{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Train a PINN (Physics Informed Neural Network) with a custom PDE" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "import torch\n", "import numpy as np\n", "import matplotlib.pyplot as plt\n", "import pyLOM\n", "from pyLOM import NN\n", "\n", "from pathlib import Path" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "data_dir = Path.cwd().parent / 'data'" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We will solve a Burgers equation:\n", "\n", "$$\n", "\\frac{\\partial u}{\\partial t} + u\\frac{\\partial u}{\\partial x} = \\nu\\frac{\\partial^2u}{\\partial x^2}, \\qquad x \\in [-1, 1], \\quad t \\in [0, 1]\n", "$$\n", "\n", "\n", "with the Dirichlet boundary conditions and initial conditions \n", "\n", "$$\n", "u(-1,t)=u(1,t)=0, \\quad u(x,0) = - \\sin(\\pi x)\n", "$$\n", "\n", "The reference solution is here: https://github.com/lululxvi/deepxde/blob/master/examples/dataset/Burgers.npz" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Define the collocation points\n", "\n", "We define 256 points on x and 100 points on t. Then, 5000 points are chosen to train the PINN.\n" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "POINTS_ON_X = 256\n", "POINTS_ON_T = 100\n", "num_train_simulations = 5000\n", "t = np.linspace(0, 1, POINTS_ON_T)\n", "x = np.linspace(-1, 1, POINTS_ON_X)\n", "T, X = np.meshgrid(t, x)\n", "\n", "train_idx = np.random.choice(X.flatten().shape[0], num_train_simulations, replace=False)\n", "TX = np.concatenate([T.reshape(-1, 1), X.reshape(-1, 1)], axis=1)\n", "TX = torch.tensor(TX).float()\n", "train_TX = TX[train_idx]" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [], "source": [ "device = 'cuda' if torch.cuda.is_available() else 'cpu'" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Define the PDE\n", "We could use here pyLOM.NN.BurgersPINN, but for demonstrations purposes, we define it here from scratch" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [], "source": [ "class BurgersPINN(NN.PINN):\n", " def __init__(self, viscosity=0.01, *args, **kwargs):\n", " super().__init__(*args, **kwargs)\n", " self.viscosity = viscosity\n", "\n", " def pde_loss(self, pred, *input_variables):\n", " t, x = input_variables\n", " u = pred\n", " u_t = torch.autograd.grad(u, t, grad_outputs=torch.ones_like(u), create_graph=True)[0]\n", " u_x = torch.autograd.grad(u, x, grad_outputs=torch.ones_like(u), create_graph=True)[0]\n", " u_xx = torch.autograd.grad(u_x, x, grad_outputs=torch.ones_like(u_x), create_graph=True)[0]\n", "\n", " f = u_t + u * u_x - (self.viscosity / torch.pi) * u_xx\n", "\n", " return (f ** 2).mean()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Define the boundary conditions" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [], "source": [ "class InitialCondition(NN.BoundaryCondition):\n", "\n", " def loss(self, pred):\n", " x = self.points[:, 1].reshape(-1, 1)\n", " initial_cond_pred = pred\n", " # the sin is negative because the initial condition is u(0, x) = -sin(pi * x)\n", " ic_loss = (initial_cond_pred + torch.sin(torch.pi * x).to(device)) ** 2\n", " return ic_loss.mean()\n", "\n", " \n", "class XBoudaryCondition(pyLOM.NN.BoundaryCondition):\n", "\n", " def loss(self, pred):\n", " # as u on the boundary is 0, we can just return the mean of the prediction\n", " return pred.pow(2).mean()\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The points needed on each boundary condition are: \n", "* For the initial condition: The t coordinate must be 0 and the x coordinate should include all of the points on the x domain. \n", "* For the upper and lower boundary conditions: As we have 2 boundaries, there should be 2 tensors, one with x = -1 and t taking all the possible values on its domain