{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Particle Identification (PID) with a (deep) Neural Network\n", "\n", "This notebook highlights the usae of a neural network for particle identification on a synthetic data set. In a first step, we are going to create a synthetic data set, representing a very simplified detector\n", "\n", "## Creating a synthetic Data Set \n", "\n", "The synthetic data set consists of two particles (e.g. electron and pion) that are measured with a hypothetical detctor setup. Each particle is characterized by three variables. \n", "Variable 1 refers to the particles momentum, variable 2 and 3 repsresent the response from sub-detectors (e.g. calorimeter, threshold counter,..). We are defining a function below that creates all these three variables. " ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/var/folders/tm/fdv69q4j3_7cxyrhyqwyxy8w0000gn/T/ipykernel_96755/3024430202.py:2: DeprecationWarning: \n", "Pyarrow will become a required dependency of pandas in the next major release of pandas (pandas 3.0),\n", "(to allow more performant data types, such as the Arrow string type, and better interoperability with other libraries)\n", "but was not found to be installed on your system.\n", "If this would cause problems for you,\n", "please provide us feedback at https://github.com/pandas-dev/pandas/issues/54466\n", " \n", " import pandas as pd\n" ] } ], "source": [ "import numpy as np\n", "import pandas as pd\n", "from sklearn.utils import shuffle\n", "\n", "# Define functions that return variables:\n", "\n", "# Variable 1:\n", "def get_var1(nevs,range=(0.5,10.0)):\n", " return np.random.uniform(low=range[0],high=range[1],size=(nevs,))\n", "\n", "# Variable 2: \n", "# For species 0: var2 ~ var1\n", "# For species 1: var2 ~ 1/var1\n", "def get_var2(var1,scale,offset,species):\n", " if species == 0:\n", " return scale * var1 + offset\n", " \n", " if species == 1:\n", " return scale / var1 + offset\n", " \n", "# Variable 3: var3 ~ sigmoid(var1)\n", "def get_var3(var1,scale,offset):\n", " arg = scale*(var1 + offset)\n", " return 1.0/(1.0 + np.exp(-arg)) \n", "\n", "# Apply resolution effects, based on variable 3:\n", "# Resolution is applied the following way:\n", "# x_smeared = x_clean * N(1.0,rel_smear) + N(0,abs_smear)\n", "# where N(,) is a normal distribution\n", "# rel_smear is defined by: rel_smear ~ var3\n", "# abs_smear is a constant \n", "def get_resolution(var,var3,res_val,abs_val):\n", " relative_smearing = np.random.normal(loc=np.ones_like(var3),scale=res_val*var3)\n", " return var * relative_smearing + np.random.normal(loc=0.0,scale=abs_val,size=var.shape)\n", "\n", "# Now that we have all functions in place, we may define a helfper function that create the nice data for us:\n", "def create_synthetic_data(\n", " n_events_0,\n", " ratio_0_1,\n", " max_rel_res_1_0=0.1,\n", " max_rel_res_2_0=0.2,\n", " abs_res_1_0=0.5,\n", " abs_res_2_0=0.4,\n", " max_rel_res_1_1=0.1, \n", " max_rel_res_2_1=0.3,\n", " abs_res_1_1=0.5,\n", " abs_res_2_1=0.5,\n", "):\n", " \n", " # The number of events for species 1 is given by the number of events for species 0 and the corresponding abundance ratio:\n", " n_events_1 = int(n_events_0*ratio_0_1)\n", " # Resolution settings for the individual variables and species:\n", "\n", " # Get three variables for species 0:\n", " var1_0 = get_var1(n_events_0)\n", " var2_0 = get_var2(var1_0,2.0,1.0,0)\n", " var3_0 = get_var3(var1_0,1.0,-5.0)\n", "\n", " # Apply resolution effects:\n", " var1_0 = get_resolution(var1_0,var3_0,max_rel_res_1_0,abs_res_1_0)\n", " var2_0 = get_resolution(var2_0,var3_0,max_rel_res_2_0,abs_res_2_0)\n", "\n", " # Get three variables for species 1:\n", " var1_1 = get_var1(n_events_1)\n", " var2_1 = get_var2(var1_1,0.92,0.05,1)\n", " var3_1 = get_var3(var1_1,1.0,-5.0)\n", "\n", " # Apply resolution effects: \n", " var1_1 = get_resolution(var1_1,var3_1,max_rel_res_1_1,abs_res_1_1)\n", " var2_1 = get_resolution(var2_1,var3_1,max_rel_res_2_1,abs_res_2_1)\n", " \n", " # Combine all three