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PINA/tutorials/tutorial7/tutorial.ipynb
2025-03-19 17:48:24 +01:00

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{
"cells": [
{
"cell_type": "markdown",
"id": "dbbb73cb-a632-4056-bbca-b483b2ad5f9c",
"metadata": {},
"source": [
"# Tutorial: Resolution of an inverse problem\n",
"\n",
"[![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/mathLab/PINA/blob/master/tutorials/tutorial7/tutorial.ipynb)"
]
},
{
"cell_type": "markdown",
"id": "84508f26-1ba6-4b59-926b-3e340d632a15",
"metadata": {},
"source": [
"### Introduction to the inverse problem"
]
},
{
"cell_type": "markdown",
"id": "cae54664-4572-49df-8b2d-9e7dd1e45ec0",
"metadata": {},
"source": [
"This tutorial shows how to solve an inverse Poisson problem with Physics-Informed Neural Networks. The problem definition is that of a Poisson problem with homogeneous boundary conditions and it reads:\n",
"\\begin{equation}\n",
"\\begin{cases}\n",
"\\Delta u = e^{-2(x-\\mu_1)^2-2(y-\\mu_2)^2} \\text{ in } \\Omega\\, ,\\\\\n",
"u = 0 \\text{ on }\\partial \\Omega,\\\\\n",
"u(\\mu_1, \\mu_2) = \\text{ data}\n",
"\\end{cases}\n",
"\\end{equation}\n",
"where $\\Omega$ is a square domain $[-2, 2] \\times [-2, 2]$, and $\\partial \\Omega=\\Gamma_1 \\cup \\Gamma_2 \\cup \\Gamma_3 \\cup \\Gamma_4$ is the union of the boundaries of the domain.\n",
"\n",
"This kind of problem, namely the \"inverse problem\", has two main goals:\n",
"- find the solution $u$ that satisfies the Poisson equation;\n",
"- find the unknown parameters ($\\mu_1$, $\\mu_2$) that better fit some given data (third equation in the system above).\n",
"\n",
"In order to achieve both goals we will need to define an `InverseProblem` in PINA."
]
},
{
"cell_type": "markdown",
"id": "c1f8cb1b-c1bc-4495-96e2-ce8e9102fe56",
"metadata": {},
"source": [
"Let's start with useful imports."
]
},
{
"cell_type": "code",
"execution_count": 1,
"id": "00d1027d-13f2-4619-9ff7-a740568f13ff",
"metadata": {},
"outputs": [],
"source": [
"## routine needed to run the notebook on Google Colab\n",
"try:\n",
" import google.colab\n",
" IN_COLAB = True\n",
"except:\n",
" IN_COLAB = False\n",
"if IN_COLAB:\n",
" !pip install \"pina-mathlab\"\n",
" # get the data\n",
" !mkdir \"data\"\n",
" !wget \"https://github.com/mathLab/PINA/raw/refs/heads/master/tutorials/tutorial7/data/pinn_solution_0.5_0.5\" -O \"data/pinn_solution_0.5_0.5\"\n",
" !wget \"https://github.com/mathLab/PINA/raw/refs/heads/master/tutorials/tutorial7/data/pts_0.5_0.5\" -O \"data/pts_0.5_0.5\"\n",
" \n",
"import matplotlib.pyplot as plt\n",
"import torch\n",
"import warnings\n",
"\n",
"from pina.problem import SpatialProblem, InverseProblem\n",
"from pina.operator import laplacian\n",
"from pina.model import FeedForward\n",
"from pina.equation import Equation, FixedValue\n",
"from pina import Condition, Trainer\n",
"from pina.solver import PINN\n",
"from pina.domain import CartesianDomain\n",
"\n",
"warnings.filterwarnings('ignore')"
]
},
{
"cell_type": "markdown",
"id": "5138afdf-bff6-46bf-b423-a22673190687",
"metadata": {},
"source": [
"Then, we import the pre-saved data, for ($\\mu_1$, $\\mu_2$)=($0.5$, $0.5$). These two values are the optimal parameters that we want to find through the neural network training. In particular, we import the `input` points (the spatial coordinates), and the `target` points (the corresponding $u$ values evaluated at the `input`)."
]
},
{
"cell_type": "code",
"execution_count": 2,
"id": "2c55d972-09a9-41de-9400-ba051c28cdcb",
"metadata": {},
"outputs": [],
"source": [
"data_output = torch.load('data/pinn_solution_0.5_0.5', weights_only = False).detach()\n",
"data_input = torch.load('data/pts_0.5_0.5', weights_only = False)"
]
},
{
"cell_type": "markdown",
"id": "6541ffbe-7940-421a-9048-a796ec56f1d6",
"metadata": {},
"source": [
"Moreover, let's plot also the data points and the reference solution: this is the expected output of the neural network."
