1175 lines
679 KiB
Plaintext
Vendored
1175 lines
679 KiB
Plaintext
Vendored
{
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"cells": [
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{
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"cell_type": "markdown",
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"id": "48dd2795",
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"metadata": {},
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"source": [
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"# Tutorial 4: continuous convolutional filter"
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]
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},
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{
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"cell_type": "markdown",
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"id": "25770254",
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"metadata": {},
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"source": [
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"In this tutorial, we will show how to use the Continuous Convolutional Filter, and how to build common Deep Learning architectures with it. The implementation of the filter follows the original work [**A Continuous Convolutional Trainable Filter for Modelling Unstructured Data**](https://arxiv.org/abs/2210.13416)."
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]
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},
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{
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"cell_type": "markdown",
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"id": "80e8bfac",
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"metadata": {},
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"source": [
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"First of all we import the modules needed for the tutorial, which include:\n",
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"\n",
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"* `ContinuousConv` class from `pina.model.layers` which implements the continuous convolutional filter\n",
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"* `PyTorch` and `Matplotlib` for tensorial operations and visualization respectively"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 1,
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"id": "5ae7c0e8",
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"metadata": {},
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"outputs": [],
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"source": [
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"import torch \n",
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"import matplotlib.pyplot as plt \n",
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"from pina.model.layers import ContinuousConvBlock \n",
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"import torchvision # for MNIST dataset\n",
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"from pina.model import FeedForward # for building AE and MNIST classification"
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]
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},
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{
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"cell_type": "markdown",
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"id": "4094758f",
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"metadata": {},
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"source": [
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"The tutorial is structured as follow: \n",
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"* [Continuous filter background](#continuous-filter-background): understand how the convolutional filter works and how to use it.\n",
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"* [Building a MNIST Classifier](#building-a-mnist-classifier): show how to build a simple classifier using the MNIST dataset and how to combine a continuous convolutional layer with a feedforward neural network. \n",
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"* [Building a Continuous Convolutional Autoencoder](#building-a-continuous-convolutional-autoencoder): show how to use the continuous filter to work with unstructured data for autoencoding and up-sampling."
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]
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},
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{
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"cell_type": "markdown",
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"id": "87327478",
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"metadata": {},
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"source": [
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"## Continuous filter background"
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]
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},
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{
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"cell_type": "markdown",
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"id": "7f1aa4ef",
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"metadata": {},
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"source": [
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"As reported by the authors in the original paper: in contrast to discrete convolution, continuous convolution is mathematically defined as:\n",
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"\n",
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"$$\n",
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" \\mathcal{I}_{\\rm{out}}(\\mathbf{x}) = \\int_{\\mathcal{X}} \\mathcal{I}(\\mathbf{x} + \\mathbf{\\tau}) \\cdot \\mathcal{K}(\\mathbf{\\tau}) d\\mathbf{\\tau},\n",
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"$$\n",
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"where $\\mathcal{K} : \\mathcal{X} \\rightarrow \\mathbb{R}$ is the *continuous filter* function, and $\\mathcal{I} : \\Omega \\subset \\mathbb{R}^N \\rightarrow \\mathbb{R}$ is the input function. The continuous filter function is approximated using a FeedForward Neural Network, thus trainable during the training phase. The way in which the integral is approximated can be different, currently on **PINA** we approximate it using a simple sum, as suggested by the authors. Thus, given $\\{\\mathbf{x}_i\\}_{i=1}^{n}$ points in $\\mathbb{R}^N$ of the input function mapped on the $\\mathcal{X}$ filter domain, we approximate the above equation as:\n",
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"$$\n",
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" \\mathcal{I}_{\\rm{out}}(\\mathbf{\\tilde{x}}_i) = \\sum_{{\\mathbf{x}_i}\\in\\mathcal{X}} \\mathcal{I}(\\mathbf{x}_i + \\mathbf{\\tau}) \\cdot \\mathcal{K}(\\mathbf{x}_i),\n",
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"$$\n",
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"where $\\mathbf{\\tau} \\in \\mathcal{S}$, with $\\mathcal{S}$ the set of available strides, corresponds to the current stride position of the filter, and $\\mathbf{\\tilde{x}}_i$ points are obtained by taking the centroid of the filter position mapped on the $\\Omega$ domain. "
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]
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},
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{
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"cell_type": "markdown",
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"id": "a2ea9c78",
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"metadata": {},
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"source": [
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"We will now try to pratically see how to work with the filter. From the above definition we see that what is needed is:\n",
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"1. A domain and a function defined on that domain (the input)\n",
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"2. A stride, corresponding to the positions where the filter needs to be $\\rightarrow$ `stride` variable in `ContinuousConv`\n",
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"3. The filter rectangular domain $\\rightarrow$ `filter_dim` variable in `ContinuousConv`"
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]
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},
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{
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"cell_type": "markdown",
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"id": "ac896875",
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"metadata": {},
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"source": [
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"### Input function\n",
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"\n",
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"The input function for the continuous filter is defined as a tensor of shape: $$[B \\times N_{in} \\times N \\times D]$$ where $B$ is the batch_size, $N_{in}$ is the number of input fields, $N$ the number of points in the mesh, $D$ the dimension of the problem. In particular:\n",
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"* $D$ is the number of spatial variables + 1. The last column must contain the field value. For example for 2D problems $D=3$ and the tensor will be something like `[first coordinate, second coordinate, field value]`\n",
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"* $N_{in}$ represents the number of vectorial function presented. For example a vectorial function $f = [f_1, f_2]$ will have $N_{in}=2$ \n",
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"\n",
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"Let's see an example to clear the ideas. We will be verbose to explain in details the input form. We wish to create the function:\n",
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"$$\n",
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"f(x, y) = [\\sin(\\pi x) \\sin(\\pi y), -\\sin(\\pi x) \\sin(\\pi y)] \\quad (x,y)\\in[0,1]\\times[0,1]\n",
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"$$\n",
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"\n",
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"using a batch size of one."
