{ "cells": [ { "cell_type": "markdown", "metadata": { "id": "view-in-github", "colab_type": "text" }, "source": [ "\"Open" ] }, { "cell_type": "markdown", "metadata": { "id": "WnqByGCwa6qk" }, "source": [ "# Exercise 16.1\n", "## Zachary’s karate club - semi-supervised node classification\n", "In this exercise, we investigate semi-supervised node classification using Graph Convolutional Networks on Zachary’s Karate Club dataset introduced in Example 10.2.\n", "Sometime ago there was a dispute between the manager and the coach of the karate club which led to a split of the club into four groups.\n", "\n", "Can we use Graph Convolutional Networks to predict the affiliation of each member given the social network of the community and the memberships of only four people?" ] }, { "cell_type": "markdown", "metadata": { "id": "Od9Yt1era6qm" }, "source": [ "The exercise uses spektral and networkx. If you don't have yet installed both packages, do so by executing:" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "id": "PTFsY_8oa6qn" }, "outputs": [], "source": [ "import sys\n", "!{sys.executable} -m pip install spektral\n", "!{sys.executable} -m pip install networkx" ] }, { "cell_type": "code", "execution_count": 1, "metadata": { "id": "ObTL51vWa6qp", "outputId": "4d5d5012-bbad-45d1-b109-b8f1ec372294", "colab": { "base_uri": "https://localhost:8080/" } }, "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ "spektral 1.3.0\n", "keras 2.13.1\n" ] } ], "source": [ "import keras\n", "import matplotlib.pyplot as plt\n", "import networkx as nx\n", "import numpy as np\n", "import spektral\n", "\n", "print(\"spektral\", spektral.__version__)\n", "print(\"keras\", keras.__version__)" ] }, { "cell_type": "markdown", "metadata": { "id": "7Ri3sh6va6qq" }, "source": [ "### Download data: Zachary’s karate club\n", "You can find the original data set [here](http://vlado.fmf.uni-lj.si/pub/networks/data/ucinet/ucidata.htm#zachary)." ] }, { "cell_type": "code", "execution_count": 14, "metadata": { "id": "ZP1uTKBDa6qr" }, "outputs": [], "source": [ "import gdown\n", "import os\n", "\n", "url = \"https://drive.google.com/u/0/uc?export=download&confirm=HgGH&id=1OugMZz6VVBjWy0uxsG_rrPdrYdPLklzD\"\n", "output = 'karate_club.npz'\n", "\n", "if os.path.exists(output) == False:\n", " gdown.download(url, output, quiet=True)\n", "\n", "f = np.load(output)\n", "\n", "adj, features = f[\"adj\"], f[\"features\"]" ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "id": "H0N3mkLMa6qr", "outputId": "f694b421-ea51-4366-ea08-ab9b293c6605", "colab": { "base_uri": "https://localhost:8080/" } }, "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ "adjacency matrix\n", " [[0. 1. 1. ... 1. 0. 0.]\n", " [1. 0. 1. ... 0. 0. 0.]\n", " [1. 1. 0. ... 0. 1. 0.]\n", " ...\n", " [1. 0. 0. ... 0. 1. 1.]\n", " [0. 0. 1. ... 1. 0. 1.]\n", " [0. 0. 0. ... 1. 1. 0.]]\n" ] } ], "source": [ "print(\"adjacency matrix\\n\", adj)" ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "id": "mXUOkoExa6qs", "outputId": "2eedd635-e0d7-4355-8224-b0b288d3a92b", "colab": { "base_uri": "https://localhost:8080/" } }, "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ "features\n", " [[1. 0. 0. ... 0. 0. 0.]\n", " [0. 1. 0. ... 0. 0. 0.]\n", " [0. 0. 1. ... 0. 0. 0.]\n", " ...\n", " [0. 0. 0. ... 1. 0. 0.]\n", " [0. 0. 0. ... 0. 1. 0.]\n", " [0. 0. 0. ... 0. 0. 1.]]