{ "cells": [ { "cell_type": "markdown", "metadata": { "tags": [] }, "source": [ "## Introduction to graphs & GNNs with DGL\n", "\n", "**Authors:** Ian Zhang, Alexander Michels" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This notebook serves as a brief introduction to graphs & GNNs using the DGL (https://docs.dgl.ai/index.html) python package. " ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "!pip install dgl torch networkx pandas matplotlib numpy" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "import os\n", "os.environ[\"DGLBACKEND\"] = \"pytorch\"\n", "\n", "import dgl\n", "import dgl.data\n", "import dgl.function as fn\n", "\n", "import torch\n", "import torch.nn as nn\n", "import torch.nn.functional as F\n", "\n", "import networkx as nx\n", "import pandas as pd\n", "import matplotlib.pyplot as plt\n", "import numpy as np" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Graphs are defined as a collection of vertices and edges connecting vertices. Here, we will walk through the Zachary's Karate Club network, which we load from the provided dgl datasets." ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Graph(num_nodes=34, num_edges=156,\n", " ndata_schemes={'label': Scheme(shape=(), dtype=torch.int64)}\n", " edata_schemes={})" ] }, "execution_count": 2, "metadata": {}, "output_type": "execute_result" } ], "source": [ "graph = dgl.data.KarateClubDataset()[0]\n", "graph" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The vertices of this graph represent individuals in a karate club--34 in total--and the links represent that two members had interactions outside of the club itself. Over the course of two years as the graph was collected, a conflict arose between two administrators of the club (vertex 33 and 0) that led to the club being split into two.\n", "\n", "In this case, the edges are all unweighted--they only exist, as opposed to having some qualifier like distnace. The vertices also do not contain any auxiliary information aside from their label." ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "nx.draw(dgl.to_networkx(graph).to_undirected(), with_labels=True)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We will now build a model to predict whether each person would side with one administrator or the other in the split of the group. The base idea of the model we will build here and the core functionality of DGL relates to neural networks.\n", "\n", "Neural networks essentially simulate an actual brain. In a neural network, there are several layers with multiple neurons. Generally, the first layer corresponds to the dimension of the data (as a vector), adn the last layer corresponds to the prediction of the neural network. Data is passed through these layers one-by-one, with each neuron trying to calculate weights to best transform the data given to it as an input to the output passed to the next layer. The optimization is done by analyzing the loss, or the predictive performance of the neural network, at the final layer, and this loss is used to adjust weights upstream in the neural network via backpropagation." ] }, { "attachments": { "image.png": { "image/png": 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" } }, "cell_type": "markdown", "metadata": {}, "source": [ "![image.png](attachment:image.png)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Neural networks traditionally just required some matrix-esque input, but graph neural networks extend upon this formulation to allow the inputation of a graph, with arbitrary connections between nodes that can't be represented easily by a matrix, into a neural network. \n", "\n", "Critical to the idea of graph neural networks is the idea of message passing. In each layer, adjacent vertices pass messages to each other based on their weights, and this message passing is refined as the neural network is trained. Ultimately, this allows layers to both consider