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]
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},
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{
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"cell_type": "code",
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"execution_count": 2,
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"id": "447bb133",
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"metadata": {},
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"outputs": [
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{
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"name": "stdout",
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"output_type": "stream",
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"text": [
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"Domain has shape: torch.Size([1, 2, 200, 2])\n",
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"Filter input data has shape: torch.Size([1, 2, 200, 3])\n"
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]
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}
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],
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"source": [
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"# batch size fixed to 1\n",
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"batch_size = 1\n",
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"\n",
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"# points in the mesh fixed to 200\n",
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"N = 200\n",
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"\n",
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"# vectorial 2 dimensional function, number_input_fileds=2\n",
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"number_input_fileds = 2\n",
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"\n",
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"# 2 dimensional spatial variables, D = 2 + 1 = 3\n",
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"D = 3\n",
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"\n",
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"# create the function f domain as random 2d points in [0, 1]\n",
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"domain = torch.rand(size=(batch_size, number_input_fileds, N, D-1))\n",
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"print(f\"Domain has shape: {domain.shape}\")\n",
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"\n",
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"# create the functions\n",
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"pi = torch.acos(torch.tensor([-1.])) # pi value\n",
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"f1 = torch.sin(pi * domain[:, 0, :, 0]) * torch.sin(pi * domain[:, 0, :, 1])\n",
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"f2 = - torch.sin(pi * domain[:, 1, :, 0]) * torch.sin(pi * domain[:, 1, :, 1])\n",
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"\n",
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"# stacking the input domain and field values\n",
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"data = torch.empty(size=(batch_size, number_input_fileds, N, D))\n",
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"data[..., :-1] = domain # copy the domain\n",
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"data[:, 0, :, -1] = f1 # copy first field value\n",
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"data[:, 1, :, -1] = f1 # copy second field value\n",
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"print(f\"Filter input data has shape: {data.shape}\")"
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]
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},
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{
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"cell_type": "markdown",
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"id": "e93d6afd",
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"metadata": {},
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"source": [
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"### Stride\n",
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"\n",
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"The stride is passed as a dictionary `stride` which tells the filter where to go. Here is an example for the $[0,1]\\times[0,5]$ domain:\n",
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"\n",
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"```python\n",
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"# stride definition\n",
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"stride = {\"domain\": [1, 5],\n",
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" \"start\": [0, 0],\n",
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" \"jump\": [0.1, 0.3],\n",
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" \"direction\": [1, 1],\n",
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" }\n",
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"```\n",
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"This tells the filter:\n",
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"1. `domain`: square domain (the only implemented) $[0,1]\\times[0,5]$. The minimum value is always zero, while the maximum is specified by the user\n",
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"2. `start`: start position of the filter, coordinate $(0, 0)$\n",
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"3. `jump`: the jumps of the centroid of the filter to the next position $(0.1, 0.3)$\n",
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"4. `direction`: the directions of the jump, with `1 = right`, `0 = no jump`,`-1 = left` with respect to the current position\n",
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"\n",
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"**Note**\n",
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"\n",
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"We are planning to release the possibility to directly pass a list of possible strides!"
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]
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},
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{
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"cell_type": "markdown",
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"id": "71c13ef2",
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"metadata": {},
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"source": [
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"### Filter definition\n",
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"\n",
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"Having defined all the previous blocks we are able to construct the continuous filter.\n",
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"\n",
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"Suppose we would like to get an ouput with only one field, and let us fix the filter dimension to be $[0.1, 0.1]$."
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]
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},
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{
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"cell_type": "code",
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"execution_count": 3,
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"id": "b78c08b8",
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"metadata": {},
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"outputs": [
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{
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"name": "stderr",
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"output_type": "stream",
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"text": [
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"/u/n/ndemo/.local/lib/python3.9/site-packages/torch/functional.py:504: UserWarning: torch.meshgrid: in an upcoming release, it will be required to pass the indexing argument. (Triggered internally at ../aten/src/ATen/native/TensorShape.cpp:3526.)\n",
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" return _VF.meshgrid(tensors, **kwargs) # type: ignore[attr-defined]\n"
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]
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}
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],
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"source": [
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"# filter dim\n",
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"filter_dim = [0.1, 0.1]\n",
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"\n",
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"# stride\n",
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"stride = {\"domain\": [1, 1],\n",
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" \"start\": [0, 0],\n",
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" \"jump\": [0.08, 0.08],\n",
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" \"direction\": [1, 1],\n",
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" }\n",
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"\n",
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"# creating the filter \n",
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"cConv = ContinuousConvBlock(input_numb_field=number_input_fileds,\n",
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" output_numb_field=1,\n",
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" filter_dim=filter_dim,\n",
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" stride=stride)"
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]
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},
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{
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"cell_type": "markdown",
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"id": "49ccc992",
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"metadata": {},
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"source": [
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"That's it! In just one line of code we have created the continuous convolutional filter. By default the `pina.model.FeedForward` neural network is intitialised, more on the [documentation](https://mathlab.github.io/PINA/_rst/fnn.html). In case the mesh doesn't change during training we can set the `optimize` flag equals to `True`, to exploit optimizations for finding the points to convolve."
