{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Exercise 10.1 - Solution\n", "## Signal Classification using Dynamic Graph Convolutional Neural Networks\n", "After a long journey through the universe before reaching the earth, the cosmic particles interact with the galactic magnetic field $B$.\n", "As these particles carry a charge $q$ they are deflected in the field by the Lorentz force $F = q \\cdot v × B$.\n", "Sources of cosmic particles are located all over the sky, thus arrival distributions of the cosmic particles are isotropic in general. However, particles originating from the same source generate on top of the isotropic\n", "arrival directions, street-like patterns from galactic magnetic field deflections.\n", "\n", "In this tasks we want to classify whether a simulated set of $500$ arriving cosmic particles contains street-like patterns (signal), or originates from an isotropic background.\n", "\n", "Training graph networks can be computationally demanding, thus, we recommend to use a GPU for this task." ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "keras 2.4.0\n" ] } ], "source": [ "from tensorflow import keras\n", "import numpy as np\n", "from matplotlib import pyplot as plt\n", "\n", "layers = keras.layers\n", "\n", "print(\"keras\", keras.__version__)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Download EdgeConv Layer" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "import gdown\n", "import os\n", "\n", "url = \"https://raw.githubusercontent.com/DeepLearningForPhysicsResearchBook/deep-learning-physics/main/edgeconv.py\"\n", "output = 'edgeconv.py'\n", "\n", "if os.path.exists(output) == False:\n", " gdown.download(url, output, quiet=False)\n", "\n", "from edgeconv import EdgeConv" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Download Data" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "url = \"https://drive.google.com/u/0/uc?export=download&confirm=HgGH&id=1XKN-Ik7BDyMWdQ230zWS2bNxXL3_9jZq\"\n", "output = 'cr_sphere.npz'\n", "\n", "if os.path.exists(output) == False:\n", " gdown.download(url, output, quiet=True)" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [], "source": [ "f = np.load(output)\n", "n_train = 10000\n", "x_train, x_test = f['data'][:-n_train], f['data'][-n_train:]\n", "labels = keras.utils.to_categorical(f['label'], num_classes=2)\n", "y_train, y_test = labels[:-n_train], labels[-n_train:]" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "x_train.shape (40000, 500, 4)\n", "y_train.shape (40000, 2)\n" ] } ], "source": [ "print(\"x_train.shape\", x_train.shape)\n", "print(\"y_train.shape\", y_train.shape)" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [], "source": [ "# define coordinates for very first EdgeConv\n", "train_points, test_points = x_train[..., :3], x_test[..., :3]\n", "\n", "# Use normalized Energy as features for convolutional layers\n", "train_features, test_features = x_train[..., -1, np.newaxis], x_test[..., -1, np.newaxis]\n", "train_features = np.concatenate([train_features, train_points], axis=-1)\n", "\n", "train_input_data = [train_points, train_features]\n", "test_input_data = [test_points, test_features]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Plot an example sky map" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "def scatter(v, c=None, zlabel=\"\", title=\"\", **kwargs):\n", "\n", " def vec2ang(v):\n", " x, y, z = np.asarray(v)\n", " phi = np.arctan2(y, x)\n", " theta = np.arctan2(z, (x * x + y * y) ** .5)\n", " return phi, theta\n", "\n", " lons, lats = vec2ang(v)\n", " lons = -lons\n", " fig = plt.figure(figsize=kwargs.pop('figsize', [12, 6]))\n", " ax = fig.add_axes([0.1, 0.1, 0.85, 0.9], projection=\"hammer\")\n", " events = ax.scatter(lons, lats, c=c, s=12, lw=2)\n", "\n", " cbar = plt.colorbar(events, orientation='horizontal', shrink=0.85, pad=0.05, aspect=30, label=zlabel)\n", " plt.xticks(fontsize=16)\n", " plt.yticks(fontsize=16)\n", " return fig\n", "\n", "\n", "test_id = 0\n", "example_map = x_test[test_id]\n", "fig = scatter(example_map[:, 0:3].T, c=example_map[:, 3], zlabel=\"Energy (normed)\", title = \"Event %i\" % test_id)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Design DGCNN" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Start with defining a kernel network\n", "Design a kernel network. The input to the kernel network is the central pixel coordinate and the neighborhood pixel coordinates.\n", "Hint: using `layers.BatchNormalization` can help to stabilize the training process of a DGCNN.\n", "\n", "You can make use of the code snippet below.\n", "\n", "Note that the output of the DNN should be `(None, nodes)`, where `None` is a placeholder for the batch size.