weights in prior layers and messages passed to it to better inform outputs to the next layer, allowing for the capturing of more graph-specific features." ] }, { "attachments": { "image.png": { "image/png": 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" } }, "cell_type": "markdown", "metadata": {}, "source": [ "![image.png](attachment:image.png)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We will now implement basic message passing functionality here--specifically, we will extend a basic linear neural network layer, which takes in input features and transforms them into output features via linear combination of trained weights, and allow the transformation to incorporate the values of neighbors as well.\n", "\n", "We will use this layer to create a 2-layer GNN with an intermediate hidden layer to encode features the neural network finds to determine how to classify nodes. " ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [], "source": [ "class GNNLayer(nn.Module): # base layer of the GNN we will create\n", " def __init__(self, input_features: int, output_features: int): # these tell how large the inputs/outputs (number of neurons) of this layer are\n", " super(GNNLayer, self).__init__()\n", " # create/store a linear layer within this layer to transform n input features to m output features\n", " self.linear = nn.Linear(input_features, output_features)\n", " \n", " # main logic for training the layer\n", " def forward(self, g: dgl.DGLGraph, features: torch.tensor):\n", " # set features for all nodes\n", " g.ndata[\"h\"] = features\n", " \n", " g.update_all(\n", " fn.copy_u(\"h\", \"m\"), # copy h column to the m column for the message components\n", " fn.mean(\"m\", \"h\") # take the mean of the message columns for each node to compute the message\n", " )\n", " \n", " h = g.ndata.pop(\"h\") # extract out the h column feature\n", " \n", " return self.linear(h) # pass the message through the linear layer\n", " \n", "class GNN(nn.Module):\n", " def __init__(self, input_features: int, hidden_layers: int, output_features: int): # input is the number of in\n", " super(GNN, self).__init__()\n", " \n", " # we will create a 2-layer GNN\n", " self.layer1 = GNNLayer(input_features, hidden_layers) # first layer transforms input features to the hidden layer\n", " self.layer2 = GNNLayer(hidden_layers, output_features) # second layer transforms the hidden layer to outputs \n", " \n", " def forward(self, g: dgl.DGLGraph, features: torch.tensor):\n", " h = self.layer1(g, features) # we first pass in the graph & the features into layer 1\n", " # we use an activation function to add non-linearity into the neural network\n", " # this essentially takes in the output of the first layer and performs a function on them to pass to the next layer\n", " h = torch.relu(h) \n", " # we then pass the transformed layer output to the second layer to finally get our output\n", " h = self.layer2(g, h)\n", " return h" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We will be doing semi-supervised learning to train this node classification model. This means that we will only label 2 nodes -- the two leaders of the karate club -- and we will compute loss/accuracy solely using the predicted labels of these nodes. The model will try to find parameters that best fit these two nodes. We will initialize the inputs with an identity matrix as a starting point. " ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [], "source": [ "classes = [0, 1] # we are doing a binary classification so we only have 2 classes\n", "hidden_size = 16 # we set our hidden layer size to 16\n", "net = GNN(graph.num_nodes(), hidden_size, len(classes)) # create the GNN with 5 (inputs) -> 16 (hidden) -> 2 (outputs)\n", "inputs = torch.eye(graph.num_nodes()) # initialize the inputs with an identity matrix--each node gets its own unique vector with one 1 and the rest 0s as a starting point\n", "\n", "# label our