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]
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},
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{
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"cell_type": "code",
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"execution_count": 4,
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"id": "0fbe67dc",
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"metadata": {},
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"outputs": [],
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"source": [
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"# creating the filter + optimization\n",
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"cConv = ContinuousConvBlock(input_numb_field=number_input_fileds,\n",
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" output_numb_field=1,\n",
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" filter_dim=filter_dim,\n",
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" stride=stride,\n",
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" optimize=True)\n"
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]
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},
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{
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"cell_type": "markdown",
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"id": "f99c290e",
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"metadata": {},
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"source": [
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"Let's try to do a forward pass"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 5,
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"id": "07580a3c",
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"metadata": {},
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"outputs": [
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{
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"name": "stdout",
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"output_type": "stream",
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"text": [
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"Filter input data has shape: torch.Size([1, 2, 200, 3])\n",
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"Filter output data has shape: torch.Size([1, 1, 169, 3])\n"
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]
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}
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],
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"source": [
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"print(f\"Filter input data has shape: {data.shape}\")\n",
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"\n",
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"#input to the filter\n",
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"output = cConv(data)\n",
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"\n",
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"print(f\"Filter output data has shape: {output.shape}\")"
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]
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},
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{
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"cell_type": "markdown",
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"id": "886cf50f",
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"metadata": {},
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"source": [
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"If we don't want to use the default `FeedForward` neural network, we can pass a specified torch model in the `model` keyword as follow: \n"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 6,
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"id": "0e234c69",
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"metadata": {},
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"outputs": [],
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"source": [
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"class SimpleKernel(torch.nn.Module):\n",
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" def __init__(self) -> None:\n",
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" super().__init__()\n",
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" self. model = torch.nn.Sequential(\n",
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" torch.nn.Linear(2, 20),\n",
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" torch.nn.ReLU(),\n",
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" torch.nn.Linear(20, 20),\n",
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" torch.nn.ReLU(),\n",
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" torch.nn.Linear(20, 1))\n",
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"\n",
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" def forward(self, x):\n",
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" return self.model(x)\n",
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"\n",
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"\n",
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"cConv = ContinuousConvBlock(input_numb_field=number_input_fileds,\n",
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" output_numb_field=1,\n",
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" filter_dim=filter_dim,\n",
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" stride=stride,\n",
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" optimize=True,\n",
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" model=SimpleKernel)\n"
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]
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},
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{
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"cell_type": "markdown",
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"id": "2d4318ab",
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"metadata": {},
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"source": [
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"Notice that we pass the class and not an already built object!"
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]
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},
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{
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"cell_type": "markdown",
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"id": "254e8c8d",
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"metadata": {},
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"source": [
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"## Building a MNIST Classifier\n",
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"\n",
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"Let's see how we can build a MNIST classifier using a continuous convolutional filter. We will use the MNIST dataset from PyTorch. In order to keep small training times we use only 6000 samples for training and 1000 samples for testing."
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]
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},
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{
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"cell_type": "code",
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"execution_count": 7,
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"id": "6d816e7a",
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"metadata": {},
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"outputs": [
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{
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"name": "stdout",
