diff --git a/cirkit/templates/circuit_templates/_factories.py b/cirkit/templates/circuit_templates/_factories.py index 86325d5b..72ef1703 100644 --- a/cirkit/templates/circuit_templates/_factories.py +++ b/cirkit/templates/circuit_templates/_factories.py @@ -17,7 +17,7 @@ SoftmaxParameter, TensorParameter, ) -from cirkit.templates.region_graph import PoonDomingos, QuadGraph, QuadTree, RegionGraph +from cirkit.templates.region_graph import PoonDomingos, QuadGraph, QuadTree, RandomBinaryTree, RegionGraph from cirkit.utils.scope import Scope @@ -44,6 +44,8 @@ def build_image_region_graph( return QuadTree(image_shape, num_patch_splits=4) if name == "quad-graph": return QuadGraph(image_shape) + if name == "random-binary-tree": + return RandomBinaryTree(np.prod(image_shape)) if name == "poon-domingos": delta = max(np.ceil(image_shape[0] / 8), np.ceil(image_shape[1] / 8)) return PoonDomingos(image_shape, delta=delta) diff --git a/cirkit/templates/circuit_templates/data.py b/cirkit/templates/circuit_templates/data.py index 4a147854..6ede543e 100644 --- a/cirkit/templates/circuit_templates/data.py +++ b/cirkit/templates/circuit_templates/data.py @@ -29,6 +29,7 @@ def image_data( 'quad-tree-2' (the Quad-Tree with two splits per region node), 'quad-tree-4' (the Quad-Tree with four splits per region node), 'quad-graph' (the Quad-Graph region graph), + 'random-binary-tree' (the random binary tree on "flat" pixels), 'poon-domingos' (the Poon-Domingos architecture). input_layer: The name of the input layer. It can be one of the following: 'categorical' (encoding a Categorical distribution over pixel channel values), @@ -52,7 +53,7 @@ def image_data( Raises: ValueError: If one of the arguments is not one of the specified allowed ones. """ - if region_graph not in ["quad-tree-2", "quad-tree-4", "quad-graph", "poon-domingos"]: + if region_graph not in ["quad-tree-2", "quad-tree-4", "quad-graph", "random-binary-tree", "poon-domingos"]: raise ValueError(f"Unknown region graph called {region_graph}") if input_layer not in ["categorical", "binomial"]: raise ValueError(f"Unknown input layer called {input_layer}") diff --git a/notebooks/README.md b/notebooks/README.md new file mode 100644 index 00000000..ba6a26c2 --- /dev/null +++ b/notebooks/README.md @@ -0,0 +1,19 @@ +# Running Notebooks + + +```bash +pip install ".[notebooks]" +jupyter notebook +``` + + +# Suggested Path through Notebooks + + +While you can explore the notebooks in any order, we recommend you start from [learning a circuit](learning-a-circuit.ipynb) and proceed as in the graph below. + +```mermaid +graph TD; + A[Learning a circuit]-->B[Compilation Options]; + A-->C[Region Graphs and Parametrisation]; + A-->D[Probabilistic Integral Circuits]; diff --git a/notebooks/region-graphs-and-parametrisation.ipynb b/notebooks/region-graphs-and-parametrisation.ipynb new file mode 100644 index 00000000..57a5f1ad --- /dev/null +++ b/notebooks/region-graphs-and-parametrisation.ipynb @@ -0,0 +1,1081 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "id": "f401baa9-1e28-4c51-925e-9a0ca7448973", + "metadata": {}, + "source": [ + "# Notebook on Region Graphs and Sum Product Layers\n", + "\n", + "\n", + "# Goals\n", + "By the end of this tutorial you will:\n", + "\n", + "* [know what a region graph is](#What-is-a-Region-Graph?)\n", + "* know how to [choose between region graphs](#Choosing-Region-Graphs) for your circuit\n", + "* understand how to parametrize a circuit by [choosing a sum product layer](#Choosing-a-Sum-Product-Layer)\n", + "* build circuits to **tractably** estimate a [probability distribution over images](#Experiments)[1](#fn1)\n", + "\n", + "We say that such circuits are tractable in the sense that the circuits allow us to compute exact likelihoods and marginal/conditional likelihoods.\n", + "\n", + "\n", + "\n", + "# How to build your circuit\n", + "\n", + "In order to build a circuit, we need two main ingredients:\n", + "\n", + "1. A **region graph**\n", + "2. A **parametrization**\n", + "\n", + "\n", + "## Why do we need these ingredients?\n", + "\n", + "We need these ingredients because we want to build **tractable/efficient** models that are **expressive**.\n", + "\n", + "### 1. [Region Graph](#Regions-Graphs:-High-Level)\n", + "\n", + "The structure of the region graph is what determines if inference is tractable or not. Cirkit makes it easy for you to use the following region graphs:\n", + "\n", + "* random-binary-tree\n", + "* quad-graph\n", + "* quad-tree-2\n", + "* quad-tree-4\n", + "* poon-domingos\n", + "\n", + "Depending on your data, some of these region graphs will be a better choice than others. E.g. for images, quad-tree and quad-graph are more appropriate, as we will see.\n", + "\n", + "### 2. [Parametrization](#Parametrization)\n", + "\n", + " \n", + "#### Choice of sum product layers\n", + "Given the **region graph**, we have specified the hierarchical relationship between the random variables, but we have not yet defined the computational graph needed to compute output distribution distribution. To do so, we need to define the structure of products and sum layers. These come in three flavours in cirkit:\n", + "* $CP$\n", + "* $CP^T$\n", + "* Tucker\n", + "\n", + "#### Choice of Overparametrization\n", + "\n", + "The goal of overparametrisation is to make the circuit more expressive, i.e. to improve how well it can fit a given distribution, while keeping the circuit tractable.\n", + "\n", + "Given a region graph and a choice of sum product layer, the simplest way to build a circuit is to associate a single input distribution unit per leaf\n", + "region, a single sum per inner region, and a single product unit per partition, and then connect them\n", + "following the RG structure. We can adapt this strategy to the *deep learning recipe*, and output instead an **overparameterized**\n", + "circuit. With overparameterization we refer to the process of “populating”\n", + "a RG with not one but many sum, product and input units of the same scope.