{ "cells": [ { "cell_type": "markdown", "metadata": { "id": "view-in-github", "colab_type": "text" }, "source": [ "\"Open" ] }, { "cell_type": "markdown", "metadata": { "id": "fUjv-SxfWgnY" }, "source": [ "# Exercise 16.1 - Solution\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": "FiBWdBxBWgnb" }, "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": "uej1SzZXWgnb" }, "outputs": [], "source": [ "import sys\n", "!{sys.executable} -m pip install spektral\n", "!{sys.executable} -m pip install networkx" ] }, { "cell_type": "markdown", "metadata": { "id": "YKarg1plWgnd" }, "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": null, "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "gt5X2R30Wgnc", "outputId": "6120bc4d-b196-4f4c-f344-55b45fcd7026" }, "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": "code", "execution_count": null, "metadata": { "id": "k-ZB4SkCWgne" }, "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": null, "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "WqmOQfS7Wgnf", "outputId": "fe893e51-794c-4ba8-f71e-84e6520a4017" }, "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": null, "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "OKsPVMUJWgng", "outputId": "f03de89b-4abf-4061-aa99-119aea8e7a64" }, "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": null, "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "YPAB-kFnWgnh", "outputId": "9bd4d3c0-7fb3-48bd-fee1-5fe5136230e8" }, "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": "dj6uvZ4-Wgnj" }, "source": [ "### Plot data" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 487 }, "id": "BINTXRNlWgnj", "outputId": "efa4e4e5-ab69-48b0-b50f-ea728d0b7bbe" }, "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": "lgst4_HFWgnj" }, "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": "ge93V8HNWgnk" }, "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": null, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 487 }, "id": "bTF6ojRMWgnk", "outputId": "3f7b1817-281f-4fad-8a8d-d69a1a5507c5" }, "outputs": [ { "output_type": "display_data", "data": { "text/plain": [ "
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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": "gS3YdovYWgnl" }, "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": null, "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "S2gaMSYGWgnl", "outputId": "c5101953-5593-4b6e-e2b1-38ab2264374c" }, "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": null, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 522 }, "id": "LZnYPA_ZWgnl", "outputId": "30903411-75c3-4bd1-ac78-d6ce43d473c3" }, "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": "pRoJXbTlWgnn" }, "source": [ "These data we will now use for performing semi-supervised node classification using graph convolutional networks." ] }, { "cell_type": "markdown", "metadata": { "id": "_SXIcyoyWgnn" }, "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." ] }, { "cell_type": "code", "execution_count": null, "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "rjZB_383Wgno", "outputId": "62a4107d-3b47-437f-88e8-e7fdbb193020" }, "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ "val_mask:\n", " [ True True True True False True True True True True True True\n", " True True True True True True True False True True True True\n", " True True True True True True True False True False]\n", "\n", "train_mask:\n", " [False False False False True False False False False False False False\n", " False False False False False False False True False False False False\n", " False False False False False False False True False True]\n" ] }, { "output_type": "stream", "name": "stderr", "text": [ ":1: 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", " train_mask = np.zeros(shape=labels_one_hot.shape[0], dtype=np.bool)\n" ] } ], "source": [ "train_mask = np.zeros(shape=labels_one_hot.shape[0], dtype=np.bool)\n", "train_mask[labels_to_keep] = ~train_mask[labels_to_keep]\n", "val_mask = ~train_mask\n", "\n", "print(\"val_mask:\\n\", val_mask)\n", "print(\"\\ntrain_mask:\\n\", train_mask)" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "id": "2--NjbTOWgno" }, "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": "a3JyniywWgnp" }, "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": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "pdQPtWSmWgnp", "outputId": "814add05-80a8-4660-e104-418365a1e8f5" }, "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ "Model: \"model\"\n", "__________________________________________________________________________________________________\n", " Layer (type) Output Shape Param # Connected to \n", "==================================================================================================\n", " input_1 (InputLayer) [(None, 34)] 0 [] \n", " \n", " input_2 (InputLayer) [(None, 34)] 0 [] \n", " \n", " gcn_conv (GCNConv) (None, 4) 136 ['input_1[0][0]', \n", " 'input_2[0][0]'] \n", " \n", " dropout (Dropout) (None, 4) 0 ['gcn_conv[0][0]'] \n", " \n", " gcn_conv_1 (GCNConv) (None, 4) 16 ['dropout[0][0]', \n", " 'input_2[0][0]'] \n", " \n", " dropout_1 (Dropout) (None, 4) 0 ['gcn_conv_1[0][0]'] \n", " \n", " embedding (GCNConv) (None, 2) 8 ['dropout_1[0][0]', \n", " 'input_2[0][0]'] \n", " \n", " dropout_2 (Dropout) (None, 2) 0 ['embedding[0][0]'] \n", " \n", " gcn_conv_2 (GCNConv) (None, 4) 8 ['dropout_2[0][0]', \n", " 'input_2[0][0]'] \n", " \n", "==================================================================================================\n", "Total params: 168 (672.00 Byte)\n", "Trainable params: 168 (672.00 Byte)\n", "Non-trainable params: 0 (0.00 Byte)\n", "__________________________________________________________________________________________________\n", "None\n" ] } ], "source": [ "F = 4 # 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 = keras.layers.Dropout(0.4)(x)\n", "x = spektral.layers.GCNConv(F, activation='tanh', use_bias=False)([x, fltr_in])\n", "x = keras.layers.Dropout(0.4)(x)\n", "x = spektral.layers.GCNConv(2, activation='tanh', use_bias=False, name=\"embedding\")([x, fltr_in])\n", "x = keras.layers.Dropout(0.4)(x)\n", "output = spektral.layers.GCNConv(4, activation='softmax', use_bias=False)([x, fltr_in])\n", "\n", "model = keras.models.Model(inputs=[X_in, fltr_in], outputs=output)\n", "\n", "print(model.summary())" ] }, { "cell_type": "markdown", "metadata": { "id": "6es2nRXEWgnp" }, "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": "YbFTsTcUWgnp" }, "outputs": [], "source": [ "learning_rate = 0.01\n", "epochs = 2000\n", "\n", "\n", "model.compile(optimizer=keras.optimizers.Adam(learning_rate=learning_rate, weight_decay=1e-3),\n", " loss='categorical_crossentropy',\n", " weighted_metrics=['acc'])" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "scrolled": true, "colab": { "base_uri": "https://localhost:8080/" }, "id": "j-IGjkfZWgnq", "outputId": "05318311-1b37-431c-d066-e15cd426b0f6" }, "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ "iteration: 0 val_loss: 1.2282094955444336 val_accuracy: 0.36666667461395264\n", "iteration: 0 loss: 0.16408926248550415 accuracy: 0.25\n", "iteration: 100 val_loss: 0.47007229924201965 val_accuracy: 0.9666666388511658\n", "iteration: 100 loss: 0.06023971363902092 accuracy: 1.0\n", "iteration: 200 val_loss: 0.2796380817890167 val_accuracy: 0.8999999761581421\n", "iteration: 200 loss: 0.03392055630683899 accuracy: 1.0\n", "iteration: 300 val_loss: 0.19965791702270508 val_accuracy: 0.9666666388511658\n", "iteration: 300 loss: 0.07340727746486664 accuracy: 0.75\n", "iteration: 400 val_loss: 0.17798921465873718 val_accuracy: 0.9666666388511658\n", "iteration: 400 loss: 0.033457085490226746 accuracy: 1.0\n", "iteration: 500 val_loss: 0.1554412543773651 val_accuracy: 0.9666666388511658\n", "iteration: 500 loss: 0.036021068692207336 accuracy: 1.0\n", "iteration: 600 val_loss: 0.15126177668571472 val_accuracy: 0.9666666388511658\n", "iteration: 600 loss: 0.01682485267519951 accuracy: 1.0\n", "iteration: 700 val_loss: 0.14785702526569366 val_accuracy: 0.9333333373069763\n", "iteration: 700 loss: 0.020003214478492737 accuracy: 1.0\n", "iteration: 800 val_loss: 0.14266347885131836 val_accuracy: 0.9666666388511658\n", "iteration: 800 loss: 0.013497387990355492 accuracy: 1.0\n", "iteration: 900 val_loss: 0.13860034942626953 val_accuracy: 0.9666666388511658\n", "iteration: 900 loss: 0.043812740594148636 accuracy: 0.75\n", "iteration: 1000 val_loss: 0.1423792541027069 val_accuracy: 0.9333333373069763\n", "iteration: 1000 loss: 0.02671867422759533 accuracy: 1.0\n", "iteration: 1100 val_loss: 0.11848742514848709 val_accuracy: 0.9666666388511658\n", "iteration: 1100 loss: 0.00938910711556673 accuracy: 1.0\n", "iteration: 1200 val_loss: 0.140360489487648 val_accuracy: 0.9333333373069763\n", "iteration: 1200 loss: 0.010986154899001122 accuracy: 1.0\n", "iteration: 1300 val_loss: 0.1254778951406479 val_accuracy: 0.9666666388511658\n", "iteration: 1300 loss: 0.007421881891787052 accuracy: 1.0\n", "iteration: 1400 val_loss: 0.1252700537443161 val_accuracy: 0.9666666388511658\n", "iteration: 1400 loss: 0.007992210797965527 accuracy: 1.0\n", "iteration: 1500 val_loss: 0.11396044492721558 val_accuracy: 0.9666666388511658\n", "iteration: 1500 loss: 0.06013913080096245 accuracy: 0.75\n", "iteration: 1600 val_loss: 0.11579329520463943 val_accuracy: 0.9666666388511658\n", "iteration: 1600 loss: 0.009962714277207851 accuracy: 1.0\n", "iteration: 1700 val_loss: 0.11803137511014938 val_accuracy: 0.9666666388511658\n", "iteration: 1700 loss: 0.014591223560273647 accuracy: 1.0\n", "iteration: 1800 val_loss: 0.11534292995929718 val_accuracy: 0.9666666388511658\n", "iteration: 1800 loss: 0.013465136289596558 accuracy: 1.0\n", "iteration: 1900 val_loss: 0.11544264853000641 val_accuracy: 0.9666666388511658\n", "iteration: 1900 loss: 0.010754341259598732 accuracy: 1.0\n" ] } ], "source": [ "history = []\n", "\n", "for i in range(epochs):\n", " loss, acc = model.train_on_batch([X, fltr], labels_one_hot,\n", " sample_weight=train_mask)\n", "\n", " val_loss, val_acc = model.test_on_batch([X, fltr], labels_one_hot, sample_weight=val_mask)\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": "6c82OBQCWgnr" }, "source": [ "### Plot training history" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 806 }, "id": "G5wrlZtjWgnr", "outputId": "e38ae266-5050-48fb-c2b4-b453c51bd291" }, "outputs": [ { "output_type": "display_data", "data": { "text/plain": [ "
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}, "metadata": {} } ], "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", "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": [], "gpuType": "T4", "include_colab_link": true }, "accelerator": "GPU" }, "nbformat": 4, "nbformat_minor": 0 }