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"output_type": "stream",
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"text": [
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"Downloading http://yann.lecun.com/exdb/mnist/train-images-idx3-ubyte.gz\n",
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"Downloading http://yann.lecun.com/exdb/mnist/train-images-idx3-ubyte.gz to ./data/MNIST/raw/train-images-idx3-ubyte.gz\n"
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"text": [
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"100%|█████████████████████████████████| 9912422/9912422 [00:00<00:00, 59926793.62it/s]\n"
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"Extracting ./data/MNIST/raw/train-images-idx3-ubyte.gz to ./data/MNIST/raw\n",
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"\n",
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"Downloading http://yann.lecun.com/exdb/mnist/train-labels-idx1-ubyte.gz\n",
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"Downloading http://yann.lecun.com/exdb/mnist/train-labels-idx1-ubyte.gz to ./data/MNIST/raw/train-labels-idx1-ubyte.gz\n"
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"Extracting ./data/MNIST/raw/train-labels-idx1-ubyte.gz to ./data/MNIST/raw\n",
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"\n",
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"Downloading http://yann.lecun.com/exdb/mnist/t10k-images-idx3-ubyte.gz\n",
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"Downloading http://yann.lecun.com/exdb/mnist/t10k-images-idx3-ubyte.gz to ./data/MNIST/raw/t10k-images-idx3-ubyte.gz\n"
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"Extracting ./data/MNIST/raw/t10k-images-idx3-ubyte.gz to ./data/MNIST/raw\n",
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"\n",
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"Downloading http://yann.lecun.com/exdb/mnist/t10k-labels-idx1-ubyte.gz\n",
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"Downloading http://yann.lecun.com/exdb/mnist/t10k-labels-idx1-ubyte.gz to ./data/MNIST/raw/t10k-labels-idx1-ubyte.gz\n"
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"Extracting ./data/MNIST/raw/t10k-labels-idx1-ubyte.gz to ./data/MNIST/raw\n",
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"text": [
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"\n"
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}
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],
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"source": [
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"from torch.utils.data import DataLoader, SubsetRandomSampler\n",
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"\n",
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"numb_training = 6000 # get just 6000 images for training\n",
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"numb_testing= 1000 # get just 1000 images for training\n",
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"seed = 111 # for reproducibility\n",
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"batch_size = 8 # setting batch size\n",
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"\n",
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"# setting the seed\n",
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"torch.manual_seed(seed)\n",
|
|
"\n",
|
|
"# downloading the dataset\n",
|
|
"train_data = torchvision.datasets.MNIST('./data/', train=True, download=True,\n",
|
|
" transform=torchvision.transforms.Compose([\n",
|
|
" torchvision.transforms.ToTensor(),\n",
|
|
" torchvision.transforms.Normalize(\n",
|
|
" (0.1307,), (0.3081,))\n",
|
|
" ]))\n",
|
|
"subsample_train_indices = torch.randperm(len(train_data))[:numb_training]\n",
|
|
"train_loader = DataLoader(train_data, batch_size=batch_size,\n",
|
|
" sampler=SubsetRandomSampler(subsample_train_indices))\n",
|
|
"\n",
|
|
"test_data = torchvision.datasets.MNIST('./data/', train=False, download=True,\n",
|
|
" transform=torchvision.transforms.Compose([\n",
|
|
" torchvision.transforms.ToTensor(),\n",
|
|
" torchvision.transforms.Normalize(\n",
|
|
" (0.1307,), (0.3081,))\n",
|
|
" ]))\n",
|
|
"subsample_test_indices = torch.randperm(len(train_data))[:numb_testing]\n",
|
|
"test_loader = DataLoader(train_data, batch_size=batch_size,\n",
|
|
" sampler=SubsetRandomSampler(subsample_train_indices))"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"id": "7f076010",
|
|
"metadata": {},
|
|
"source": [
|
|
"Let's now build a simple classifier. The MNIST dataset is composed by vectors of shape `[batch, 1, 28, 28]`, but we can image them as one field functions where the pixels $ij$ are the coordinate $x=i, y=j$ in a $[0, 27]\\times[0,27]$ domain, and the pixels value are the field values. We just need a function to transform the regular tensor in a tensor compatible for the continuous filter:"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 8,
|
|
"id": "a872fb2d",
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"Original MNIST image shape: torch.Size([8, 1, 28, 28])\n",
|
|
"Transformed MNIST image shape: torch.Size([8, 1, 784, 3])\n"
|
|
]
|
|
}
|
|
],
|
|
"source": [
|
|
"def transform_input(x):\n",
|
|
" batch_size = x.shape[0]\n",
|
|
" dim_grid = tuple(x.shape[:-3:-1])\n",
|
|
"\n",
|
|
" # creating the n dimensional mesh grid for a single channel image\n",
|
|
" values_mesh = [torch.arange(0, dim).float() for dim in dim_grid]\n",
|
|
" mesh = torch.meshgrid(values_mesh)\n",
|
|
" coordinates_mesh = [x.reshape(-1, 1) for x in mesh]\n",
|
|
" coordinates = torch.cat(coordinates_mesh, dim=1).unsqueeze(\n",
|
|
" 0).repeat((batch_size, 1, 1)).unsqueeze(1)\n",
|
|
"\n",
|
|
" return torch.cat((coordinates, x.flatten(2).unsqueeze(-1)), dim=-1)\n",
|
|
"\n",
|
|
"\n",
|
|
"# let's try it out\n",
|
|
"image, s = next(iter(train_loader))\n",
|
|
"print(f\"Original MNIST image shape: {image.shape}\")\n",
|
|
"\n",
|
|
"image_transformed = transform_input(image)\n",
|
|
"print(f\"Transformed MNIST image shape: {image_transformed.shape}\")\n"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"id": "850b45c4",
|
|
"metadata": {},
|
|
"source": [
|
|
"We can now build a simple classifier! We will use just one convolutional filter followed by a feedforward neural network"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 9,
|
|
"id": "889c1592",
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": [
|
|
"# setting the seed\n",
|
|
"torch.manual_seed(seed)\n",
|
|
"\n",
|
|
"class ContinuousClassifier(torch.nn.Module):\n",
|
|
" def __init__(self):\n",
|
|
" super().__init__()\n",
|
|
"\n",
|
|
" # number of classes for classification\n",
|
|
" numb_class = 10\n",
|
|
"\n",
|
|
" # convolutional block\n",
|
|
" self.convolution = ContinuousConvBlock(input_numb_field=1,\n",
|
|
" output_numb_field=4,\n",
|
|
" stride={\"domain\": [27, 27],\n",
|
|
" \"start\": [0, 0],\n",
|
|
" \"jumps\": [4, 4],\n",
|
|
" \"direction\": [1, 1.],\n",
|
|
" },\n",
|
|
" filter_dim=[4, 4],\n",
|
|
" optimize=True)\n",
|
|
" # feedforward net\n",
|
|
" self.nn = FeedForward(input_dimensions=196,\n",
|
|
" output_dimensions=numb_class,\n",
|
|
" layers=[120, 64],\n",
|
|
" func=torch.nn.ReLU)\n",
|
|
"\n",
|
|
" def forward(self, x):\n",
|
|
" # transform input + convolution\n",
|
|
" x = transform_input(x)\n",
|
|
" x = self.convolution(x)\n",
|
|
" # feed forward classification\n",
|
|
" return self.nn(x[..., -1].flatten(1))\n",
|
|
"\n",
|
|
"\n",
|
|
"net = ContinuousClassifier()"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"id": "4374c15c",
|
|
"metadata": {},
|
|
"source": [
|
|
"Let's try to train it using a simple pytorch training loop. We train for juts 1 epoch using Adam optimizer with a $0.001$ learning rate."