\n", + "\n", + "The learnable parameters of a circuit exist in two places:\n", + "* Input layers (e.g. two parameters ($\\mu$, $\\sigma$) for a univariate Gaussian and a parameter per class for a Categorical input)\n", + "* Sum layers (one parameter per input to the sum layer)\n", + "\n", + "Given the region graph and choice of sum product layer, the simplest circuit we can define parametrizes a single input distribution per leaf node of the region graph and has a single sum unit per input to the sum layer.\n", + "However, we can follow the deep learning recipe increase the expressivity of the circuit by overparametrising it.\n", + "We do so by:\n", + "\n", + "* Parametrising multiple copies of the input distribution per leaf node\n", + "* Parametrising multiple sum units per input to the sum layer\n", + "\n", + "For example, in the notebook we will use:\n", + "\n", + "```\n", + "NUM_INPUT_UNITS = 64 # we use 64 input distributions per leaf node\n", + "NUM_SUM_UNITS = 64 # we use 64 sum units per input to the sum layer\n", + "```\n", + "\n", + "[1](#fn1-back) This is intractable for general neural network models.\n", + "\n", + "\n", + "\n", + "# Data Setup\n", + "\n", + "As with the [previous tutorial](https://github.com/april-tools/cirkit/blob/main/notebooks/learning-a-circuit.ipynb), we will be working on the MNIST Dataset, so we begin by loading that:" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "id": "ca0fb84d-5931-4ac8-89d9-68509dd0aac6", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "import numpy as np\n", + "import matplotlib.pyplot as plt\n", + "\n", + "from torch.utils.data import DataLoader\n", + "from torchvision import transforms, datasets\n", + "\n", + "PIXEL_RANGE=255\n", + "# Store an example image\n", + "example_image = None\n", + "\n", + "# Load the MNIST data set and data loaders\n", + "transform = transforms.Compose([\n", + " transforms.ToTensor(),\n", + " # Set pixel values in the [0-255] range\n", + " transforms.Lambda(lambda x: (PIXEL_RANGE * x).long())\n", + "])\n", + "\n", + "# Function to plot the first 9 images from the dataloader\n", + "def plot_sample_images(dataloader, gridsize=4):\n", + " global example_image\n", + " # Get the first batch of images and labels\n", + " images, labels = next(iter(dataloader))\n", + " \n", + " example_image = images[0]\n", + " images = images[:gridsize**2]\n", + " \n", + " # Create a 3x3 subplot\n", + " fig, axes = plt.subplots(gridsize, gridsize, figsize=(8, 8))\n", + " \n", + " # Plot each image\n", + " for i, ax in enumerate(axes.flat):\n", + " # Convert the image to a 2D array (since MNIST images are 28x28 pixels)\n", + " img = images[i].numpy().squeeze()\n", + "\n", + " # Display the image\n", + " ax.imshow(img, cmap='gray')\n", + " ax.axis('off') # Turn off axis\n", + " ax.set_title(f\"Label: {labels[i].item()}\", fontsize=20)\n", + " \n", + " # Adjust spacing between subplots\n", + " fig.suptitle('Example MNIST Images')\n", + " plt.tight_layout()\n", + " plt.show()\n", + "\n", + "\n", + "data_train = datasets.MNIST('datasets', train=True, download=True, transform=transform)\n", + "data_test = datasets.MNIST('datasets', train=False, download=True, transform=transform)\n", + "\n", + "# Instantiate the training and testing data loaders\n", + "train_dataloader = DataLoader(data_train, shuffle=True, batch_size=256)\n", + "test_dataloader = DataLoader(data_test, shuffle=False, batch_size=256)\n", + "\n", + "# Call the function to plot images\n", + "plot_sample_images(train_dataloader, gridsize=4)" + ] + }, + { + "attachments": { + "188eb52b-518f-4aa4-98e4-c3abf192ce7a.png": { + "image/png": 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" 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" + } + }, + "cell_type": "markdown", + "id": "0c1354c3-64a7-4934-9ef8-c829ed635ef9", + "metadata": { + "jp-MarkdownHeadingCollapsed": true + }, + "source": [ + "# Regions Graphs: High Level\n", + "\n", + "\n", + "\n", + "\n", + "## What is a Region Graph?\n", + "\n", + "\n", + "
\n", + "\n", + "![](attachment:188eb52b-518f-4aa4-98e4-c3abf192ce7a.png)\n", + "\n", + "
\n", + "\n", + "
\n", + "\n", + "![](attachment:59bf450c-1c9c-4a0d-8ff1-61fc91f76c03.png)\n", + "\n", + "
\n", + "\n", + "E.g. for the example on the right we have the root node (region) $\\mathbf{X} = X_1, X_2, X_3$.\n", + "Below the root is a partition node, that splits the join region into two regions: $X_1, X_3$ and $X_2$.\n", + "\n", + "## Images\n", + "In our example, each random variable, $X_i$, represents a single pixel in the image.\n", + "If we think of the region graph in a top down fashion, the region graph is splitting the image into subsets of pixels.\n", + "If those subsets of pixels are contiguous in the image, we can think of the region graph as splitting the image into patches, as we illustrate on the right.\n", + "\n", + "
\n", + "\n", + "![a.png](attachment:31dafd2b-d16f-4908-ade0-2c00f19981b0.png)\n", + "\n", + "
\n", + "\n", + "## Modelling Pixels with Random Variables\n", + "More specifically, we assign each pixel a **categorical random variable** with 256 output classes (i.e. one for each possible grayscale pixel value).\n", + "\n", + "\n", + "## Specifying Region Graphs in Cirkit\n", + "We begin where we left off in the [previous tutorial](https://github.com/april-tools/cirkit/blob/main/notebooks/learning-a-circuit.ipynb).\n", + "Recall we used:\n", + "\n", + "```python\n", + "from cirkit.templates import circuit_templates\n", + "\n", + "symbolic_circuit = circuit_templates.image_data(\n", + " (1, 28, 28), # The shape of MNIST image, i.e., (num_channels, image_height, image_width)\n", + " # ----------------------------------------------------------------------------------------------------\n", + " region_graph='quad-graph', # Select the structure of the circuit to follow the QuadGraph region graph \n", + " # -----------------------------------------------------------------------------------------------------\n", + " input_layer='categorical', # Use Categorical distributions for the pixel values (0-255) as input layers\n", + " num_input_units=64, # Each input layer consists of 64 Categorical input units\n", + " sum_product_layer='cp', # Use CP sum-product layers, i.e., alternate dense sum layers and hadamard product layers\n", + " num_sum_units=64, # Each dense sum layer consists of 64 sum units\n", + " sum_weight_param='softmax' # Parameterize the weights of dense sum layers with 'softmax'\n", + ")\n", + "```\n", + "\n", + "The easiest way to specify which region graph to use is by changing the `region_graph` line in the above `image_data` function. For the time being, we will treat the region graph as a hyperparameter - we will explain the details of some region graphs and some considerations for choosing one over another in the [following section](#Region-Graphs:-Deep-Dive)." + ] + }, + { + "cell_type": "markdown", + "id": "d330c91a-16a6-42bc-8e36-09a2e0b12b9e", + "metadata": {}, + "source": [ + "# Example using the `image_data` API\n", + "\n", + "In our example we used a **Quad Graph** region graph.