{ "cells": [ { "cell_type": "code", "execution_count": 94, "id": "0caed09d-661f-46a0-bc5e-74c69a72fcb0", "metadata": {}, "outputs": [], "source": [ "import numpy as np\n", "import torch\n", "import torch.nn as nn\n", "import matplotlib.pyplot as plt\n", "from collections import OrderedDict" ] }, { "cell_type": "markdown", "id": "f27b25e5-b907-4922-bff0-ee13ed60f246", "metadata": {}, "source": [ "# Preprocessing" ] }, { "cell_type": "code", "execution_count": 29, "id": "b2f9d1c8-fc8f-4829-b27e-84d9ed014593", "metadata": {}, "outputs": [], "source": [ "## DEFINE INPUT PARAMETERS\n", "# defining velocity, density, and viscocity for fluid\n", "u0 = 1 # lid velocity\n", "rho0 = 1\n", "nu0 = 0.01\n", "N = 4400 # number of collocation data points [x,y]" ] }, { "cell_type": "code", "execution_count": 118, "id": "afa29b5a-5efc-449f-b0e7-1cdfc9089c28", "metadata": {}, "outputs": [], "source": [ "def Uniform_with_Cylinder(u0, N_col=10000, N_circ=200, r=0.1):\n", " \"\"\"\n", " Create collocation points inside a 1by1 box with a cylinder in the middle\n", "\n", " Args:\n", " u0 : Inlet velocity\n", " N_col : number of collocation points # note the acc number is slightly less as we are removing points in the cylinder\n", " N_circ : Number of points along cylinder boundary\n", " r : Cylinder radius \n", " \n", " Returns: \n", " Tensors of:\n", " X_col : Collocation points [x, y]\n", " BC_X : Boundary points [x, y]\n", " BC_Y : Boundary condition values [u, v]\n", " \"\"\"\n", "\n", " # setting up domain size\n", " # NOTE these cylinder centre points are only for a 1 by 1\n", " xc, yc = 0.5, 0.5 # cylinder center\n", "\n", " # CREATING collocation points\n", " # set random points \n", " xy = np.random.rand(N_col, 2) \n", "\n", " # Distance from cylinder center\n", " dist = np.sqrt((xy[:, 0] - xc)**2 + (xy[:, 1] - yc)**2)\n", "\n", " # Keep only points outside the cylinder\n", " valid_col = dist > r\n", " xy_outside = xy[valid_col]\n", "\n", " X_col = torch.tensor(xy_outside, dtype=torch.float32)\n", "\n", " # CREATING Boundary condition locations\n", " # so for a 1 by 1 box Left (x=0), Right (x=1), Bottom (y=0), Top (y=1)\n", "\n", " # evenly distribute BC points along the sides\n", " N_BC = int(np.sqrt(N_col) // 2)\n", " y = np.linspace(0, 1, N_BC)\n", " x = np.linspace(0, 1, N_BC)\n", "\n", " # turn those points into x,y co-ords\n", " b_left = np.column_stack([np.zeros_like(y), y])\n", " b_right = np.column_stack([np.ones_like(y), y])\n", " b_bottom = np.column_stack([x, np.zeros_like(x)])\n", " b_top = np.column_stack([x, np.ones_like(x)])\n", "\n", " # cylinder BCs\n", " theta = np.linspace(0, 2*np.pi, N_circ)\n", " cylinder_x = (r * np.cos(theta) + xc)\n", " cylinder_y = (r * np.sin(theta) + yc)\n", " cylinder_xy = np.column_stack([cylinder_x, cylinder_y])\n", "\n", " # Add all BC points\n", " BC_X_np = np.vstack([b_left, b_bottom, b_right, b_top, cylinder_xy])\n", " BC_X = torch.tensor(BC_X_np, dtype=torch.float32)\n", "\n", " # CREATING the BC_Y essentially 0s everywhere except inlet\n", " # tensor of zeros for all walls except inlet\n", " walls_Y = torch.zeros_like(torch.tensor(np.vstack([b_top, b_bottom, b_right]), dtype=torch.float32))\n", "\n", " # inlet velocity\n", " inlet = torch.zeros_like(torch.tensor(b_left, dtype=torch.float32))\n", " inlet[:, 0] = u0\n", "\n", " # Cylinder no slip so 0\n", " cylinder_uv = torch.zeros_like(torch.tensor(cylinder_xy, dtype=torch.float32))\n", "\n", " # Combine boundary velocities\n", " BC_Y = torch.cat([inlet, walls_Y, cylinder_uv], dim=0)\n", "\n", " return X_col, BC_X, BC_Y" ] }, { "cell_type": "code", "execution_count": 119, "id": "8adfc689-3737-4439-9c96-5e83f62f0451", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 119, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "X_col, BC_X, BC_Y= Uniform_with_Cylinder(1)\n", "\n", "plt.scatter(X_col[:,0].numpy(),X_col[:,1].numpy(),marker='.')