\n", "\n", " In this case, we perform subtraction and concatenate the result with the central pixel value to combine translational invariance with local information. " ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [], "source": [ "def kernel_nn(data, nodes=16):\n", " d1, d2 = data # get xi (\"central\" pixel) and xj (\"neighborhood\" pixels)\n", "\n", " dif = layers.Subtract()([d1, d2]) # perform substraction for translational invariance\n", " x = layers.Concatenate(axis=-1)([d1, dif]) # add information on the absolute pixel value\n", "\n", " x = layers.Dense(nodes, use_bias=False, activation=\"relu\")(x)\n", " x = layers.BatchNormalization()(x)\n", "\n", " x = layers.Dense(nodes, use_bias=False, activation=\"relu\")(x)\n", " x = layers.BatchNormalization()(x)\n", "\n", " x = layers.Dense(nodes, use_bias=False, activation=\"relu\")(x)\n", " x = layers.BatchNormalization()(x)\n", " return x" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Build complete graph network model\n", "In the first layer, it might be advantageous to choose the next neighbors using the coordinates of the cosmic ray but perform the convolution using their energies also.\n", "Thus, we input `y = EdgeConv(...)[points_input, feats_input]` into the first EdgeConv layer. \n", "If we later want to perform a dynamic EdgeConv (we want to update the graph), we simply input `z = EdgeConv(...)(y)`.\n", "\n", "To specify the size of the \"convolutional filter\", make use of the `next_neighbors` argument (searches for $k$ next neighbors for each cosmic ray). " ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Model: \"model\"\n", "__________________________________________________________________________________________________\n", "Layer (type) Output Shape Param # Connected to \n", "==================================================================================================\n", "input_1 (InputLayer) [(None, 500, 3)] 0 \n", "__________________________________________________________________________________________________\n", "input_2 (InputLayer) [(None, 500, 4)] 0 \n", "__________________________________________________________________________________________________\n", "edge_conv (EdgeConv) (None, 500, 8) 288 input_1[0][0] \n", " input_2[0][0] \n", "__________________________________________________________________________________________________\n", "activation (Activation) (None, 500, 8) 0 edge_conv[0][0] \n", "__________________________________________________________________________________________________\n", "edge_conv_1 (EdgeConv) (None, 500, 16) 960 input_1[0][0] \n", " activation[0][0] \n", "__________________________________________________________________________________________________\n", "activation_1 (Activation) (None, 500, 16) 0 edge_conv_1[0][0] \n", "__________________________________________________________________________________________________\n", "edge_conv_2 (EdgeConv) (None, 500, 32) 3456 activation_1[0][0] \n", " activation_1[0][0] \n", "__________________________________________________________________________________________________\n", "activation_2 (Activation) (None, 500, 32) 0 edge_conv_2[0][0] \n", "__________________________________________________________________________________________________\n", "embedding (GlobalAveragePooling (None, 32) 0 activation_2[0][0] \n", "__________________________________________________________________________________________________\n", "classification (Dense) (None, 2) 66 embedding[0][0] \n", "==================================================================================================\n", "Total params: 4,770\n", "Trainable params: 4,434\n", "Non-trainable params: 336\n", "__________________________________________________________________________________________________\n", "None\n" ] } ], "source": [ "points_input = layers.Input((500, 3))\n", "feats_input = layers.Input((500, 4))\n", "\n", "x = EdgeConv(lambda a: kernel_nn(a, nodes=8), next_neighbors=8)([points_input, feats_input]) # conv with fixed graph\n", "x = layers.Activation(\"relu\")(x)\n", "x = EdgeConv(lambda a: kernel_nn(a, nodes=16), next_neighbors=8)([points_input, x]) # conv with fixed graph\n", "x = layers.Activation(\"relu\")(x)\n", "x = EdgeConv(lambda a: kernel_nn(a, nodes=32), next_neighbors=8)([x, x]) # conv with dynamic graph\n", "x = layers.Activation(\"relu\")(x)\n", "x = layers.GlobalAveragePooling1D(name=\"embedding\")(x)\n", "out = layers.Dense(2, name=\"classification\", activation=\"softmax\")(x)\n", "\n", "model = keras.models.Model([points_input, feats_input], out)\n", "print(model.summary())" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "You can inspect the kernel network using:" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Model: \"model\"\n", "__________________________________________________________________________________________________\n", "Layer (type) Output Shape Param # Connected to \n", "==================================================================================================\n", "input_3 (InputLayer) [(None, 8)] 0 \n", "__________________________________________________________________________________________________\n", "reshape (Reshape) (None, 2, 4) 0 input_3[0][0] \n", "__________________________________________________________________________________________________\n", "split_layer (SplitLayer) [(None, 