\n", + "The `image_data` API conveniently allows us to specify the region graph as a string.\n", + "It can be one of:\n", + "\n", + "* random-binary-tree\n", + "* quad-graph\n", + "* quad-tree-2\n", + "* quad-tree-4\n", + "* poon-domingos `we avoid this for this task as it can be very computationally expensive`\n", + "\n", + "Each such region graph can be used by simply replacing the `region_graph` option via the API:" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "id": "56c8b0ce-ab82-44c7-ac70-2c6e8dd54ba8", + "metadata": {}, + "outputs": [], + "source": [ + "from cirkit.templates import circuit_templates\n", + "\n", + "\n", + "def define_circuit(region_graph):\n", + " circuit = circuit_templates.image_data(\n", + " (1, 28, 28), # The shape of MNIST image, i.e., (num_channels, image_height, image_width)\n", + " # ----------------------------------------------------------------------------------------------------\n", + " region_graph=region_graph, # Select the structure of the circuit to follow the QuadGraph region graph \n", + " # -----------------------------------------------------------------------------------------------------\n", + " input_layer='categorical', # Use Categorical distributions for the pixel values (0-255) as input layers\n", + " num_input_units=64, # Each input layer consists of 64 Categorical input units\n", + " sum_product_layer='cp', # Use CP sum-product layers, i.e., alternate dense sum layers and hadamard product layers\n", + " num_sum_units=64, # Each dense sum layer consists of 64 sum units\n", + " sum_weight_param='softmax' # Parameterize the weights of dense sum layers with 'softmax'\n", + " )\n", + " return circuit\n", + "\n", + "circuits = dict()\n", + "circuits['quad-graph + cp'] = define_circuit('quad-graph')\n", + "# We can change the region graph to Random Binary Tree\n", + "circuits['random-binary-tree + cp'] = define_circuit('random-binary-tree')\n", + "# Or Quad Tree\n", + "circuits['quad-tree-2 + cp'] = define_circuit('quad-tree-2')\n", + "circuits['quad-tree-4 + cp'] = define_circuit('quad-tree-4')" + ] + }, + { + "cell_type": "markdown", + "id": "3d1695ae-aa42-436f-a42d-001477e5c08b", + "metadata": {}, + "source": [ + "Next we take a deeper dive into region graphs.\n", + "If you would rather work with circuits using the `image_data` api, you can skip the deep dive and go run the experiments [here](#Experiments)." + ] + }, + { + "cell_type": "markdown", + "id": "8344716b-5771-49a1-8056-d50e79e67bdb", + "metadata": {}, + "source": [ + "# Region Graphs: Deep Dive\n", + "\n", + "
\n", + " \n", + "> RQ1: Consider the task of distribution estimation on image data. What region graph should you use?\n", + "\n", + "
\n", + "\n", + "## Choosing Region Graphs\n", + "\n", + "In this notebook we consider the following three choices of region graphs:\n", + "\n", + "* Random Binary Tree\n", + "* Quad Tree\n", + "* Quad Graph" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "id": "bdc57c39-bdee-479b-8542-db3c6bbdd6af", + "metadata": {}, + "outputs": [], + "source": [ + "from cirkit.symbolic.circuit import Circuit\n", + "from cirkit.templates.region_graph import RandomBinaryTree\n", + "from cirkit.symbolic.layers import CategoricalLayer\n", + "from cirkit.templates.circuit_templates._factories import name_to_parameter_factory, name_to_initializer\n", + "\n", + "NUM_INPUT_UNITS = 64\n", + "NUM_SUM_UNITS = 64\n", + "\n", + "def define_circuit_from_rg(rg, sum_prod_layer='cp'):\n", + "\n", + " # Here is where Overparametrization comes in\n", + " input_factory = lambda x, y, z: CategoricalLayer(scope=x,\n", + " num_categories=PIXEL_RANGE+1,\n", + " num_channels=1, # These are grayscale images\n", + " num_output_units=NUM_INPUT_UNITS # Overparametrization\n", + " )\n", + " # Note that below intialisation is needed\n", + " sum_weight_init = name_to_initializer('normal')\n", + " sum_weight_params = name_to_parameter_factory('softmax', initializer=sum_weight_init)\n", + " \n", + " circuit = Circuit.from_region_graph(rg,\n", + " input_factory=input_factory,\n", + " sum_weight_factory= sum_weight_params,\n", + " num_sum_units=NUM_SUM_UNITS,\n", + " sum_product=sum_prod_layer)\n", + " return circuit" + ] + }, + { + "attachments": { + "1c553517-3211-4109-9375-89fcff7f4afe.png": { + "image/png": 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0Ro+OGYxMX1+1U88RmQAAADBKEJoAII0MnDqhF08nU7wrnFFeRbkeHvN2EgloyT11eq4mVzk2pvXbdurx1h51M8IUXG3Y3a7Nl9jV1FgzTjOHnm1NqFB/uWy6Hhnjkx3o1DOrdupbRCYAAACMIoQmAEgndkA/2XVGp1LsajJOtn6/ZoyKTFDL5tbpuek5yrYxhbe26Q/b2Ml0OW73KX3/SCzFriajQMFYPTohIF+oSF9cWqNPFw1Gpq+s2qXvEJkAAAAwyvgZAQCkl+5jx/XS+RI9McbRxed/GxVXTtBfO0aLK7MVsjG1vNGmP9rVq37G9j4SWrnzpNomVepO37BT1U1AH6ibqudMoT5U6CjZf15Pr9ql75/jveUAAAAw+rCjCQDSje3TS7vO6lyqV3r5cvShidkK2ahWbWnVZ4lMVyzZ2a7vH4unPGw9s6hYHx6KTP/rVSITAAAARi9CEwCkoTOHj+vlLjfFWU2SbEKbt7fpj3f3aYBRXYW4fr3zlPa7KacqG+/WN17dpRfOE5kAAAAwehGaACAduT16cXenulM1EePT2OzAsJfV4UrEzrTrh+1JuSnHmqHyTGYEAACA0Y3QBABp6sTBY/pFb8rSpPGTxutj2czo6kX1Lzs7dDRVaXIy9J9mlGk8BQ8AAACjGIeBA0C6Ska1rzshNzfwnn91MIECfWp6nl7e0q2oV5/P+FVdXqL7J+Tr7sIsVWT6leVIkXhCZ/v7tetsj8JHOtR8Nq7YdXya3IJi/eFdlfrdorj+adWb+vb5mzvWWG+/DsatJmYML0pGOWPL9QfFJ/Xl09azz1dQUKT7JxVpQXGOpmYHlB9w5CYS6opE9db5Xm05eUb/erRXp91buyYAAADSg7HWWsYAIN1NenFtet1gJ1MPLKjTVyeHlHGJHTZu9Iw+/2+79DMPDmoqHTteX5w7QR/M98snq2g8phMDrkKhDJUFL3j3O+vqZMdJfWPLYb18NqErfoJyApo+tlDLJ47Tw5NzVeozko3pZ6tf05PHbt7TXCCnRF9dVq2P5jmXeOmh1fkje/WBlg6dvt5vYahAn5k7RY9PyFK+I7nJpDr6Yor4gyoP+RV8d6iK9nfr5e1v6Wv7e9V1k9e8HRx6uIEHQQAAAI+wowkA0o0T0oMLa/X0pJCCbr9Wn5IWjsu6ICIMXSxYpE9XZ+tftvcpeR2frmJStX60sFQTbUSr2g7oH/ae1da+5OCaxq87JpTrz+6eoCW5joxxNLasXF9Znq+7N7TpfxyOpvzcUydP1mNjA8oM+FWclamqgiyVBcwtPVcqkFuqZ5ZN0wO5RtHuc3rNFqghf3hwMiqoqNAnCzv0jevYaeVkl+hrTdX6nVyroyeO6X++2a5XzkTVN9TUCgrG6NOzp+gzFZnKMEYZWfl6eP6durd4rx7ZdEap2tuNWBMAAABp+OsGIwCAdHrUD+mhRbX6yqSQgsl+/XRdqx5bd1QroykqgXFUM3W8lgev/dOZUJm+OK9Uk3ySdSXrxnW8P/luPLIJ7TlyRI8179Mr/e9+DSaQrd9bMF1/VJQqHRmVlhTroalleqCySPPy/errPK//u++cDt+il3IF80r19bcjU9cpfW7lTj355jmdTzVWX7Y+MWOM8q/9s+mhuVX6aJ4jySpprc71vRuEJKmz86y+sXqHnjpyQagzPlVPrdazdTnKuClrAgAAIC1/5WAEAJAuj/gh/V59nZ6eGFIg2a+X17fqqcNRxSOn9fyBAcVTRBFfaIwemxa65ieLikmlaggaSUZOMKRlM+/Q01Mz3rNesrdDX3qzUz0XfA0mkKvHZpWq5D2rWr2xY4eW/vw13fvT9Zr+k9e07JU2fW7HeZ24Bbtqgnll+uayafrIUGR6cuU+/Xuv1enDx/TTbjfFy/+MSirH6xN51/htzCnRg+V+OZKM8Wvy+An65vyx7z1k3Eb1881HFY5dOFSfZs+o1AOZN35NAAAApOmvHYwAANLh0T5LH2+o05crM+W/IDIN7kyx2rr7uMLxlNtvdFd1hRqu6YXWRpW5mQpcGCuMX3PH5SnVJqn2I6f1esJedP3csmI1pQgYkUhUh3ujOhV1r+tlfdcrI3+s/m7ZVH04ZzAy/feV+/TLvqEPuj36p12d6k41Vn+uPllTqGt5Yz9/TqbGm4uGqrzSAs1O8Yxu+8/oV6cvjl0mUKDfmhC44WsCAAAgTX/1YAQAMMr5svSfG+r0pQlDkWndYGS68FVmtr9Dzx+MKJHq6tkleqwq4xqeMKw6+uNyh4WWswOxlHHIxgZ0cNjB48YXUlWuGZFjzSwYq2eXVelDQ5HpiZX79Ku+iy9z4uBx/aI31TYro4pJFXow5+o/b6I/pjPD9km5kZg6Uu7mSuit7mHzNo4m5oVu+JoAAABIT4QmABjNfNl6uKFOX5yQIX+yTz9Z16qnjlwcmQa52rirXZsvsatp/h3lmnMNzxgH9h7Ud88klLSSrFVv50k93dql+CUu/96vyyoxAg+ZziwYp+eWVekD2UaRzsHI9Ou+FBdMdOqHe7rUn2qsgQJ96o68qz7byO1u11faetTlWklWbrxPL79xTK9d4nwqN8WbyyaG1b8bsSYAAADSE+86BwCj9hE+W59qqNVfVGTIl+zTj9e16QspI9Mgt+ekvne4QnOnZsh30UeM/HllenTyMW0+ENfV5AQb69LXfrNZvyjL02QT0b6BbRMAACAASURBVLZTfeq41Bfgz1TlsE0xNhnRW70jK2CECsv1raVTtCRLinSe1BMr9+uV/ktf/uD+4/r3mnz9XvawnVnGaHJVhe7f2a3/M3A1X0FCG7dt15KDBbonTzp+pkttA5eakU8Tc4IXfz+tq6M9kZuwJgAAANIRO5oAYDTy5+iRxe9Gpn8Ot142Mg1KatWudrUmUx4qpCXTy1V7Lc8aNq59J8/qP9ovE5kk5ZYVao7/whhj1XXyjFaPoH6RVVSuf7ggMv2394lMkqT4OX1/X68iKcbqBIv06eocXcvpRue6OvUfRzsvE4QkBfK1uMSnC6fqxjr16+Pxm7YmAAAA0guhCQBGG3+OHmus1RfKM+RL9OmlcKv+4mjsfSLToGTnSX3vaDzFZY2ChWP16PgbtRE2Qw9UF2nMBfXCjXXru9s71DFCxppdVKHvLJ2i+7KkgfODkek3/Vd23b37jqs5VWkyjmqmVagpeGO+5orJ47Q084Kh2oS2tB3WvwyMrDUBAAAwehCaAGA0Pahn5uuJJbX683FBOYk+/Whdq/7yCiPToLhe2XlKe92UhwrpQzVjNfUGnM1dML5Snxnrf2eXjE0O6Oeb9ui750fGy+aKyyr1vaWT1RC6+sgkSTZyRs/v71eqI7CczDF6dFqW50/IJlik/1pboLx3hurq4Fv79cTOPsVH0JoAAAAYXTijCQBuUwG/X3kBn7IzAqrIzdassiJ9ZFKRakOOjLVq7zir7QppRo7Vgb64Bt6v2Tg+lWRlqNTp0xvdVncUGF3clIwyi8v1+eoufflIRL1Jq4SbVPd1ntZtQmP0l3PLVDFUWtxYr17auEt/dTh6FYHMK0ahoF85fp8KQxmaVJCre8eX6IHx2Sp2jKwb1cajPVJejiptv45H3JTvoHfR9ykQUFlWUIGubh20Wao2w89q8umu6RP18KmDeqU3qajrKppIauC6bnxAH7ynSh97+1wom1Dbvn36zOtndMyOpDUBAAAw2hhrLX89BJD2Jr249rb6eqdOn6mfzclXvnMl24usoueP6eO/OqStl4gXwbLJ+uXSCk31D49L77OyTWrbtu16qLXvfYNLSr5sPbZkpp4aF5Ajq0j3GT0d3q//fTahq31yMlnleumjVVrw9inVNqafrX5NT15pBTEhPdJ0l75Q5pfvisbqanfrDt2/recSu3mM5s+5Wy/UhJRprmqqcuM9+vpvtuu589cyVEczamr1ozkFKjSSTQzo12/s1p/v6VX3Nd/jbsSaI8ehhxt4EAQAAPAIO5oA4LZjlBX0yScp4bqKJYf+uFauJMcYBXyOAsZR0GcUMFadPQM6fZnekhn0K2QkWau4awfXda0SrlXCDq0rI59j5HeM/MYo6HPkswkd6Ytf284jJ6TfXTRDfzo2IMcmdejoYT254bi2xG7VWH3KC0iSVTzpKpp0FUtaxayVhm570Hl7tkZ+G9fh3thlApuj/MDgNi3XdZWwVvGkVcIOzvbtM9cdMzRXYxRwHAUcIzcW0dHItd03plRV6x/vzlehsYp0n9Xfrt+n752++nB3Y9cEAADAqP1thR1NAHD77Wi6/Z99MvXAwjp9dXJIQXdAv9m6R3+2q0ddF1wkGAyqNCD1DsTUeQUl67p3NI0ClZPv0P9eUKJJjtXho4f0xIbjeuPCcOf4VRbyyYnH1B6zt2zNkYYdTQAAAN7hMHAAwM1lMnT/glr9zeRMmf5z+mrzdn12WGSSjOrnzNaaj9bqU3mM7EqMn1StFxaUaKKienXrm3qwZVgQkpQxbrL+7Xfu0fPTs27ZmgAAABjdeOkcAODmMRn68L11emZKSD2njurJ8GGtGUh1uUzV5Ptlkt063MfY3k955TS9sKBUlbEuPbduj77RnvqdBscXZqlQVlt7IrdkTQAAAIx+hCYAwM1hgvrAvFp9fWpQb+3foz957bTeusRL4kxWoRYVGiX7IzqSZHSXUzZhql5YVKay7lN6cu1+/aL7Ui9fy1D92Gz5bVRHet2bviYAAADSA6EJAHATBLTsnlp9c1qWfP1d2mPz9cjc/PdcymeMMgN+lRUWaL5fivdFdIR+cUkl46v0wqKxmmZi2tRpNbemSnOHXcYYo4DPp/ysbM0v80luVEd67E1dEwAAAOmD0AQAuMECWnJPnZ69I0dZRlJ2gX6nuuAKrmd1vjcy7OwmvK2kfIpeqB+nmoCRlKH5U8Zp/hVcLxmN6Ejs5q0JAACA9MJh4ACAGyigxXNq9ez0HGWbq72u1fGeiBIM8T3GjJusHzSUqzZw1UO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" + } + }, + "cell_type": "markdown", + "id": "e2db1bd5-cfd1-4cf3-bdef-7ce8b1e549cd", + "metadata": {}, + "source": [ + "# Random Binary Tree\n", + "\n", + "\n", + "\n", + "\n", + "
\n", + "\n", + "The random binary tree is a general and simple choice - we simply hierarchically split the pixels into subsets without taking into account the spatial structure of the image. We illustrate such a binary tree on the right.\n", + "Note that the partitions happen to be diagonals. In general, in a large image the subsets of pixels are unlikely to be contiguous.\n", + "\n", + "### Options\n", + "For the random binary tree we need to select the `depth`, which we set to `None` to make the depth of the tree as large as possible.\n", + "For the random binary tree we can also specify to have more than a single region graph, buy specifying `num_repetitions`, as popularized by the [RAT-SPN paper](https://proceedings.mlr.press/v115/peharz20a). Here we choose a single repetition for simplicity.\n", + "\n", + "The code is as follows.\n", + "\n", + "
\n", + "\n", + "
\n", + " \n", + "![random-binary-tree.png](attachment:1c553517-3211-4109-9375-89fcff7f4afe.png)\n", + "\n", + "
" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "id": "2225f363-bbfb-45d3-bd12-4094a9423aac", + "metadata": {}, + "outputs": [], + "source": [ + "from cirkit.templates.region_graph import RandomBinaryTree\n", + "# Note that the random binary tree works on flat inputs (i.e. vectors)\n", + "# We therefore compute the number of random variables needed (one per pixel value)\n", + "img_shape = example_image.shape[1:]\n", + "n = np.prod(img_shape)\n", + "\n", + "# We can also specify depth and number of repetitions\n", + "# depth=None means maximum possible\n", + "rnd = RandomBinaryTree(n, depth=None, num_repetitions=1)\n", + "\n", + "circuits = dict()\n", + "circuits['random-binary-tree + cp'] = define_circuit_from_rg(rnd) # cp is the default second argument" + ] + }, + { + "attachments": { + "adc5cbc0-bb00-4836-850e-bb4f3ff53ddf.png": { + "image/png": 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" + } + }, + "cell_type": "markdown", + "id": "2b488844-7216-4053-a3db-f653ccaafee3", + "metadata": {}, + "source": [ + "# Quad Tree\n", + "\n", + "