two nodes -- the two leaders of the karate club are in different clubs\n", "labels = torch.tensor([0, 1])\n", "labeled_nodes = torch.tensor([0, 33])" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "tensor(0.6999, grad_fn=)\n", "tensor(0.6899, grad_fn=)\n", "tensor(0.6800, grad_fn=)\n", "tensor(0.6701, grad_fn=)\n", "tensor(0.6600, grad_fn=)\n", "tensor(0.6494, grad_fn=)\n", "tensor(0.6382, grad_fn=)\n", "tensor(0.6262, grad_fn=)\n", "tensor(0.6135, grad_fn=)\n", "tensor(0.5997, grad_fn=)\n", "tensor(0.5849, grad_fn=)\n", "tensor(0.5690, grad_fn=)\n", "tensor(0.5520, grad_fn=)\n", "tensor(0.5337, grad_fn=)\n", "tensor(0.5143, grad_fn=)\n", "tensor(0.4940, grad_fn=)\n", "tensor(0.4729, grad_fn=)\n", "tensor(0.4511, grad_fn=)\n", "tensor(0.4289, grad_fn=)\n", "tensor(0.4063, grad_fn=)\n", "tensor(0.3834, grad_fn=)\n", "tensor(0.3606, grad_fn=)\n", "tensor(0.3377, grad_fn=)\n", "tensor(0.3150, grad_fn=)\n", "tensor(0.2926, grad_fn=)\n", "tensor(0.2706, grad_fn=)\n", "tensor(0.2493, grad_fn=)\n", "tensor(0.2289, grad_fn=)\n", "tensor(0.2094, grad_fn=)\n", "tensor(0.1910, grad_fn=)\n", "tensor(0.1738, grad_fn=)\n", "tensor(0.1576, grad_fn=)\n", "tensor(0.1427, grad_fn=)\n", "tensor(0.1289, grad_fn=)\n", "tensor(0.1163, grad_fn=)\n", "tensor(0.1048, grad_fn=)\n", "tensor(0.0944, grad_fn=)\n", "tensor(0.0850, grad_fn=)\n", "tensor(0.0765, grad_fn=)\n", "tensor(0.0689, grad_fn=)\n", "tensor(0.0621, grad_fn=)\n", "tensor(0.0561, grad_fn=)\n", "tensor(0.0508, grad_fn=)\n", "tensor(0.0460, grad_fn=)\n", "tensor(0.0418, grad_fn=)\n", "tensor(0.0380, grad_fn=)\n", "tensor(0.0347, grad_fn=)\n", "tensor(0.0317, grad_fn=)\n", "tensor(0.0291, grad_fn=)\n", "tensor(0.0267, grad_fn=)\n", "tensor(0.0246, grad_fn=)\n", "tensor(0.0228, grad_fn=)\n", "tensor(0.0211, grad_fn=)\n", "tensor(0.0196, grad_fn=)\n", "tensor(0.0183, grad_fn=)\n", "tensor(0.0171, grad_fn=)\n", "tensor(0.0160, grad_fn=)\n", "tensor(0.0151, grad_fn=)\n", "tensor(0.0142, grad_fn=)\n", "tensor(0.0134, grad_fn=)\n", "tensor(0.0127, grad_fn=)\n", "tensor(0.0121, grad_fn=)\n", "tensor(0.0115, grad_fn=)\n", "tensor(0.0109, grad_fn=)\n", "tensor(0.0104, grad_fn=)\n", "tensor(0.0100, grad_fn=)\n", "tensor(0.0096, grad_fn=)\n", "tensor(0.0092, grad_fn=)\n", "tensor(0.0088, grad_fn=)\n", "tensor(0.0085, grad_fn=)\n", "tensor(0.0082, grad_fn=)\n", "tensor(0.0079, grad_fn=)\n", "tensor(0.0076, grad_fn=)\n", "tensor(0.0074, grad_fn=)\n", "tensor(0.0072, grad_fn=)\n", "tensor(0.0069, grad_fn=)\n", "tensor(0.0067, grad_fn=)\n", "tensor(0.0065, grad_fn=)\n", "tensor(0.0064, grad_fn=)\n", "tensor(0.0062, grad_fn=)\n", "tensor(0.0060, grad_fn=)\n", "tensor(0.0059, grad_fn=)\n", "tensor(0.0057, grad_fn=)\n", "tensor(0.0056, grad_fn=)\n", "tensor(0.0055, grad_fn=)\n", "tensor(0.0054, grad_fn=)\n", "tensor(0.0052, grad_fn=)\n", "tensor(0.0051, grad_fn=)\n", "tensor(0.0050, grad_fn=)\n", "tensor(0.0049, grad_fn=)\n", "tensor(0.0048, grad_fn=)\n", "tensor(0.0047, grad_fn=)\n", "tensor(0.0046, grad_fn=)\n", "tensor(0.0045, grad_fn=)\n", "tensor(0.0045, grad_fn=)\n", "tensor(0.0044, grad_fn=)\n", "tensor(0.0043, grad_fn=)\n", "tensor(0.0042, grad_fn=)\n", "tensor(0.0042, grad_fn=)\n", "tensor(0.0041, grad_fn=)\n" ] } ], "source": [ "optimizer = torch.optim.Adam(net.parameters(), lr=0.01) # create an optimizer to adjust weights w.r.t. computed loss\n", "\n", "# run through 100 epochs\n", "for e in range(100):\n", " # implicitly call forward on the defined model\n", " logits = net(graph, inputs)\n", " # evaluate the model to get predictions & calculate the loss based on the predicted labels and the actual labels\n", " logp = F.log_softmax(logits, 1)\n", " loss = F.nll_loss(logp[labeled_nodes], labels)\n", " \n", " # zero out the weights\n", " optimizer.zero_grad()\n", " # propagate the loss backwards\n", " loss.backward()\n", " # try to optimize\n", " optimizer.step()\n", " \n", " print(loss)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We view the predictions here. The neural network determined that closer graph proximity to a given leader corresponds to a greater likelihood to join their club after the club fragmented." ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "tensor([0, 0, 1, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 1, 1, 0, 0, 1, 0, 1, 0, 1, 1,\n", " 1, 1, 1, 1, 1, 1, 1, 1, 1, 1])" ] }, "execution_count": 7, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# these are our predictions for each node in the graph\n", "preds = torch.argmax(logits, axis=1)\n", "preds" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can create a consistent positioning with networkx and then plot the predictions vs. the actual:" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [], "source": [ "G = dgl.to_networkx(graph).to_undirected()\n", "pos = nx.spring_layout(G)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**Predicted:**" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "nx.draw(G, with_labels=True, node_color=['red' if x == 0 else 'green' for x in preds], pos=pos)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**Actual:**" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "nx.draw(G, with_labels=True, node_color=['red' if x == 0 else 'green' for x in graph.ndata['label']], pos=pos)" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# for an easy side-by-side comparison:\n", "fig, axes = plt.subplots(nrows=1, ncols=2)\n", "nx.draw(G, ax=axes[0], with_labels=True, node_color=['red' if x == 0 else 'green' for x in preds], pos=pos)\n", "axes[0].set_title(\"Predicted\")\n", "nx.draw(G, ax=axes[1], with_labels=True, node_color=['red' if x == 0 else 'green' for x in graph.ndata['label']], pos=pos)\n", "axes[1].set_title(\"Actual:\")\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Cora graph dataset example" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This dataset sourced from dgl itself is the Cora graph dataset. It describes a citation network of various papers, with edges representing citations between one paper and another and vertices representing papers. Each paper has a word count vector as a feature--it essentially describes the most common words in the paper.\n", "\n", "Furthermore, each paper has some label representing the category of the paper. Our goal is to build a model to classify a paper based on:\n", "\n", "1. its connections (the vertices it is connected to)\n", "2. the word count feature of the paper\n", "3. the word count features of the connected papers" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ " NumNodes: 2708\n", " NumEdges: 10556\n", " NumFeats: 1433\n", " NumClasses: 7\n", " NumTrainingSamples: 140\n", " NumValidationSamples: 500\n", " NumTestSamples: 1000\n", "Done loading data from cached files.\n" ] } ], "source": [ "citations = dgl.data.CoraGraphDataset()\n", "g = citations[0]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Below, the labels of the papers are shown as well as a subset of the word count vectors." ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "3 818\n", "4 426\n", "2 418\n", "0 351\n", "5 298\n", "1 217\n", "6 180\n", "Name: count, dtype: int64" ] }, "execution_count": 13, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# labels\n", "pd.Series(g.ndata[\"label\"]).value_counts()" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "tensor([[0., 0., 0., ..., 0., 0., 0.],\n", " [0., 0., 0., ..., 0., 0., 0.],\n", " [0., 0., 0., ..., 0., 0., 0.],\n", " ...,\n", " [0., 0., 0., ..., 0., 0., 0.],\n", " [0., 0., 0., ..., 0., 0., 0.],\n", " [0., 0., 0., ..., 0., 0., 0.]])" ] }, "execution_count": 14, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# features\n", "g.ndata[\"feat\"]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Observe that the data comes with a pre-built train-val-test split. We will train only on the training data and verify on the validation data, which is distinct from the training data to gauge its extensibility beyond its train data. We will finally use the test data as a final measure for the model accuracy." ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "dict_keys(['feat', 'label', 'test_mask', 'val_mask', 'train_mask'])" ] }, "execution_count": 15, "metadata": {}, "output_type": "execute_result" } ], "source": [ "g.ndata.keys()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The GNN architecture we will follow here is the graph convolutional network (GCN). These are somewhat like a generalization of convolutional neural networks to a graph neural network setting. The essential idea behind the GCN architecture is the use of the Laplacian matrix, which, when inputted into a polynomial, serves as a sort of \"filter\" that enables message passing. \n", "\n", "Instead of creating this ourselves from scratch, we will use the prebuilt one from DGL to create our neural network. More such prebuilt layers can be found at https://docs.dgl.ai/en/0.9.x/api/python/nn-pytorch.html." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We will create a 2-layer GCN neural network as our model for this problem. The first graph convolution takes the input features into a hidden layer, and the second takes the hidden layer into the number of classes, our final output layer." ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [], "source": [ "from dgl.nn import GraphConv\n", "\n", "\n", "class GCN(nn.Module):\n", " def __init__(self, in_feats: int, h_feats: int, num_classes: int):\n", " # in_feats = number of input features, h_feats = number of features in the hidden layer, num_classes = number of classifications for output\n", " \n", " # initialize the overarching nn.Module\n", " super(GCN, self).__init__()\n", " # creat the two GCN layers\n", " self.conv1 = GraphConv(in_feats, h_feats)\n", " self.conv2 = GraphConv(h_feats, num_classes)\n", "\n", " # this function essentially defines the model, taking the inputs forward into outputs\n", " def forward(self, g, in_feat):\n", " # g is the DGL graph, which DGL components expect to function\n", " # in_feat is the input feature\n", " \n", " # get the output of the first GCN layer\n", " h = self.conv1(g, in_feat)\n", " # map the GCN layer output to an activation funcion to determine whether this \"neuron\" should be fired/send info to the next layer\n", " # adds some degree of non-linearity into the output--don't just output the linear combination of the layer\n", " h = F.relu(h)\n", " # insert the hidden layer output to the second convolutional layer to get the final classifications\n", " h = self.conv2(g, h)\n", " \n", " # return the final classification--actually probabilistic logits of possible output classifications\n", " return h" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "With the neural network framework defined, we will move onto the training loop for our neural network to find the weights that best fit the purpose.\n", "\n", "We will use the popular Adam optimizer and run through 100 epochs (i.e., try to optimize the neural networks over the course of 100 iterations)." ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "In epoch 0, loss: 1.946, val acc: 0.136 (best 0.136), test acc: 0.132 (best 0.132)\n", "In epoch 5, loss: 1.653, val acc: 0.574 (best 0.600), test acc: 0.613 (best 0.640)\n", "In epoch 10, loss: 1.111, val acc: 0.732 (best 0.732), test acc: 0.740 (best 0.740)\n", "In epoch 15, loss: 0.555, val acc: 0.770 (best 0.770), test acc: 0.781 (best 0.781)\n", "In epoch 20, loss: 0.226, val acc: 0.784 (best 0.784), test acc: 0.788 (best 0.788)\n", "In epoch 25, loss: 0.087, val acc: 0.788 (best 0.790), test acc: 0.799 (best 0.791)\n", "In epoch 30, loss: 0.034, val acc: 0.784 (best 0.790), test acc: 0.796 (best 0.791)\n", "In epoch 35, loss: 0.014, val acc: 0.784 (best 0.790), test acc: 0.788 (best 0.791)\n", "In epoch 40, loss: 0.007, val acc: 0.782 (best 0.790), test acc: 0.782 (best 0.791)\n", "In epoch 45, loss: 0.004, val acc: 0.782 (best 0.790), test acc: 0.775 (best 0.791)\n", "In epoch 50, loss: 0.003, val acc: 0.778 (best 0.790), test acc: 0.774 (best 0.791)\n", "In epoch 55, loss: 0.002, val acc: 0.778 (best 0.790), test acc: 0.773 (best 0.791)\n", "In epoch 60, loss: 0.002, val acc: 0.776 (best 0.790), test acc: 0.770 (best 0.791)\n", "In epoch 65, loss: 0.001, val acc: 0.776 (best 0.790), test acc: 0.770 (best 0.791)\n", "In epoch 70, loss: 0.001, val acc: 0.778 (best 0.790), test acc: 0.770 (best 0.791)\n", "In epoch 75, loss: 0.001, val acc: 0.776 (best 0.790), test acc: 0.772 (best 0.791)\n", "In epoch 80, loss: 0.001, val acc: 0.774 (best 0.790), test acc: 0.772 (best 0.791)\n", "In epoch 85, loss: 0.001, val acc: 0.776 (best 0.790), test acc: 0.773 (best 0.791)\n", "In epoch 90, loss: 0.001, val acc: 0.776 (best 0.790), test acc: 0.773 (best 0.791)\n", "In epoch 95, loss: 0.001, val acc: 0.776 (best 0.790), test acc: 0.773 (best 0.791)\n" ] } ], "source": [ "model = GCN(g.ndata[\"feat\"].shape[1], 16, citations.num_classes)\n", "\n", "# use the Adam optimizer to do backpropagation for determining how to adjust weights\n", "optimizer = torch.optim.Adam(model.parameters(), lr=0.05)\n", "\n", "# keep track of the best val/test accuracies\n", "best_val_acc = 0\n", "best_test_acc = 0\n", "\n", "# extract key data from the citations graph\n", "features = g.ndata[\"feat\"]\n", "labels = g.ndata[\"label\"]\n", "train_mask = g.ndata[\"train_mask\"]\n", "val_mask = g.ndata[\"val_mask\"]\n", "test_mask = g.ndata[\"test_mask\"]\n", "\n", "# run through 100 epochs\n", "for e in range(100):\n", " # implicitly call forward on the defined model\n", " logits = model(g, features)\n", "\n", " # Compute predictions for the nodes--just take the most likely prediction\n", " pred = logits.argmax(1)\n", "\n", " # Compute loss given the predictions and labels\n", " # Note that you should only compute the losses of the nodes in the training set.\n", " loss = F.cross_entropy(logits[train_mask], labels[train_mask])\n", "\n", " # Compute accuracy on training/validation/test -- just use % successful / total\n", " train_acc = (pred[train_mask] == labels[train_mask]).float().mean()\n", " val_acc = (pred[val_mask] == labels[val_mask]).float().mean()\n", " test_acc = (pred[test_mask] == labels[test_mask]).float().mean()\n", "\n", " # Save the best validation accuracy and the corresponding test accuracy.\n", " if best_val_acc < val_acc:\n", " best_val_acc = val_acc\n", " best_test_acc = test_acc\n", "\n", " # optimize the weights\n", " \n", " # zero out the weights\n", " optimizer.zero_grad()\n", " # propagate the loss backwards\n", " loss.backward()\n", " # try to optimize\n", " optimizer.step()\n", "\n", " if e % 5 == 0:\n", " print(\n", " f\"In epoch {e}, loss: {loss:.3f}, val acc: {val_acc:.3f} (best {best_val_acc:.3f}), test acc: {test_acc:.3f} (best {best_test_acc:.3f})\"\n", " )" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Here, we can see the final predictions of the model on the test data. Overall, through training, the model was able to get relatively accurate at predicting paper classifications." ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "tensor([3, 2, 2, 2, 2, 5, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 3, 2, 2, 2,\n", " 2, 1, 2, 1, 2, 2, 2, 2, 2, 5, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2,\n", " 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1,\n", " 1, 1, 1, 1, 1, 4, 1, 1, 1, 1, 1, 1, 6, 0, 4, 4, 0, 1, 1, 1, 1, 1, 1, 6,\n", " 2, 1, 3, 4, 3, 3, 3, 3, 4, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 5, 5, 6, 5,\n", " 5, 5, 2, 2, 2, 2, 2, 6, 6, 3, 0, 0, 0, 0, 5, 0, 0, 0, 3, 0, 0, 6, 0, 0,\n", " 3, 3, 3, 3, 1, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 4, 3, 3, 3, 3, 3, 3,\n", " 3, 3, 5, 5, 5, 5, 5, 5, 5, 5, 2, 2, 2, 4, 4, 4, 4, 4, 3, 2, 5, 5, 5, 