\n" ] } ], "source": [ "print(\"features\\n\", features)" ] }, { "cell_type": "code", "execution_count": 6, "metadata": { "id": "tokrCeNEa6qt", "outputId": "b7ce5ea7-de08-4134-b21c-a89784965172", "colab": { "base_uri": "https://localhost:8080/" } }, "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ "labels: [2 2 3 2 1 1 1 2 4 3 1 2 2 2 4 4 1 2 4 2 4 2 4 4 3 3 4 3 3 4 4 3 4 4]\n" ] } ], "source": [ "labels_one_hot = f[\"labels_one_hot\"]\n", "\n", "def one_hot_to_labels(labels_one_hot):\n", " return np.sum([(labels_one_hot[:, i] == 1) * (i + 1) for i in range(4)], axis=0)\n", "\n", "labels = one_hot_to_labels(labels_one_hot)\n", "\n", "print(\"labels:\", labels)" ] }, { "cell_type": "markdown", "metadata": { "id": "R2ssa4q-a6qu" }, "source": [ "### Plot data" ] }, { "cell_type": "code", "execution_count": 7, "metadata": { "id": "r5AALvHta6qv", "outputId": "e8046d32-0753-4b2e-fefd-3fe4ff275265", "colab": { "base_uri": "https://localhost:8080/", "height": 487 } }, "outputs": [ { "output_type": "display_data", "data": { "text/plain": [ "
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\n" }, "metadata": {} } ], "source": [ "g = nx.from_numpy_array(adj) # define nx graph\n", "\n", "fig, _ = plt.subplots(1)\n", "nx.draw(g, pos=nx.random_layout(g), cmap=plt.get_cmap('jet'), node_color=np.log(one_hot_to_labels(labels_one_hot)),\n", " node_size=np.sum(200 * labels_one_hot, axis=-1) + 150)\n", "plt.tight_layout()" ] }, { "cell_type": "markdown", "metadata": { "id": "FLlXOJhca6qw" }, "source": [ "Each node symbolizes one member of the Karate Club, and the edges indicate a close social relationship.\n", "The colors indicate the group affiliation of each member." ] }, { "cell_type": "markdown", "metadata": { "id": "YPBcPoz6a6qx" }, "source": [ "We can further make a more sophisticated visualization of the data, by plotting the graph using the `spring_layout`" ] }, { "cell_type": "code", "execution_count": 8, "metadata": { "id": "p6l5GavYa6qy", "outputId": "e61f0a9d-5718-418f-9b05-78470657496e", "colab": { "base_uri": "https://localhost:8080/", "height": 487 } }, "outputs": [ { "output_type": "display_data", "data": { "text/plain": [ "
" ], "image/png": 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\n" }, "metadata": {} } ], "source": [ "np.random.seed(2)\n", "fig, _ = plt.subplots(1)\n", "nx.draw(g, pos=nx.spring_layout(g), cmap=plt.get_cmap('jet'), node_color=np.log(one_hot_to_labels(labels_one_hot)),\n", " node_size= np.sum(200 * labels_one_hot, axis=-1) + 150)\n", "plt.tight_layout()" ] }, { "cell_type": "markdown", "metadata": { "id": "KaDqSLBna6qz" }, "source": [ "### Preparation of data\n", "In the following, we prepare our data. Let us assume that after the splitting of the karate club, we only have information from 4 members. In this case, each member is part of another group.\n", "\n", "This will give us a nice example for a weakly supervised learning task." ] }, { "cell_type": "code", "execution_count": 9, "metadata": { "id": "QT-4sFzQa6qz", "outputId": "92f5b5cd-0126-4b89-caca-3fb22a973f2f", "colab": { "base_uri": "https://localhost:8080/" } }, "outputs": [ { "output_type": "stream", "name": "stderr", "text": [ ":5: DeprecationWarning: `np.bool` is a deprecated alias for the builtin `bool`. To silence this warning, use `bool` by itself. Doing this will not modify any behavior and is safe. If you specifically wanted the numpy scalar type, use `np.bool_` here.