and other one with x = 1. Then, both thensors are staked vertically. " ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [], "source": [ "initial_points = torch.tensor(x).reshape(-1, 1)\n", "initial_bc = InitialCondition(\n", " torch.cat([torch.full_like(initial_points, 0), initial_points], dim=-1).float(),\n", ")\n", "\n", "boundary_points = torch.tensor(t).reshape(-1, 1)\n", "boundary_bc = XBoudaryCondition(\n", " torch.cat(\n", " [torch.cat([boundary_points, torch.full_like(boundary_points, -1)], dim=-1),\n", " torch.cat([boundary_points, torch.full_like(boundary_points, 1)], dim=-1),]\n", " ).float()\n", ")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Dataset creation\n", "In this example, a PINN will be trained to learn the PDE just from the equation and some boundary conditions. A way to improve the accuracy of the model, is giving it simulation data on some points. This can be achieved creating datasets that has a value for that data as described on the next cell" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Data available at: https://github.com/maziarraissi/PINNs/blob/master/appendix/Data/burgers_shock.mat" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [], "source": [ "import scipy\n", "\n", "data = scipy.io.loadmat(data_dir / 'burgers_shock.mat')\n", "\n", "# To train the model with simulation data too, uncomment the following lines\n", "# u_simulation = np.real(data['usol']).flatten().reshape(-1, 1)\n", "# train_dataset = torch.utils.data.TorchDataset((train_TX, u_simulation[idx]))\n", "# test_dataset = torch.utils.data.TorchDataset((TX, u_simulation))\n", "\n", "train_dataset = torch.utils.data.TensorDataset(train_TX)\n", "test_dataset = torch.utils.data.TensorDataset(TX)" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(tensor([[ 0.7172, -0.7961],\n", " [ 0.4747, -0.5451],\n", " [ 0.7778, 0.7333],\n", " ...,\n", " [ 0.5758, -0.0196],\n", " [ 0.7576, 0.8745],\n", " [ 0.0000, 0.0353]]),\n", " torch.Size([5000, 2]),\n", " (2,))" ] }, "execution_count": 9, "metadata": {}, "output_type": "execute_result" } ], "source": [ "train_dataset[:][0], train_TX.shape, (train_TX.shape[1],)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Train the pinn" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [], "source": [ "input_dim = TX.shape[1]\n", "output_dim = 1 # u(t, x)\n", "\n", "net = pyLOM.NN.MLP(\n", " input_size=input_dim,\n", " output_size=output_dim,\n", " hidden_size=40,\n", " n_layers=4,\n", " activation=torch.nn.functional.tanh, # With relu the model struggles to converge\n", ")\n", "\n", "burgers_pinn = BurgersPINN(\n", " viscosity=0.01,\n", " neural_net=net,\n", " device=device,\n", ")" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Epoch 1/3500 Iteration 0. Pde loss: 1.2257e-03, data/bc losses: [5.3886e-01, 4.8105e-03]\n", "Epoch 1001/3500 Iteration 0. Pde loss: 4.7048e-02, data/bc losses: [6.9344e-02, 1.2603e-03], test loss: 1.1854e-01\n", "Epoch 2001/3500 Iteration 0. Pde loss: 4.2610e-02, data/bc losses: [5.7098e-02, 1.0305e-03], test loss: 1.0123e-01\n", "Epoch 3001/3500 Iteration 0. Pde loss: 3.8859e-02, data/bc losses: [4.8018e-02, 1.3270e-03], test loss: 8.8552e-02\n" ] }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "training_params = {\n", " 'optimizer_class': torch.optim.Adam,\n", " 'optimizer_params': {'lr': 1e-3},\n", " 'epochs': 3500,\n", " 'boundary_conditions': [initial_bc, boundary_bc],\n", " 'update_logs_steps': 1000,\n", "}\n", "\n", "pipeline_adam = pyLOM.NN.Pipeline(\n", " model=burgers_pinn,\n", " train_dataset=train_dataset,\n", " test_dataset=test_dataset,\n", " training_params=training_params\n", ")\n", "model_logs = pipeline_adam.run()\n", "burgers_pinn.plot_training_logs(model_logs)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### The