variables to events that contain both species:\n", " var1_all = np.concatenate([var1_0,var1_1],axis=0)\n", " var2_all = np.concatenate([var2_0,var2_1],axis=0)\n", " var3_all = np.concatenate([var3_0,var3_1],axis=0)\n", "\n", " # Get labels which we will use later for classification:\n", " labels_0 = np.zeros_like(var1_0)\n", " labels_1 = np.ones_like(var1_1)\n", " labels_all = np.concatenate([labels_0,labels_1],axis=0)\n", "\n", " # Mix it all together, so that we have some randomness:\n", " var1_all, var2_all, var3_all, labels_all = shuffle(var1_all, var2_all, var3_all, labels_all)\n", "\n", " data = {\n", " 'var1':var1_all,\n", " 'var2':var2_all,\n", " 'var3':var3_all,\n", " 'label':labels_all\n", " }\n", "\n", " return pd.DataFrame(data)\n" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Create synthetic data...\n", " var1 var2 var3 label\n", "count 220000.000000 220000.000000 220000.000000 220000.000000\n", "mean 5.239184 1.927102 0.524394 0.090909\n", "std 2.837602 1.469736 0.382286 0.287480\n", "min -1.073526 -0.816556 0.010987 0.000000\n", "25% 2.861219 1.177795 0.105665 0.000000\n", "50% 5.172783 1.567462 0.557797 0.000000\n", "75% 7.526184 2.090794 0.931880 0.000000\n", "max 14.032284 18.021523 0.993307 1.000000\n", "...done!\n", " \n" ] } ], "source": [ "# Use the above function to generate our synthetic data:\n", "print(\"Create synthetic data...\")\n", "\n", "synthetic_data = create_synthetic_data(200000,0.1)\n", "print(synthetic_data.describe())\n", "\n", "print(\"...done!\")\n", "print(\" \")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Visualize Toy Data Set\n", "\n", "Before starting any funny business, we are going to plot the toy data set, just to get a feeling about what we are dealing with." ] }, { "cell_type": "markdown", "metadata": {}, "source": [] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "import matplotlib.pyplot as plt\n", "from matplotlib.colors import LogNorm\n", "plt.rcParams.update({'font.size':20})\n", "\n", "# First, we define a plotting function that we can reuse multiple times:\n", "def visualize_data(\n", " var1,\n", " var2,\n", " var3,\n", " labels,\n", " plot_title,\n", " min_var1=0.0,\n", " max_var1=15.0,\n", " min_var2=0.0,\n", " max_var2=15.0,\n", " min_var3=0.0,\n", " max_var3=1.0\n", " ):\n", "\n", " # Get the variables for the individual species:\n", " var1_0 = var1[labels==0.0]\n", " var2_0 = var2[labels==0.0]\n", " var3_0 = var3[labels==0.0]\n", "\n", " var1_1 = var1[labels==1.0]\n", " var2_1 = var2[labels==1.0]\n", " var3_1 = var3[labels==1.0]\n", "\n", "\n", " fig,ax = plt.subplots(3,3,figsize=(12,10))\n", " fig.subplots_adjust(wspace=0.5,hspace=0.5)\n", " fig.suptitle(plot_title)\n", "\n", " ax[0,0].hist2d(var1_0,var2_0,bins=100,norm=LogNorm(),range=[[min_var1,max_var1],[min_var2,max_var2]])\n", " ax[0,0].set_xlabel('Variable 1')\n", " ax[0,0].set_ylabel('Variable 2')\n", " ax[0,0].grid(True)\n", " ax[0,0].set_title('Particle 0')\n", "\n", " ax[0,1].hist2d(var1_1,var2_1,bins=100,norm=LogNorm(),range=[[min_var1,max_var1],[min_var2,max_var2]]) \n", " ax[0,1].set_xlabel('Variable 1')\n", " ax[0,1].set_ylabel('Variable 2')\n", " ax[0,1].grid(True)\n", " ax[0,1].set_title('Particle 1')\n", "\n", " ax[0,2].hist2d(var1,var2,bins=100,norm=LogNorm(),range=[[min_var1,max_var1],[min_var2,max_var2]])\n", " ax[0,2].set_xlabel('Variable 1')\n", " ax[0,2].set_ylabel('Variable 2')\n", " ax[0,2].set_title('Particle 0 & 1')\n", " ax[0,2].grid(True)\n", "\n", " ax[1,0].hist2d(var1_0,var3_0,bins=100,norm=LogNorm(),range=[[min_var1,max_var1],[min_var3,max_var3]])\n", " ax[1,0].set_xlabel('Variable 1') \n", " ax[1,0].set_ylabel('Variable 3')\n", " ax[1,0].grid(True)\n", "\n", " ax[1,1].hist2d(var1_1,var3_1,bins=100,norm=LogNorm(),range=[[min_var1,max_var1],[min_var3,max_var3]])\n", " ax[1,1].set_xlabel('Variable 1')\n", " ax[1,1].set_ylabel('Variable 3')\n", " ax[1,1].grid(True)\n", "\n", " ax[1,2].hist2d(var1,var3,bins=100,norm=LogNorm(),range=[[min_var1,max_var1],[min_var3,max_var3]])\n", " ax[1,2].set_xlabel('Variable 