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 10,
|
|
"id": "0446afe0",
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"name": "stderr",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"/u/n/ndemo/.local/lib/python3.9/site-packages/torch/cuda/__init__.py:611: UserWarning: Can't initialize NVML\n",
|
|
" warnings.warn(\"Can't initialize NVML\")\n"
|
|
]
|
|
},
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"batch [50/750] loss[0.161]\n",
|
|
"batch [100/750] loss[0.073]\n",
|
|
"batch [150/750] loss[0.063]\n",
|
|
"batch [200/750] loss[0.051]\n",
|
|
"batch [250/750] loss[0.044]\n",
|
|
"batch [300/750] loss[0.050]\n",
|
|
"batch [350/750] loss[0.053]\n",
|
|
"batch [400/750] loss[0.049]\n",
|
|
"batch [450/750] loss[0.046]\n",
|
|
"batch [500/750] loss[0.034]\n",
|
|
"batch [550/750] loss[0.036]\n",
|
|
"batch [600/750] loss[0.040]\n",
|
|
"batch [650/750] loss[0.028]\n",
|
|
"batch [700/750] loss[0.040]\n",
|
|
"batch [750/750] loss[0.040]\n"
|
|
]
|
|
}
|
|
],
|
|
"source": [
|
|
"# setting the seed\n",
|
|
"torch.manual_seed(seed)\n",
|
|
"\n",
|
|
"# optimizer and loss function\n",
|
|
"optimizer = torch.optim.Adam(net.parameters(), lr=0.001)\n",
|
|
"criterion = torch.nn.CrossEntropyLoss()\n",
|
|
"\n",
|
|
"for epoch in range(1): # loop over the dataset multiple times\n",
|
|
"\n",
|
|
" running_loss = 0.0\n",
|
|
" for i, data in enumerate(train_loader, 0):\n",
|
|
" # get the inputs; data is a list of [inputs, labels]\n",
|
|
" inputs, labels = data\n",
|
|
"\n",
|
|
" # zero the parameter gradients\n",
|
|
" optimizer.zero_grad()\n",
|
|
"\n",
|
|
" # forward + backward + optimize\n",
|
|
" outputs = net(inputs)\n",
|
|
" loss = criterion(outputs, labels)\n",
|
|
" loss.backward()\n",
|
|
" optimizer.step()\n",
|
|
"\n",
|
|
" # print statistics\n",
|
|
" running_loss += loss.item()\n",
|
|
" if i % 50 == 49: \n",
|
|
" print(\n",
|
|
" f'batch [{i + 1}/{numb_training//batch_size}] loss[{running_loss / 500:.3f}]')\n",
|
|
" running_loss = 0.0\n"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"id": "47fa3d0e",
|
|
"metadata": {},
|
|
"source": [
|
|
"Let's see the performance on the train set!"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 11,
|
|
"id": "b54638c1",
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"Accuracy of the network on the 1000 test images: 92.733%\n"
|
|
]
|
|
}
|
|
],
|
|
"source": [
|
|
"correct = 0\n",
|
|
"total = 0\n",
|
|
"with torch.no_grad():\n",
|
|
" for data in test_loader:\n",
|
|
" images, labels = data\n",
|
|
" # calculate outputs by running images through the network\n",
|
|
" outputs = net(images)\n",
|
|
" # the class with the highest energy is what we choose as prediction\n",
|
|
" _, predicted = torch.max(outputs.data, 1)\n",
|
|
" total += labels.size(0)\n",
|
|
" correct += (predicted == labels).sum().item()\n",
|
|
"\n",
|
|
"print(\n",
|
|
" f'Accuracy of the network on the 1000 test images: {(correct / total):.3%}')\n"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"id": "25cf2878",
|
|
"metadata": {},
|
|
"source": [
|
|
"As we can see we have very good performance for having traing only for 1 epoch! Nevertheless, we are still using structured data... Let's see how we can build an autoencoder for unstructured data now."
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"id": "3ce758e9",
|
|
"metadata": {},
|
|
"source": [
|
|
"## Building a Continuous Convolutional Autoencoder\n",
|
|
"\n",
|
|
"Just as toy problem, we will now build an autoencoder for the following function $f(x,y)=\\sin(\\pi x)\\sin(\\pi y)$ on the unit circle domain centered in $(0.5, 0.5)$. We will also see the ability to up-sample (once trained) the results without retraining. Let's first create the input and visualize it, we will use firstly a mesh of $100$ points."