5,\n", " 6, 5, 5, 5, 5, 6, 4, 4, 0, 0, 1, 0, 0, 0, 6, 6, 6, 6, 6, 6, 3, 0, 0, 0,\n", " 0, 0, 0, 0, 3, 4, 0, 3, 3, 3, 3, 3, 3, 4, 5, 3, 3, 3, 3, 3, 3, 3, 3, 3,\n", " 3, 3, 3, 3, 3, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 4, 4, 4, 4, 4, 4, 4, 4,\n", " 6, 6, 0, 6, 6, 5, 5, 5, 5, 5, 5, 0, 4, 0, 3, 3, 3, 2, 3, 1, 2, 3, 3, 3,\n", " 3, 3, 1, 3, 3, 4, 4, 4, 3, 3, 3, 3, 3, 3, 6, 3, 3, 5, 5, 5, 5, 5, 0, 5,\n", " 0, 0, 4, 6, 5, 0, 1, 3, 5, 5, 6, 5, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4,\n", " 4, 1, 1, 1, 1, 0, 6, 0, 0, 0, 0, 0, 0, 0, 6, 0, 5, 5, 5, 3, 3, 3, 3, 3,\n", " 0, 0, 0, 6, 0, 0, 0, 3, 3, 3, 1, 1, 1, 1, 1, 2, 1, 1, 1, 1, 1, 1, 1, 3,\n", " 1, 1, 1, 1, 1, 1, 0, 5, 6, 5, 0, 0, 3, 2, 1, 1, 0, 6, 6, 6, 6, 6, 3, 3,\n", " 0, 3, 3, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 0, 6, 0, 6, 6, 0, 0, 3, 3,\n", " 3, 3, 3, 1, 1, 1, 3, 3, 3, 3, 2, 6, 0, 5, 0, 0, 5, 6, 6, 6, 6, 6, 3, 3,\n", " 6, 6, 6, 2, 2, 2, 5, 0, 0, 1, 5, 3, 3, 5, 0, 0, 0, 0, 0, 0, 5, 5, 1, 4,\n", " 6, 6, 5, 4, 6, 0, 6, 5, 0, 0, 0, 0, 0, 0, 0, 0, 3, 3, 3, 3, 2, 6, 1, 4,\n", " 3, 3, 3, 3, 3, 6, 1, 0, 2, 2, 4, 4, 4, 4, 4, 5, 6, 0, 3, 0, 0, 0, 0, 5,\n", " 4, 4, 4, 4, 4, 3, 3, 3, 3, 3, 3, 3, 4, 4, 4, 1, 1, 4, 1, 6, 1, 1, 1, 4,\n", " 4, 4, 4, 0, 4, 4, 0, 0, 4, 5, 5, 5, 5, 5, 5, 5, 0, 0, 6, 2, 0, 5, 6, 3,\n", " 5, 5, 5, 5, 5, 4, 4, 4, 0, 6, 4, 0, 3, 4, 0, 4, 1, 3, 4, 3, 3, 3, 3, 2,\n", " 4, 4, 6, 0, 0, 1, 1, 3, 6, 3, 1, 1, 1, 3, 1, 5, 1, 1, 1, 1, 1, 1, 1, 1,\n", " 0, 0, 2, 4, 4, 4, 3, 1, 1, 0, 0, 3, 3, 4, 4, 0, 4, 2, 4, 4, 4, 4, 4, 0,\n", " 0, 0, 2, 2, 3, 3, 4, 5, 0, 2, 2, 3, 3, 3, 3, 3, 3, 2, 5, 5, 4, 1, 4, 4,\n", " 4, 4, 1, 4, 0, 3, 4, 4, 6, 2, 2, 2, 2, 4, 6, 6, 6, 0, 3, 4, 4, 4, 3, 3,\n", " 0, 5, 3, 5, 0, 0, 0, 6, 3, 1, 3, 2, 0, 3, 0, 0, 3, 2, 6, 0, 0, 0, 3, 0,\n", " 5, 1, 3, 4, 4, 4, 4, 4, 6, 3, 3, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 1, 6, 2,\n", " 2, 0, 6, 6, 2, 6, 6, 2, 2, 6, 4, 4, 4, 4, 2, 5, 5, 5, 3, 3, 6, 4, 4, 3,\n", " 2, 3, 1, 6, 6, 5, 0, 4, 4, 6, 3, 1, 1, 4, 0, 5, 2, 3, 4, 1, 4, 6, 1, 0,\n", " 3, 3, 0, 2, 1, 1, 5, 2, 3, 3, 1, 1, 2, 3, 2, 2, 5, 5, 4, 3, 4, 3, 1, 2,\n", " 4, 2, 4, 5, 5, 2, 2, 3, 2, 0, 3, 3, 4, 5, 4, 3, 3, 3, 1, 3, 0, 1, 2, 4,\n", " 4, 4, 3, 3, 3, 5, 2, 3, 2, 2, 2, 3, 2, 2, 0, 4, 4, 3, 3, 3, 3, 4, 3, 2,\n", " 2, 2, 3, 0, 0, 4, 3, 3, 3, 2, 3, 4, 2, 2, 5, 4, 3, 2, 2, 1, 5, 0, 4, 3,\n", " 2, 2, 1, 3, 2, 3, 6, 3, 6, 3, 3, 2, 6, 1, 3, 0, 2, 3, 2, 4, 2, 5, 1, 3,\n", " 1, 5, 6, 4, 3, 4, 3, 2, 5, 3, 5, 2, 3, 3, 3, 3, 3, 4, 6, 2, 5, 2, 2, 2,\n", " 5, 4, 4, 4, 4, 6, 1, 2, 2, 6, 0, 1, 2, 2, 2, 3, 0, 4, 4, 3, 3, 4, 4, 3,\n", " 3, 0, 4, 4, 4, 4, 4, 4, 3, 4, 4, 4, 4, 1, 4, 4, 4, 2, 3, 3, 3, 2, 4, 2,\n", " 6, 3, 4, 4, 3, 3, 3, 5, 5, 3, 3, 3, 4, 5, 4, 3])" ] }, "execution_count": 18, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# apply the model (with weights trained), take the train data subset and take the most likely prediction (the argmax)\n", "model(g, features)[test_mask].argmax(1)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can compare our results against the actual labels:" ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "tensor([3, 2, 2, 2, 2, 0, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 3, 2, 2, 2,\n", " 2, 2, 2, 1, 2, 2, 2, 2, 2, 3, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2,\n", " 2, 2, 2, 2, 2, 2, 2, 2, 5, 2, 2, 1, 1, 1, 1, 1, 1, 1, 4, 1, 1, 1, 1, 1,\n", " 1, 1, 1, 1, 1, 4, 1, 1, 1, 1, 1, 1, 3, 4, 4, 4, 4, 1, 1, 3, 1, 0, 3, 0,\n", " 2, 1, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 5, 5, 5, 5,\n", " 5, 5, 2, 2, 2, 2, 1, 6, 6, 3, 0, 0, 5, 0, 5, 0, 3, 5, 3, 0, 0, 6, 0, 6,\n", " 3, 3, 1, 3, 1, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3,\n", " 3, 3, 5, 5, 5, 5, 5, 5, 5, 5, 2, 2, 2, 4, 4, 4, 0, 3, 3, 2, 5, 5, 5, 5,\n", " 6, 5, 5, 5, 5, 0, 4, 4, 4, 0, 0, 5, 0, 0, 6, 6, 6, 6, 6, 6, 0, 0, 0, 0,\n", " 3, 0, 0, 0, 3, 3, 0, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3,\n", " 3, 3, 3, 3, 3, 