1')\n", " ax[1,2].set_ylabel('Variable 3')\n", " ax[1,2].grid(True)\n", "\n", " ax[2,0].hist2d(var3_0,var2_0,bins=100,norm=LogNorm(),range=[[min_var3,max_var3],[min_var2,max_var2]])\n", " ax[2,0].set_xlabel('Variable 3')\n", " ax[2,0].set_ylabel('Variable 2')\n", " ax[2,0].grid(True)\n", "\n", " ax[2,1].hist2d(var3_1,var2_1,bins=100,norm=LogNorm(),range=[[min_var3,max_var3],[min_var2,max_var2]])\n", " ax[2,1].set_xlabel('Variable 3')\n", " ax[2,1].set_ylabel('Variable 2')\n", " ax[2,1].grid(True)\n", "\n", " ax[2,2].hist2d(var3,var2,bins=100,norm=LogNorm(),range=[[min_var3,max_var3],[min_var2,max_var2]])\n", " ax[2,2].set_xlabel('Variable 3')\n", " ax[2,2].set_ylabel('Variable 2')\n", " ax[2,2].grid(True)\n", " " ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Visualize synthetic data...\n", "...done!\n", " \n" ] }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Visualuze the synthetic data:\n", "print(\"Visualize synthetic data...\")\n", "\n", "visualize_data(synthetic_data.var1,synthetic_data.var2,synthetic_data.var3,synthetic_data.label,\"Synthetic Data\")\n", "\n", "print(\"...done!\")\n", "print(\" \")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Run a cut based Analysis as a Benchmark\n", "\n", "Whenever working with Machine (Deep) Learning, it is always advisable to have benchmark analysis. Here, we will use a simple set of cuts which we abstract from a visual inspection of the top plot." ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [], "source": [ "# Define cut based analysis:\n", "def run_cut_based_analysis(var1,var2,cut):\n", " # Linear cut on the var1 vs. var2:\n", " return np.where(var2>=cut*var1,1.0,0.0)\n" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Run cut based analysis...\n", " var1 var2 var3 label \\\n", "count 220000.000000 220000.000000 220000.000000 220000.000000 \n", "mean 5.239184 1.927102 0.524394 0.090909 \n", "std 2.837602 1.469736 0.382286 0.287480 \n", "min -1.073526 -0.816556 0.010987 0.000000 \n", "25% 2.861219 1.177795 0.105665 0.000000 \n", "50% 5.172783 1.567462 0.557797 0.000000 \n", "75% 7.526184 2.090794 0.931880 0.000000 \n", "max 14.032284 18.021523 0.993307 1.000000 \n", "\n", " label_cut_based \n", "count 220000.000000 \n", "mean 0.354036 \n", "std 0.478221 \n", "min 0.000000 \n", "25% 0.000000 \n", "50% 0.000000 \n", "75% 1.000000 \n", "max 1.000000 \n", "...done! Obtained accuracy 82.48100000000001 %\n", " \n" ] }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "from sklearn.metrics import balanced_accuracy_score\n", "\n", "# Run the cut based analysis:\n", "print(\"Run cut based analysis...\")\n", "\n", "labels_cut_based = run_cut_based_analysis(synthetic_data.var1,synthetic_data.var2,0.5)\n", "# Compute the accuracy, i.e. how precise is our cut based anaysis:\n", "accuracy_cut_based = balanced_accuracy_score(synthetic_data.label,labels_cut_based)\n", "# Plot the results after applying the cut:\n", "visualize_data(synthetic_data.var1,synthetic_data.var2,synthetic_data.var3,labels_cut_based,\"Synthetic Data after Cut based Analysis\")\n", "# Add the label from the cut based analysis to our data frame, just so that we have it:\n", "synthetic_data['label_cut_based'] = labels_cut_based\n", "print(synthetic_data.describe())\n", "\n", "print(f\"...done! Obtained accuracy {accuracy_cut_based*100} %\")\n", "print(\" \")\n", "\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Run Analysis with a (deep) Neural Network\n", "\n", "After running the analysis in a conventional way, we move over to a machine learning based one. \n", "\n", "### Step 1: Prepare Data for Analysis\n", "\n", "The ranges of the three variables differ, i.e. variable 1 and 2 range from 0 to 10, whereas 3 ranges from 0 to 1. This may cause trouble for the neural network, as it might try to adjust its weights in order to compensate for this difference. We therefore want to scale the data such that all variable ranges are equal. " ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Create scaled synthetic data set...