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 12,
|
|
"id": "6ca0e929",
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"image/png": 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",
|
|
"text/plain": [
|
|
"<Figure size 640x480 with 2 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"# create inputs\n",
|
|
"def circle_grid(N=100):\n",
|
|
" \"\"\"Generate points withing a unit 2D circle centered in (0.5, 0.5)\n",
|
|
"\n",
|
|
" :param N: number of points\n",
|
|
" :type N: float\n",
|
|
" :return: [x, y] array of points\n",
|
|
" :rtype: torch.tensor\n",
|
|
" \"\"\"\n",
|
|
"\n",
|
|
" PI = torch.acos(torch.zeros(1)).item() * 2\n",
|
|
" R = 0.5\n",
|
|
" centerX = 0.5\n",
|
|
" centerY = 0.5\n",
|
|
"\n",
|
|
" r = R * torch.sqrt(torch.rand(N))\n",
|
|
" theta = torch.rand(N) * 2 * PI\n",
|
|
"\n",
|
|
" x = centerX + r * torch.cos(theta)\n",
|
|
" y = centerY + r * torch.sin(theta)\n",
|
|
"\n",
|
|
" return torch.stack([x, y]).T\n",
|
|
"\n",
|
|
"# create the grid\n",
|
|
"grid = circle_grid(500)\n",
|
|
"\n",
|
|
"# create input\n",
|
|
"input_data = torch.empty(size=(1, 1, grid.shape[0], 3))\n",
|
|
"input_data[0, 0, :, :-1] = grid\n",
|
|
"input_data[0, 0, :, -1] = torch.sin(pi * grid[:, 0]) * torch.sin(pi * grid[:, 1])\n",
|
|
"\n",
|
|
"# visualize data\n",
|
|
"plt.title(\"Training sample with 500 points\")\n",
|
|
"plt.scatter(grid[:, 0], grid[:, 1], c=input_data[0, 0, :, -1])\n",
|
|
"plt.colorbar()\n",
|
|
"plt.show()\n"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"id": "ab6f5987",
|
|
"metadata": {},
|
|
"source": [
|
|
"Let's now build a simple autoencoder using the continuous convolutional filter. The data is clearly unstructured and a simple convolutional filter might not work without projecting or interpolating first. Let's first build and `Encoder` and `Decoder` class, and then a `Autoencoder` class that contains both."
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 13,
|
|
"id": "13e8ae0e",
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": [
|
|
"class Encoder(torch.nn.Module):\n",
|
|
" def __init__(self, hidden_dimension):\n",
|
|
" super().__init__()\n",
|
|
"\n",
|
|
" # convolutional block\n",
|
|
" self.convolution = ContinuousConvBlock(input_numb_field=1,\n",
|
|
" output_numb_field=2,\n",
|
|
" stride={\"domain\": [1, 1],\n",
|
|
" \"start\": [0, 0],\n",
|
|
" \"jumps\": [0.05, 0.05],\n",
|
|
" \"direction\": [1, 1.],\n",
|
|
" },\n",
|
|
" filter_dim=[0.15, 0.15],\n",
|
|
" optimize=True)\n",
|
|
" # feedforward net\n",
|
|
" self.nn = FeedForward(input_dimensions=400,\n",
|
|
" output_dimensions=hidden_dimension,\n",
|
|
" layers=[240, 120])\n",
|
|
"\n",
|
|
" def forward(self, x):\n",
|
|
" # convolution\n",
|
|
" x = self.convolution(x)\n",
|
|
" # feed forward pass\n",
|
|
" return self.nn(x[..., -1])\n",
|
|
"\n",
|
|
"\n",
|
|
"class Decoder(torch.nn.Module):\n",
|
|
" def __init__(self, hidden_dimension):\n",
|
|
" super().__init__()\n",
|
|
"\n",
|
|
" # convolutional block\n",
|
|
" self.convolution = ContinuousConvBlock(input_numb_field=2,\n",
|
|
" output_numb_field=1,\n",
|
|
" stride={\"domain\": [1, 1],\n",
|
|
" \"start\": [0, 0],\n",
|
|
" \"jumps\": [0.05, 0.05],\n",
|
|
" \"direction\": [1, 1.],\n",
|
|
" },\n",
|
|
" filter_dim=[0.15, 0.15],\n",
|
|
" optimize=True)\n",
|
|
" # feedforward net\n",
|
|
" self.nn = FeedForward(input_dimensions=hidden_dimension,\n",
|
|
" output_dimensions=400,\n",
|
|
" layers=[120, 240])\n",
|
|
"\n",
|
|
" def forward(self, weights, grid):\n",
|
|
" # feed forward pass\n",
|
|
" x = self.nn(weights)\n",
|
|
" # transpose convolution\n",
|
|
" return torch.sigmoid(self.convolution.transpose(x, grid))\n"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"id": "eb097e34",
|
|
"metadata": {},
|
|
"source": [
|
|
"Very good! Notice that in the `Decoder` class in the `forward` pass we have used the `.transpose()` method of the `ContinuousConvolution` class. This method accepts the `weights` for upsampling and the `grid` on where to upsample. Let's now build the autoencoder! We set the hidden dimension in the `hidden_dimension` variable. We apply the sigmoid on the output since the field value is between $[0, 1]$. "
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 14,
|
|
"id": "a4db89a7",
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": [
|
|
"class Autoencoder(torch.nn.Module):\n",
|
|
" def __init__(self, hidden_dimension=10):\n",
|
|
" super().__init__()\n",
|
|
"\n",
|
|
" self.encoder = Encoder(hidden_dimension)\n",
|
|
" self.decoder = Decoder(hidden_dimension)\n",
|
|
"\n",
|
|
" def forward(self, x):\n",
|
|
" # saving grid for later upsampling\n",
|
|
" grid = x.clone().detach()\n",
|
|
" # encoder\n",
|
|
" weights = self.encoder(x)\n",
|
|
" # decoder\n",
|
|
" out = self.decoder(weights, grid)\n",
|
|
" return out\n",
|
|
"\n",
|
|
"\n",
|
|
"net = Autoencoder()"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"id": "2df482a7",
|
|
"metadata": {},
|
|
"source": [
|
|
"Let's now train the autoencoder, minimizing the mean square error loss and optimizing using Adam."