\n", "Deprecated in NumPy 1.20; for more details and guidance: https://numpy.org/devdocs/release/1.20.0-notes.html#deprecations\n", " mask = np.zeros(shape=labels_one_hot.shape[0], dtype=np.bool)\n" ] } ], "source": [ "np.random.seed(2)\n", "\n", "# Pick randomly one karate fighter from each class\n", "labels_to_keep = np.array([np.random.choice(np.nonzero(labels_one_hot[:, c])[0]) for c in range(4)])\n", "mask = np.zeros(shape=labels_one_hot.shape[0], dtype=np.bool)\n", "mask[labels_to_keep] = ~mask[labels_to_keep]\n" ] }, { "cell_type": "code", "execution_count": 10, "metadata": { "id": "3zGjhDQRa6q2", "outputId": "040bf213-de6f-4567-acf4-99bb5671f19c", "colab": { "base_uri": "https://localhost:8080/", "height": 522 } }, "outputs": [ { "output_type": "stream", "name": "stderr", "text": [ "/usr/local/lib/python3.10/dist-packages/networkx/drawing/nx_pylab.py:433: UserWarning: No data for colormapping provided via 'c'. Parameters 'cmap' will be ignored\n", " node_collection = ax.scatter(\n" ] }, { "output_type": "display_data", "data": { "text/plain": [ "
" ], "image/png": 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\n" }, "metadata": {} } ], "source": [ "np.random.seed(2)\n", "fig, axes = plt.subplots(1)\n", "nx.draw(g, cmap=plt.get_cmap('jet'), node_color=\"grey\",\n", " node_size=150)\n", "\n", "np.seterr(divide = 'ignore')\n", "np.random.seed(2)\n", "nx.draw(g, cmap=plt.get_cmap('jet'), node_color=np.log(one_hot_to_labels(labels_one_hot * mask[:,np.newaxis])),\n", " node_size=450, ax=axes)\n", "np.seterr(divide = 'warn')\n", "plt.tight_layout()" ] }, { "cell_type": "markdown", "metadata": { "id": "52U4Bm-2a6q3" }, "source": [ "These data we will now use for performing semi-supervised node classification using graph convolutional networks." ] }, { "cell_type": "markdown", "metadata": { "id": "TlSSPyIsa6q3" }, "source": [ "### Model definition\n", "\n", "In the following we preprocess the data and create a [Graph Convolutional Network](https://arxiv.org/abs/1609.02907) to classify the nodes of the graph (determine the membership of each karate fighter). For more details see Sec.10.4.1 of the book.\n", "\n", "Additionally, we create a mask for masking the memberships of all karate fighter except the four members (`labels_to_keep`) when training the GCN.\n", "\n", "#### Task 1: Create a meaningful training and validation mask" ] }, { "cell_type": "code", "execution_count": 11, "metadata": { "id": "qtgPvNppa6q4", "outputId": "d26c69ed-b8b0-4d33-f6b1-5dd00067489d", "colab": { "base_uri": "https://localhost:8080/" } }, "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ "val_mask:\n", " [0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.\n", " 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.]\n", "\n", "train_mask:\n", " [0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.\n", " 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.]\n" ] } ], "source": [ "train_mask = np.zeros(shape=labels_one_hot.shape[0])\n", "val_mask = np.zeros(shape=labels_one_hot.shape[0])\n", "\n", "print(\"val_mask:\\n\", val_mask)\n", "print(\"\\ntrain_mask:\\n\", train_mask)" ] }, { "cell_type": "code", "execution_count": 12, "metadata": { "id": "seEDAZ0sa6q4" }, "outputs": [], "source": [ "# Preprocessing and preparing of data\n", "y_train = labels_one_hot * train_mask[..., np.newaxis]\n", "y_val = labels_one_hot * val_mask[..., np.newaxis]\n", "\n", "fltr = spektral.layers.GCNConv.preprocess(adj).astype('f4') # normalize the adjacency matrix (See Sec.10.4.1)\n", "X = np.identity(34) # create input for the DNN (the existence of each person (one-hot