\n", " var1 var2 var3 label\n", "count 220000.000000 220000.000000 220000.000000 220000.000000\n", "mean 0.417899 0.145644 0.522647 0.090909\n", "std 0.187848 0.078019 0.389167 0.287480\n", "min 0.000000 0.000000 0.000000 0.000000\n", "25% 0.260479 0.105868 0.096382 0.000000\n", "50% 0.413504 0.126553 0.556651 0.000000\n", "75% 0.569298 0.154334 0.937468 0.000000\n", "max 1.000000 1.000000 1.000000 1.000000\n", "..done!\n", " \n" ] }, { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "from sklearn.preprocessing import MinMaxScaler\n", "\n", "print(\"Create scaled synthetic data set...\")\n", "\n", "# Scale the data such that it is scaled between 0 and 1:\n", "scaler = MinMaxScaler((0.0,1.0))\n", "scaled_data = scaler.fit_transform(synthetic_data[['var1','var2','var3']])\n", "# The resulting data format is a numpy array. For convenience, we are going to translate this to Pandas data frame, just so that it is consistent with the previous data format\n", "scaled_synthetic_data = pd.DataFrame(scaled_data,columns=['var1','var2','var3'])\n", "scaled_synthetic_data['label'] = synthetic_data.label\n", "print(scaled_synthetic_data.describe())\n", "# Visualize the scaled data:\n", "visualize_data(\n", " scaled_synthetic_data.var1,\n", " scaled_synthetic_data.var2,\n", " scaled_synthetic_data.var3,\n", " scaled_synthetic_data.label,\n", " \"Scaled synthetic Data\",\n", " min_var1=0.0,\n", " max_var1=1.0,\n", " min_var2=0.0,\n", " max_var2=1.0,\n", " min_var3=0.0,\n", " max_var3=1.0 \n", ")\n", "\n", "print(\"..done!\")\n", "print(\" \")\n", "\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Step 2: Setup the Neural Network\n", "\n", "This step consists of two parts, defining the network itself, followed by the optimizer which runs the training and weight updates for us. " ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "2025-01-21 17:47:31.279939: I tensorflow/core/platform/cpu_feature_guard.cc:182] This TensorFlow binary is optimized to use available CPU instructions in performance-critical operations.\n", "To enable the following instructions: SSE4.1 SSE4.2, in other operations, rebuild TensorFlow with the appropriate compiler flags.\n" ] } ], "source": [ "import tensorflow as tf\n", "\n", "# Set up the network:\n", "def setup_neural_network(n_inputs,n_hidden_layers,n_neurons,model_name,hidden_activations='leaky_relu',weight_inits='glorot_normal',bias_inits='zeros',dropouts=0.0):\n", " # Initialize the model and define the number of inputs:\n", " model = tf.keras.Sequential(name=model_name)\n", " model.add(tf.keras.Input(shape=(n_inputs,)))\n", " \n", " act_fn = hidden_activations.lower()\n", " if hidden_activations.lower() == 'leaky_relu':\n", " act_fn = tf.keras.layers.LeakyReLU(0.2)\n", "\n", " # Add hidden layers:\n", " for _ in range(n_hidden_layers):\n", " model.add(\n", " tf.keras.layers.Dense(\n", " units=n_neurons,\n", " activation=act_fn,\n", " kernel_initializer=weight_inits,\n", " bias_initializer=bias_inits\n", " )\n", " )\n", " # Add dropouts, if required:\n", " if dropouts > 0.0:\n", " model.add(tf.keras.layers.Dropout(dropouts))\n", "\n", " # Add the final (output) layers:\n", " model.add(tf.keras.layers.Dense(1,activation='sigmoid'))\n", " return model\n", "\n", "# Compile the model, i.e. define the optimizer and loss function and any additional metrics:\n", "def compile_model(model,learning_rate,loss_fn='binary_crossentropy',metrics=['accuracy'],optimizer='adam'):\n", " optim = tf.keras.optimizers.RMSprop(learning_rate)\n", " if optimizer.lower() == 'adam':\n", " optim = tf.keras.optimizers.Adam(learning_rate)\n", " if optimizer.lower() == 'sgd':\n", " optim = tf.keras.optimizers.SGD(learning_rate)\n", " \n", " model.compile(optimizer=optim,loss=loss_fn,metrics=metrics)\n", " print(model.summary())\n" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Build neural network v0...\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "2025-01-21 17:47:37.423092: I tensorflow/core/common_runtime/pluggable_device/pluggable_device_factory.cc:306] Could not identify NUMA node of platform GPU ID 0, defaulting to 0. Your kernel may not have been built with NUMA support.