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 15,
|
|
"id": "8e2f20e7",
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"epoch [10/150] loss [0.012]\n",
|
|
"epoch [20/150] loss [0.0036]\n",
|
|
"epoch [30/150] loss [0.0018]\n",
|
|
"epoch [40/150] loss [0.0014]\n",
|
|
"epoch [50/150] loss [0.0012]\n",
|
|
"epoch [60/150] loss [0.001]\n",
|
|
"epoch [70/150] loss [0.0009]\n",
|
|
"epoch [80/150] loss [0.00082]\n",
|
|
"epoch [90/150] loss [0.00075]\n",
|
|
"epoch [100/150] loss [0.0007]\n",
|
|
"epoch [110/150] loss [0.00066]\n",
|
|
"epoch [120/150] loss [0.00063]\n",
|
|
"epoch [130/150] loss [0.00061]\n",
|
|
"epoch [140/150] loss [0.00059]\n",
|
|
"epoch [150/150] loss [0.00058]\n"
|
|
]
|
|
}
|
|
],
|
|
"source": [
|
|
"# setting the seed\n",
|
|
"torch.manual_seed(seed)\n",
|
|
"\n",
|
|
"# optimizer and loss function\n",
|
|
"optimizer = torch.optim.Adam(net.parameters(), lr=0.001)\n",
|
|
"criterion = torch.nn.MSELoss()\n",
|
|
"max_epochs = 150\n",
|
|
"\n",
|
|
"for epoch in range(max_epochs): # loop over the dataset multiple times\n",
|
|
"\n",
|
|
" # zero the parameter gradients\n",
|
|
" optimizer.zero_grad()\n",
|
|
"\n",
|
|
" # forward + backward + optimize\n",
|
|
" outputs = net(input_data)\n",
|
|
" loss = criterion(outputs[..., -1], input_data[..., -1])\n",
|
|
" loss.backward()\n",
|
|
" optimizer.step()\n",
|
|
"\n",
|
|
" # print statistics\n",
|
|
" if epoch % 10 ==9:\n",
|
|
" print(f'epoch [{epoch + 1}/{max_epochs}] loss [{loss.item():.2}]')\n"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"id": "a98ffb20",
|
|
"metadata": {},
|
|
"source": [
|
|
"Let's visualize the two solutions side by side!"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 16,
|
|
"id": "0269fedf",
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
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",
|
|
"text/plain": [
|
|
"<Figure size 800x300 with 4 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"net.eval()\n",
|
|
"\n",
|
|
"# get output and detach from computational graph for plotting\n",
|
|
"output = net(input_data).detach()\n",
|
|
"\n",
|
|
"# visualize data\n",
|
|
"fig, axes = plt.subplots(nrows=1, ncols=2, figsize=(8, 3))\n",
|
|
"pic1 = axes[0].scatter(grid[:, 0], grid[:, 1], c=input_data[0, 0, :, -1])\n",
|
|
"axes[0].set_title(\"Real\")\n",
|
|
"fig.colorbar(pic1)\n",
|
|
"plt.subplot(1, 2, 2)\n",
|
|
"pic2 = axes[1].scatter(grid[:, 0], grid[:, 1], c=output[0, 0, :, -1])\n",
|
|
"axes[1].set_title(\"Autoencoder\")\n",
|
|
"fig.colorbar(pic2)\n",
|
|
"plt.tight_layout()\n",
|
|
"plt.show()\n"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"id": "206141f9",
|
|
"metadata": {},
|
|
"source": [
|
|
"As we can see the two are really similar! We can compute the $l_2$ error quite easily as well:"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 17,
|
|
"id": "ded8f91b",
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"l2 error: 4.22%\n"
|
|
]
|
|
}
|
|
],
|
|
"source": [
|
|
"def l2_error(input_, target):\n",
|
|
" return torch.linalg.norm(input_-target, ord=2)/torch.linalg.norm(input_, ord=2)\n",
|
|
"\n",
|
|
"\n",
|
|
"print(f'l2 error: {l2_error(input_data[0, 0, :, -1], output[0, 0, :, -1]):.2%}')"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"id": "c30996c4",
|
|
"metadata": {},
|
|
"source": [
|
|
"More or less $4\\%$ in $l_2$ error, which is really low considering the fact that we use just **one** convolutional layer and a simple feedforward to decrease the dimension. Let's see now some peculiarity of the filter."
