{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# User Guide\n", "\n", "SPFlow is an open-source functional-oriented Python package for Probabilistic Circuits (PCs) with ready-to-use implementations for Sum-Product Networks (SPNs). PCs are a class of powerful deep probabilistic models - expressible as directed acyclic graphs - that allow for tractable querying. This library provides routines for creating, learning, manipulating and interacting with PCs and is highly extensible and customizable." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Create Toy Dataset\n", "\n", "To demonstrate and visualize the main features of the library, we first create a 2D toy dataset with three Gaussian clusters, corresponding to labels 0, 1, and 2.\n", "The dataset is created with an imbalance. Therefore, class 0 has 200 datapoints, class 1 400 datapoints and class 2 600 datapoints, for a total of 1,200 data points." ] }, { "cell_type": "code", "metadata": { "ExecuteTime": { "end_time": "2025-12-30T10:50:29.939826Z", "start_time": "2025-12-30T10:50:29.873261Z" } }, "source": [ "import torch\n", "import matplotlib.pyplot as plt\n", "import numpy as np\n", "\n", "# --- 1. Define the parameters for our dataset ---\n", "\n", "n_points_per_cluster = 200\n", "\n", "means = torch.tensor([\n", " [0.0, 3.0], # Cluster 0\n", " [-3.0, -2.0], # Cluster 1\n", " [3.0, -2.0] # Cluster 2\n", "])\n", "\n", "stds = torch.tensor([\n", " [0.6, 0.6],\n", " [0.8, 0.4],\n", " [0.5, 0.7]\n", "])\n", "\n", "# --- 2. Generate the data and labels ---\n", "\n", "all_clusters = []\n", "all_labels = []\n", "\n", "for i in range(means.shape[0]):\n", " samples = (torch.randn(n_points_per_cluster * (i + 1), 2) * stds[i]) + means[i]\n", " labels = torch.full((n_points_per_cluster * (i + 1),), i, dtype=torch.long) # label = cluster index\n", " all_clusters.append(samples)\n", " all_labels.append(labels)\n", "\n", "# Concatenate all data and labels\n", "dataset = torch.cat(all_clusters)\n", "labels = torch.cat(all_labels)\n", "\n", "# --- 3. Shuffle dataset and labels together ---\n", "\n", "shuffled_indices = torch.randperm(dataset.shape[0])\n", "dataset = dataset[shuffled_indices]\n", "labels = labels[shuffled_indices]\n", "\n", "# --- 4. Display some info ---\n", "\n", "print(\"Dataset successfully created.\")\n", "print(f\"Shape of dataset: {dataset.shape}\")\n", "print(f\"Shape of labels: {labels.shape}\")\n", "print(\"First 5 samples:\")\n", "print(dataset[:5])\n", "print(\"Corresponding labels:\")\n", "print(labels[:5])\n", "\n", "# --- 5. Visualize the labeled dataset ---\n", "\n", "data_np = dataset.cpu().numpy()\n", "labels_np = labels.cpu().numpy()\n", "\n", "\n", "def plot_scatter(data_list, title=None, labels=None, label_list=None):\n", " colors = [\"blue\", \"red\", \"yellow\", \"green\"]\n", " plt.figure(figsize=(8, 6))\n", " for idx, data in enumerate(data_list):\n", " print(len(data_list))\n", " print(data.shape)\n", " print(label_list[idx])\n", " if labels is not None and len(data_list) == 1:\n", " plt.scatter(data[:, 0], data[:, 1], c=labels, cmap=\"viridis\", s=10, alpha=0.7)\n", " plt.colorbar(label='Cluster Label')\n", " else:\n", " plt.scatter(data[:, 0], data[:, 1], c=colors[idx], s=10, alpha=0.7, label=label_list[idx])\n", " plt.legend()\n", "\n", " plt.title(title)\n", " plt.xlabel('Feature 1 (x-axis)')\n", " plt.ylabel('Feature 2 (y-axis)')\n", " plt.grid(True, linestyle='--', alpha=0.6)\n", " plt.axis('equal')\n", " #plt.colorbar(label='Cluster Label')\n", "\n", " plt.show()\n", "\n", "\n", "plot_scatter([data_np], title='Generated 2D Toy Dataset (with Labels)', labels=labels_np, label_list=['Toy Data'])\n", "\n" ], "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Dataset successfully created.\n", "Shape of dataset: torch.Size([1200, 2])\n", "Shape of labels: torch.Size([1200])\n", "First 5 samples:\n", "tensor([[-3.4324, -2.0308],\n", " [-2.7769, -2.2276],\n", " [ 2.8235, -3.4650],\n", " [ 2.9876, -1.5170],\n", " [ 0.3865, 3.5942]])\n", "Corresponding labels:\n", "tensor([1, 1, 2, 2, 0])\n", "1\n", "(1200, 2)\n", "Toy Data\n" ] }, { "data": { "text/plain": [ "
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" }, "metadata": {}, "output_type": "display_data", "jetTransient": { "display_id": null } } ], "execution_count": 26 }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Model Configuration\n", "The circuits you create with this library are modular. \n", "\n", "All modules share the same base structure. Each module is defined by its number of output features and output channels. You can think of output features as the number of nodes with different scopes in one layer. You can think of output channels as how many times a node with the same scope is repeated in a layer. This structure lets you define simple nodes (with a shape of (1, 1)), node vectors along the feature (N, 1) or channel (1, M) dimension, or full leaf layers (N, M). In many cases, using layers instead of single nodes is much faster and more memory-efficient.\n", "\n", "Each module also has an input attribute that points to its input module. This lets you stack modules together in any order. \n", "\n", "Below, we will build a simple Sum-Product Network by stacking leaf, product, and sum layers." ] }, { "cell_type": "code", "metadata": { "ExecuteTime": { "end_time": "2025-12-30T10:50:29.960286Z", "start_time": "2025-12-30T10:50:29.956871Z" } }, "source": [ "from spflow.modules.leaves import Normal\n", "from spflow.modules.sums import Sum\n", "from spflow.modules.products import Product\n", "from spflow.meta.data import Scope\n", "from IPython.display import display, Image\n", "\n", "scope = Scope([0, 1])\n", "\n", "leaf_layer = Normal(scope=scope, out_channels=6)\n", "product_layer = Product(inputs=leaf_layer)\n", "spn = Sum(inputs=product_layer, out_channels=1)\n", "spn" ], "outputs": [ { "data": { "text/plain": [ "Sum(\n", " D=1, C=1, R=1, weights=(1, 6, 1, 1)\n", " (inputs): Product(\n", " D=1, C=6, R=1\n", " (inputs): Normal(D=2, C=6, R=1)\n", " )\n", ")" ] }, "execution_count": 27, "metadata": {}, "output_type": "execute_result" } ], "execution_count": 27 }, { "cell_type": "markdown", "metadata": {}, "source": [ "Below is a visualization of the SPN defined above.