\n", "2025-01-21 17:47:37.423155: I tensorflow/core/common_runtime/pluggable_device/pluggable_device_factory.cc:272] Created TensorFlow device (/job:localhost/replica:0/task:0/device:GPU:0 with 0 MB memory) -> physical PluggableDevice (device: 0, name: METAL, pci bus id: )\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Model: \"neural_network_v0\"\n", "_________________________________________________________________\n", " Layer (type) Output Shape Param # \n", "=================================================================\n", " dense (Dense) (None, 10) 40 \n", " \n", " dense_1 (Dense) (None, 10) 110 \n", " \n", " dense_2 (Dense) (None, 10) 110 \n", " \n", " dense_3 (Dense) (None, 1) 11 \n", " \n", "=================================================================\n", "Total params: 271\n", "Trainable params: 271\n", "Non-trainable params: 0\n", "_________________________________________________________________\n", "None\n", "...done!\n", " \n" ] } ], "source": [ "# Build our model:\n", "print(\"Build neural network v0...\")\n", "\n", "neural_network_v0 = setup_neural_network(3,3,10,'neural_network_v0')\n", "compile_model(neural_network_v0,1e-3)\n", "\n", "print(\"...done!\")\n", "print(\" \")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Step 3: Train the Neural Network\n", "\n", "Now that we have our network and its optimizer, we may no move to the exciting part and actually train both models. \n" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Epoch 1/20\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "2025-01-21 17:47:42.853521: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:114] Plugin optimizer for device_type GPU is enabled.\n", "2025-01-21 17:47:42.927116: E tensorflow/core/grappler/optimizers/meta_optimizer.cc:954] model_pruner failed: INVALID_ARGUMENT: Graph does not contain terminal node AssignAddVariableOp_10.\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "162/162 [==============================] - ETA: 0s - loss: 0.4182 - accuracy: 0.8996" ] }, { "name": "stderr", "output_type": "stream", "text": [ "2025-01-21 17:47:45.574246: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:114] Plugin optimizer for device_type GPU is enabled.\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "162/162 [==============================] - 4s 16ms/step - loss: 0.4182 - accuracy: 0.8996 - val_loss: 0.3066 - val_accuracy: 0.9099\n", "Epoch 2/20\n", "162/162 [==============================] - 2s 12ms/step - loss: 0.2417 - accuracy: 0.9181 - val_loss: 0.1692 - val_accuracy: 0.9467\n", "Epoch 3/20\n", "162/162 [==============================] - 2s 12ms/step - loss: 0.1468 - accuracy: 0.9556 - val_loss: 0.1293 - val_accuracy: 0.9620\n", "Epoch 4/20\n", "162/162 [==============================] - 2s 12ms/step - loss: 0.1222 - accuracy: 0.9640 - val_loss: 0.1126 - val_accuracy: 0.9678\n", "Epoch 5/20\n", "162/162 [==============================] - 2s 12ms/step - loss: 0.1098 - accuracy: 0.9685 - val_loss: 0.1037 - val_accuracy: 0.9708\n", "Epoch 6/20\n", "162/162 [==============================] - 2s 12ms/step - loss: 0.1028 - accuracy: 0.9711 - val_loss: 0.0983 - val_accuracy: 0.9723\n", "Epoch 7/20\n", "162/162 [==============================] - 2s 12ms/step - loss: 0.0980 - accuracy: 0.9723 - val_loss: 0.0943 - val_accuracy: 0.9737\n", "Epoch 8/20\n", "162/162 [==============================] - 2s 12ms/step - loss: 0.0941 - accuracy: 0.9731 - val_loss: 0.0908 - val_accuracy: 0.9741\n", "Epoch 9/20\n", "162/162 [==============================] - 2s 13ms/step - loss: 0.0907 - accuracy: 0.9734 - val_loss: 0.0873 - val_accuracy: 0.9739\n", "Epoch 10/20\n", "162/162 [==============================] - 2s 12ms/step - loss: 0.0866 - accuracy: 0.9736 - val_loss: 0.0821 - val_accuracy: 0.9744\n", "Epoch 11/20\n", "162/162 [==============================] - 2s 12ms/step - loss: 0.0798 - accuracy: 0.9738 - val_loss: 0.0743 - val_accuracy: 