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PINA/tutorials/tutorial7/tutorial.ipynb
2025-03-19 17:48:28 +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": null,
"id": "00d1027d-13f2-4619-9ff7-a740568f13ff",
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"Seed set to 883\n"
]
},
{
"data": {
"text/plain": [
"883"
]
},
"execution_count": 20,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"## routine needed to run the notebook on Google Colab\n",
"try:\n",
" import google.colab \n",
"\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 import Condition, Trainer\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.solver import PINN\n",
"from pina.domain import CartesianDomain\n",
"from pina.optim import TorchOptimizer\n",
"from lightning.pytorch import seed_everything\n",
"from lightning.pytorch.callbacks import Callback\n",
"\n",
"warnings.filterwarnings(\"ignore\")\n",
"seed_everything(883)"
]
},
{
"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": 21,
"id": "2c55d972-09a9-41de-9400-ba051c28cdcb",
"metadata": {},
"outputs": [],
"source": [
"data_output = torch.load(\n",
" \"data/pinn_solution_0.5_0.5\", weights_only=False\n",
").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": 22,
"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": 23,
"id": "8ec0d95d-72c2-40a4-a310-21c3d6fe17d2",
"metadata": {},
"outputs": [],
"source": [
"def laplace_equation(input_, output_, params_):\n",
" \"\"\"\n",
" Implementation of the laplace equation.\n",
"\n",
" :param LabelTensor input_: Input data of the problem.\n",
" :param LabelTensor output_: Output data of the problem.\n",
" :param dict params_: Parameters of the problem.\n",
" :return: The residual of the laplace equation.\n",
" :rtype: LabelTensor\n",
" \"\"\"\n",
" force_term = torch.exp(\n",
" -2 * (input_.extract([\"x\"]) - params_[\"mu1\"]) ** 2\n",
" - 2 * (input_.extract([\"y\"]) - params_[\"mu2\"]) ** 2\n",
" )\n",
" delta_u = laplacian(output_, input_, components=[\"u\"], d=[\"x\", \"y\"])\n",
" return delta_u - force_term\n",
"\n",
"\n",
"class Poisson(SpatialProblem, InverseProblem):\n",
" r\"\"\"\n",
" Implementation of the inverse 2-dimensional Poisson problem in the square\n",
" domain :math:`[0, 1] \\times [0, 1]`,\n",
" with unknown parameter domain :math:`[-1, 1] \\times [-1, 1]`.\n",
" \"\"\"\n",
"\n",
" output_variables = [\"u\"]\n",
" x_min, x_max = -2, 2\n",
" y_min, y_max = -2, 2\n",
" spatial_domain = CartesianDomain({\"x\": [x_min, x_max], \"y\": [y_min, y_max]})\n",
" unknown_parameter_domain = CartesianDomain({\"mu1\": [-1, 1], \"mu2\": [-1, 1]})\n",
"\n",
" domains = {\n",
" \"g1\": CartesianDomain({\"x\": [x_min, x_max], \"y\": y_max}),\n",
" \"g2\": CartesianDomain({\"x\": [x_min, x_max], \"y\": y_min}),\n",
" \"g3\": CartesianDomain({\"x\": x_max, \"y\": [y_min, y_max]}),\n",
" \"g4\": CartesianDomain({\"x\": x_min, \"y\": [y_min, y_max]}),\n",
" \"D\": CartesianDomain({\"x\": [x_min, x_max], \"y\": [y_min, y_max]}),\n",
" }\n",
"\n",
" conditions = {\n",
" \"g1\": Condition(domain=\"g1\", equation=FixedValue(0.0)),\n",
" \"g2\": Condition(domain=\"g2\", equation=FixedValue(0.0)),\n",
" \"g3\": Condition(domain=\"g3\", equation=FixedValue(0.0)),\n",
" \"g4\": Condition(domain=\"g4\", equation=FixedValue(0.0)),\n",
" \"D\": Condition(domain=\"D\", equation=Equation(laplace_equation)),\n",
" \"data\": Condition(input=data_input, target=data_output),\n",
" }\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": 24,
"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": 25,
"id": "e3e0ae40-d8c6-4c08-81e8-85adc60a94e6",
"metadata": {},
"outputs": [],
"source": [
"problem.discretise_domain(20, \"grid\", domains=[\"D\"])\n",
"problem.discretise_domain(\n",
" 1000,\n",
" \"random\",\n",
" domains=[\"g1\", \"g2\", \"g3\", \"g4\"],\n",
")"
]
},
{
"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": 26,
"id": "e1409953-eb1b-443b-923d-c7ec3af0dfb0",
"metadata": {},
"outputs": [],
"source": [
"# temporary directory for saving logs of training\n",
"tmp_dir = \"tmp_poisson_inverse\"\n",
"\n",
"\n",
"class SaveParameters(Callback):\n",
" \"\"\"\n",
" Callback to save the parameters of the model every 100 epochs.\n",
" \"\"\"\n",
"\n",
" def on_train_epoch_end(self, trainer, __):\n",
" if trainer.current_epoch % 100 == 99:\n",
" torch.save(\n",
" trainer.solver.problem.unknown_parameters,\n",
" \"{}/parameters_epoch{}\".format(tmp_dir, trainer.current_epoch),\n",
" )"
]
},
{
"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": 27,
"id": "05a0f311-3cca-429b-be2c-1fa899b14e62",
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"GPU available: True (mps), 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 1499: 100%|██████████| 1/1 [00:00<00:00, 68.34it/s, v_num=2, g1_loss=0.000142, g2_loss=3.78e-5, g3_loss=0.000105, g4_loss=3.2e-5, D_loss=0.000561, data_loss=2.71e-5, train_loss=0.000906] "
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"`Trainer.fit` stopped: `max_epochs=1500` reached.\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"Epoch 1499: 100%|██████████| 1/1 [00:00<00:00, 54.70it/s, v_num=2, g1_loss=0.000142, g2_loss=3.78e-5, g3_loss=0.000105, g4_loss=3.2e-5, D_loss=0.000561, data_loss=2.71e-5, train_loss=0.000906]\n"
]
}
],
"source": [
"max_epochs = 1500\n",
"pinn = PINN(\n",
" problem, model, optimizer=TorchOptimizer(torch.optim.Adam, lr=0.005)\n",
")\n",
"# define the trainer for the solver\n",
"trainer = Trainer(\n",
" solver=pinn,\n",
" accelerator=\"cpu\",\n",
" max_epochs=max_epochs,\n",
" default_root_dir=tmp_dir,\n",
" enable_model_summary=False,\n",
" callbacks=[SaveParameters()],\n",
" train_size=1.0,\n",
" val_size=0.0,\n",
" test_size=0.0,\n",
")\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": 28,
"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(\n",
" \"{}/parameters_epoch{}\".format(tmp_dir, epoch), weights_only=False\n",
" )\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()"
]
},
{
"cell_type": "markdown",
"id": "f1fa4406",
"metadata": {},
"source": [
"## What's next?\n",
"\n",
"We have shown the basic usage PINNs in inverse problem modelling, further extensions include:\n",
"\n",
"1. Train using different Physics Informed strategies\n",
"\n",
"2. Try on more complex problems\n",
"\n",
"3. Many more..."
]
}
],
"metadata": {
"kernelspec": {
"display_name": "pina",
"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": "3.9.21"
}
},
"nbformat": 4,
"nbformat_minor": 5
}