    checkpoint_filenames = list(filter(lambda s: f in s, checkpoint_filenames))\n",
    "    history_filenames = list(filter(lambda s: f in s, history_filenames))\n",
    "\n",
    "assert len(checkpoint_filenames) == 1\n",
    "assert len(history_filenames) == 1\n",
    "checkpoint_filename = checkpoint_filenames[0]\n",
    "history_filename = history_filenames[0]\n",
    "\n",
    "checkpoint_path = RESULTS_PATH + '/' + checkpoint_filename\n",
    "history_path = RESULTS_PATH + '/' + history_filename"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Load the model weights"
   ]
  },
  {
   "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",
      "/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",
      "/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"
     ]
    }
   ],
   "source": [
    "q_model, q_codecs = ae.build_q(dims, use_bias=use_bias)\n",
    "q_model.load_weights(checkpoint_path, by_name=True)\n",
    "\n",
    "vae = keras.models.load_model(checkpoint_path,\n",
    "                              custom_objects=nw2vec.custom_objects())"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Load the training history"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "with open(history_path, 'rb') as f:\n",
    "    history = pickle.load(f)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Results\n",
    "\n",
    "### Training history"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
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\n",
      "text/plain": [
       "<Figure size 1440x288 with 4 Axes>"
      ]
     },
     "metadata": {},
     "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(values)\n",
    "    axes[i].set_title(title)\n",
    "axes[-1].set_ylim(-20, 50)\n",
    "fig.tight_layout()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Embeddings"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "def target_func(batch_adj, required_nodes, final_nodes):\n",
    "    return None\n",
    "\n",
    "features = utils.scale_center(labels)\n",
    "x, _, feeds = next(batching.batches(vae, adj, features, target_func,\n",
    "                                    adj.shape[0], 1,\n",
    "                                    p=1, q=1, neighbour_samples=None))\n",
    "q_pred = q_model.predict_on_fed_batch(x, feeds=feeds)\n",
    "embedding_codec = codecs.Gaussian(q_pred)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Predicted adjacency matrix"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Load the decoder model"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [],
   "source": [
    "p_input = keras.layers.Input(shape=(10,), name='p_input')\n",
    "(p_adj, p_v), p_codecs = ae.build_p_builder(dims, use_bias=use_bias)(p_input)\n",
    "\n",
    "p_model = keras.Model(inputs=p_input, outputs=[p_adj, p_v])\n",
    "p_model.load_weights(checkpoint_path, by_name=True)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Make a model prediction"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [],
   "source": [
    "adj_preds, v_preds = zip(*[p_model.predict_on_batch(K.eval(embedding_codec.stochastic_value(1))[:, 0, :])\n",
    "                           for _ in range(10)])\n",
    "\n",
    "adj_preds = np.array(adj_preds)\n",
    "v_preds = np.array(v_preds)\n",
    "\n",
    "adj_pred = scipy.special.expit(adj_preds[:, 0, :, :]).mean(0)\n",
    "v_pred = v_preds.mean(0)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Plot the real vs. reconstructed features"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1296x576 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, (ax1, ax2) = plt.subplots(1, 2, figsize=(18, 8))\n",
    "\n",
    "n_features_plot = 100\n",
    "\n",
    "im1 = ax1.imshow(labels[:n_features_plot])\n",
    "ax1.set_title('Real labels')\n",
    "plt.colorbar(im1, ax=ax1)\n",
    "\n",
    "im2 = ax2.imshow(v_pred[:n_features_plot, :39])\n",
    "#im2.set_norm(im1.norm)\n",
    "ax2.set_title('Predicted labels')\n",
    "plt.colorbar(im2, ax=ax2);"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Not good. Ideas to change this are:\n",
    "* Remove `u` from the parameters both of the embeddings and of the feature predictor\n",
    "* Use a Bernoulli decoder for the features (which are binary!)\n",
    "* Use the #38 changes (i.e. don't weigh adjacency loss smartly)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Plot the real vs. reconstructed adjacency matrix"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1296x576 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, (ax1, ax2) = plt.subplots(1, 2, figsize=(18, 8))\n",
    "\n",
    "im1 = ax1.imshow(nx.adjacency_matrix(g).todense())\n",
    "ax1.set_title('Real adjacency matrix')\n",
    "plt.colorbar(im1, ax=ax1)\n",
    "\n",
    "im2 = ax2.imshow(adj_pred)\n",
    "im2.set_norm(im1.norm)\n",
    "ax2.set_title('Predicted adjacency matrix')\n",
    "plt.colorbar(im2, ax=ax2);"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Sample a reconstructued adjacency matrix"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x7fba0824eef0>"
      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.imshow(np.random.binomial(1, adj_pred))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### All layer weights"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 3 Axes>"
      ]
     },
     "metadata": {},
     "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)"
   ]
  }
 ],
 "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": "3.6.5"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}