1, 4), (None 0 reshape[0][0] \n", "__________________________________________________________________________________________________\n", "reshape_1 (Reshape) (None, 4) 0 split_layer[0][0] \n", "__________________________________________________________________________________________________\n", "reshape_2 (Reshape) (None, 4) 0 split_layer[0][1] \n", "__________________________________________________________________________________________________\n", "subtract (Subtract) (None, 4) 0 reshape_1[0][0] \n", " reshape_2[0][0] \n", "__________________________________________________________________________________________________\n", "concatenate (Concatenate) (None, 8) 0 reshape_1[0][0] \n", " subtract[0][0] \n", "__________________________________________________________________________________________________\n", "dense (Dense) (None, 8) 64 concatenate[0][0] \n", "__________________________________________________________________________________________________\n", "batch_normalization (BatchNorma (None, 8) 32 dense[0][0] \n", "__________________________________________________________________________________________________\n", "dense_1 (Dense) (None, 8) 64 batch_normalization[0][0] \n", "__________________________________________________________________________________________________\n", "batch_normalization_1 (BatchNor (None, 8) 32 dense_1[0][0] \n", "__________________________________________________________________________________________________\n", "dense_2 (Dense) (None, 8) 64 batch_normalization_1[0][0] \n", "__________________________________________________________________________________________________\n", "batch_normalization_2 (BatchNor (None, 8) 32 dense_2[0][0] \n", "==================================================================================================\n", "Total params: 288\n", "Trainable params: 240\n", "Non-trainable params: 48\n", "__________________________________________________________________________________________________\n" ] } ], "source": [ "model.layers[2].kernel_func.summary()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ " The kernel network maps the energies an positions of 2 cosmic rays (the central and the neighbor comsic ray) to 8 features. " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The kernel network in the third layer maps from 16 extracted features (of 2 cosmic rays) to 32 new features and looks like this:" ] }, { "cell_type": "code", "execution_count": 11, "metadata": { "scrolled": true }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Model: \"model\"\n", "__________________________________________________________________________________________________\n", "Layer (type) Output Shape Param # Connected to \n", "==================================================================================================\n", "input_5 (InputLayer) [(None, 32)] 0 \n", "__________________________________________________________________________________________________\n", "reshape (Reshape) (None, 2, 16) 0 input_5[0][0] \n", "__________________________________________________________________________________________________\n", "split_layer (SplitLayer) [(None, 1, 16), (Non 0 reshape[0][0] \n", "__________________________________________________________________________________________________\n", "reshape_1 (Reshape) (None, 16) 0 split_layer[0][0] \n", "__________________________________________________________________________________________________\n", "reshape_2 (Reshape) (None, 16) 0 split_layer[0][1] \n", "__________________________________________________________________________________________________\n", "subtract (Subtract) (None, 16) 0 reshape_1[0][0] \n", " reshape_2[0][0] \n", "__________________________________________________________________________________________________\n", "concatenate (Concatenate) (None, 32) 0 reshape_1[0][0] \n", " subtract[0][0] \n", "__________________________________________________________________________________________________\n", "dense (Dense) (None, 32) 1024 concatenate[0][0] \n", "__________________________________________________________________________________________________\n", "batch_normalization (BatchNorma (None, 32) 128 dense[0][0] \n", "__________________________________________________________________________________________________\n", "dense_1 (Dense) (None, 32) 1024 batch_normalization[0][0] \n", "__________________________________________________________________________________________________\n", "batch_normalization_1 (BatchNor (None, 32) 128 dense_1[0][0] \n", "__________________________________________________________________________________________________\n", "dense_2 (Dense) (None, 32) 1024 batch_normalization_1[0][0] \n", "__________________________________________________________________________________________________\n", "batch_normalization_2 (BatchNor (None, 32) 128 dense_2[0][0] \n", "==================================================================================================\n", "Total params: 3,456\n", "Trainable