{ "cells": [ { "cell_type": "markdown", "metadata": { "id": "view-in-github", "colab_type": "text" }, "source": [ "\"Open" ] }, { "cell_type": "markdown", "metadata": { "id": "odXMdg91d0Dp" }, "source": [ "# Exercise 10.1\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": 1, "metadata": { "id": "YOCeGGxPd0Ds" }, "outputs": [], "source": [ "import keras\n", "import numpy as np\n", "from matplotlib import pyplot as plt\n", "\n", "layers = keras.layers\n" ] }, { "cell_type": "markdown", "metadata": { "id": "O_cH2zPKd0Du" }, "source": [ "#### Download EdgeConv Layer" ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "id": "-Di6G1Hrd0Du" }, "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": { "id": "c_8qmB8cd0Dw" }, "source": [ "### Download Data" ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "id": "DMes63SOd0Dw" }, "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": { "id": "EbNR_Tuxd0Dx" }, "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": { "id": "Bml_FC4fd0Dy", "outputId": "4dcafd78-4572-42ff-b305-dfde62e0f143", "colab": { "base_uri": "https://localhost:8080/" } }, "outputs": [ { "output_type": "stream", "name": "stdout", "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": 9, "metadata": { "id": "gQYn0DJOd0D4" }, "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": { "id": "hhjLYwuJd0D4" }, "source": [ "### Plot an example sky map" ] }, { "cell_type": "code", "execution_count": 6, "metadata": { "id": "eD7k2W9xd0D5", "outputId": "afad12ba-4308-43c5-bc7b-af67cd9387ca", "colab": { "base_uri": "https://localhost:8080/", "height": 591 } }, "outputs": [ { "output_type": "display_data", "data": { "text/plain": [ "
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\n" }, "metadata": {} } ], "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": { "id": "P6DXRuFQd0D7" }, "source": [ "### Design DGCNN" ] }, { "cell_type": "markdown", "metadata": { "id": "vkSQXLi7d0D7" }, "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." ] }, { "cell_type": "code", "execution_count": 7, "metadata": { "id": "Uk-hpIiYd0D7" }, "outputs": [], "source": [ "def kernel_nn(data, nodes=16):\n", " d1, d2 = data # get xi (\"central\" pixel) and xj (\"neighborhood\" pixels)\n", "\n", " return x" ] }, { "cell_type": "markdown", "metadata": { "id": "PwxL6QaYd0D8" }, "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, 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": null, "metadata": { "id": "Ol-1wDmXd0D8" }, "outputs": [], "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=5)([points_input, feats_input]) # conv with fixed graph\n", "x = layers.Activation(\"relu\")(x)\n", "...\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": { "id": "b3aZLADud0D9" }, "source": [ "You can inspect the kernel network using:" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "id": "LivRqWfKd0D9" }, "outputs": [], "source": [ "model.layers[2].kernel_func.summary()" ] }, { "cell_type": "markdown", "metadata": { "id": "l0QM9TTAd0D-" }, "source": [ "### Train the model" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "id": "UPjUK68Qd0D-" }, "outputs": [], "source": [ "model.compile(...)" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "id": "ysq23XXNd0D-" }, "outputs": [], "source": [ "history = model.fit(train_input_data, y_train, batch_size=64, epochs=10)" ] }, { "cell_type": "markdown", "metadata": { "id": "1oy3aC-3d0D_" }, "source": [ "## Visualization of the underlying graph\n", "To inspect the changing neighborhood relation (we used a DGCNN) 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": { "id": "x5LbObp7d0D_" }, "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": null, "metadata": { "id": "wljjkHGWd0D_" }, "outputs": [], "source": [ "import sys\n", "!{sys.executable} -m pip install sklearn\n", "!{sys.executable} -m pip install networkx" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "id": "GJJMMJQWd0EA" }, "outputs": [], "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", "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 }