5, 5, 5, 5, 3, 5, 5, 5, 5, 5, 5, 4, 4, 4, 4, 4, 4, 4, 4,\n", " 6, 6, 5, 6, 6, 3, 5, 5, 5, 0, 5, 0, 4, 4, 3, 3, 3, 2, 2, 1, 3, 3, 3, 3,\n", " 3, 3, 5, 3, 3, 4, 4, 3, 3, 3, 3, 3, 3, 3, 0, 3, 3, 6, 3, 6, 0, 5, 0, 0,\n", " 4, 0, 6, 5, 5, 0, 1, 3, 3, 5, 6, 5, 3, 3, 4, 3, 3, 3, 3, 3, 4, 3, 3, 4,\n", " 3, 1, 1, 0, 1, 0, 6, 0, 0, 0, 0, 0, 0, 0, 5, 0, 5, 5, 5, 3, 3, 3, 3, 3,\n", " 0, 0, 0, 2, 0, 0, 0, 3, 3, 3, 3, 1, 1, 1, 1, 2, 1, 1, 1, 1, 1, 0, 1, 3,\n", " 1, 1, 1, 1, 1, 0, 0, 0, 5, 5, 5, 5, 3, 5, 1, 1, 3, 6, 6, 5, 6, 2, 3, 3,\n", " 0, 3, 3, 3, 4, 4, 4, 4, 3, 3, 3, 4, 3, 3, 4, 0, 6, 0, 6, 6, 0, 0, 3, 3,\n", " 3, 3, 3, 1, 1, 1, 3, 3, 3, 3, 5, 6, 3, 4, 6, 0, 0, 6, 6, 6, 6, 6, 3, 3,\n", " 6, 6, 5, 2, 1, 2, 1, 0, 0, 6, 6, 2, 3, 3, 5, 0, 0, 0, 0, 0, 5, 5, 0, 3,\n", " 5, 0, 6, 3, 6, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 3, 3, 3, 3, 1, 6, 1, 0,\n", " 3, 3, 3, 3, 3, 6, 1, 0, 2, 2, 4, 4, 4, 4, 4, 5, 6, 3, 3, 0, 0, 0, 0, 5,\n", " 4, 4, 4, 4, 4, 3, 3, 3, 3, 3, 0, 3, 4, 4, 4, 1, 1, 3, 1, 1, 5, 1, 3, 4,\n", " 4, 4, 4, 4, 4, 4, 0, 0, 0, 5, 5, 5, 5, 5, 0, 5, 3, 0, 6, 2, 0, 5, 3, 3,\n", " 5, 5, 5, 5, 5, 4, 4, 0, 4, 0, 4, 0, 3, 4, 4, 4, 1, 3, 3, 3, 3, 3, 4, 2,\n", " 3, 3, 3, 0, 0, 2, 3, 3, 3, 3, 1, 1, 3, 0, 1, 4, 1, 1, 1, 1, 1, 1, 0, 1,\n", " 0, 0, 2, 4, 4, 4, 3, 3, 3, 4, 0, 3, 3, 3, 3, 0, 3, 3, 4, 4, 4, 4, 4, 4,\n", " 0, 4, 3, 2, 0, 3, 4, 5, 0, 2, 2, 3, 3, 3, 3, 3, 2, 3, 5, 5, 4, 1, 4, 4,\n", " 4, 3, 4, 4, 0, 4, 4, 4, 5, 2, 2, 2, 2, 4, 6, 6, 6, 6, 3, 4, 4, 4, 1, 3,\n", " 0, 3, 3, 5, 0, 2, 3, 3, 3, 3, 3, 2, 4, 4, 0, 0, 3, 2, 6, 6, 0, 3, 3, 3,\n", " 5, 1, 3, 4, 4, 2, 4, 4, 4, 3, 3, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 0, 2, 2,\n", " 2, 0, 6, 6, 5, 6, 6, 3, 2, 6, 3, 4, 4, 4, 2, 6, 6, 0, 0, 3, 0, 4, 4, 3,\n", " 2, 3, 1, 6, 6, 5, 3, 4, 3, 5, 3, 1, 1, 3, 4, 5, 2, 3, 3, 3, 4, 5, 4, 0,\n", " 3, 3, 0, 2, 1, 1, 5, 2, 3, 3, 5, 0, 2, 3, 2, 2, 5, 5, 4, 3, 4, 3, 2, 2,\n", " 4, 2, 4, 5, 5, 3, 2, 3, 1, 0, 3, 3, 4, 5, 4, 3, 3, 3, 3, 3, 0, 1, 2, 4,\n", " 4, 4, 3, 3, 3, 5, 2, 3, 2, 2, 2, 3, 2, 2, 0, 4, 4, 3, 3, 3, 3, 3, 3, 3,\n", " 3, 3, 3, 0, 0, 3, 0, 3, 0, 2, 3, 4, 1, 2, 5, 4, 3, 3, 3, 1, 5, 3, 4, 3,\n", " 2, 2, 1, 3, 3, 3, 3, 3, 6, 3, 3, 3, 6, 3, 3, 3, 2, 3, 2, 4, 2, 4, 2, 2,\n", " 1, 5, 6, 4, 3, 3, 3, 2, 5, 3, 3, 4, 3, 3, 3, 3, 3, 4, 6, 0, 3, 2, 2, 2,\n", " 5, 4, 4, 4, 4, 6, 3, 2, 2, 0, 2, 2, 2, 2, 2, 3, 4, 4, 4, 3, 3, 4, 4, 3,\n", " 3, 3, 4, 4, 4, 4, 4, 4, 3, 4, 4, 4, 4, 4, 4, 4, 4, 2, 3, 3, 3, 2, 6, 2,\n", " 3, 3, 4, 4, 3, 3, 3, 3, 3, 3, 0, 3, 3, 3, 3, 3])" ] }, "execution_count": 19, "metadata": {}, "output_type": "execute_result" } ], "source": [ "labels[test_mask]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can also easily calculate our accuracy using the following line:" ] }, { "cell_type": "code", "execution_count": 20, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Accuracy on test set is: 77.30%\n" ] } ], "source": [ "test_acc = (pred[test_mask] == labels[test_mask]).float().mean()\n", "print(f\"Accuracy on test set is: {test_acc*100:.2f}%\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Conclusion\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "These are just some basic examples of the applications of graph neural networks. In particular, these examples only focused on node classification--classifying vertices of the data based on provided features/edges--but it is also possible to do edge classification (e.g., determine some feature of edges or determine if edges even exist between two vertices) or graph classification (determine some overarching feature of the graph). \n", "\n", "Ultimately, GNNs are well-built to model many phenomena/patterns in data, and with DGL, different model architectures can also be implemented and tested in an easy and efficient manner.\n", "\n", "More examples can be found at https://docs.dgl.ai/." ] } ], "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": "3.8.12" } }, "nbformat": 4, "nbformat_minor": 4 }