\n", "plt.scatter(BC_X[:,0].numpy(),BC_X[:,1].numpy(),marker='x')" ] }, { "cell_type": "code", "execution_count": 97, "id": "97417112-23ad-4ca5-85d4-639a02e083a5", "metadata": {}, "outputs": [], "source": [ "## Compute gradients\n", "def grad(outputs, inputs):\n", " return torch.autograd.grad(\n", " outputs, inputs,\n", " grad_outputs=torch.ones_like(outputs),\n", " create_graph=True,\n", " retain_graph=True\n", " )[0]\n", "def compute_gradients(model, xy):\n", " \"\"\"\n", " Args:\n", " model : PyTorch neural network, with three models inside it (u,v and p) for input xy\n", " xy : tensor of shape (N, 2), # when setting up model set requires_grad=True\n", "\n", " Returns:\n", " p_grads : (p, p_x, p_y) as a tuple\n", " u_grads : (u, u_x, u_y, u_xx, u_yy) as a tuple\n", " v_grads : (v, v_x, v_y, v_xx, v_yy) as a tuple\n", " \"\"\"\n", " # create a clone so we dont change the original tensor\n", " # detatch the xy data from previous gradients so it can be evaluated in isolation\n", " xy = xy.clone().detach().requires_grad_(True) \n", " x = xy[:, 0:1]\n", " y = xy[:, 1:2]\n", "\n", " # Make a fwd pass that goes through the combined mini models collecting all coefficients needed for derivatives\n", " u_v_p = model(torch.cat([x, y], dim=1))\n", " u = u_v_p[:,0:1]\n", " v = u_v_p[:,1:2]\n", " p = u_v_p[:,2:3]\n", "\n", " \n", " # First-order derivatives\n", " p_x = grad(p, x)\n", " p_y = grad(p, y)\n", "\n", " # Second-order derivatives\n", " u_x = grad(u, x)\n", " u_y = grad(u, y)\n", " v_x = grad(v, x)\n", " v_y = grad(v, y)\n", "\n", " # Third-order derivatives\n", " u_xx = grad(u_x, x)\n", " u_yy = grad(u_y, y)\n", " v_xx = grad(v_x, x)\n", " v_yy = grad(v_y, y)\n", " \n", " p_grads = (p, p_x, p_y)\n", " u_grads = (u, u_x, u_y, u_xx, u_yy)\n", " v_grads = (v, v_x, v_y, v_xx, v_yy)\n", "\n", " return p_grads, u_grads, v_grads" ] }, { "cell_type": "markdown", "id": "d4fb1aef-ab4e-424f-9937-e87a719e9d88", "metadata": {}, "source": [ "# Model Creation" ] }, { "cell_type": "code", "execution_count": 99, "id": "dc8538d5-9dfa-44a1-8e38-7009b7b8a3fd", "metadata": {}, "outputs": [], "source": [ "## LOSS EQUATIONS\n", "def navier_stokes_loss(model,X):\n", " \"\"\"\n", " calculates steady navier stokes residuals at collocation points\n", "\n", " Args: \n", " model : whatever model calls this function\n", " X : input collocation [x,y] coords as defined in models data creation\n", "\n", " Returns: \n", " tensor of all collocation point residuals\n", " \"\"\"\n", " p_grads, u_grads, v_grads = compute_gradients(model, X)\n", " _, p_x, p_y = p_grads\n", " u, u_x, u_y, u_xx, u_yy = u_grads\n", " v, v_x, v_y, v_xx, v_yy = v_grads\n", "\n", " #compute PDE residuals\n", " u_eqn = u*u_x + v*u_y + p_x/rho0 - nu0*(u_xx + u_yy)\n", " v_eqn = u*v_x + v*v_y + p_y/rho0 - nu0*(v_xx + v_yy)\n", " \n", "\n", " # combine into one tensor\n", " # [u_residual, v_residual, continuity]\n", " return torch.cat([u_eqn, v_eqn,(u_x+v_y)], dim=1)\n", " \n", "def BC_loss(model,BC_X):\n", " \"\"\"\n", " calculates u and v at boundary conditions\n", "\n", " Args: \n", " model : whatever model calls this function\n", " BC_X : Input Boundary conditions [x,y] coords as defined in models data creation\n", " \n", " Returns: \n", " tensor of u,v at all boundary condition coords\n", " \"\"\"\n", " _, u_grads, v_grads = compute_gradients(model,BC_X)\n", " u, u_x, u_y, u_xx, u_yy = u_grads\n", " v, v_x, v_y, v_xx, v_yy = v_grads\n", " return