0.9747\n", "Epoch 12/20\n", "162/162 [==============================] - 2s 12ms/step - loss: 0.0722 - accuracy: 0.9739 - val_loss: 0.0678 - val_accuracy: 0.9747\n", "Epoch 13/20\n", "162/162 [==============================] - 2s 12ms/step - loss: 0.0671 - accuracy: 0.9752 - val_loss: 0.0654 - val_accuracy: 0.9774\n", "Epoch 14/20\n", "162/162 [==============================] - 2s 12ms/step - loss: 0.0642 - accuracy: 0.9787 - val_loss: 0.0616 - val_accuracy: 0.9799\n", "Epoch 15/20\n", "162/162 [==============================] - 2s 12ms/step - loss: 0.0623 - accuracy: 0.9804 - val_loss: 0.0603 - val_accuracy: 0.9810\n", "Epoch 16/20\n", "162/162 [==============================] - 2s 12ms/step - loss: 0.0605 - accuracy: 0.9817 - val_loss: 0.0585 - val_accuracy: 0.9823\n", "Epoch 17/20\n", "162/162 [==============================] - 2s 12ms/step - loss: 0.0593 - accuracy: 0.9820 - val_loss: 0.0571 - val_accuracy: 0.9823\n", "Epoch 18/20\n", "162/162 [==============================] - 2s 12ms/step - loss: 0.0583 - accuracy: 0.9822 - val_loss: 0.0564 - val_accuracy: 0.9824\n", "Epoch 19/20\n", "162/162 [==============================] - 2s 12ms/step - loss: 0.0575 - accuracy: 0.9825 - val_loss: 0.0560 - val_accuracy: 0.9824\n", "Epoch 20/20\n", "162/162 [==============================] - 2s 12ms/step - loss: 0.0572 - accuracy: 0.9825 - val_loss: 0.0556 - val_accuracy: 0.9826\n" ] } ], "source": [ "# Define important training parameters:\n", "n_epochs = 30\n", "batch_size = 1024\n", "validation_split = 0.25\n", "\n", "# Run the training:\n", "training_results_v0 = neural_network_v0.fit(\n", " x=scaled_synthetic_data[['var1','var2','var3']],\n", " y=scaled_synthetic_data.label,\n", " batch_size=batch_size,\n", " epochs=n_epochs,\n", " validation_split=validation_split,\n", " class_weight={0:1.0,1:1.0}\n", ")\n", "\n", "tf.keras.backend.clear_session()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Step 4: Plot the learning Curves - Very Important !\n", "\n", "The training of any machine learning model is meaningless, if no diagnostic plots are provided. There are a few \"standard\" diagnostic plots that you should have at hand at any time. " ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [], "source": [ "# Define a function to plot the learning curves:\n", "def plot_learning_curves(training_history):\n", " fig,ax = plt.subplots(1,2,figsize=(12,8))\n", " fig.subplots_adjust(wspace=0.5)\n", "\n", " ax[0].plot(training_history.history['loss'],linewidth=3.0,label='Training')\n", " ax[0].plot(training_history.history['val_loss'],linewidth=3.0,label='Validation')\n", " ax[0].set_xlabel('Epoch')\n", " ax[0].set_ylabel('Loss')\n", " ax[0].grid(True)\n", " ax[0].legend(fontsize=15)\n", "\n", " ax[1].plot(training_history.history['accuracy'],linewidth=3.0,label='Training')\n", " ax[1].plot(training_history.history['val_accuracy'],linewidth=3.0,label='Validation')\n", " ax[1].set_xlabel('Epoch')\n", " ax[1].set_ylabel('Accuracy')\n", " ax[1].grid(True)\n", " ax[1].legend(fontsize=15)\n", " " ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Plot learning curves for network v0...\n", "...done!\n", " \n" ] }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Plot learning curves:\n", "print(\"Plot learning curves for network v0...\")\n", "\n", "plot_learning_curves(training_results_v0)\n", "\n", "print(\"...done!\")\n", "print(\" \")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Step 5: Performance Evaluation \n", "\n", "This last step is crucial as it determines what will happen next, i.e. deploy the model or retrain it... In the following, we are going to produce a set of diagnostic plots that are vital for the evaluation of our freshly trained network. " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### 5.1) Get and Visualize the Network Response\n", "\n", "First, we would like to know what the neural network tells us, when we feed our data into it. The response plots are the foundation of the performance evaluation, as they are the foundation of all other performance metrics. " ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Get response from neural network v0 on synthetic data...