]
},
{
"cell_type": "code",
"execution_count": 3,
"id": "55cef553-7495-401d-9d17-1acff8ec5953",
"metadata": {},
"outputs": [
{
"data": {
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",
"text/plain": [
"<Figure size 640x480 with 2 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"points = data_input.extract(['x', 'y']).detach().numpy()\n",
"truth = data_output.detach().numpy()\n",
"\n",
"plt.scatter(points[:, 0], points[:, 1], c=truth, s=8)\n",
"plt.axis('equal')\n",
"plt.colorbar()\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"id": "de7c4c83",
"metadata": {},
"source": [
"### Inverse problem definition in PINA"
]
},
{
"cell_type": "markdown",
"id": "c46410fa-2718-4fc9-977a-583fe2390028",
"metadata": {},
"source": [
"Then, we initialize the Poisson problem, that is inherited from the `SpatialProblem` and from the `InverseProblem` classes. We here have to define all the variables, and the domain where our unknown parameters ($\\mu_1$, $\\mu_2$) belong. Notice that the Laplace equation takes as inputs also the unknown variables, that will be treated as parameters that the neural network optimizes during the training process."
]
},
{
"cell_type": "code",
"execution_count": 4,
"id": "8ec0d95d-72c2-40a4-a310-21c3d6fe17d2",
"metadata": {},
"outputs": [],
"source": [
"### Define ranges of variables\n",
"x_min = -2\n",
"x_max = 2\n",
"y_min = -2\n",
"y_max = 2\n",
"\n",
"class Poisson(SpatialProblem, InverseProblem):\n",
" '''\n",
" Problem definition for the Poisson equation.\n",
" '''\n",
" output_variables = ['u']\n",
" spatial_domain = CartesianDomain({'x': [x_min, x_max], 'y': [y_min, y_max]})\n",
" # define the ranges for the parameters\n",
" unknown_parameter_domain = CartesianDomain({'mu1': [-1, 1], 'mu2': [-1, 1]})\n",
"\n",
" def laplace_equation(input_, output_, params_):\n",
" '''\n",
" Laplace equation with a force term.\n",
" '''\n",
" force_term = torch.exp(\n",
" - 2*(input_.extract(['x']) - params_['mu1'])**2\n",
" - 2*(input_.extract(['y']) - params_['mu2'])**2)\n",
" delta_u = laplacian(output_, input_, components=['u'], d=['x', 'y'])\n",
"\n",
" return delta_u - force_term\n",
"\n",
" # define the conditions for the loss (boundary conditions, equation, data)\n",
" conditions = {\n",
" 'bound_cond1': Condition(domain=CartesianDomain({'x': [x_min, x_max],\n",
" 'y': y_max}),\n",
" equation=FixedValue(0.0, components=['u'])),\n",
" 'bound_cond2': Condition(domain=CartesianDomain({'x': [x_min, x_max], 'y': y_min\n",
" }),\n",
" equation=FixedValue(0.0, components=['u'])),\n",
" 'bound_cond3': Condition(domain=CartesianDomain({'x': x_max, 'y': [y_min, y_max]\n",
" }),\n",
" equation=FixedValue(0.0, components=['u'])),\n",
" 'bound_cond4': Condition(domain=CartesianDomain({'x': x_min, 'y': [y_min, y_max]\n",
" }),\n",
" equation=FixedValue(0.0, components=['u'])),\n",
" 'phys_cond': Condition(domain=CartesianDomain({'x': [x_min, x_max], 'y': [y_min, y_max]\n",
" }),\n",
" equation=Equation(laplace_equation)),\n",
" 'data': Condition(input=data_input.extract(['x', 'y']), target=data_output)\n",
" }\n",
"\n",
"problem = Poisson()"
]
},
{
"cell_type": "markdown",
"id": "6b264569-57b3-458d-bb69-8e94fe89017d",
"metadata": {},
"source": [
"Then, we define the neural network model we want to use. Here we used a model which imposes hard constrains on the boundary conditions, as also done in the Wave tutorial!"
]
},
{
"cell_type": "code",
"execution_count": 5,
"id": "c4170514-eb73-488e-8942-0129070e4e13",
"metadata": {},
"outputs": [],
"source": [
"model = FeedForward(\n",
" layers=[20, 20, 20],\n",
" func=torch.nn.Softplus,\n",
" output_dimensions=len(problem.output_variables),\n",
" input_dimensions=len(problem.input_variables)\n",
" )"
]
},
{
"cell_type": "markdown",
"id": "16e1f085-7818-4624-92a1-bf7010dbe528",
"metadata": {},
"source": [
"After that, we discretize the spatial domain."