params: 3,264\n", "Non-trainable params: 192\n", "__________________________________________________________________________________________________\n" ] } ], "source": [ "model.layers[6].kernel_func.summary()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Train the model" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [], "source": [ "model.compile(loss=\"binary_crossentropy\",\n", " optimizer=keras.optimizers.Adam(3E-3, decay=1E-4),\n", " metrics=['acc'])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "If you don't have `networkx` or `sklearn` install it by executing:" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Epoch 1/4\n", "625/625 [==============================] - 552s 879ms/step - loss: 0.4689 - acc: 0.7555\n", "Epoch 2/4\n", "625/625 [==============================] - 514s 822ms/step - loss: 0.1228 - acc: 0.9608\n", "Epoch 3/4\n", "625/625 [==============================] - 514s 822ms/step - loss: 0.0975 - acc: 0.9684\n", "Epoch 4/4\n", "625/625 [==============================] - 515s 824ms/step - loss: 0.0901 - acc: 0.9719\n" ] } ], "source": [ "history = model.fit(train_input_data, y_train, batch_size=64, epochs=4)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Visualization of the underlying graph\n", "To inspect the changing neighborhood relation (we used a dynamic layer) of the nodes, we visualize the underlying graph structure.\n", "\n", "Note that plotting may take some time, so be a bit patient." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "To perform the relative complex plotting, we make use of networkx and sklearn. \n", "If you don't have installed the packages yet, run the cell below." ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Defaulting to user installation because normal site-packages is not writeable\n", "Requirement already satisfied: sklearn in /home/jonas/.local/lib/python3.6/site-packages (0.0)\n", "Requirement already satisfied: scikit-learn in /home/jonas/.local/lib/python3.6/site-packages (from sklearn) (0.24.1)\n", "Requirement already satisfied: scipy>=0.19.1 in /home/jonas/.local/lib/python3.6/site-packages (from scikit-learn->sklearn) (1.5.4)\n", "Requirement already satisfied: joblib>=0.11 in /home/jonas/.local/lib/python3.6/site-packages (from scikit-learn->sklearn) (1.0.1)\n", "Requirement already satisfied: numpy>=1.13.3 in /home/jonas/.local/lib/python3.6/site-packages (from scikit-learn->sklearn) (1.19.5)\n", "Requirement already satisfied: threadpoolctl>=2.0.0 in /home/jonas/.local/lib/python3.6/site-packages (from scikit-learn->sklearn) (2.1.0)\n", "\u001b[33mWARNING: You are using pip version 21.0.1; however, version 21.1.2 is available.\n", "You should consider upgrading via the '/usr/bin/python3 -m pip install --upgrade pip' command.\u001b[0m\n", "Defaulting to user installation because normal site-packages is not writeable\n", "Requirement already satisfied: networkx in /home/jonas/.local/lib/python3.6/site-packages (2.5.1)\n", "Requirement already satisfied: decorator<5,>=4.3 in /home/jonas/.local/lib/python3.6/site-packages (from networkx) (4.4.2)\n", "\u001b[33mWARNING: You are using pip version 21.0.1; however, version 21.1.2 is available.\n", "You should consider upgrading via the '/usr/bin/python3 -m pip install --upgrade pip' command.\u001b[0m\n" ] } ], "source": [ "import sys\n", "!{sys.executable} -m pip install sklearn\n", "!{sys.executable} -m pip install networkx" ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [ { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import tensorflow.keras.backend as K\n", "from sklearn.neighbors import kneighbors_graph\n", "import networkx as nx\n", "\n", "edge_layers = [l for l in model.layers if \"edge_conv\" in l.name]\n", "coord_mask = [np.sum(np.linalg.norm(inp_d[test_id], axis=-1)) == 500 for inp_d in train_input_data]\n", "assert True in coord_mask, \"For plotting the spherical graph at least one input has to have 3 dimensions XYZ\"\n", "fig, axes = plt.subplots(ncols=len(edge_layers), figsize=(5 * len(edge_layers), 5))\n", "\n", "for i, e_layer in enumerate(edge_layers):\n", " points_in, feats_in = model.inputs\n", " coordinates = e_layer.get_input_at(0)\n", " functor = K.function(model.inputs, coordinates)\n", " sample_input = [inp[np.newaxis, test_id] for inp in train_input_data]\n", "\n", " if type(e_layer.input) == list:\n", " layer_points, layer_features = functor(sample_input)\n", " else:\n", " layer_points = functor(sample_input)\n", "\n", " layer_points = np.squeeze(layer_points)\n", " adj = kneighbors_graph(layer_points, e_layer.next_neighbors)\n", " g = nx.DiGraph(adj)\n", "\n", " for c, s in zip(coord_mask, sample_input):\n", " if c == True:\n", " pos = s\n", " break\n", "\n", " axes[i].set_title(\"Graph in %s\" % e_layer.name)\n", " nx.draw(g, cmap=plt.get_cmap('viridis'), pos=pos.squeeze()[:, :-1],\n", " node_size=10, width=0.5, arrowsize=5, ax=axes[i])\n", " axes[i].axis('equal')" ] } ], "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" } }, "nbformat": 4, "nbformat_minor": 4 }