encoded))" ] }, { "cell_type": "markdown", "metadata": { "id": "M0QY_oVHa6q4" }, "source": [ "To add a GCN layer to the model use `spektral.layers.GCNConv()[feature_input, adjacency]`, where `feature_input` denotes the input features and `adjacency` the normalized (pre-processed) adjacency matrix ($\\hat{A}$). \n", "Note that the adjacency matrix has to be passed to each GCN layer." ] }, { "cell_type": "code", "execution_count": null, "metadata": { "id": "QtycAmlwa6q5" }, "outputs": [], "source": [ "F = 2 # number of features\n", "N = adj.shape[0] # number of nodes\n", "\n", "X_in = keras.layers.Input(shape=(N,))\n", "fltr_in = keras.layers.Input(shape=(N,))\n", "x = spektral.layers.GCNConv(F, activation='tanh', use_bias=False)([X_in, fltr_in])\n", "x = spektral.layers.GCNConv(F, activation='tanh', use_bias=False)([x, fltr_in])\n", "\n", "output = ....\n", "\n", "model = keras.models.Model(inputs=[X_in, fltr_in], outputs=output)\n", "\n", "print(model.summary())" ] }, { "cell_type": "markdown", "metadata": { "id": "3-Pi9LpTa6q5" }, "source": [ "### Semi-supervised training of the GCN\n", "\n", "For training the model, you can make use of the code skeletons below.\n", "To mask during training the DNN predictions for nodes for which labels are not known masking must be applied. This will guarantee that only the predictions made for the four nodes contribute to the objective.\n", "\n", "For implementing this condition to perform semi-supervised node classification, you can make use of the `sample_weight` argument of `model.train_on_batch()`.\n", "\n", "Note that in this exercise, in contrast to most other exercises, we have to train the network on a single data structure (an undirected graph). Thus, the input data are always `[X, fltr]`, and the targets are `labels_one_hot`." ] }, { "cell_type": "code", "execution_count": null, "metadata": { "id": "BxMXEdcia6q5" }, "outputs": [], "source": [ "learning_rate = 0.01 # this is a reasonable learning rate to start with\n", "epochs = 100\n", "\n", "\n", "model.compile(...)" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "scrolled": true, "id": "s5GOe0q3a6q6" }, "outputs": [], "source": [ "history = []\n", "\n", "for i in range(epochs):\n", " loss, acc = model.train_on_batch(...)\n", "\n", " val_loss, val_acc = model.test_on_batch(...)\n", " history.append([val_loss, val_acc])\n", "\n", " if i % 100 == 0:\n", " print(\"iteration:\", i, \"val_loss:\", val_loss, \"val_accuracy:\", val_acc)\n", " print(\"iteration:\", i, \"loss:\", loss, \"accuracy:\", acc)\n" ] }, { "cell_type": "markdown", "metadata": { "id": "lM_EuLQya6q6" }, "source": [ "### Plot training history" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "id": "iSPzY29da6q6" }, "outputs": [], "source": [ "fig, axes = plt.subplots(2, figsize=(12,8))\n", "if type(history) == dict:\n", " loss = history[\"val_loss\"]\n", " acc = history[\"val_acc\"]\n", "else:\n", " loss, acc = np.split(np.array(history), 2, axis=-1)\n", "x = np.arange(len(loss))\n", "axes[0].plot(x, loss, c=\"navy\")\n", "axes[0].set_yscale(\"log\")\n", "axes[0].set_ylabel(\"Validation loss\")\n", "axes[1].plot(x, acc, c=\"firebrick\")\n", "axes[1].set_ylabel(\"Validation accuracy\")\n", "axes[1].set_ylim(0, 1)\n", "axes[0].set_xlabel(\"Iterations\")\n", "axes[1].set_xlabel(\"Iterations\")\n", "plt.tight_layout()" ] } ], "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": "3.6.9" }, "colab": { "provenance": [], "include_colab_link": true } }, "nbformat": 4, "nbformat_minor": 0 }