\n", + "\n", + "While the random binary tree is general and straightforward to create, it ignores the spatial structure present in images: pixels that are close together are likely to be correlated.\n", + "What if we partioned the pixels into subsets in a way that creates actual patches of contiguous pixels?\n", + "\n", + "This is what the quad tree and quad graph region graphs do, we illustrate a `quad-tree-2` on the right.\n", + "Note the difference with the random binary tree: the partitions are image patches instead of random subsets of pixels.\n", + "\n", + "\n", + "### Options\n", + "Here we use `num_patch_splits`=$2$ to specify that the image is folded into two subsets when split, i.e. the region graph is a binary tree.\n", + "It is also possible to choose `num_patch_splits`=$4$ to break each patch into 4 quadrants, i.e. each region in the region graph has $4$ children. For more details see the `num_patch_splits` argument.\n", + "\n", + "
\n", + "\n", + "
\n", + " \n", + "![](attachment:adc5cbc0-bb00-4836-850e-bb4f3ff53ddf.png)\n", + "\n", + "
" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "id": "b05a9ebc-394c-49e9-b2fe-23b541641146", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "ERROR! Session/line number was not unique in database. History logging moved to new session 3\n" + ] + } + ], + "source": [ + "from cirkit.templates.region_graph import QuadTree\n", + "\n", + "qt = QuadTree(img_shape, num_patch_splits=2)\n", + "\n", + "circuits['quad-tree-2 + cp'] = define_circuit_from_rg(qt)" + ] + }, + { + "attachments": { + "b5cbb639-0dd3-42c1-9787-d9493908120a.png": { + "image/png": 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" + } + }, + "cell_type": "markdown", + "id": "7319b829-96e2-4439-8a11-2c10080bd831", + "metadata": {}, + "source": [ + "# Quad Graph\n", + "\n", + "
\n", + "\n", + "In contrast to the quad tree, a quad graph is a directed acyclic graph.\n", + "This means that it can model more partitions of the random variables than the quad tree (e.g. see plot on the right compared to above).\n", + "While this can make the resulting circuit more expressive, it also increases the number of learnable parameters in the circuit, since the quad graph region graph has more regions that the quad tree.\n", + "\n", + "
\n", + "\n", + "
\n", + " \n", + "![](attachment:b5cbb639-0dd3-42c1-9787-d9493908120a.png)\n", + "\n", + "
" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "id": "aa261663-9cf4-4a7f-bc34-95135700d5b2", + "metadata": {}, + "outputs": [], + "source": [ + "from cirkit.templates.region_graph import QuadGraph\n", + "\n", + "qg = QuadGraph(img_shape)\n", + "\n", + "circuits['quad-graph + cp'] = define_circuit_from_rg(qg)" + ] + }, + { + "attachments": { + "2ddb3e9f-28f4-4dfd-9370-c0f66702ee70.png": { + "image/png": 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vO2lc0ImDR6+FxmZkZmYRtcaGHcyGTZncv8lPh7v2Nyq42JMX7nrlfkwOocVShYbGxcNdX934687LhKTk5OSk5BSe2bKddm2p5ODTbp4+EUJB096286Z218FvXQCAcvdziUk5bfp1qNSsc37HzoYZz5No1BgA/jX48gGUiqutpyPPIbksYaUZ6VmEVFXljaPedZqjc2/5GvuOd1x1/kYzn7cavccMKjLzg6OkosghhM1IS2WJXpFlKJ2RdtZrrnh8vu1x7NW0lYYFY1jpy2MnM6wPdivYeubT5fP3MlnC1W/foV7Ji3UKzVo25JHwt6GhqaSrVtH30DM2bczFgQYAsqTy6azWR6OtuJXoSJj4ix554ax6o7QXWFAAABhHSURBVFzWWf5oSgWl28duSk2MABNurR23/EmXBWu2Leumr0xJU8L+3jh38ZBtO4a5eP05v0vB3O/KhLvmFfjyw13/kRu8aq+Xe7+G8tL4B+7L7CZ3detfKNz1xQ0vL/+Pr8JfJ4lZbhPFKc6vjsyaeV7fbtGwdIdpzqe8fD7dDdqAcFcAgHISJaWoNDGo3ECFUjNoxPsnEZFzAP8eFPgASqfQrl1z3vmnuYQwn2PeS4lmub8sdGzIE7pzF/3asifyjXtPmtWbEELojJjQoKBHzyLff/z8JTHm8SeGEC7LsiVvQKViaW/T/Ni2yGBP94eLt5nl9/LiBx7nVcefb8UtPNh9JmEJIUzMXfeDocVnobPCKBFLWCYtWUhIsQKfrn5DnH8AQKYw8e9i0iuXzkrxFSs+f4+O93eZsODvOEbQZPi2c4fHN6wtgUMplxym7kvotqJXr676yhQhhKfefvyOK7pstwG7F1mJBPcvTDfI6ynUhm71HUqYxCszu41wf0MrDNoTdtW+UBoD13DOuZdm63uYbP7Uc+2pEwXxDxn3Ngyx2hSiPuG0/9GRuhQhhPC0TWd6nM362HXZEusF+o8OD9ekKM0RO26NIEziybGGk86kEvrVboebpm5n5rUUHrB8ns6wnPAHT1IYE21ETgMAlKvfSUhIqVe/fiV/o3Pr16+TkpjGEEWcdQH+HRhgA5Tx3TDs16uR09NoKZG+e/48hXQpbzwcHX188VolP5/5tWhnpF/ue+7c8edJnwhuxxHjrS172Yxq1SBhf9jdl2llLME3mWZrvHfVg+jTh2+sNxuqQgghadfd77aesqbwCDMjKSmLIYRwlNQ1VJQVSqxGeei6I0M5fH0zg+LPcASKikilAACZUl3prN8JZ31LmloucnZcO8W4bu0ZLuWHu3qvmcA0entm/NdwV9WeC6abuS3x89lx8JHt1qoId+3vtHGEbpFw11YzfrfeHuB5Yv3uuVYFt3Ck1Js31+GS1JzAw/dGHr5kyCdEy3qxww1xkNIgB2tNjDMBAMqJ22KF3+3KD5/arvZe+/eVAzuSk4VCYbIwJbfdnAMLTfO7A0n07VO3IhKFyUJhSrIwVbHXqm22rUr5O0/229snjpy87P/sfaKIr6ql27RDn9H2dsNaq/6ojxY+vxP4XswXCOTleBSHMLk5jFanPu21CnqBH8U+1GjuQ7XlXPQ1Kuj3kHPxXyxioAkASsfvNn50q/0u4blszuO7ARnTrFXKt1xudHRCvVqUKEfHXlk51m5nUEp9y7VnXjhYNsyfjid99N17/XJbTprW1+Xhtbjz7mecrKbqUEzcGc/n5ovc1Au/SlFZSY5DxCynbvvfxk/UqdAoCqmzACBjqiudlRG+j4h8lVIknFVeo731mglbe/fq1FCptlWovoa7cpTUVAv/+5Wr26Ftfcrv/dvg4CoJd+1TWrhrrwFmyp5nXpz3DlnXuXi4a6Sc+bh2+eGugzZeHIRDFgCgZscdMQF/e1169y4i/GM6zVLq44fvK3gu5+WN4yfufnodHpUgYgmvRd1ZWwgpWuBjkv1d7e03Xk5sOdXJ9Zi1WSsNOuFl0LWT+8aYec72OjG3w/eiLpi4O64zlvnG57KEEMKRU23YxmKhR6+8Al95Yh9qLvehWnMu+hhpUsi5+A9jAaAMdMyfVnUpQghVb+TxeLp8C4nvLe04cP+n4g9L37j2kCOEEG6TeXdF1bK5WadGKXMI12D+P+JCDz5YZ6zMIZSquUtoTpGX5z5c0YZHiFznDc9zS19hytmJOhThKPTY+krKSiO39Om+4Vmxl4ofLm/NI4TIdVz3LLd8m5n7ZI2RHCH8vvvjaBxjACBT0o+PUM67NiE/4GDCz66tBjqGaulYWJbNeXvbY9//LkekF+8T8joWY8dwacnGuzRNj0s48qZOLwo/mRu+qaf55ohvD9Hvd/URcAjhtVoWJC6lE3m8qp0c4QgsD37rl/M7ltrbjgAAsi9/7ECIXJeNEdLvdx5+i1rwCKHUx5/NKf6c8PxkXS4hvBZL7hU9x9PCW8s61aEorcF7w7MKPS6K8JzVo4FA0HlDaO4PxhOZF2y1KQ5fr/eC//l9KPTO6YHruqpSvMaTzsQWfnnuy+2961C8xlPPJxR+mE7wGlWPItwms902DR2x94WYpeP29+MTQjjyA9y+/HwnKjxv26BOm9FOV98VHj6l3l1kKMehtKz+96ZY69IJl+2b8jiEozj4z5K/PXKerussx9W2+OPOZ2mldrjq9hdqAfxtAaBMlP5k51XmahRhhJecXAKzyrNM2m3PO41GD6tfO/aAif/LaU9IJsttPHH9fKOi+U+MNLfQ/BP63Z+2c/5KLvIKtcH2Y5vyWNFDT4/grOCjZwXjbdsWm/TL7zCkf2MeIdI3z8Myy7qUF/vo/lsJDicAkH0K7do1zzsN5qWzVmBSw+fQpx+lv0xDCJpYTJ073aq1CmEyP4be+uuQ64YVC2dMsV1z8ROTf/W4xDIqlvY2zXmsONjT/aG44NG8cNdJpYa7fgzwPFzCkdtvxCxh6dRkYfH3QLgrAEDt6CRatWxcVp2hTvNmuqU8xyRcXGy382mGQq+Ve2a3KTRTT3Rrx4r/BX4SiZ4HBiUz3+1pYy5731ca4nwz+Nbu6eYNC0Y+X2MfLJaVFvugw8acWL/7aaEeOj/3geQEHr7Xad0sQz6htKwXOwztaTFuvYO15k+3Tl7ORYT3mglL/0759rBqzwXTzfhsgs+Og4+Kjpzyci4EHFb0xD8gtURjN2zSQG/I5lJyLsq5w9W9v1CzFQw0AUDZ+G1/93Qb10iO5Eb+b+mW+xk/en3W/a2OoQOXj9erJd+s3NAHIRks4QiMTE2KT2nPiYlJKHSXK1HiuxhhscGnoLvdRCM+yY302vvHvpvNbMc1KrFffLM5c3uqcNjMoGu+KaVuQ8b19dNc/dNwMAGA7OMZ9uvViEcIyU9nLTc6+tjClRcSfqW2kMY/PLrKpruBbuvhjldj5JqZj52/bsvyQbpl9398k2m2xvIcafTpwze+9qd54a5jSg93VVVXEJSgoGe19sjxEye22hgUj25CuCsAQO2oMcjz5co8HfN4pQTvSZ/t33Tyg5So9Js8oWmR5+VadWqvRnE4Cq26dFAvu4vJDHWzGXlAy/XuueW9dAqvoCD2wbSs2AeS++K8d0jhmlrpuQ/+t0+u7Kv186O8vJwLQkrPuSDSt8HBicUqmVyDCVMHqFJM/CV379iiz+XlXCwrJeei/DtcvfsLNftTFU0A8N3+SX/cwTNfMkYuvxLsZD1a7cqZxZ2Vy3ipOOqo3czAIR7XTUu7VaKUzq+m0XQ13TyeldIMIYSmpQWTGrj1NNQpEsvkpgpTGKJcOPPo88VrkUp1qNRsmpYSQuiMjGxBg+JFQF4b26m9XJ/4xp7cFTTb51Dd0rqoFrN2rb/cx+Hu+c0uAQO39CyWVJgdsss1tP8fuwpd/MmVSllCOMx32yGTEGUcfQBQ2/xcOqvar9IMdOzV1ePstt8T1rdc641wVwAAKDaCoipWF5KEnPYOk7BErk03s2IDDm7TORcjej2LUzbs2KiMMDj68/VVY5Y8G3708lKT4rfiYD5dPn8vkyVcfaMOGiU3Sql5C30eCX8bGprKdC1WzKIaGJs25lZ94/A6rjx3vfG1N5p9xg1RKtKHKakocQhhM1JTWaJXdFt0RtpZr7ni8fm2x7FX01YaFmyW9OWxkxnWB7vJV3yHSVetGtlfqFEo8AH8iIrxonP+jR1sZuy7uczC5OHqPVsX9GtU7O+uKWGnN853fNxtt/cq48JVMkYqFolzxemfQs/djaYJIYRJeHT5+rPm3RvXU5KXkxfwq+AsykhEOeL0Tzf9IiQsYRKe3H3wvmNnLSWBQJ7X0XZuv8PzfBID3Zx9xu4brJ13lmeSH+xccqnNbifJuKneUbdvRK1uzfELUe9qWyK4lmo0btqQDbf/Tm07cXqvMmJtBe1/P/l32tjxzjttxqif9FxmrpW/T9LYG5unrwgYcOB8H2VCCKHF2aLs5Oe3H31iCGGj7py9P3hsG21lAV9QohmYZEKhwAcAtfB3U+dZCy0PzbwiZBKvn7yYMHxiua5tS57886Rx9w2CX6MNsh9uHDFu6+PsOuZOl88vN6rAXlF6o+1+W+dzIt7X43j05GVNo497JQ7d1b3oGuSaNdfnkhdSVhifwBAdzB0AAPjVMXFBD95ICeEoNGjcoOTgSF6njYlOGYuyWWH/sx+50Put0gAbVaVSOuAisQ8RxS8DscmFYh+0ivVZ1Zb7IGhiMXWuBSGEMJkfwx4EPXwa+e5T7JeE948+MYRwy865OLYtMtjT/eHibWb5Bb28nIvzZeZcfG+HSbEdRs7FLwE/mwDKM6JrNHxHwMt77gtMpTdWD2ihbzTYzsH5gOepE39uWzt/8rCehu1GeynMP3/dxbLoUETyaE0XLS3dJq27j94eQuppampqaqjEeNlbdGihr63RYMq57CrYOLHv/BZ1NRp1mvJ3Qh0NjbqCyL1WrXXr1uu+OUJKuC1mnfI9stiqdeoR607mk1c479rhuHji4DF7mNmHHCwmOO2c1Iq6v6Zbk3aTg62c55R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" + } + }, + "cell_type": "markdown", + "id": "4354cd79-52ca-48a3-bdf9-9e781e1a694e", + "metadata": {}, + "source": [ + "# Parametrization\n", + "\n", + "
\n", + "\n", + "> RQ2: What is the best sum product layer parametrisation for our image distribution estimation task?\n", + "\n", + "
\n", + "\n", + "## Choosing a Sum Product Layer\n", + "\n", + "In the previous examples we used `cp` as the sum product layer by default. But what is `cp`? To understand this we first need to introduce the layers that comprise sum product layers.\n", + "\n", + "## Layers\n", + "\n", + "![layer-names.png](attachment:2ddb3e9f-28f4-4dfd-9370-c0f66702ee70.png)\n", + "\n", + "The layers above are fundamental building blocks of circuits.\n", + "\n", + "### Input Layer\n", + "Input layers (left) are random variables. In our case, our input layers are Categorical random variables with 256 classes, one per possible pixel value.\n", + "\n", + "### Product Layer\n", + "There are two types of product layer (center):\n", + "1. Hadamard\n", + "2. Kronecker\n", + "\n", + "The inputs to a Hadamard layer must have the same dimension and the computed output is the element-wise product of those inputs.\n", + "On the other hand, kronecker takes an outer product. So if the first input has $a$ dimensions and the second has $b$ dimensions, the output has $ab$ dimensions.\n", + "\n", + "### Sum Layer\n", + "For sum layer (right), each sum unit weighs an input and computes the sum.\n", + "\n", + "\n", + "### Learnable Parameters\n", + "From the layers above, only the input layers and sum layers admit learnable parameters, which we commonly represent as matrices ($\\mathbf{W}, \\mathbf{Q}$).\n", + "However, note that the choice of product layer affects the number of inputs to sum layers, so can therefore affect the number of learnable parameters in a circuit.\n", + "\n", + "## Layer Representations\n", + "\n", + "Sum product layers are made by combining a product layer with a sum layer from above.\n", + "To easily see the combinations, we represent each layer with the following representations.\n", + "![layer-representations.png](attachment:a5241df3-a151-4c3f-a34b-98294baaef74.png)\n", + "\n", + "## Sum Product Layers\n", + "\n", + "Below, we show a diagram of each sum product layer by using the representations introduced above.\n", + "\n", + "![layers-with-eq.png](attachment:62b9388e-3445-4a33-97e4-3d4eaa7735e1.png)\n", + "\n", + "We can now show how the sum product layers are constructed from their parts. At the top of the figure we show an equation describing the layer, where $l_i$ are the sub-circuits that feed into our sum product layer, $\\mathbf{Z}$ are inputs to the sub-circuits, and $\\mathbf{Q}$ and $\\mathbf{W}$ are matrices of parameters for the sum layers.\n", + "\n", + "Now that we have introduced `cp.T` and `tucker`, we construct versions of our circuits with these sum product layers, in order to compare the effect of the parametrisation on the results in the experiments we will run next." + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "id": "c809c46f-7189-47d2-b12e-7225865c7f5e", + "metadata": {}, + "outputs": [], + "source": [ + "circuits['random-binary-tree + cp.T'] = define_circuit_from_rg(rnd, 'cp-t')\n", + "circuits['random-binary-tree + Tucker'] = define_circuit_from_rg(rnd, 'tucker')\n", + "\n", + "circuits['quad-tree-2 + cp.T'] = define_circuit_from_rg(qt, 'cp-t')\n", + "circuits['quad-tree-2 + Tucker'] = define_circuit_from_rg(qt, 'tucker')\n", + "\n", + "circuits['quad-graph + cp.T'] = define_circuit_from_rg(qg, 'cp-t')\n", + "circuits['quad-graph + Tucker'] = define_circuit_from_rg(qg, 'tucker')" + ] + }, + { + "cell_type": "markdown", + "id": "0ae0d982-2059-4f4c-8e38-4367753dbd04", + "metadata": {}, + "source": [ + "# Experiments\n", + "We now compare results on distribution estimation for the region graphs and sum product layers we have introduced." + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "id": "24e281cd-fb26-4780-96e1-664d9f4cf9c0", + "metadata": { + "scrolled": true + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "Training circuit with region graph \"random-binary-tree + cp\"\n", + "Step 100: Average NLL: 3422.423\n", + "Step 200: Average NLL: 1614.733\n", + "Step 300: Average NLL: 1013.035\n", + "Step 400: Average NLL: 954.595\n", + "Step 500: Average NLL: 930.759\n", + "Step 600: Average NLL: 928.207\n", + "Step 700: Average NLL: 924.093\n", + "Step 800: Average NLL: 916.476\n", + "Step 900: Average NLL: 919.580\n", + "Step 1000: Average NLL: 911.700\n", + "Step 1100: Average NLL: 916.981\n", + "Average test LL: 914.781\n", + "Bits