\n", " 37/6875 [..............................] - ETA: 19s " ] }, { "name": "stderr", "output_type": "stream", "text": [ "2025-01-21 17:48:37.626623: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:114] Plugin optimizer for device_type GPU is enabled.\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "6875/6875 [==============================] - 16s 2ms/step\n", " var1 var2 var3 label \\\n", "count 220000.000000 220000.000000 220000.000000 220000.000000 \n", "mean 0.417899 0.145644 0.522647 0.090909 \n", "std 0.187848 0.078019 0.389167 0.287480 \n", "min 0.000000 0.000000 0.000000 0.000000 \n", "25% 0.260479 0.105868 0.096382 0.000000 \n", "50% 0.413504 0.126553 0.556651 0.000000 \n", "75% 0.569298 0.154334 0.937468 0.000000 \n", "max 1.000000 1.000000 1.000000 1.000000 \n", "\n", " network_response \n", "count 2.200000e+05 \n", "mean 8.759371e-02 \n", "std 2.552693e-01 \n", "min 3.760869e-11 \n", "25% 1.337886e-05 \n", "50% 4.086389e-04 \n", "75% 1.595002e-02 \n", "max 1.000000e+00 \n", "...done!\n", " \n" ] } ], "source": [ "print(\"Get response from neural network v0 on synthetic data...\")\n", "\n", "network_predictions = neural_network_v0.predict(scaled_synthetic_data[['var1','var2','var3']])\n", "# Add predictions to the data frame, just for book keeping:\n", "scaled_synthetic_data['network_response'] = network_predictions\n", "print(scaled_synthetic_data.describe())\n", "\n", "print(\"...done!\")\n", "print(\" \")\n" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [], "source": [ "# Define function to visualize the predictions:\n", "def visualize_network_response(pred_labels,true_labels,threshold=None,threshold_name='Threshold',use_log=True):\n", " fig,ax = plt.subplots(figsize=(8,8))\n", "\n", " n, _ ,_ = ax.hist(pred_labels,100,histtype='step',color='k',linewidth=3.0,label='All',log=use_log)\n", " ax.hist(pred_labels[true_labels==1.0],100,color='g',alpha=0.5,label='Species 1')\n", " ax.hist(pred_labels[true_labels==0.0],100,color='r',alpha=0.5,label='Species 0')\n", " \n", " if threshold is not None:\n", " ax.plot([threshold,threshold],[0.0,np.max(n)],'k--',linewidth=3.0,label=threshold_name)\n", "\n", " ax.set_xlabel('Response Neural Network v0')\n", " ax.set_ylabel('Entries [a.u.]')\n", " ax.grid(True)\n", " ax.legend(fontsize=15)\n" ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Visualize response from neural network v0...\n", "...done!\n", " \n" ] }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "print(\"Visualize response from neural network v0...\")\n", "\n", "visualize_network_response(scaled_synthetic_data.network_response,scaled_synthetic_data.label)\n", "\n", "print(\"...done!\")\n", "print(\" \")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### 5.2) ROC-Curve\n", "\n", "Now that we have the response plots, we may ask ourselves where to place a cut on the response. An answer to that is given by the ROC-curve.\n" ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [], "source": [ "from sklearn.metrics import roc_curve, auc\n", "\n", "def plot_roc_curve(pred_labels,true_labels):\n", " fpr, tpr, thresholds = roc_curve(true_labels,pred_labels)\n", " auc_score = round(auc(fpr,tpr),2)\n", "\n", " # Run a quick threshold scan:\n", " obj = fpr**2 + (1.0-tpr)**2\n", " i_best = np.argmin(obj)\n", " tpr_best = tpr[i_best]\n", " fpr_best = fpr[i_best]\n", "\n", " fig,ax = plt.subplots(figsize=(8,8))\n", "\n", " ax.plot(fpr,tpr,linewidth=3.0,label=f'network v0, AUC={auc_score}')\n", " ax.plot([0.0,1.0],[0.0,1.0],linewidth=3.0,label='Random Guess')\n", " ax.plot([fpr_best,fpr_best],[0.0,tpr_best],'k--',linewidth=3.0,label='At threshold')\n", " ax.plot([0.0,fpr_best],[tpr_best,tpr_best],'k--',linewidth=3.0)\n", " ax.set_xlabel('False positive Rate')\n", " ax.set_ylabel('True Positive Rate')\n", " ax.grid(True)\n", " ax.legend(fontsize=15)\n", "\n", " return thresholds[i_best]" ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Plot ROC-curve...\n", "..done!\n", " \n" ] }, { "data": { "image/png": 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", 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Plot ROC-Curve and proper threshold\n", "print(\"Plot ROC-curve...\")\n", "\n", "suggested_threshold = plot_roc_curve(scaled_synthetic_data.network_response,scaled_synthetic_data.label)\n", "visualize_network_response(scaled_synthetic_data.network_response,scaled_synthetic_data.label,suggested_threshold,'Threshold from ROC')\n", "\n", "print(\"..done!\")\n", "print(\" \")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### 5.3) Confusion Matrix\n", "\n", "Once we have the optimum threshold, we can now compute important metrics like the confusion matrix. But first, we need to apply the threshold to our network." ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Apply threshold to network...\n", " var1 var2 var3 label \\\n", "count 220000.000000 220000.000000 220000.000000 220000.000000 \n", "mean 0.417899 0.145644 0.522647 0.090909 \n", "std 0.187848 0.078019 0.389167 0.287480 \n", "min 0.000000 0.000000 0.000000 0.000000 \n", "25% 0.260479 0.105868 0.096382 0.000000 \n", "50% 0.413504 0.126553 0.556651 0.000000 \n", "75% 0.569298 0.154334 0.937468 0.000000 \n", "max 1.000000 1.000000 1.000000 1.000000 \n", "\n", " network_response pred_label \n", "count 2.200000e+05 220000.000000 \n", "mean 8.759371e-02 0.134691 \n", "std 2.552693e-01 0.341394 \n", "min 3.760869e-11 0.000000 \n", "25% 1.337886e-05 0.000000 \n", "50% 4.086389e-04 0.000000 \n", "75% 1.595002e-02 0.000000 \n", "max 1.000000e+00 1.000000 \n", "..done!\n", " \n" ] } ], "source": [ "print(\"Apply threshold to network...\")\n", "\n", "predicted_labels = np.where(scaled_synthetic_data.network_response >= suggested_threshold,1.0,0.0)\n", "# Add new labels to dataframe:\n", "scaled_synthetic_data['pred_label'] = predicted_labels\n", "print(scaled_synthetic_data.describe())\n", "\n", "print(\"..done!\")\n", "print(\" \")" ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Text(0.5, 0.98, 'CM Cut')" ] }, "execution_count": 19, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "from sklearn.metrics import confusion_matrix, ConfusionMatrixDisplay\n", "\n", "cm = confusion_matrix(scaled_synthetic_data.label,scaled_synthetic_data.pred_label,labels=[0.0,1.0])\n", "disp_cm = ConfusionMatrixDisplay(confusion_matrix=cm,display_labels=[0.0,1.0]).plot()\n", "disp_cm.figure_.suptitle('CM Neural Network v0')\n", "\n", "# For reference, we also plot the confusion matrix for the cut based analysis:\n", "cm_cut = confusion_matrix(synthetic_data.label,labels_cut_based,labels=[0.0,1.0])\n", "disp_cm_cut = ConfusionMatrixDisplay(confusion_matrix=cm_cut,display_labels=[0.0,1.0]).plot()\n", "disp_cm_cut.figure_.suptitle('CM Cut')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### 5.4) Compute Accuracy and plot Data after Classification\n", "\n", "Lastly, we may compute the accuracy and take a look at our synthetic data after classification." ] }, { "cell_type": "code", "execution_count": 20, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Compute accuracy and plot data after classification...\n", "Accuracy cut based analysis: 82.48100000000001&, 81.1342811939644%\n", "...done!\n", " \n" ] }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "print(\"Compute accuracy and plot data after classification...\")\n", "\n", "accuracy_network_v0 = balanced_accuracy_score(scaled_synthetic_data.pred_label,scaled_synthetic_data.label)\n", "visualize_data(synthetic_data.var1,synthetic_data.var2,synthetic_data.var3,scaled_synthetic_data.pred_label,'Synthetic Data after PID with Network v0')\n", "\n", "print(f\"Accuracy cut based analysis: {accuracy_cut_based*100}&, {accuracy_network_v0*100}%\")\n", "\n", "print(\"...done!\")\n", "print(\" \")" ] } ], "metadata": { "kernelspec": { "display_name": "evms_dev", "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": "3.10.13" } }, "nbformat": 4, "nbformat_minor": 2 }