]
},
{
"cell_type": "code",
"execution_count": 6,
"id": "e3e0ae40-d8c6-4c08-81e8-85adc60a94e6",
"metadata": {},
"outputs": [],
"source": [
"problem.discretise_domain(20, 'grid', domains=['phys_cond'])\n",
"problem.discretise_domain(1000, 'random', domains=['bound_cond1', 'bound_cond2',\n",
" 'bound_cond3', 'bound_cond4'])"
]
},
{
"cell_type": "markdown",
"id": "b272796a-888c-4795-9d88-3e13121e8f38",
"metadata": {},
"source": [
"Here, we define a simple callback for the trainer. We use this callback to save the parameters predicted by the neural network during the training. The parameters are saved every 100 epochs as `torch` tensors in a specified directory (`tmp_dir` in our case).\n",
"The goal is to read the saved parameters after training and plot their trend across the epochs."
]
},
{
"cell_type": "code",
"execution_count": 7,
"id": "e1409953-eb1b-443b-923d-c7ec3af0dfb0",
"metadata": {},
"outputs": [],
"source": [
"from lightning.pytorch.callbacks import Callback\n",
"# temporary directory for saving logs of training\n",
"tmp_dir = \"tmp_poisson_inverse\"\n",
"\n",
"class SaveParameters(Callback):\n",
" '''\n",
" Callback to save the parameters of the model every 100 epochs.\n",
" '''\n",
" def on_train_epoch_end(self, trainer, __):\n",
" if trainer.current_epoch % 100 == 99:\n",
" torch.save(trainer.solver.problem.unknown_parameters, '{}/parameters_epoch{}'.format(tmp_dir, trainer.current_epoch))"
]
},
{
"cell_type": "markdown",
"id": "fc6e0030-f6ae-40cf-a3b3-d21d6538e7f2",
"metadata": {},
"source": [
"Then, we define the `PINN` object and train the solver using the `Trainer`."
]
},
{
"cell_type": "code",
"execution_count": 8,
"id": "05a0f311-3cca-429b-be2c-1fa899b14e62",
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"GPU available: False, used: False\n",
"TPU available: False, using: 0 TPU cores\n",
"HPU available: False, using: 0 HPUs\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"Epoch 4999: 100%|██████████| 1/1 [00:00<00:00, 27.34it/s, v_num=2, bound_cond1_loss=3.5e-6, bound_cond2_loss=2.16e-6, bound_cond3_loss=2.25e-6, bound_cond4_loss=1.17e-6, phys_cond_loss=4.53e-5, data_loss=1.03e-5, train_loss=6.48e-5] "
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"`Trainer.fit` stopped: `max_epochs=5000` reached.\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"Epoch 4999: 100%|██████████| 1/1 [00:00<00:00, 22.93it/s, v_num=2, bound_cond1_loss=3.5e-6, bound_cond2_loss=2.16e-6, bound_cond3_loss=2.25e-6, bound_cond4_loss=1.17e-6, phys_cond_loss=4.53e-5, data_loss=1.03e-5, train_loss=6.48e-5]\n"
]
}
],
"source": [
"### train the problem with PINN\n",
"from pina.optim import TorchOptimizer\n",
"max_epochs = 5000\n",
"pinn = PINN(problem, model, optimizer=TorchOptimizer(torch.optim.Adam, lr=0.005))\n",
"# define the trainer for the solver\n",
"trainer = Trainer(solver=pinn, accelerator='cpu', max_epochs=max_epochs,\n",
" default_root_dir=tmp_dir, enable_model_summary=False, callbacks=[SaveParameters()],\n",
" train_size=1.0,\n",
" val_size=0.0,\n",
" test_size=0.0)\n",
"trainer.train()"
]
},
{
"cell_type": "markdown",
"id": "aab51202-36a7-40d2-b96d-47af8892cd2c",
"metadata": {},
"source": [
"One can now see how the parameters vary during the training by reading the saved solution and plotting them. The plot shows that the parameters stabilize to their true value before reaching the epoch $1000$!"
]
},
{
"cell_type": "code",
"execution_count": 9,
"id": "dd328887-7c18-4b96-ada4-c9eec630c069",
"metadata": {},
"outputs": [
{
"data": {
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",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"epochs_saved = range(99, max_epochs, 100)\n",
"parameters = torch.empty((int(max_epochs/100), 2))\n",
"for i, epoch in enumerate(epochs_saved):\n",
" params_torch = torch.load('{}/parameters_epoch{}'.format(tmp_dir, epoch),weights_only = False)\n",
" for e, var in enumerate(pinn.problem.unknown_variables): \n",
" parameters[i, e] = params_torch[var].data\n",
"\n",
"# Plot parameters\n",
"plt.close()\n",
"plt.plot(epochs_saved, parameters[:, 0], label='mu1', marker='o')\n",
"plt.plot(epochs_saved, parameters[:, 1], label='mu2', marker='s')\n",
"plt.ylim(-1, 1)\n",
"plt.grid()\n",
"plt.legend()\n",
"plt.xlabel('Epoch')\n",
"plt.ylabel('Parameter value')\n",
"plt.show()"
]
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3",
"language": "python",
"name": "python3"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.12.3"
}
},
"nbformat": 4,
"nbformat_minor": 5
}