{ "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 scipy\n", "import numpy as np\n", "import matplotlib.pyplot as plt\n", "\n", "from cetaceo.models import MLP\n", "from cetaceo.models.pinn import BoundaryCondition\n", "from cetaceo.models.pinn import PINN\n", "from cetaceo.pipeline import Pipeline\n", "from cetaceo.evaluators import RegressionEvaluatorPlotter\n", "from cetaceo.plotting import TrueVsPredPlotter \n", "from cetaceo.data import TorchDataset\n", "\n", "from pathlib import Path" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "data_dir = Path.cwd().parent / 'sample_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", "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", "train_TX = TX[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" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [], "source": [ "class BurgersPINN(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(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(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/lululxvi/deepxde/blob/master/examples/dataset/Burgers.npz" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [], "source": [ "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 = TorchDataset(train_TX, u_simulation[idx])\n", "# test_dataset = TorchDataset(TX, u_simulation)\n", "\n", "train_dataset = TorchDataset(train_TX)\n", "test_dataset = TorchDataset(TX)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Train the pinn" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [], "source": [ "input_dim = TX.shape[1]\n", "output_dim = 1 # u(t, x)\n", "\n", "net = 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": 10, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "Epoch 1/5000 Iteration 0. Pde loss: 1.3446e-02, data/bc losses: [5.0211e-01, 1.3750e-02]: 100%|██████████| 1/1 [00:00<00:00, 1.20it/s]\n", "Epoch 1000/5000 Iteration 0. Pde loss: 3.8691e-02, data/bc losses: [5.0880e-02, 5.0844e-04], test loss: 9.2143e-02: 100%|██████████| 1/1 [00:00<00:00, 41.22it/s]\n", "Epoch 2000/5000 Iteration 0. Pde loss: 2.6070e-02, data/bc losses: [3.6652e-02, 2.2149e-04], test loss: 6.6215e-02: 100%|██████████| 1/1 [00:00<00:00, 41.38it/s]\n", "Epoch 3000/5000 Iteration 0. Pde loss: 1.1735e-02, data/bc losses: [1.1807e-02, 1.8047e-04], test loss: 2.8314e-02: 100%|██████████| 1/1 [00:00<00:00, 45.99it/s]\n", "Epoch 4000/5000 Iteration 0. Pde loss: 9.6812e-03, data/bc losses: [6.3920e-03, 7.6869e-05], test loss: 2.0812e-02: 100%|██████████| 1/1 [00:00<00:00, 48.82it/s]\n", "Epoch 5000/5000 Iteration 0. Pde loss: 8.1878e-03, data/bc losses: [4.2261e-03, 1.1524e-04], test loss: 1.6276e-02: 100%|██████████| 1/1 [00:00<00:00, 47.90it/s]\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': 5000,\n", " 'boundary_conditions': [initial_bc, boundary_bc],\n", " 'print_every': 1000,\n", "}\n", "\n", "evaluator = RegressionEvaluatorPlotter(plots_path='.', plotters=[TrueVsPredPlotter()])\n", "pipeline_adam = 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": 11, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "Epoch 1/1 Iteration 3100. Pde loss: 1.1975e-04, data/bc losses: [3.1580e-05, 1.7842e-06]: 100%|██████████| 1/1 [01:32<00:00, 92.51s/it]\n" ] }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "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", " 'epochs': 1,\n", " 'boundary_conditions': [initial_bc, boundary_bc],\n", "}\n", "\n", "logs = pipeline_lbfgs = 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()\n", "burgers_pinn.plot_training_logs(model_logs)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Make the predictions and plot the results" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [], "source": [ "u = burgers_pinn.predict(test_dataset).reshape(POINTS_ON_X, POINTS_ON_T)" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [], "source": [ "u_ref = np.real(data['usol'])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Evaluation using RegressionEvaluator" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "Regression evaluator metrics:\n", "mse: 4.1491e-05\n", "mae: 0.0039\n", "mre: 1.0112%\n", "ae_95: 0.0086\n", "ae_99: 0.0203\n", "r2: 0.9999\n", "l2_error: 0.0105\n" ] }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "evaluator = RegressionEvaluatorPlotter(plots_path='.', plotters=[TrueVsPredPlotter()])\n", "evaluator(u.reshape(-1, 1), u_ref.reshape(-1, 1))\n", "evaluator.print_metrics()" ] }, { "cell_type": "code", "execution_count": 15, "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": 16, "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": 17, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Saving model\n", "Model saved\n", "Model loaded\n", "Loss: 4.1491217538731684e-05\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", "\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": "cetaceo", "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 }