\n", "The number of output channels of a sum or leaf layer is equivalent to the number of nodes in that layer.\n", "The number of nodes in a product layer is derived from the number of nodes in its input." ] }, { "cell_type": "code", "metadata": { "ExecuteTime": { "end_time": "2025-12-30T10:50:29.979480Z", "start_time": "2025-12-30T10:50:29.976791Z" } }, "source": [ "display(Image(filename='StandardSPN.png'))" ], "outputs": [ { "data": { "image/png": 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", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data", "jetTransient": { "display_id": null } } ], "execution_count": 28 }, { "cell_type": "markdown", "metadata": {}, "source": [ "Next, we can train the SPN, for example, using gradient descent.\n", "The library already provides a method for training an SPN with gradient descent.\n", "To do this, simply pass the module you want to train and the training parameters such as the number of epochs, learning rate, etc.\n" ] }, { "cell_type": "code", "metadata": { "ExecuteTime": { "end_time": "2025-12-30T10:50:30.215807Z", "start_time": "2025-12-30T10:50:29.998991Z" } }, "source": [ "from spflow.learn import train_gradient_descent\n", "from torch.utils.data import DataLoader, TensorDataset\n", "import logging\n", "\n", "logging.basicConfig(\n", " level=logging.INFO,\n", " format=\"%(asctime)s [%(levelname)s] %(name)s: %(message)s\"\n", ")\n", "\n", "train_dataset = TensorDataset(dataset)\n", "dataloader = DataLoader(train_dataset, batch_size=10)\n", "train_gradient_descent(spn, dataloader, epochs=10, lr=0.1, verbose=True)" ], "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "2025-12-30 11:50:30,025 [INFO] spflow.learn.gradient_descent: Epoch [0/10]: Loss: 3.2784781455993652\n", "2025-12-30 11:50:30,047 [INFO] spflow.learn.gradient_descent: Epoch [1/10]: Loss: 3.1120753288269043\n", "2025-12-30 11:50:30,069 [INFO] spflow.learn.gradient_descent: Epoch [2/10]: Loss: 3.089931011199951\n", "2025-12-30 11:50:30,089 [INFO] spflow.learn.gradient_descent: Epoch [3/10]: Loss: 3.0767736434936523\n", "2025-12-30 11:50:30,110 [INFO] spflow.learn.gradient_descent: Epoch [4/10]: Loss: 3.068474531173706\n", "2025-12-30 11:50:30,130 [INFO] spflow.learn.gradient_descent: Epoch [5/10]: Loss: 2.927799701690674\n", "2025-12-30 11:50:30,151 [INFO] spflow.learn.gradient_descent: Epoch [6/10]: Loss: 2.923741579055786\n", "2025-12-30 11:50:30,172 [INFO] spflow.learn.gradient_descent: Epoch [7/10]: Loss: 2.912303924560547\n", "2025-12-30 11:50:30,193 [INFO] spflow.learn.gradient_descent: Epoch [8/10]: Loss: 2.9066848754882812\n", "2025-12-30 11:50:30,214 [INFO] spflow.learn.gradient_descent: Epoch [9/10]: Loss: 2.9028568267822266\n" ] } ], "execution_count": 29 }, { "cell_type": "markdown", "metadata": {}, "source": [ "Once the SPN is trained, we can perform queries such as inference and sampling.\n", "SPFlow uses internal dispatching so that a single query function can work across all module types.\n", "For example, the log_likelihood method shown below can be used for every SPN model encountered throughout this guide." ] }, { "cell_type": "code", "metadata": { "ExecuteTime": { "end_time": "2025-12-30T10:50:30.225480Z", "start_time": "2025-12-30T10:50:30.222542Z" } }, "source": [ "ll = spn.log_likelihood(dataset)\n", "ll" ], "outputs": [ { "data": { "text/plain": [ "tensor([[[[-1.9579]]],\n", "\n", "\n", " [[[-2.1401]]],\n", "\n", "\n", " [[[-3.6376]]],\n", "\n", "\n", " ...,\n", "\n", "\n", " [[[-5.6696]]],\n", "\n", "\n", " [[[-2.4165]]],\n", "\n", "\n", " [[[-1.6529]]]], grad_fn=)" ] }, "execution_count": 30, "metadata": {}, "output_type": "execute_result" } ], "execution_count": 30 }, { "cell_type": "markdown", "metadata": {}, "source": [ "Finally, we can visualize the training results on our toy dataset." ] }, { "cell_type": "code", "metadata": { "ExecuteTime": { "end_time": "2025-12-30T10:50:30.310754Z", "start_time": "2025-12-30T10:50:30.241722Z" } }, "source": [ "\n", "\n", "data_np = dataset.cpu().numpy()\n", "\n", "\n", "def plot_contour(data, spn):\n", " # Define the boundaries of the plot with a small padding\n", " x_min, x_max = data_np[:, 0].min() - 1, data_np[:, 0].max() + 1\n", " y_min, y_max = data_np[:, 1].min() - 1, data_np[:, 1].max() + 1\n", "\n", " # Create a grid of points\n", " grid_resolution = 200\n", " xx, yy = np.meshgrid(np.linspace(x_min, x_max, grid_resolution),\n", " np.linspace(y_min, y_max, grid_resolution))\n", "\n", " # Stack the grid points into a format our function can accept: [n_points, 2]\n", " grid_points = torch.tensor(np.c_[xx.ravel(), yy.ravel()], dtype=torch.float32)\n", " ll = spn.log_likelihood(grid_points)\n", " # Reshape the LL values to match the grid shape for plotting\n", " Z = ll.detach().cpu().numpy().reshape(xx.shape)\n", "\n", " # --- 6. Visualize the Data and Log-Likelihood Contours ---\n", "\n", " plt.figure(figsize=(10, 8))\n", "\n", " # Plot the filled contour map of the log-likelihood\n", " # Higher values (brighter colors) mean the model thinks data is more likely there\n", " contour = plt.contourf(xx, yy, Z, levels=20, cmap='viridis', alpha=0.8)\n", "\n", " # Add a color bar to show the LL scale\n", " plt.colorbar(contour, label='Log-Likelihood $LL(\\mathbf{x})$')\n", "\n", " # Overlay the scatter plot of the actual data points\n", " # We make them semi-transparent and small to see the density and contours\n", " plt.scatter(data_np[:, 0], data_np[:, 1], s=5, alpha=0.3, c='blue')\n", "\n", " # Add titles and labels\n", " plt.title('SPN Log-Likelihood Contours and Data')\n", " plt.xlabel('Feature 1 (x-axis)')\n", " plt.ylabel('Feature 2 (y-axis)')\n", " plt.grid(True, linestyle='--', alpha=0.3)\n", " plt.axis('equal') # Ensures the scaling is the same on both axes\n", " plt.show()\n", "\n", "\n", "plot_contour(data_np, spn)" ], "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "<>:29: SyntaxWarning: invalid escape sequence '\\m'\n", "<>:29: SyntaxWarning: invalid escape sequence '\\m'\n", "/var/folders/t3/57fhyt955l9d7dby5dmlzs900000gn/T/ipykernel_94580/3280425296.py:29: SyntaxWarning: invalid escape sequence '\\m'\n", " plt.colorbar(contour, label='Log-Likelihood $LL(\\mathbf{x})$')\n" ] }, { "data": { "text/plain": [ "
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}, "metadata": {}, "output_type": "display_data", "jetTransient": { "display_id": null } } ], "execution_count": 31 }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Temporary Method Replacement\n", "\n", "SPFlow supports temporarily substituting module methods. For example, you can replace the sum operation in `Sum` with a custom implementation for a single call graph.\n" ] }, { "cell_type": "code", "metadata": { "ExecuteTime": { "end_time": "2025-12-30T10:50:30.321321Z", "start_time": "2025-12-30T10:50:30.315856Z" } }, "source": [ "import torch\n", "from spflow.modules.sums import Sum\n", "from spflow.modules.products import Product\n", "from spflow.modules.leaves import Normal\n", "from spflow.meta import Scope\n", "from spflow.utils import replace\n", "\n", "torch.manual_seed(1)\n", "\n", "# Create a probabilistic circuit: Product(Sum(Product(Normal)))\n", "scope = Scope([0, 1])\n", "normal = Normal(scope=scope, out_channels=4)\n", "inner_product = Product(inputs=normal)\n", "sum_module = Sum(inputs=inner_product, out_channels=1)\n", "root_product = Product(inputs=sum_module)\n", "\n", "# Create test data\n", "data = torch.randn(3, 2)\n", "\n", "# Normal inference\n", "log_likelihood_original = root_product.log_likelihood(data).flatten()\n", "print(f\"Original log-likelihood: {log_likelihood_original}\")\n", "\n", "# Define a custom log_likelihood for Sum modules\n", "def max_ll(self, data, cache=None):\n", " ll = self.inputs.log_likelihood(data, cache=cache).unsqueeze(3)\n", " weighted_lls = ll + self.log_weights.unsqueeze(0)\n", " return torch.max(weighted_lls, dim=self.sum_dim + 1)[0]\n", "\n", "# Temporarily replace Sum.log_likelihood with custom implementation\n", "with replace(Sum.log_likelihood, max_ll):\n", " log_likelihood_custom = root_product.log_likelihood(data).flatten()\n", " print(f\"Custom log-likelihood: {log_likelihood_custom}\")\n", "\n", "# Original method is automatically restored\n", "log_likelihood_restored = root_product.log_likelihood(data).flatten()\n", "print(f\"Restored log-likelihood: {log_likelihood_restored}\")\n", "\n" ], "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Original log-likelihood: tensor([-1.2842, -2.8750, -7.2442], grad_fn=)\n", "Custom log-likelihood: tensor([-1.4334, -3.5256, -7.9031], grad_fn=)\n", "Restored log-likelihood: tensor([-1.2842, -2.8750, -7.2442], grad_fn=)\n" ] } ], "execution_count": 32 }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Automatic Model creation\n", "Besides creating an SPN manually by stacking layers, it is also possible to use algorithms to automatically construct the SPN architecture. This can make it easier to start using SPNs." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Rat-SPN\n", "The Rat-SPN algorithm builds a deep network structure by recursively partitioning the features (variables) into random subsets and alternating between sum and product layers.\n", "Below, we set up a Rat-SPN by defining its structure and parameters." ] }, { "cell_type": "code", "metadata": { "ExecuteTime": { "end_time": "2025-12-30T10:50:30.333797Z", "start_time": "2025-12-30T10:50:30.330232Z" } }, "source": [ "from spflow.modules.rat.rat_spn import RatSPN\n", "from spflow.modules.ops.split import SplitMode\n", "\n", "depth = 1\n", "n_region_nodes = 3\n", "num_leaves = 2\n", "num_repetitions = 2\n", "n_root_nodes = 1\n", "num_feature = 2\n", "\n", "scope = Scope(list(range(0, num_feature)))\n", "\n", "rat_leaf_layer = Normal(scope=scope, out_channels=num_leaves, num_repetitions=num_repetitions)\n", "rat = RatSPN(\n", " leaf_modules=[rat_leaf_layer],\n", " n_root_nodes=n_root_nodes,\n", " n_region_nodes=n_region_nodes,\n", " num_repetitions=num_repetitions,\n", " depth=depth,\n", " outer_product=True,\n", " split_mode=SplitMode.consecutive(),\n", ")\n", "print(rat.to_str())" ], "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "RatSPN [D=1, C=1, R=2] → scope: 0-1\n", "└─ RepetitionMixingLayer [D=1, C=1] [weights: (1, 1, 2)] → scope: 0-1\n", " └─ Sum [D=1, C=1] [weights: (1, 4, 1, 2)] → scope: 0-1\n", " └─ OuterProduct [D=1, C=4] → scope: 0-1\n", " └─ SplitConsecutive [D=2, C=2] → scope: 0-1\n", " └─ Factorize [D=2, C=2] → scope: 0-1\n", " └─ Normal [D=2, C=2] → scope: 0-1\n" ] } ], "execution_count": 33 }, { "cell_type": "markdown", "metadata": {}, "source": [ "Here is a visualization of the architecture we just created." ] }, { "cell_type": "code", "metadata": { "ExecuteTime": { "end_time": "2025-12-30T10:50:30.353485Z", "start_time": "2025-12-30T10:50:30.351199Z" } }, "source": [ "display(Image(filename='Rat_SPN.png'))" ], "outputs": [ { "data": { "image/png": 