per dimension: 1.683\n", + "\n", + "Training circuit with region graph \"quad-tree-2 + cp\"\n", + "Step 100: Average NLL: 3423.503\n", + "Step 200: Average NLL: 1599.988\n", + "Step 300: Average NLL: 951.543\n", + "Step 400: Average NLL: 851.868\n", + "Step 500: Average NLL: 802.758\n", + "Step 600: Average NLL: 779.314\n", + "Step 700: Average NLL: 761.668\n", + "Step 800: Average NLL: 743.466\n", + "Step 900: Average NLL: 737.404\n", + "Step 1000: Average NLL: 723.257\n", + "Step 1100: Average NLL: 722.298\n", + "Average test LL: 714.139\n", + "Bits per dimension: 1.314\n", + "\n", + "Training circuit with region graph \"quad-graph + cp\"\n", + "Step 100: Average NLL: 3413.503\n", + "Step 200: Average NLL: 1570.938\n", + "Step 300: Average NLL: 943.364\n", + "Step 400: Average NLL: 844.029\n", + "Step 500: Average NLL: 792.305\n", + "Step 600: Average NLL: 771.743\n", + "Step 700: Average NLL: 757.542\n", + "Step 800: Average NLL: 737.154\n", + "Step 900: Average NLL: 734.906\n", + "Step 1000: Average NLL: 719.278\n", + "Step 1100: Average NLL: 718.698\n", + "Average test LL: 711.308\n", + "Bits per dimension: 1.309\n", + "\n", + "Training circuit with region graph \"random-binary-tree + cp.T\"\n", + "Step 100: Average NLL: 3503.262\n", + "Step 200: Average NLL: 1745.239\n", + "Step 300: Average NLL: 1055.843\n", + "Step 400: Average NLL: 970.174\n", + "Step 500: Average NLL: 937.951\n", + "Step 600: Average NLL: 934.095\n", + "Step 700: Average NLL: 929.031\n", + "Step 800: Average NLL: 919.245\n", + "Step 900: Average NLL: 920.922\n", + "Step 1000: Average NLL: 912.927\n", + "Step 1100: Average NLL: 917.076\n", + "Average test LL: 916.002\n", + "Bits per dimension: 1.686\n", + "\n", + "Training circuit with region graph \"random-binary-tree + Tucker\"\n", + "Step 100: Average NLL: 3533.276\n", + "Step 200: Average NLL: 2006.147\n", + "Step 300: Average NLL: 1183.784\n", + "Step 400: Average NLL: 981.932\n", + "Step 500: Average NLL: 932.100\n", + "Step 600: Average NLL: 924.787\n", + "Step 700: Average NLL: 918.032\n", + "Step 800: Average NLL: 907.464\n", + "Step 900: Average NLL: 911.107\n", + "Step 1000: Average NLL: 904.106\n", + "Step 1100: Average NLL: 907.956\n", + "Average test LL: 902.902\n", + "Bits per dimension: 1.661\n", + "\n", + "Training circuit with region graph \"quad-tree-2 + cp.T\"\n", + "Step 100: Average NLL: 3511.839\n", + "Step 200: Average NLL: 1719.128\n", + "Step 300: Average NLL: 984.015\n", + "Step 400: Average NLL: 861.948\n", + "Step 500: Average NLL: 810.703\n", + "Step 600: Average NLL: 790.831\n", + "Step 700: Average NLL: 773.647\n", + "Step 800: Average NLL: 753.012\n", + "Step 900: Average NLL: 746.483\n", + "Step 1000: Average NLL: 730.322\n", + "Step 1100: Average NLL: 726.819\n", + "Average test LL: 724.648\n", + "Bits per dimension: 1.333\n", + "\n", + "Training circuit with region graph \"quad-tree-2 + Tucker\"\n", + "Step 100: Average NLL: 3557.726\n", + "Step 200: Average NLL: 2031.747\n", + "Step 300: Average NLL: 1125.442\n", + "Step 400: Average NLL: 888.607\n", + "Step 500: Average NLL: 816.974\n", + "Step 600: Average NLL: 792.850\n", + "Step 700: Average NLL: 772.091\n", + "Step 800: Average NLL: 750.501\n", + "Step 900: Average NLL: 744.235\n", + "Step 1000: Average NLL: 731.285\n", + "Step 1100: Average NLL: 728.470\n", + "Average test LL: 720.184\n", + "Bits per dimension: 1.325\n", + "\n", + "Training circuit with region graph \"quad-graph + cp.T\"\n", + "Step 100: Average NLL: 3474.797\n", + "Step 200: Average NLL: 1632.745\n", + "Step 300: Average NLL: 965.570\n", + "Step 400: Average NLL: 854.478\n", + "Step 500: Average NLL: 803.621\n", + "Step 600: Average NLL: 780.305\n", + "Step 700: Average NLL: 764.711\n", + "Step 800: Average NLL: 743.587\n", + "Step 900: Average NLL: 736.669\n", + "Step 1000: Average NLL: 722.102\n", + "Step 1100: Average NLL: 719.495\n", + "Average test LL: 717.598\n", + "Bits per dimension: 1.321\n", + "\n", + "Training circuit with region graph \"quad-graph + Tucker\"\n", + "Step 100: Average NLL: 3550.641\n", + "Step 200: Average NLL: 1989.352\n", + "Step 300: Average NLL: 1108.914\n", + "Step 400: Average NLL: 885.228\n", + "Step 500: Average NLL: 808.847\n", + "Step 600: Average NLL: 778.896\n", + "Step 700: Average NLL: 760.512\n", + "Step 800: Average NLL: 741.714\n", + "Step 900: Average NLL: 737.141\n", + "Step 1000: Average NLL: 721.132\n", + "Step 1100: Average NLL: 721.241\n", + "Average test LL: 713.684\n", + "Bits per dimension: 1.313\n" + ] + } + ], + "source": [ + "import random\n", + "import torch\n", + "import numpy as np\n", + "import pandas as pd\n", + "\n", + "\n", + "from cirkit.pipeline import compile\n", + "\n", + "\n", + "def train_and_eval_circuit(cc):\n", + "\n", + " # Set some seeds\n", + " random.seed(42)\n", + " np.random.seed(42)\n", + " torch.manual_seed(42)\n", + " # torch.cuda.manual_seed(42)\n", + " \n", + " # Set the torch device to use\n", + " device = torch.device('cuda')\n", + "\n", + " # Compile the circuit\n", + " circuit = compile(cc)\n", + " \n", + " # Move the circuit to chosen device\n", + " circuit = circuit.to(device)\n", + " \n", + " num_epochs = 5\n", + " step_idx = 0\n", + " running_loss = 0.0\n", + " stats = dict()\n", + "\n", + " stats['# trainable parameters'] = sum(p.numel() for p in circuit.parameters())\n", + " stats['train loss'] = []\n", + " \n", + " # Initialize a torch optimizer of your choice,\n", + " # e.g., Adam, by passing the parameters of the circuit\n", + " optimizer = torch.optim.Adam(circuit.parameters(), lr=0.01)\n", + " \n", + " for epoch_idx in range(num_epochs):\n", + " for i, (batch, _) in enumerate(train_dataloader):\n", + " # The circuit expects an input of shape (batch_dim, num_channels, num_variables),\n", + " # so we unsqueeze a dimension for the channel.