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"id": "f76db3b5",
|
|
"metadata": {},
|
|
"source": [
|
|
"### Filter for upsampling\n",
|
|
"\n",
|
|
"Suppose we have already the hidden dimension and we want to upsample on a differen grid with more points. Let's see how to do it:"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 18,
|
|
"id": "fcbbaec6",
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"image/png": 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",
|
|
"text/plain": [
|
|
"<Figure size 800x300 with 4 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"# setting the seed\n",
|
|
"torch.manual_seed(seed)\n",
|
|
"\n",
|
|
"grid2 = circle_grid(1500) # triple number of points\n",
|
|
"input_data2 = torch.zeros(size=(1, 1, grid2.shape[0], 3))\n",
|
|
"input_data2[0, 0, :, :-1] = grid2\n",
|
|
"input_data2[0, 0, :, -1] = torch.sin(pi *\n",
|
|
" grid2[:, 0]) * torch.sin(pi * grid2[:, 1])\n",
|
|
"\n",
|
|
"# get the hidden dimension representation from original input\n",
|
|
"latent = net.encoder(input_data)\n",
|
|
"\n",
|
|
"# upsample on the second input_data2\n",
|
|
"output = net.decoder(latent, input_data2).detach()\n",
|
|
"\n",
|
|
"# show the picture\n",
|
|
"fig, axes = plt.subplots(nrows=1, ncols=2, figsize=(8, 3))\n",
|
|
"pic1 = axes[0].scatter(grid2[:, 0], grid2[:, 1], c=input_data2[0, 0, :, -1])\n",
|
|
"axes[0].set_title(\"Real\")\n",
|
|
"fig.colorbar(pic1)\n",
|
|
"plt.subplot(1, 2, 2)\n",
|
|
"pic2 = axes[1].scatter(grid2[:, 0], grid2[:, 1], c=output[0, 0, :, -1])\n",
|
|
"axes[1].set_title(\"Up-sampling\")\n",
|
|
"fig.colorbar(pic2)\n",
|
|
"plt.tight_layout()\n",
|
|
"plt.show()\n"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"id": "2cbf14b5",
|
|
"metadata": {},
|
|
"source": [
|
|
"As we can see we have a very good approximation of the original function, even thought some noise is present. Let's calculate the error now:"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 19,
|
|
"id": "ab505b75",
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"l2 error: 8.37%\n"
|
|
]
|
|
}
|
|
],
|
|
"source": [
|
|
"print(f'l2 error: {l2_error(input_data2[0, 0, :, -1], output[0, 0, :, -1]):.2%}')"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"id": "465cbd16",
|
|
"metadata": {},
|
|
"source": [
|
|
"### Autoencoding at different resolution\n",
|
|
"In the previous example we already had the hidden dimension (of original input) and we used it to upsample. Sometimes however we have a more fine mesh solution and we simply want to encode it. This can be done without retraining! This procedure can be useful in case we have many points in the mesh and just a smaller part of them are needed for training. Let's see the results of this:"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 20,
|
|
"id": "75ed28f5",
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"image/png": 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|
|
"text/plain": [
|
|
"<Figure size 800x300 with 4 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
},
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"l2 error: 8.50%\n"
|
|
]
|
|
}
|
|
],
|
|
"source": [
|
|
"# setting the seed\n",
|
|
"torch.manual_seed(seed)\n",
|
|
"\n",
|
|
"grid2 = circle_grid(3500) # very fine mesh\n",
|
|
"input_data2 = torch.zeros(size=(1, 1, grid2.shape[0], 3))\n",
|
|
"input_data2[0, 0, :, :-1] = grid2\n",
|
|
"input_data2[0, 0, :, -1] = torch.sin(pi *\n",
|
|
" grid2[:, 0]) * torch.sin(pi * grid2[:, 1])\n",
|
|
"\n",
|
|
"# get the hidden dimension representation from more fine mesh input\n",
|
|
"latent = net.encoder(input_data2)\n",
|
|
"\n",
|
|
"# upsample on the second input_data2\n",
|
|
"output = net.decoder(latent, input_data2).detach()\n",
|
|
"\n",
|
|
"# show the picture\n",
|
|
"fig, axes = plt.subplots(nrows=1, ncols=2, figsize=(8, 3))\n",
|
|
"pic1 = axes[0].scatter(grid2[:, 0], grid2[:, 1], c=input_data2[0, 0, :, -1])\n",
|
|
"axes[0].set_title(\"Real\")\n",
|
|
"fig.colorbar(pic1)\n",
|
|
"plt.subplot(1, 2, 2)\n",
|
|
"pic2 = axes[1].scatter(grid2[:, 0], grid2[:, 1], c=output[0, 0, :, -1])\n",
|
|
"axes[1].set_title(\"Autoencoder not re-trained\")\n",
|
|
"fig.colorbar(pic2)\n",
|
|
"plt.tight_layout()\n",
|
|
"plt.show()\n",
|
|
"\n",
|
|
"# calculate l2 error\n",
|
|
"print(\n",
|
|
" f'l2 error: {l2_error(input_data2[0, 0, :, -1], output[0, 0, :, -1]):.2%}')\n"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"id": "8e720e55",
|
|
"metadata": {},
|
|
"source": [
|
|
"## What's next?\n",
|
|
"\n",
|
|
"We have shown the basic usage of a convolutional filter. In the next tutorials we will show how to combine the PINA framework with the convolutional filter to train in few lines and efficiently a Neural Network!"
|
|
]
|
|
}
|
|
],
|
|
"metadata": {
|
|
"interpreter": {
|
|
"hash": "aee8b7b246df8f9039afb4144a1f6fd8d2ca17a180786b69acc140d282b71a49"
|
|
},
|
|
"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": "3.9.7"
|
|
}
|
|
},
|
|
"nbformat": 4,
|
|
"nbformat_minor": 5
|
|
}
|