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", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data", "jetTransient": { "display_id": null } } ], "execution_count": 34 }, { "cell_type": "code", "metadata": { "ExecuteTime": { "end_time": "2025-12-30T10:50:30.396053Z", "start_time": "2025-12-30T10:50:30.392902Z" } }, "source": [ "ll = rat.log_likelihood(dataset)\n", "ll" ], "outputs": [ { "data": { "text/plain": [ "tensor([[[[-11.5142]]],\n", "\n", "\n", " [[[ -9.2007]]],\n", "\n", "\n", " [[[-21.5388]]],\n", "\n", "\n", " ...,\n", "\n", "\n", " [[[ -4.4811]]],\n", "\n", "\n", " [[[ -8.0701]]],\n", "\n", "\n", " [[[-11.3642]]]], grad_fn=)" ] }, "execution_count": 35, "metadata": {}, "output_type": "execute_result" } ], "execution_count": 35 }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can again train this model using the provided gradient descent method. " ] }, { "cell_type": "code", "metadata": { "ExecuteTime": { "end_time": "2025-12-30T10:50:31.008045Z", "start_time": "2025-12-30T10:50:30.411622Z" } }, "source": [ "train_gradient_descent(rat, dataloader, epochs=20, lr=0.1)" ], "outputs": [], "execution_count": 36 }, { "cell_type": "markdown", "metadata": {}, "source": [ "To verify that the training worked properly, we can visualize the log-likelihoods of the trained model." ] }, { "cell_type": "code", "metadata": { "ExecuteTime": { "end_time": "2025-12-30T10:50:31.085766Z", "start_time": "2025-12-30T10:50:31.019979Z" } }, "source": [ "data_np = dataset.cpu().numpy()\n", "plot_contour(data_np, rat)" ], "outputs": [ { "data": { "text/plain": [ "
" ], "image/png": 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" }, "metadata": {}, "output_type": "display_data", "jetTransient": { "display_id": null } } ], "execution_count": 37 }, { "cell_type": "markdown", "metadata": {}, "source": [ "Of course, computing log-likelihoods is not the only thing the model can do.\n", "Below is a visualization of samples drawn from the trained Rat-SPN." ] }, { "cell_type": "code", "metadata": { "ExecuteTime": { "end_time": "2025-12-30T10:50:31.148473Z", "start_time": "2025-12-30T10:50:31.101620Z" } }, "source": [ "samples = spn.sample(num_samples=1500)\n", "plot_scatter([data_np, samples], title='Generated 2D Toy Dataset', label_list=['Original Data', 'Samples'])\n" ], "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "2\n", "(1200, 2)\n", "Original Data\n", "2\n", "torch.Size([1500, 2])\n", "Samples\n" ] }, { "data": { "text/plain": [ "
" ], "image/png": 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" }, "metadata": {}, "output_type": "display_data", "jetTransient": { "display_id": null } } ], "execution_count": 38 }, { "cell_type": "markdown", "metadata": {}, "source": [ "Up to now, we have focused only on generation, without considering the labels of the training instances.\n", "Next, we will train a second Rat-SPN for classification." ] }, { "cell_type": "code", "metadata": { "ExecuteTime": { "end_time": "2025-12-30T10:50:40.443505Z", "start_time": "2025-12-30T10:50:31.164728Z" } }, "source": [ "import logging\n", "\n", "logging.basicConfig(\n", " level=logging.INFO,\n", " format=\"%(asctime)s [%(levelname)s] %(name)s: %(message)s\"\n", ")\n", "\n", "depth = 1\n", "n_region_nodes = 3\n", "num_leaves = 3\n", "num_repetitions = 1\n", "n_root_nodes = 3\n", "num_feature = 2\n", "\n", "scope = Scope(list(range(0, num_feature)))\n", "\n", "rat_leaf_layer = Normal(scope=scope, out_channels=num_leaves, num_repetitions=num_repetitions)\n", "rat_class = RatSPN(\n", " leaf_modules=[rat_leaf_layer],\n", " n_root_nodes=n_root_nodes,\n", " n_region_nodes=n_region_nodes,\n", " num_repetitions=num_repetitions,\n", " depth=depth,\n", " outer_product=True,\n", " split_mode=SplitMode.consecutive(),\n", ")\n", "train_dataset = TensorDataset(dataset.clone(), labels.clone())\n", "\n", "dataloader_with_labels = DataLoader(train_dataset, batch_size=10)\n", "\n", "train_gradient_descent(rat_class, dataloader_with_labels, epochs=100, lr=0.1, is_classification=True,\n", " verbose=True)\n", "\n" ], "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "2025-12-30 11:50:31,271 [INFO] spflow.learn.gradient_descent: Epoch [0/100]: Loss: 2.065856456756592\n", "2025-12-30 11:50:31,373 [INFO] spflow.learn.gradient_descent: Epoch [1/100]: Loss: 2.0176610946655273\n", "2025-12-30 11:50:31,475 [INFO] spflow.learn.gradient_descent: Epoch [2/100]: Loss: 2.0115408897399902\n", "2025-12-30 11:50:31,574 [INFO] spflow.learn.gradient_descent: Epoch [3/100]: Loss: 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[INFO] spflow.learn.gradient_descent: Epoch [96/100]: Loss: 1.8381495475769043\n", "2025-12-30 11:50:40,259 [INFO] spflow.learn.gradient_descent: Epoch [97/100]: Loss: 1.8381412029266357\n", "2025-12-30 11:50:40,349 [INFO] spflow.learn.gradient_descent: Epoch [98/100]: Loss: 1.838134527206421\n", "2025-12-30 11:50:40,440 [INFO] spflow.learn.gradient_descent: Epoch [99/100]: Loss: 1.8381297588348389\n" ] } ], "execution_count": 39 }, { "cell_type": "markdown", "metadata": {}, "source": [ "With this SPN, we can now draw samples based on its labels. Therefore, we use a sampling context. This sampling context can be passed to any sampling method. With the context, you can explicitly define from which output channel you want to sample or, for example, provide evidence. This allows advanced control over the sampling routine. \n", "In this case, the root layer has three output channels which correspond to the three classes. So being able to define from which output channel we want to sample means being able to choose from which class we want to sample. " ] }, { "cell_type": "code", "metadata": { "ExecuteTime": { "end_time": "2025-12-30T10:50:40.534130Z", "start_time": "2025-12-30T10:50:40.473810Z" } }, "source": [ "from