\n", + " BS = batch.shape[0]\n", + " batch = batch.view(BS, 1, -1).to(device)\n", + " \n", + " # Compute the log-likelihoods of the batch, by evaluating the circuit\n", + " log_likelihoods = circuit(batch)\n", + " \n", + " # We take the negated average log-likelihood as loss\n", + " loss = -torch.mean(log_likelihoods)\n", + " loss.backward()\n", + " # Update the parameters of the circuits, as any other model in PyTorch\n", + " optimizer.step()\n", + " optimizer.zero_grad()\n", + " running_loss += loss.detach() * len(batch)\n", + " step_idx += 1\n", + " if step_idx % 100 == 0:\n", + " average_nll = running_loss / (100 * len(batch))\n", + " print(f\"Step {step_idx}: Average NLL: {average_nll:.3f}\")\n", + " running_loss = 0.0\n", + " \n", + " stats['train loss'].append(average_nll.cpu().item())\n", + "\n", + " with torch.no_grad():\n", + " test_lls = 0.0\n", + " \n", + " for batch, _ in test_dataloader:\n", + " # The circuit expects an input of shape (batch_dim, num_channels, num_variables),\n", + " # so we unsqueeze a dimension for the channel.\n", + " BS = batch.shape[0]\n", + " batch = batch.view(BS, 1, -1).to(device)\n", + " \n", + " # Compute the log-likelihoods of the batch\n", + " log_likelihoods = circuit(batch)\n", + " \n", + " # Accumulate the log-likelihoods\n", + " test_lls += log_likelihoods.sum().item()\n", + " \n", + " # Compute average test log-likelihood and bits per dimension\n", + " average_nll = - test_lls / len(data_test)\n", + " bpd = average_nll / (28 * 28 * np.log(2.0))\n", + " print(f\"Average test LL: {average_nll:.3f}\")\n", + " print(f\"Bits per dimension: {bpd:.3f}\")\n", + " \n", + " stats['test loss'] = average_nll\n", + " stats['test bits per dimension'] = bpd\n", + "\n", + " # Free GPU memory\n", + " circuit = circuit.to('cpu')\n", + " torch.cuda.empty_cache()\n", + "\n", + " stats['train loss (min)'] = min(stats['train loss'])\n", + " return stats\n", + "\n", + "\n", + "results = dict()\n", + "for k, cc in circuits.items():\n", + " print('\\nTraining circuit with region graph \"%s\"' % k)\n", + " \n", + " results[k] = train_and_eval_circuit(cc)\n", + " results[k]['sum product layer'] = k.split('+')[1]" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "id": "92d01fa7-c45e-47d2-a2e1-8e368bba30ab", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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# trainable parameterstest losstest bits per dimensiontrain loss (min)sum product layer
quad-graph25,641,474711.3081.309718.698cp
quad-graph421,306,626713.6841.313721.132Tucker
quad-tree-219,251,328714.1391.314722.298cp
quad-graph19,259,778717.5981.321719.495cp.T
quad-tree-2217,845,760720.1841.325728.470Tucker
quad-tree-216,048,192724.6481.333726.819cp.T
random-binary-tree217,845,760902.9021.661904.106Tucker
random-binary-tree19,251,328914.7811.683911.700cp
random-binary-tree16,048,192916.0021.686912.927cp.T
\n", + "
" + ], + "text/plain": [ + " # trainable parameters test loss \\\n", + "quad-graph 25,641,474 711.308 \n", + "quad-graph 421,306,626 713.684 \n", + "quad-tree-2 19,251,328 714.139 \n", + "quad-graph 19,259,778 717.598 \n", + "quad-tree-2 217,845,760 720.184 \n", + "quad-tree-2 16,048,192 724.648 \n", + "random-binary-tree 217,845,760 902.902 \n", + "random-binary-tree 19,251,328 914.781 \n", + "random-binary-tree 16,048,192 916.002 \n", + "\n", + " test bits per dimension train loss (min) \\\n", + "quad-graph 1.309 718.698 \n", + "quad-graph 1.313 721.132 \n", + "quad-tree-2 1.314 722.298 \n", + "quad-graph 1.321 719.495 \n", + "quad-tree-2 1.325 728.470 \n", + "quad-tree-2 1.333 726.819 \n", + "random-binary-tree 1.661 904.106 \n", + "random-binary-tree 1.683 911.700 \n", + "random-binary-tree 1.686 912.927 \n", + "\n", + " sum product layer \n", + "quad-graph cp \n", + "quad-graph Tucker \n", + "quad-tree-2 cp \n", + "quad-graph cp.T \n", + "quad-tree-2 Tucker \n", + "quad-tree-2 cp.T \n", + "random-binary-tree Tucker \n", + "random-binary-tree cp \n", + "random-binary-tree cp.T " + ] + }, + "execution_count": 9, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# Print results\n", + "df = pd.DataFrame.from_dict(results, orient='index')\n", + "df = df.drop(columns='train loss')\n", + "\n", + "df.index = df.index.map(lambda x: x.split('+')[0])\n", + "df[\"# trainable parameters\"] = df[\"# trainable parameters\"].map('{:,d}'.format)\n", + "pd.options.display.float_format = \"{:,.3f}\".format\n", + "\n", + "df.sort_values('test bits per dimension')" + ] + }, + { + "cell_type": "markdown", + "id": "9e308f69-fea6-408e-bbb6-2180257413f2", + "metadata": {}, + "source": [ + "# Results\n", + "\n", + "In the results above we have ordered the models based on the resulting `test bits per dimension` where the lower the number is the better our model is at distribution estimation.\n", + "\n", + "**[RQ1](#Region-Graphs:-Deep-Dive)**: As can be seen, quad-graph and quad-tree are better suited for modelling image data; they have superior generalisation as measured in `bits per dimension` when compared to random-binary-tree for all sum product layers.\n", + "\n", + "**[RQ2](#Parametrization)**: We see that for quad-tree and quad-graph, CP and CP.T give us the best results for our task, especially when taking into account how many more trainable parameters `tucker` requires. However, `tucker` does give us better results when we use a random-binary-tree region graph." + ] + }, + { + "cell_type": "markdown", + "id": "53f13ecb-1672-4b7e-a95f-4fbaebeeb7f4", + "metadata": {}, + "source": [ + "# Further reading\n", + "\n", + "For more details on region graphs, parametrisations and folding, see Chapters 4 and 5 of [What is the Relationship between Tensor Factorizations\n", + "and Circuits ](https://arxiv.org/abs/2409.07953).\n", + "For the implementations, see the code for the supported [Region Graphs](https://github.com/april-tools/cirkit/blob/main/cirkit/templates/region_graph/algorithms.py). More specifically, if you are interested in building region-graphs that capture the structure of your dataset, you may want to check out [Chow-Liu Trees](https://github.com/april-tools/cirkit/blob/main/cirkit/templates/region_graph/algorithms/chow_liu.py).\n", + "\n", + "Another important choice has to do with optimising the circuit via folding, learn more in the notebook on [compilation](https://github.com/april-tools/cirkit/blob/main/notebooks/compilation-options.ipynb)." + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3 (ipykernel)", + "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": "3.9.2" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +}