{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Train a PINN (Physics Informed Neural Network) Shrodinger equation\n", "\n", "Shrodinger equation is a classical field equation used to study quantum mechanical systems, including nonlinear wave propagation in optical fibers.\\\n", "It is a complex one-dimensional nonlinear equation. In this example the the nonlinear Schrödinger equation along with periodic boundary conditions is guven by\n", "\n", "$$\n", "i h_t + 0.5 h_{xx} + |h|^2 h = 0, \\quad x \\in [-5, 5], \\quad t \\in [0, \\pi/2],\n", "$$\n", "\n", "$$\n", "h(0, x) = 2 \\, \\text{sech}(x),\n", "$$\n", "\n", "$$\n", "h(t, -5) = h(t, 5), h_x(t, -5) = h_x(t, 5)\n", "$$\n", "\n", "This example has been extracted from: https://doi.org/10.1016/j.jcp.2018.10.045 .M. Raissi, P. Perdikaris, G.E. Karniadakis\\\n", "Physics-informed neural networks: A deep learning framework for solving forward and inverse problems involving nonlinear partial differential equations\n", "\n" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "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", "import numpy as np\n", "import scipy.io\n", "from scipy.interpolate import griddata\n", "import torch\n", "\n", "import matplotlib.gridspec as gridspec\n", "import matplotlib.pyplot as plt\n", "import time\n", "from mpl_toolkits.axes_grid1 import make_axes_locatable\n", "from pathlib import Path\n", "\n", "# Latin Hypercube sample defined to generate Collocation points\n", "def lhs(n, samples): \n", " # Generate the intervals\n", " cut = np.linspace(0, 1, samples + 1) \n", " \n", " # Fill points uniformly in each interval\n", " u = np.random.rand(samples, n)\n", " a = cut[:samples]\n", " b = cut[1:samples + 1]\n", " rdpoints = np.zeros_like(u)\n", " for j in range(n):\n", " rdpoints[:, j] = u[:, j]*(b-a) + a\n", " \n", " # Make the random pairings\n", " H = np.zeros_like(rdpoints)\n", " for j in range(n):\n", " order = np.random.permutation(range(samples))\n", " H[:, j] = rdpoints[order, j]\n", " \n", " return H" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "device = 'cuda' if torch.cuda.is_available() else 'cpu'\n", "\n", "DATA_DIR = Path.cwd() / \"Data\"\n", "CASE_DIR = Path.cwd() / \"results\"" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Define BC points and Collocation points\n", "\n", "The number of initial points is N_0=50, boundary points N_b=50 and Collocation points N_f=20000.\\\n", "The real data is going to be impossed in the initial and boundary condition, it is read from the NLS.mat file.\n", "This mat file can be found at https://github.com/maziarraissi/PINNs/tree/master/main/Data" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "#Domain bounds\n", "lb = np.array([-5.0,-0.0]) #bottom left domain point\n", "ub = np.array([5.0, np.pi/2]) #top right domain point\n", "\n", "N_0 = 50\n", "N_B = 50\n", "N_F = 20000\n", "\n", "#Obtain real data\n", "data = scipy.io.loadmat(DATA_DIR /\"NLS.mat\")\n", "\n", "#Organize data\n", "t = data['tt'].flatten()[:,None]\n", "x = data['x'].flatten()[:,None]\n", "Exact = data['uu']\n", "Exact_u = np.real(Exact)\n", "Exact_v = np.imag(Exact)\n", "Exact_h = np.sqrt(Exact_u**2 + Exact_v**2)\n", "\n", "X, T = np.meshgrid(x,t)\n", "\n", "X_star = np.hstack((X.flatten()[:,None], T.flatten()[:,None]))\n", "u_star = Exact_u.T.flatten()[:,None]\n", "v_star = Exact_v.T.flatten()[:,None]\n", "h_star = Exact_h.T.flatten()[:,None]\n", "\n", "#choose N_0 random points of input\n", "idx_x = np.random.choice(x.shape[0], N_0, replace=False)\n", "x0 = x[idx_x,:]\n", "u0 = Exact_u[idx_x,0:1]\n", "v0 = Exact_v[idx_x,0:1]\n", "\n", "#choose N_B random points from input\n", "idx_t = np.random.choice(t.shape[0], N_B, replace=False)\n", "tb = t[idx_t,:]\n", "\n", "#create collocation points\n", "X_f = lb + (ub-lb)*lhs(2, N_F)\n", "\n", "# plot used points\n", "fig, ax = plt.subplots(figsize=(10, 2))\n", "ax.scatter(X_f[:,1], X_f[:,0],label=f\"X_f N={N_F}\", s=1)\n", "ax.scatter(np.zeros(len(x0)),x0,marker= 'o',color='red',label=f\"Initial points N={N_0}\",s=20)\n", "ax.scatter(tb,np.full(len(tb), 5.0),marker='o',color='orange',label = f\"Boundary points N={N_B}\",s=20)\n", "ax.scatter(tb,np.full(len(tb), -5.0),marker='o',color='orange',s=20)\n", "ax.legend(loc='center right')\n", "plt.savefig(CASE_DIR / f'plots/X_f')\n", "\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Define PDE loss function\n", "\n", "It is important to be consistent with the dimensionality of the arrays. In other words, if the user is using columns, all the arrays created in the loss functions has to be columns too." ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [], "source": [ "\n", "class ShrodingerPINN(PINN):\n", " def __init__(self, *args, **kwargs):\n", " super().__init__(*args, **kwargs)\n", "\n", " def pde_loss(self, pred, *input_variables):\n", "\n", " x,t = input_variables\n", " \n", " u, v = pred[:,0:1], pred[:,1:2]\n", "\n", " u_x = torch.autograd.grad(u, x, grad_outputs=torch.ones_like(u), create_graph=True)[0]\n", " v_x = torch.autograd.grad(v, x, grad_outputs=torch.ones_like(v), create_graph=True)[0]\n", "\n", " u_t = torch.autograd.grad(u, t, 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", " v_t = torch.autograd.grad(v, t, grad_outputs=torch.ones_like(u), create_graph=True)[0]\n", " v_xx = torch.autograd.grad(v_x, x, grad_outputs=torch.ones_like(u_x), create_graph=True)[0]\n", " \n", " f_u = u_t + 0.5 * v_xx + (u**2 + v**2)*v\n", " f_v = v_t - 0.5 * u_xx - (u**2 + v**2)*u\n", "\n", " return (f_u ** 2).mean() + (f_v ** 2).mean()\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Define Boundary conditions" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [], "source": [ "\n", "\n", "class InitialCondition(BoundaryCondition):\n", " def __init__(self, points, value_at_points):\n", " super().__init__(points)\n", " self.u = value_at_points[:,0:1].to(device) #!Be carful that arrays are columns\n", " self.v = value_at_points[:,1:2].to(device) #!Be carful that arrays are columns\n", "\n", " def loss(self, pred):\n", " u, v = self.u , self.v\n", "\n", " u_pred = pred[:,0:1]\n", " v_pred = pred[:,1:2]\n", "\n", " return ((u_pred-u)**2).mean() + ((v_pred - v)**2).mean() \n", "\n", " \n", "class XBoudaryCondition(BoundaryCondition):\n", " def __init__(self, points):\n", " super().__init__(points)\n", "\n", " def loss(self, pred):\n", " u_pred = pred[:,0:1]\n", " v_pred = pred[:,1:2]\n", "\n", " #Derivatives, this is important to do before any manipulation of vectors.\n", " u_pred_x = torch.autograd.grad(u_pred,self.points,grad_outputs=torch.ones_like(u_pred),create_graph=True)[0]\n", " v_pred_x = torch.autograd.grad(v_pred,self.points,grad_outputs=torch.ones_like(u_pred),create_graph=True)[0]\n", "\n", " #Values at upper boundary\n", " ub_u_pred = pred[:len(pred)//2,0:1]\n", " ub_v_pred = pred[:len(pred)//2,1:2]\n", "\n", " #Values at lower boundary\n", " lb_u_pred = pred[len(pred)//2:,0:1]\n", " lb_v_pred = pred[len(pred)//2:,1:2]\n", "\n", " ub_u_pred_x = u_pred_x[:len(u_pred_x)//2]\n", " ub_v_pred_x = v_pred_x[:len(u_pred_x)//2]\n", " \n", " lb_u_pred_x = u_pred_x[len(u_pred_x)//2:]\n", " lb_v_pred_x = v_pred_x[len(u_pred_x)//2:]\n", "\n", "\n", " # as u on the boundary is 0, we can just return the mean of the prediction\n", " return ((ub_u_pred - lb_u_pred)**2).mean() + ((ub_v_pred - lb_v_pred)**2).mean() + ((ub_u_pred_x - lb_u_pred_x)**2).mean() + ((ub_v_pred_x - lb_v_pred_x)**2).mean()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The inital points are defined from x0 and t is full of 0. While the boundary points are different tb points for x = 5 and x = -5." ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [], "source": [ "\n", "#BC Definition\n", "\n", "x0_ = torch.tensor(x0.reshape(-1, 1))\n", "u0_ = torch.tensor(u0.reshape(-1, 1))\n", "v0_ = torch.tensor(v0.reshape(-1, 1))\n", "\n", "\n", "initial_bc = InitialCondition(\n", " torch.cat([x0_, torch.full_like(x0_, 0)], dim=-1).float(), # [x0, 0]\n", " torch.cat([u0_, v0_], dim=-1).float() # [u0, v0]\n", ")\n", "\n", "\n", "tb_ = torch.tensor(tb).reshape(-1, 1)\n", "boundary_bc = XBoudaryCondition(\n", " torch.cat(\n", " [torch.cat([ torch.full_like(tb_, 5), tb_ ], dim=-1), # [5,tb]\n", " torch.cat([ torch.full_like(tb_, -5), tb_ ], dim=-1),] # [-5,tb]\n", " ).float()\n", ")\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Create Dataset" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [], "source": [ "\n", "train_dataset = TorchDataset(X_f)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## PINN and NN definiton" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [], "source": [ "\n", "input_dim = X_f.shape[1]\n", "output_dim = 2 # u(t, x), v(t,x), \n", "\n", "net = MLP(\n", " input_size=input_dim,\n", " output_size=output_dim,\n", " hidden_size=100,\n", " n_layers=5,\n", " activation=torch.nn.functional.tanh, # With relu the model struggles to converge\n", ")\n", "\n", "shrodinger_pinn = ShrodingerPINN(\n", " neural_net=net,\n", " device=device,\n", ")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## PINN training with Adam optimizer" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "Epoch 1/10000 Iteration 0. Pde loss: 4.7672e-02, data/bc losses: [1.1603e+00, 1.2829e+00]: 100%|██████████| 1/1 [00:11<00:00, 11.97s/it]\n", "Epoch 1000/10000 Iteration 0. Pde loss: 2.8017e-02, data/bc losses: [1.9799e-02, 1.1357e-03]: 100%|██████████| 1/1 [00:00<00:00, 23.31it/s]\n", "Epoch 2000/10000 Iteration 0. Pde loss: 3.2303e-02, data/bc losses: [1.1159e-02, 9.9579e-04]: 100%|██████████| 1/1 [00:00<00:00, 19.80it/s]\n", "Epoch 3000/10000 Iteration 0. Pde loss: 8.4737e-03, data/bc losses: [5.6386e-03, 7.1361e-05]: 100%|██████████| 1/1 [00:00<00:00, 24.52it/s]\n", "Epoch 4000/10000 Iteration 0. Pde loss: 5.7364e-03, data/bc losses: [3.3060e-03, 6.9943e-05]: 100%|██████████| 1/1 [00:00<00:00, 21.94it/s]\n", "Epoch 5000/10000 Iteration 0. Pde loss: 3.6267e-03, data/bc losses: [1.7787e-03, 5.7431e-05]: 100%|██████████| 1/1 [00:00<00:00, 24.47it/s]\n", "Epoch 6000/10000 Iteration 0. Pde loss: 2.4194e-03, data/bc losses: [1.0164e-03, 3.7985e-05]: 100%|██████████| 1/1 [00:00<00:00, 22.60it/s]\n", "Epoch 7000/10000 Iteration 0. Pde loss: 4.2973e-03, data/bc losses: [5.7286e-04, 3.3943e-05]: 100%|██████████| 1/1 [00:00<00:00, 25.45it/s]\n", "Epoch 8000/10000 Iteration 0. Pde loss: 1.5579e-03, data/bc losses: [5.1239e-04, 5.0528e-05]: 100%|██████████| 1/1 [00:00<00:00, 25.19it/s]\n", "Epoch 9000/10000 Iteration 0. Pde loss: 7.1868e-03, data/bc losses: [1.9607e-04, 1.4594e-04]: 100%|██████████| 1/1 [00:00<00:00, 26.06it/s]\n", "Epoch 10000/10000 Iteration 0. Pde loss: 8.9741e-04, data/bc losses: [2.2386e-04, 1.1224e-05]: 100%|██████████| 1/1 [00:00<00:00, 19.52it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "training time ADAM: 422.57659339904785\n" ] }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "\n", "training_params = {\n", " 'optimizer_class': torch.optim.Adam,\n", " 'optimizer_params': {'lr': 1e-3},\n", " 'epochs': 10000, \n", " 'boundary_conditions': [ initial_bc, boundary_bc],\n", " 'print_every': 1000,\n", "}\n", "\n", "pipeline_adam = Pipeline(\n", " model=shrodinger_pinn,\n", " train_dataset=train_dataset,\n", " training_params=training_params,\n", ")\n", "\n", "start = time.time()\n", "model_logs = pipeline_adam.run()\n", "end = time.time()\n", "print(\"training time ADAM: \", end-start)\n", "\n", "shrodinger_pinn.plot_training_logs(model_logs)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## PINN training with LBFGS optimizer" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "Epoch 1/1 Iteration 4800. Pde loss: 1.1083e-06, data/bc losses: [1.9058e-06, 9.8313e-08]: 100%|██████████| 1/1 [04:33<00:00, 273.63s/it]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "training time ADAM: 273.63641357421875\n" ] }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "\n", "evaluator2 = RegressionEvaluatorPlotter(plots_path=CASE_DIR / 'plots/', plotters=[TrueVsPredPlotter()])\n", "lbfgs_params = {\n", " 'max_iter': 12000,#12000\n", " 'max_eval': 10000,\n", " 'history_size': 200,\n", " 'tolerance_grad': 1e-8,\n", " 'tolerance_change': 1.0 * 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], #initial_bc, \n", "}\n", "\n", "pipeline_lbfgs = Pipeline(\n", " model=shrodinger_pinn,\n", " train_dataset=train_dataset,\n", " # test_dataset=test_dataset,\n", " training_params=training_params,\n", " evaluators=[evaluator2]\n", ")\n", "\n", "start = time.time()\n", "model_logs = pipeline_lbfgs.run()\n", "end = time.time()\n", "print(\"training time ADAM: \", end-start)\n", "shrodinger_pinn.plot_training_logs(model_logs)" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "Regression evaluator metrics:\n", "mse: 1.3665e-06\n", "mae: 9.5476e-04\n", "mre: 0.8756%\n", "ae_95: 0.0022\n", "ae_99: 0.0028\n", "r2: 1.0000\n", "l2_error: 0.0017\n" ] }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "\n", "pred = shrodinger_pinn.predict(torch.tensor(X_star).float())\n", "u_pred, v_pred = pred[:,0:1], pred[:,1:2]\n", "h_pred = np.sqrt(u_pred**2 + v_pred**2)\n", "\n", "H_pred = griddata(X_star, h_pred.flatten(), (X, T), method='cubic')\n", "\n", "H_star = griddata(X_star,h_star.flatten(), (X,T), method='cubic')\n", "\n", "evaluator = RegressionEvaluatorPlotter(plots_path='.', plotters=[TrueVsPredPlotter()])\n", "evaluator(u_pred.reshape(-1, 1), u_star.reshape(-1, 1))\n", "evaluator.print_metrics()" ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Text(0.5, 1.0, '$t = 0.98$')" ] }, "execution_count": 16, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "gs1 = gridspec.GridSpec(1, 3)\n", "gs1.update(top=1-1/3, bottom=0, left=0.1, right=0.9, wspace=0.5)\n", "\n", "ax = plt.subplot(gs1[0, 0])\n", "ax.plot(x,Exact_h[:,75], 'b-', linewidth = 2, label = 'Exact') \n", "ax.plot(x,H_pred[75,:], 'r--', linewidth = 2, label = 'Prediction')\n", "ax.set_xlabel('$x$')\n", "ax.set_ylabel('$|h(t,x)|$') \n", "ax.set_title(f'$t = {t[75].item():.2f}$', fontsize=10)\n", "ax.axis('square')\n", "ax.set_xlim([-5.1,5.1])\n", "ax.set_ylim([-0.1,5.1])\n", "\n", "ax = plt.subplot(gs1[0, 1])\n", "ax.plot(x,Exact_h[:,100], 'b-', linewidth = 2, label = 'Exact') \n", "ax.plot(x,H_pred[100,:], 'r--', linewidth = 2, label = 'Prediction')\n", "ax.set_xlabel('$x$')\n", "ax.set_ylabel('$|h(t,x)|$')\n", "ax.axis('square')\n", "ax.set_xlim([-5.1,5.1])\n", "ax.set_ylim([-0.1,5.1])\n", "# Asegúrate de que t[100] sea un número real, por ejemplo usando float()\n", "ax.set_title(f'$t = {t[100].item():.2f}$', fontsize=10)\n", "ax.legend(loc='upper center', bbox_to_anchor=(0.5, -0.8), ncol=5, frameon=False)\n", "\n", "ax = plt.subplot(gs1[0, 2])\n", "ax.plot(x,Exact_h[:,125], 'b-', linewidth = 2, label = 'Exact')\n", "ax.plot(x,H_pred[125,:], 'r--', linewidth = 2, label = 'Prediction')\n", "ax.set_xlabel('$x$')\n", "ax.set_ylabel('$|h(t,x)|$')\n", "ax.axis('square')\n", "ax.set_xlim([-5.1,5.1])\n", "ax.set_ylim([-0.1,5.1]) \n", "# Asegúrate de que t[100] sea un número real, por ejemplo usando float()\n", "ax.set_title(f'$t = {t[125].item():.2f}$', fontsize=10)\n" ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "\n", "\n", "X0 = np.concatenate((x0, 0*x0), 1) # (x0, 0)\n", "X_lb = np.concatenate((0*tb + lb[0], tb), 1) # (lb[0], tb)\n", "X_ub = np.concatenate((0*tb + ub[0], tb), 1) # (ub[0], tb)\n", "X_u_train = np.vstack([X0, X_lb, X_ub])\n", "\n", "fig, axs = plt.subplots(1, 3, figsize=(25, 5))\n", "for i, (data, title) in enumerate(zip([H_star, H_pred, (H_pred - H_star) ** 2], ['Predicted', 'Real', 'Squared Error'])):\n", " im = axs[i].imshow(data.T, extent=[lb[1], ub[1], lb[0], ub[0]], origin='lower', aspect='auto', 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": "markdown", "metadata": {}, "source": [ "## Save model\n" ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Saving model\n", "Model saved\n", "Model loaded\n", "Mean Relative Error u: 1.657814e-01 \n", "Mean Relative Error v: 2.100694e-01 \n", "Mean Relative Error h: 1.325840e-01 \n" ] } ], "source": [ "print(\"Saving model\")\n", "shrodinger_pinn.save(CASE_DIR / 'models/shrodinger_pinn.pth')\n", "print(\"Model saved\")\n", "shrodinger_pinn_loaded = ShrodingerPINN.load(CASE_DIR / 'models/shrodinger_pinn.pth', device=device)\n", "\n", "print(\"Model loaded\")\n", "predictions = shrodinger_pinn_loaded.predict(torch.tensor(X_star).float())\n", "u_pred, v_pred = pred[:,0:1], pred[:,1:2]\n", "h_pred = np.sqrt(u_pred**2 + v_pred**2)\n", "\n", "error_u = np.linalg.norm(u_star-u_pred,2)/np.linalg.norm(u_star,2) * 100\n", "error_v = np.linalg.norm(v_star-v_pred,2)/np.linalg.norm(v_star,2) * 100\n", "error_h = np.linalg.norm(h_star-h_pred,2)/np.linalg.norm(h_star,2) * 100\n", "\n", "print('Mean Relative Error u: %e ' % (error_u))\n", "print('Mean Relative Error v: %e ' % (error_v))\n", "print('Mean Relative Error h: %e ' % (error_h))" ] } ], "metadata": { "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": "3.11.5" } }, "nbformat": 4, "nbformat_minor": 4 }