spflow.utils.sampling_context import SamplingContext\n", "\n", "out_features = rat.out_shape.features\n", "num_features = 2\n", "\n", "evidence = torch.full((200, num_features), torch.nan)\n", "channel_index = torch.full((200, out_features), 0, dtype=torch.int64)\n", "mask = torch.full((200, out_features), True, dtype=torch.bool)\n", "sampling_ctx = SamplingContext(channel_index=channel_index, mask=mask)\n", "samples_class0 = rat_class.root_node.inputs.sample(data=evidence, sampling_ctx=sampling_ctx)\n", "\n", "evidence = torch.full((400, num_features), torch.nan)\n", "channel_index = torch.full((400, out_features), 1, dtype=torch.int64)\n", "mask = torch.full((400, out_features), True, dtype=torch.bool)\n", "sampling_ctx = SamplingContext(channel_index=channel_index, mask=mask)\n", "samples_class1 = rat_class.sample(data=evidence, sampling_ctx=sampling_ctx)\n", "\n", "evidence = torch.full((600, num_features), torch.nan)\n", "channel_index = torch.full((600, out_features), 2, dtype=torch.int64)\n", "mask = torch.full((600, out_features), True, dtype=torch.bool)\n", "sampling_ctx = SamplingContext(channel_index=channel_index, mask=mask)\n", "samples_class2 = rat_class.sample(data=evidence, sampling_ctx=sampling_ctx)\n", "\n", "plot_scatter([data_np, samples_class0, samples_class1, samples_class2], title='Class-Conditional Samples',\n", " label_list=['Original Data', 'Samples Class 0', 'Samples Class 1', 'Samples Class 2'])" ], "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "4\n", "(1200, 2)\n", "Original Data\n", "4\n", "torch.Size([200, 2])\n", "Samples Class 0\n", "4\n", "torch.Size([400, 2])\n", "Samples Class 1\n", "4\n", "torch.Size([600, 2])\n", "Samples Class 2\n" ] }, { "data": { "text/plain": [ "
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" }, "metadata": {}, "output_type": "display_data", "jetTransient": { "display_id": null } } ], "execution_count": 40 }, { "cell_type": "markdown", "metadata": {}, "source": [ "However, the model can of course also be used for classification. As an example, we visualize the trained decision boundaries of our model" ] }, { "cell_type": "code", "metadata": { "ExecuteTime": { "end_time": "2025-12-30T10:50:40.675368Z", "start_time": "2025-12-30T10:50:40.538678Z" } }, "source": [ "import torch\n", "import matplotlib.pyplot as plt\n", "import numpy as np\n", "\n", "# --- Assuming your dataset and labels are already created as above ---\n", "\n", "# Let's assume you have an SPN model trained on this data:\n", "# For example:\n", "# spn = MySPNModel()\n", "# spn.fit(dataset, labels)\n", "\n", "# --- 1. Create a grid of points over the feature space ---\n", "x_min, x_max = dataset[:, 0].min() - 1, dataset[:, 0].max() + 1\n", "y_min, y_max = dataset[:, 1].min() - 1, dataset[:, 1].max() + 1\n", "\n", "xx, yy = torch.meshgrid(\n", " torch.linspace(x_min, x_max, 300),\n", " torch.linspace(y_min, y_max, 300),\n", " indexing='xy'\n", ")\n", "grid_points = torch.stack([xx.flatten(), yy.flatten()], dim=1)\n", "\n", "# --- 2. Get SPN predictions (probabilities or class scores) ---\n", "# Example: if your SPN returns class probabilities\n", "with torch.no_grad():\n", " probs = rat_class.log_posterior(grid_points) # shape: [N_grid, num_classes]\n", " preds = probs.argmax(dim=-1)\n", "\n", "# --- 3. Reshape predictions to match the grid ---\n", "Z = preds.reshape(xx.shape)\n", "\n", "# --- 4. Plot decision boundaries ---\n", "plt.figure(figsize=(8, 6))\n", "plt.contourf(xx, yy, Z, alpha=0.3, levels=len(means), cmap=\"viridis\")\n", "\n", "# Plot the original data\n", "plt.scatter(dataset[:, 0], dataset[:, 1], c=labels, cmap=\"viridis\", s=10, edgecolor=\"k\")\n", "\n", "plt.title(\"SPN Classification Boundaries\")\n", "plt.xlabel(\"X₁\")\n", "plt.ylabel(\"X₂\")\n", "plt.show()\n" ], "outputs": [ { "data": { "text/plain": [ "
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" }, "metadata": {}, "output_type": "display_data", "jetTransient": { "display_id": null } } ], "execution_count": 41 }, { "cell_type": "markdown", "metadata": {}, "source": [ "## LearnSPN\n", "Instead of creating a random structure, we can also train the SPN structure using the LearnSPN. " ] }, { "cell_type": "code", "metadata": { "ExecuteTime": { "end_time": "2025-12-30T10:50:40.687308Z", "start_time": "2025-12-30T10:50:40.681874Z" } }, "source": [ "from spflow.learn.learn_spn import learn_spn\n", "\n", "scope = Scope(list(range(2)))\n", "normal_layer = Normal(scope=scope, out_channels=4)\n", "learn_spn = learn_spn(\n", " torch.tensor(dataset, dtype=torch.float32),\n", " leaf_modules=normal_layer,\n", " out_channels=1,\n", " min_instances_slice=70,\n", " min_features_slice=2\n", ")\n", "learn_spn" ], "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/var/folders/t3/57fhyt955l9d7dby5dmlzs900000gn/T/ipykernel_94580/3476670269.py:6: UserWarning: To copy construct from a tensor, it is recommended to use sourceTensor.detach().clone() or sourceTensor.detach().clone().requires_grad_(True), rather than torch.tensor(sourceTensor).\n", " torch.tensor(dataset, dtype=torch.float32),\n" ] }, { "data": { "text/plain": [ "Product(\n", " D=1, C=4, R=1\n", " (inputs): Cat(\n", " D=2, C=4, R=1, dim=1\n", " (inputs): ModuleList(\n", " (0-1): 2 x Normal(D=1, C=4, R=1)\n", " )\n", " )\n", ")" ] }, "execution_count": 42, "metadata": {}, "output_type": "execute_result" } ], "execution_count": 42 }, { "cell_type": "markdown", "metadata": {}, "source": [ "The trained SPN can now be used just like any other module" ] }, { "cell_type": "code", "metadata": { "ExecuteTime": { "end_time": "2025-12-30T10:50:40.737360Z", "start_time": "2025-12-30T10:50:40.694106Z" } }, "source": [ "learn_spn_samples = spn.sample(num_samples=1500)\n", "\n", "plot_scatter([data_np, samples], title='Generated 2D Toy Dataset', label_list=['Original Data', 'Samples'])" ], "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "2\n", "(1200, 2)\n", "Original Data\n", "2\n", "torch.Size([1500, 2])\n", "Samples\n" ] }, { "data": { "text/plain": [ "
" ], "image/png": 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" }, "metadata": {}, "output_type": "display_data", "jetTransient": { "display_id": null } } ], "execution_count": 43 }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Advanced Queries" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "To showcase more advanced queries like conditional sampling and MPE (Most Probable Explanation) we take a look at a dataset with more features.\n", "Below, we load the digits dataset. This dataset contains 1797 8x8 images of digits 0 to 9." ] }, { "cell_type": "code", "metadata": { "ExecuteTime": { "end_time": "2025-12-30T10:50:40.767847Z", "start_time": "2025-12-30T10:50:40.742610Z" } }, "source": [ "import matplotlib.pyplot as plt\n", "\n", "from sklearn import datasets\n", "\n", "# Load the digits dataset\n", "digits = datasets.load_digits()\n", "\n", "# Display the last digit\n", "plt.figure(1, figsize=(3, 3))\n", "plt.imshow(digits.images[0], cmap=plt.cm.gray_r, interpolation=\"nearest\")\n", "plt.show()\n", "\n", "X = digits.data # shape (1797, 64)\n", "y = digits.target # shape (1797,)\n", "\n", "X_tensor = torch.tensor(X, dtype=torch.float32)\n", "y_tensor = torch.tensor(y, dtype=torch.long)\n", "\n", "dataset = TensorDataset(X_tensor, y_tensor)\n", "dataloader = DataLoader(dataset, batch_size=128, shuffle=True)\n", "\n", "print(X_tensor.shape)\n", "print(X_tensor.min(), X_tensor.max())" ], "outputs": [ { "data": { "text/plain": [ "
" ], "image/png": 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" }, "metadata": {}, "output_type": "display_data", "jetTransient": { "display_id": null } }, { "name": "stdout", "output_type": "stream", "text": [ "torch.Size([1797, 64])\n", "tensor(0.) tensor(16.)\n" ] } ], "execution_count": 44 }, { "cell_type": "markdown", "metadata": {}, "source": [ "Again we create a Rat SPN, but this time we use a Binomial distribution for the leaf layer. " ] }, { "cell_type": "code", "metadata": { "ExecuteTime": { "end_time": "2025-12-30T10:50:40.777750Z", "start_time": "2025-12-30T10:50:40.774733Z" } }, "source": [ "from spflow.modules.leaves import Binomial\n", "\n", "depth = 3\n", "n_region_nodes = 5\n", "num_leaves = 5\n", "num_repetitions = 2\n", "n_root_nodes = 1\n", "num_feature = 64\n", "n = torch.tensor(16) # total count for binomial distribution\n", "\n", "scope = Scope(list(range(0, num_feature)))\n", "\n", "rat_leaf_layer = Binomial(scope=scope, total_count=n, out_channels=num_leaves, num_repetitions=num_repetitions)\n", "rat = RatSPN(\n", " leaf_modules=[rat_leaf_layer],\n", " n_root_nodes=n_root_nodes,\n", " n_region_nodes=n_region_nodes,\n", " num_repetitions=num_repetitions,\n", " depth=depth,\n", " outer_product=True,\n", " split_mode=SplitMode.consecutive(),\n", ")\n", "print(rat.to_str())" ], "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "RatSPN [D=1, C=1, R=2] → scope: 0-63\n", "└─ RepetitionMixingLayer [D=1, C=1] [weights: (1, 1, 2)] → scope: 0-63\n", " └─ Sum [D=1, C=1] [weights: (1, 25, 1, 2)] → scope: 0-63\n", " └─ OuterProduct [D=1, C=25] → scope: 0-63\n", " └─ SplitConsecutive [D=2, C=5] → scope: 0-63\n", " └─ Sum [D=2, C=5] [weights: (2, 25, 5, 2)] → scope: 0-63\n", " └─ OuterProduct [D=2, C=25] → scope: 0-63\n", " └─ SplitConsecutive [D=4, C=5] → scope: 0-63\n", " └─ Sum [D=4, C=5] [weights: (4, 25, 5, 2)] → scope: 0-63\n", " └─ OuterProduct [D=4, C=25] → scope: 0-63\n", " └─ SplitConsecutive [D=8, C=5] → scope: 0-63\n", " └─ Factorize [D=8, C=5] → scope: 0-63\n", " └─ Binomial [D=64, C=5] → scope: 0-63\n" ] } ], "execution_count": 45 }, { "cell_type": "code", "metadata": { "ExecuteTime": { "end_time": "2025-12-30T10:50:41.644433Z", "start_time": "2025-12-30T10:50:40.787436Z" } }, "source": [ "train_gradient_descent(rat, dataloader, epochs=20, lr=0.1)" ], "outputs": [], "execution_count": 46 }, { "cell_type": "markdown", "metadata": {}, "source": [ "Below is a visualization of some samples drawn from the Spn" ] }, { "cell_type": "code", "metadata": { "ExecuteTime": { "end_time": "2025-12-30T10:50:41.690036Z", "start_time": "2025-12-30T10:50:41.671945Z" } }, "source": [ "samples = rat.sample(num_samples=5)\n", "print(samples.shape)\n", "\n", "for i in range(5):\n", " img = samples[i].reshape(8, 8) # reshape back to 2D\n", " plt.subplot(1, 5, i + 1)\n", " plt.imshow(img, cmap=\"gray\")\n", " plt.axis(\"off\")\n", "plt.show()" ], "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "torch.Size([5, 64])\n" ] }, { "data": { "text/plain": [ "
" ], "image/png": "iVBORw0KGgoAAAANSUhEUgAAAgQAAABpCAYAAABF9zs7AAAAOnRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjEwLjcsIGh0dHBzOi8vbWF0cGxvdGxpYi5vcmcvTLEjVAAAAAlwSFlzAAAPYQAAD2EBqD+naQAABU5JREFUeJzt3D1OG10UBuCZTyzAsAJEFoAlWIAL6N1AnSqUoYOSknSmNJVpoYE6LryAIHkD+dkB7GAi5tvAOeJe2yjPU6U4OjPx+EavlPHbdl3XNQDAP+2/dd8AALB+AgEAIBAAAAIBACAQAAACAQDQ81IhACAQAABNsxX9ENq2DX9e29vbobnpdBreeXR0FJ69vb0tvvfw8DC8c29vLzz78+fP5r0yzyZ6b1++fAnvzMxmfPr0KTT38vJS5frv7ezKPJfBYBCa+/z5c3jn7u5u8eu/WSwWobnZbFbl+iWed41/zzKur6+rnK/5fB6au7y8DO98fn7eyDMT/X6Px+PwzvPz8/Ds6+treHY4HDbrFH0u/ssAABAIAACBAAAQCAAAgQAA6HmpEAAQCAAAgQAAEAgAAIEAAOi1XbDTMFMp+ePHj+IVv5n6zIyzs7PidamZ2fdWfWafTbSq+eLiovjON9++fQvPPjw8NKV99BrW379/h3c+PT2FZ0ejUfHZ5XLZ1FDizOzs7BQ/z7XqiGvIVBdnquBXeWZqVAwvK31no3sz1ckZqosBgDA/OwQABAIAQCAAAAQCAEAgAAB6XioEAAQCAEAgAABqNRVGW7gODg7CO2s1BUZbuDLNfZkWsFW3rm1vbxd/NhmZz/H4+Lj4885YZevacDgMzU0mk/DOTOvZnz9/ije/RdsXs9dfdbtnDZl2z+iZzZyvw8PD5qOfmcFgEJqbzWbhnbPEbKbVMHqvmXMQ3ZlpOPUOAQAgEAAAAgEAIBAAAAIBANDzUiEAIBAAAAIBACAQAAACAQDQ22oqeH5+Ljr3Zm9vLzx7f38fno3eQ6aOeNVqVPdmdmbqiDOm02lo7vT0tPnoojWkmTrgTA3r/v5+ePbu7q54dfImi1YHZyqGT05OilfBZ85t5voPDw/NJorWfY9Go/DOSaIaPFMzvFgsQnPj8bhZJ78yAAAEAgBAIAAABAIAQCAAAHpeKgQABAIAQCAAAAQCAEAgAAB6bdd1XROws7PTfJR63EzNcbQWtG3bpobgx7+We6tRFZ15NtEq2EytdKaG9b3PpsZzida1ZupS3yyXy6a0THVyZnbVZyb6Pfz+/ftaz8Gb4+Pj0Nx8Pm9qWOWZidZ4X11dhXeeJ+q2X19fw7OPj4/F65Az9xp9Ln5lAAAIBACAQAAACAQAgEAAAPS8VAgACAQAgEAAAAgEAIBAAAD0tpoKNcOZWs4a169R9ZnZmbnXEjL3FnV0dBSePT09Dc9Op9Pw7MHBQdG5bHXxKkVrWDMVv4PBoPj1M/eQ2bnJouc5893KnK/M9zt6r5v871lUtOZ3PB5XqQPOiFYXZ+61Br8yAAAEAgBAIAAABAIAQCAAAHpeKgQABAIAQCAAAAQCACDVVJjx69ev4o2GJycn4dlMC1d0b2bnqtvwajSJZdrR1t04mWl921TR1rXFYhHemWk9G41G4dnhcBiaWy6Xzaaq0dQ3n8/DOy8uLopfPzNbq/l1E2XaPc8TTYWZJtDo+b66umrWyUuFAIBAAAAIBACAQAAACAQAQM9LhQCAQAAACAQAgEAAAAgEAEC96uKoTHVxpj4zszda4Xl9fV28unmTa1gz7u/vm3Vq27b56KI1qJm61MlkUvz6mXrXTM3yqq37HGTObKYSucbfq8bOVcrUAZ8nqou/fv0anr25uSleIV6jGtyvDAAAgQAAEAgAAIEAABAIAICelwoBAIEAABAIAACBAAAQCACAXtt1Xff/HwGAf5VfGQAAAgEAIBAAAAIBACAQAAA9LxUCAAIBACAQAAACAQDw9gn8BV7IoGoAL5sJAAAAAElFTkSuQmCC" }, "metadata": {}, "output_type": "display_data", "jetTransient": { "display_id": null } } ], "execution_count": 47 }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now can show some more advanced queries. One of them is getting the MPE. It returns the most probable state of the probabilistic circuit. This is often helpful to generate more clear samples and a good indicator whether the model could learn the data or not, which is not always evident with regular samples." ] }, { "cell_type": "code", "metadata": { "ExecuteTime": { "end_time": "2025-12-30T10:50:41.721594Z", "start_time": "2025-12-30T10:50:41.696680Z" } }, "source": [ "mpe = rat.sample(num_samples=1, is_mpe=True)\n", "plt.imshow(mpe.reshape(8, 8), cmap=\"gray\")\n", "plt.show()" ], "outputs": [ { "data": { "text/plain": [ "
" ], "image/png": 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DQHl84RjF09LSEkW1evXqvh6hqlx55ZV9PQIVxBYMAEkIDABJCAwASQgMAEkIDABJCAwASQgMAEkIDABJCAwASQgMAEkIDABJCAwASQgMAEkIDABJCAwASQgMAEkIDABJCAwAfR+YESNGRE1NzRfW9OnT00wHQGH178mFN2zYEHv37u06/dprr+Xf4T1lypQUswFQLYEZPHhwt9Nz5syJU045JS655JLenguAagrM5+3Zsycee+yxmDVrVr6bbH86OjrytU97e/uB3iQA1XCQf8WKFbFjx464+eabv/Jyzc3NUVdX17UaGxsP9CYBqIbAPPLIIzF58uRoaGj4yss1NTVFW1tb12ptbT3QmwSg0neRvfvuu7FmzZr44x//+P9etra2Nl8AVJcD2oJZvHhxDBkyJK655prenwiA6gxMZ2dnHphp06ZF//4H/BoBACpcjwOT7RrbunVr3HrrrWkmAqAi9HgT5KqrropSqZRmGgAqhs8iAyAJgQEgCYEBIAmBASAJgQEgCYEBIAmBASAJgQEgCYEBIAmBASAJgQEgCYEBIAmBASAJgQEgCYEBIIlD/pWUvkvm0PvPf/4TRdXe3t7XI1SVzz77rK9HoCC+zmN5TekQP+K/99570djYeChvEoBe1traGsOGDSuvwHR2dsYHH3wQAwcOjJqaml5/tpvFK/sPHzRoUBSFuf2+K/l+UuTZzf1FWTJ27twZDQ0Ncdhhh5XXLrJsoP+vegcruwMX6U68j7n9viv5flLk2c3dXV1dXXwdDvIDkITAAJBERQWmtrY2Zs+enf9ZJOb2+67k+0mRZzf3wTnkB/kBqA4VtQUDQPkQGACSEBgAkhAYAJKomMDMmzcvRowYEUcccUScf/758dJLL0W5e+GFF+Laa6/N3xGbfarBihUrogiam5tj4sSJ+acxDBkyJK6//vrYtGlTlLv58+fH2LFju940d8EFF8Szzz4bRTNnzpz8/jJz5swoZ/fff38+5+fXqFGjogjef//9uOmmm+K4446LI488Ms4+++zYuHFjlLsRI0Z84XeerenTp/fJPBURmMcffzxmzZqVvwzy5ZdfjnHjxsXVV18d27Zti3K2e/fufNYsjkWybt26/A67fv36WL16dXz66adx1VVX5f895Sz7BInswbmlpSV/sLj88svjuuuui9dffz2KYsOGDbFw4cI8lEVw1llnxYcffti1/va3v0W52759e1x44YVx+OGH509A3njjjfjlL38Z9fX1UYT7x4ef+31n/z4zU6ZM6ZuBShXgvPPOK02fPr3r9N69e0sNDQ2l5ubmUlFk/yuWL19eKqJt27bl869bt65UNPX19aXf/OY3pSLYuXNn6bTTTiutXr26dMkll5RmzJhRKmezZ88ujRs3rlQ09957b+miiy4qVYIZM2aUTjnllFJnZ2ef3H7ht2D27NmTPyOdNGlSt887y06/+OKLfTpbtWhra8v/PPbYY6Mo9u7dG8uWLcu3urJdZUWQbTVec8013e7r5e6tt97KdwGPHDkypk6dGlu3bo1y9/TTT8eECRPyZ/3ZLuBzzjknHn744SjiY+Njjz0Wt956a69/sPDXVfjAfPLJJ/mDxQknnNDt/Oz0Rx991GdzVYvs07GzYwHZLoUxY8ZEuXv11Vfj6KOPzt+hffvtt8fy5ctj9OjRUe6yGGa7f7PjX0WRHQtdsmRJrFy5Mj/+9c4778TFF1+cfxJvOduyZUs+72mnnRarVq2KO+64I+6666549NFHo0hWrFgRO3bsiJtvvrnPZjjkn6ZMZcmeVb/22muF2LeeOeOMM+KVV17Jt7r+8Ic/xLRp0/JjSuUcmewj7mfMmJHvT89exFIUkydP7vo5O2aUBeekk06KJ554In74wx9GOT9pyrZgHnjggfx0tgWT3ccXLFiQ31+K4pFHHsn/H2RbkH2l8Fswxx9/fPTr1y8+/vjjbudnp0888cQ+m6sa3HnnnfHMM8/E888/n/wrGHrLgAED4tRTT43x48fnWwPZiywefPDBKGfZLuDsBSvnnntu9O/fP19ZFB966KH852wLvgiOOeaYOP3002Pz5s1RzoYOHfqFJxxnnnlmIXbv7fPuu+/GmjVr4kc/+lH0pcIHJnvAyB4snnvuuW7PQLLTRdm3XjTZaxKyuGS7l/7617/GySefHEWV3Vc6OjqinF1xxRX5rr1sy2vfyp5hZ8c0sp+zJ1hFsGvXrnj77bfzB/Bylu3u/d+X3b/55pv51ldRLF68OD9+lB2z60sVsYsse4lytuma/aM777zzYu7cufnB21tuuSXK/R/c55/NZfuosweM7GD58OHDo5x3iy1dujSeeuqp/L0w+451ZV9ClL1noFw1NTXluwyy3212HCD7b1i7dm2+n72cZb/j/z2+ddRRR+Xv0Sjn41733HNP/j6v7IE5+xbb7G0EWQxvvPHGKGd33313fPvb3853kX3/+9/P31O3aNGifBXlSdPixYvzx8RsC7dPlSrEr3/969Lw4cNLAwYMyF+2vH79+lK5e/755/OX9/7vmjZtWqmcfdnM2Vq8eHGpnN16662lk046Kb+PDB48uHTFFVeU/vKXv5SKqAgvU77hhhtKQ4cOzX/f3/zmN/PTmzdvLhXBn/70p9KYMWNKtbW1pVGjRpUWLVpUKopVq1bl/x43bdrU16OUfFw/AEkU/hgMAOVJYABIQmAASEJgAEhCYABIQmAASEJgAEhCYABIQmAASEJgAEhCYABIQmAAiBT+D57umJePujzVAAAAAElFTkSuQmCC" }, "metadata": {}, "output_type": "display_data", "jetTransient": { "display_id": null } } ], "execution_count": 48 }, { "cell_type": "markdown", "metadata": {}, "source": [ "And at last we want to sample, given some evidence. In this example, the lower half of the image is given, and we want to sample the upper half given the lower half. \n", "This time, instead of explicitly defining a sampling context, we use the sample_with_evidence method. The method allows the user to just input the evidence and let the library internally handle the creation of the sampling context. This becomes handy if you have evidence but not multiple channel to sample from." ] }, { "cell_type": "code", "metadata": { "ExecuteTime": { "end_time": "2025-12-30T10:50:41.789086Z", "start_time": "2025-12-30T10:50:41.736963Z" } }, "source": [ "evidence = X_tensor[0]\n", "evidence[:32] = torch.nan\n", "plt.imshow(evidence.reshape(8, 8), cmap=\"gray\")\n", "plt.show()\n", "evidence = evidence.unsqueeze(0)\n", "print(evidence.shape)\n", "samples = rat.sample_with_evidence(evidence=evidence)\n", "plt.imshow(samples.reshape(8, 8), cmap=\"gray\")\n", "plt.show()\n" ], "outputs": [ { "data": { "text/plain": [ "