model is retrained with an LBFGS optimizer to improve its acuraccy" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [], "source": [ "lbfgs_params = {\n", " 'lr': 0.01,\n", " 'max_iter': 12000,\n", " 'max_eval': 10000,\n", " 'history_size': 200,\n", " 'tolerance_grad': 1e-12,\n", " 'tolerance_change': 0.5 * np.finfo(float).eps,\n", " 'line_search_fn': 'strong_wolfe'\n", "}\n", "training_params = {\n", " 'optimizer_class': torch.optim.LBFGS,\n", " 'optimizer_params': lbfgs_params,\n", " 'loaded_logs': model_logs,\n", " 'update_logs_steps': 0,\n", " 'epochs': 1,\n", " 'boundary_conditions': [initial_bc, boundary_bc],\n", "}\n", "\n", "logs = pipeline_lbfgs = pyLOM.NN.Pipeline(\n", " model=burgers_pinn,\n", " train_dataset=train_dataset,\n", " test_dataset=test_dataset,\n", " training_params=training_params\n", ")\n", "model_logs = pipeline_lbfgs.run()" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "burgers_pinn.plot_training_logs(model_logs)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Make the predictions and plot the results" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [], "source": [ "u = burgers_pinn.predict(test_dataset).reshape(POINTS_ON_X, POINTS_ON_T)" ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [], "source": [ "u_ref = np.real(data['usol'])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Evaluation using RegressionEvaluator" ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "Regression evaluator metrics:\n", "mse: 7.8770e-04\n", "rmse: 0.0281\n", "mae: 0.0089\n", "mre: 20.0047%\n", "ae_95: 0.0331\n", "ae_99: 0.0693\n", "r2: 0.9979\n", "l2_error: 0.0457\n" ] } ], "source": [ "evaluator = NN.RegressionEvaluator()\n", "evaluator(u.reshape(-1, 1), u_ref.reshape(-1, 1))\n", "evaluator.print_metrics()" ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [ { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, axs = plt.subplots(1, 3, figsize=(25, 5))\n", "for i, (data, title) in enumerate(zip([u, u_ref, (u - u_ref) ** 2], ['Predicted', 'Real', 'Squared Error'])):\n", " im = axs[i].imshow(data, extent=[0, 1, -1, 1], origin='lower', aspect='0.25', cmap='coolwarm')\n", " axs[i].set_title(title)\n", " axs[i].set_xlabel('t')\n", " axs[i].set_ylabel('x')\n", " axs[i].set_aspect('auto')\n", " axs[i].grid(False)\n", "\n", "fig.colorbar(im, ax=axs.ravel().tolist())\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "num_time_snapshots = 3\n", "x = torch.linspace(-1, 1, 256).reshape(-1, 1)\n", "fig, axs = plt.subplots(1, num_time_snapshots, figsize=(15, 5))\n", "for i in range(num_time_snapshots):\n", " instant = i / (num_time_snapshots - 1)\n", " t = torch.full_like(x, instant)\n", " u_instant_t = burgers_pinn(torch.cat([t, x], dim=-1).to(device)).detach().cpu().numpy().reshape(-1)\n", " t_idx = int(np.round((u_ref.shape[1] - 1) * (i / (num_time_snapshots - 1))))\n", "\n", " u_true = u_ref[:, t_idx]\n", " axs[i].title.set_text(f\"t = {instant}\")\n", " axs[i].plot(x, u_instant_t, '.', label='Predicted')\n", " axs[i].plot(x, u_true, '-', label='True')\n", " axs[i].legend()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Save and load the model" ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Saving model\n", "Model saved\n", "Model loaded\n", "Loss: 0.0007877025398883633\n" ] } ], "source": [ "print(\"Saving model\")\n", "burgers_pinn.save('burgers_pinn.pt')\n", "print(\"Model saved\")\n", "burgers_pinn_loaded = BurgersPINN.load('burgers_pinn.pt', device=device)\n", "print(\"Model loaded\")\n", "predictions = burgers_pinn_loaded.predict(test_dataset)\n", "print(f\"Loss: {np.mean((predictions.reshape(-1, 1) - u_ref.reshape(-1, 1)) ** 2)}\")" ] } ], "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": "3.11.5" } }, "nbformat": 4, "nbformat_minor": 2 }