" ], "image/png": 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" }, "metadata": {}, "output_type": "display_data", "jetTransient": { "display_id": null } }, { "name": "stdout", "output_type": "stream", "text": [ "torch.Size([1, 64])\n" ] }, { "data": { "text/plain": [ "
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" }, "metadata": {}, "output_type": "display_data", "jetTransient": { "display_id": null } } ], "execution_count": 49 }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Regression via MPE (continuous target)\n", "\n", "In SPFlow, you can model regression as a **joint density** ``p(y, x)`` (where ``y`` is continuous).\n", "After training by maximizing log-likelihood, you can predict with **MPE**:\n", "\n", "- Build an evidence tensor where the input features ``x`` are set.\n", "- Set the target ``y`` to ``NaN``.\n", "- Call ``model.mpe(data=evidence)`` to fill in the most probable ``y``.\n", "\n", "Below is a minimal example that learns ``p(y, x) = p(x) p(y|x)`` and evaluates prediction quality with MSE." ] }, { "cell_type": "code", "metadata": { "ExecuteTime": { "end_time": "2025-12-30T11:01:04.088452Z", "start_time": "2025-12-30T11:01:03.942317Z" } }, "source": [ "import torch\n", "import torch.nn.functional as F\n", "import matplotlib.pyplot as plt\n", "from torch import nn\n", "from torch.utils.data import DataLoader, TensorDataset\n", "\n", "from spflow.learn import train_gradient_descent\n", "from spflow.meta import Scope\n", "from spflow.modules.leaves import Normal\n", "from spflow.modules.products import Product\n", "\n", "torch.manual_seed(0)\n", "\n", "\n", "def make_data(num_samples: int) -> torch.Tensor:\n", " x = (torch.rand(num_samples, 3) * 4.0) - 2.0\n", " y = (\n", " torch.sin(x[:, 0:1])\n", " + 0.05 * x[:, 1:2].pow(2)\n", " - 0.025 * x[:, 2:3]\n", " + 0.20 * torch.randn(num_samples, 1)\n", " )\n", " return torch.cat([y, x], dim=1).to(torch.float32)\n", "\n", "\n", "train_data = make_data(800) # columns: [y, x1, x2, x3]\n", "test_data = make_data(200)\n", "\n", "\n", "class ConditionalNormalParams(nn.Module):\n", " def __init__(self, in_features: int, hidden_features: int = 32) -> None:\n", " super().__init__()\n", " self.net = nn.Sequential(\n", " nn.Linear(in_features, hidden_features),\n", " nn.Tanh(),\n", " nn.Linear(hidden_features, 2),\n", " )\n", "\n", " def forward(self, evidence: torch.Tensor) -> dict[str, torch.Tensor]:\n", " out = self.net(evidence)\n", " loc = out[:, 0:1]\n", " raw_scale = out[:, 1:2]\n", " scale = F.softplus(raw_scale) + 1e-3\n", " return {\n", " \"loc\": loc.unsqueeze(2).unsqueeze(-1),\n", " \"scale\": scale.unsqueeze(2).unsqueeze(-1),\n", " }\n", "\n", "\n", "# Joint model p(y, x) = p(x) * p(y|x)\n", "y_given_x = Normal(\n", " scope=Scope(query=[0], evidence=[1, 2, 3]),\n", " out_channels=1,\n", " num_repetitions=1,\n", " parameter_fn=ConditionalNormalParams(in_features=3),\n", ")\n", "x_marginal = Normal(scope=Scope(query=[1, 2, 3]), out_channels=1, num_repetitions=1)\n", "model = Product(inputs=[y_given_x, x_marginal])\n", "\n", "\n", "@torch.no_grad()\n", "def predict_y_mpe(model, data: torch.Tensor) -> torch.Tensor:\n", " evidence = data.clone()\n", " evidence[:, 0] = torch.nan\n", " return model.mpe(data=evidence)[:, 0]\n", "\n", "\n", "@torch.no_grad()\n", "def regression_mse(model, data: torch.Tensor) -> torch.Tensor:\n", " y_pred = predict_y_mpe(model, data)\n", " return torch.mean((y_pred - data[:, 0]).pow(2))\n", "\n", "\n", "print(\"MSE before:\", float(regression_mse(model, test_data)))\n", "\n", "loader = DataLoader(TensorDataset(train_data), batch_size=64, shuffle=True)\n", "train_gradient_descent(model, loader, epochs=20, lr=0.05)\n", "\n", "print(\"MSE after:\", float(regression_mse(model, test_data)))\n", "\n", "# Plot conditional distribution p(y|x) (±1 std) and the MPE prediction, as a function of x1\n", "x1 = test_data[:, 1].detach().cpu()\n", "y_true = test_data[:, 0].detach().cpu()\n", "\n", "# Conditional distribution parameters for y|x come from the conditional leaf\n", "x_evidence = test_data[:, [1, 2, 3]]\n", "dist_y_given_x = y_given_x.conditional_distribution(x_evidence)\n", "\n", "y_mpe = predict_y_mpe(model, test_data).detach().cpu()\n", "y_std = dist_y_given_x.stddev.detach().cpu().squeeze()\n", "\n", "order = torch.argsort(x1)\n", "x1_sorted = x1[order]\n", "y_true_sorted = y_true[order]\n", "y_mpe_sorted = y_mpe[order]\n", "y_std_sorted = y_std[order]\n", "\n", "plt.figure(figsize=(7, 4))\n", "plt.plot(x1_sorted, y_true_sorted, linewidth=1.0, alpha=0.7, label=\"y (true)\")\n", "mpe_line = plt.plot(x1_sorted, y_mpe_sorted, linewidth=2.0, label=\"y (MPE)\")[0]\n", "mpe_color = mpe_line.get_color()\n", "plt.fill_between(\n", " x1_sorted,\n", " (y_mpe_sorted - 1.96 * y_std_sorted),\n", " (y_mpe_sorted + 1.96 * y_std_sorted),\n", " color=mpe_color,\n", " alpha=0.2,\n", " label=\"p(y|x) ± 1.96 std\",\n", ")\n", "plt.xlabel(\"x1\")\n", "plt.ylabel(\"y\")\n", "plt.title(\"Regression via p(y|x): MPE and uncertainty band\")\n", "plt.legend()\n", "plt.tight_layout()\n", "plt.show()\n" ], "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "MSE before: 0.8204181790351868\n", "MSE after: 0.04302353784441948\n" ] }, { "data": { "text/plain": [ "
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" }, "metadata": {}, "output_type": "display_data", "jetTransient": { "display_id": null } } ], "execution_count": 64 } ], "metadata": { "kernelspec": { "display_name": ".venv", "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": "3.12.12" } }, "nbformat": 4, "nbformat_minor": 4 }