torch.cat([u, v], dim=1)" ] }, { "cell_type": "markdown", "id": "b7661146-5baf-4d1f-bf77-1c08c047291b", "metadata": {}, "source": [ "## Define sub models and combine into 1 model" ] }, { "cell_type": "code", "execution_count": 100, "id": "4a15f79e-0281-40e5-881c-ddd351dccc1f", "metadata": {}, "outputs": [], "source": [ "## CREATING THE MINI MODEL FOR u,v AND p AND THEN COMBINE THEM INTO ONE MODEL\n", "\n", "# sub model for u,v and p \n", "class submodel(nn.Module):\n", " def __init__(\n", " self,\n", " N_input,\n", " N_hidden_arr,\n", " N_output,\n", " activation = nn.Tanh\n", " ):\n", " super(submodel, self).__init__() # Create network\n", "\n", " # Create input layer w/ activation function\n", " layers = [('Input', nn.Linear(N_input, N_hidden_arr[0]))]\n", " layers.append(('Input activation', activation()))\n", "\n", " # Create hidden layers\n", " for i in range(len(N_hidden_arr)-1):\n", " layers.append(\n", " (\"Hidden %d\" % (i+1), nn.Linear(N_hidden_arr[i], N_hidden_arr[i+1]))\n", " )\n", " layers.append(('Hidden activation %d' % (i+1), activation()))\n", " layers.append(('Output', nn.Linear(N_hidden_arr[-1], N_output)))\n", " layerdict = OrderedDict(layers)\n", " self.layers = nn.Sequential(layerdict)\n", "\n", " def forward(self, x):\n", " y = self.layers(x)\n", " return y\n", "\n", "\n", "class Net(nn.Module):\n", " def __init__(self, N_input, N_hidden_arr, N_output, activation = nn.Tanh):\n", " \n", " super(Net, self).__init__() # Create network\n", " # creates three models using submodel as the blueprint\n", " self.model_u = submodel(N_input, N_hidden_arr ,N_output, activation)\n", " self.model_v = submodel(N_input, N_hidden_arr, N_output, activation)\n", " self.model_p = submodel(N_input, N_hidden_arr, N_output, activation)\n", "\n", "\n", " # combine the outputs of all the models into a single output\n", " def forward(self, xy):\n", " out_u = self.model_u(xy)\n", " out_v = self.model_v(xy)\n", " out_p = self.model_p(xy)\n", " combined = torch.cat((out_u, out_v, out_p), dim=1)\n", " return combined\n", "\n", "\n", " " ] }, { "cell_type": "markdown", "id": "c185db0a-8994-4f80-87bf-4715cee2d15c", "metadata": {}, "source": [ "## Defining the model" ] }, { "cell_type": "code", "execution_count": 102, "id": "435525da-d488-4ccf-b370-a140cf1a538a", "metadata": {}, "outputs": [], "source": [ "## create neural network\n", "\n", "class PINN:\n", " def __init__(self):\n", " ### Need to change this to check if gpu available as well\n", " device = torch.device(\"cpu\")\n", " print(\"Using CPU\")\n", " self.model = Net(\n", " N_input=2,\n", " N_hidden_arr=[32,16,16,32],\n", " N_output = 1\n", " ).to(device)\n", " \n", " # DATA CREATION \n", " self.X, self.BC_X, self.BC_Y = Uniform_with_Cylinder(u0)\n", "\n", " # copy and seperate tensors into format for loss calculations\n", " self.X = self.X.clone().detach().requires_grad_(True)\n", " self.BC_X = self.BC_X.clone().detach().requires_grad_(True)\n", "\n", " \n", " # OPTIMISERS\n", " self.optimiser = torch.optim.LBFGS(\n", " params=self.model.parameters(),\n", " lr=1.0,\n", " max_iter = 75*10**3,\n", " max_eval = 75*10**3,\n", " history_size=50,\n", " tolerance_change=1e-7,\n", " tolerance_grad=1e-7,\n", " line_search_fn=\"strong_wolfe\"\n", " )\n", " self.adam = torch.optim.Adam(self.model.parameters())\n", "\n", " \n", " self.loss_fn = nn.MSELoss()\n", "\n", " # Counter for printing loss\n", " self.iter =1\n", " \n", " # Loss\n", " def compute_loss(self):\n", " # Compute PDE residuals at collocation points\n", " residuals = navier_stokes_loss(self.model, self.X)\n", " ru, rv, conservation = residuals[:, 0:1], residuals[:, 1:2], residuals[:, 2:3]\n", "\n", " # PDE loss (residuals against tensor of zeros)\n", " pde_loss = self.loss_fn(ru, torch.zeros_like(ru)) + self.loss_fn(rv, torch.zeros_like(rv))+self.loss_fn(conservation, torch.zeros_like(conservation))\n", "\n", " # BC loss\n", " bc_loss = BC_loss(self.model,self.BC_X)\n", " bc_loss = self.loss_fn(bc_loss,self.BC_Y)\n", " \n", " \n", " total_loss = pde_loss + bc_loss\n", "\n", " # print the loss\n", " if self.iter % 100 == 0:\n", " print(f\"Iteration {self.iter:5}, Total Loss {total_loss:.9f}\")\n", " self.iter+= 1\n", " \n", " return total_loss\n", " \n", " def train(self, adam_epochs=300, lbfgs_epochs=10):\n", " self.model.train()\n", "\n", " for epoch in range(adam_epochs):\n", " self.adam.zero_grad()\n", " loss = self.compute_loss()\n", " loss.backward()\n", " self.adam.step()\n", "\n", " # extra printing of loss for when adam optimiser in use\n", " if epoch % 50 == 0:\n", " with torch.inference_mode(): \n", " print(f\"[Adam] Step {epoch:4}, Loss = {loss.item():.6e}\")\n", " \n", " for epoch in range(lbfgs_epochs):\n", " def closure():\n", " self.optimiser.zero_grad()\n", " loss = self.compute_loss()\n", " loss.backward()\n", " return loss\n", "\n", " self.optimiser.step(closure)\n", " \n", " def eval(self):\n", " self.model.eval()" ] }, { "cell_type": "code", "execution_count": 103, "id": "8baeb469-b77c-48cc-b8af-f1bcaa59b1d4", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Using CPU\n", "<__main__.PINN object at 0x0000017EB7D02C50>\n" ] } ], "source": [ "test = PINN()\n", "print(test)" ] }, { "cell_type": "code", "execution_count": 104, "id": "d2f57190-7a40-43ca-b5c5-6f042448c11d", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "[Adam] Step 0, Loss = 7.096709e-02\n", "[Adam] Step 50, Loss = 4.366737e-02\n", "Iteration 100, Total Loss 0.041505396\n", "[Adam] Step 100, Loss = 4.147445e-02\n", "[Adam] Step 150, Loss = 4.008773e-02\n", "Iteration 200, Total Loss 0.039508745\n", "[Adam] Step 200, Loss = 3.948596e-02\n", "[Adam] Step 250, Loss = 3.927125e-02\n", "Iteration 300, Total Loss 0.039090931\n", "Iteration 400, Total Loss 0.038149878\n", "Iteration 500, Total Loss 0.037623800\n", "Iteration 600, Total Loss 0.037363272\n", "Iteration 700, Total Loss 0.036932886\n", "Iteration 800, Total Loss 0.036542296\n", "Iteration 900, Total Loss 0.035936411\n", "Iteration 1000, Total Loss 0.034976568\n", "Iteration 1100, Total Loss 0.034640979\n", "Iteration 1200, Total Loss 0.034392338\n", "Iteration 1300, Total Loss 0.034239002\n", "Iteration 1400, Total Loss 0.034145441\n", "Iteration 1500, Total Loss 0.034046259\n", "Iteration 1600, Total Loss 0.033975266\n", "Iteration 1700, Total Loss 0.033885304\n", "Iteration 1800, Total Loss 0.033776794\n", "Iteration 1900, Total Loss 0.033616569\n", "Iteration 2000, Total Loss 0.033361230\n", "Iteration 2100, Total Loss 0.033149451\n", "Iteration 2200, Total Loss 0.032935023\n", "Iteration 2300, Total Loss 0.032775246\n", "Iteration 2400, Total Loss 0.032671794\n", "Iteration 2500, Total Loss 0.032579977\n", "Iteration 2600, Total Loss 0.032471303\n", "Iteration 2700, Total Loss 0.032355323\n", "Iteration 2800, Total Loss 0.032257173\n", "Iteration 2900, Total Loss 0.032129332\n", "Iteration 3000, Total Loss 0.031997990\n", "Iteration 3100, Total Loss 0.031854179\n", "Iteration 3200, Total Loss 0.031706750\n", "Iteration 3300, Total Loss 0.031608544\n", "Iteration 3400, Total Loss 0.031499323\n", "Iteration 3500, Total Loss 0.031385962\n", "Iteration 3600, Total Loss 0.031286720\n", "Iteration 3700, Total Loss 0.031196246\n", "Iteration 3800, Total Loss 0.031131644\n", "Iteration 3900, Total Loss 0.031092886\n", "Iteration 4000, Total Loss 0.031034553\n", "Iteration 4100, Total Loss 0.030993704\n", "Iteration 4200, Total Loss 0.030942798\n", "Iteration 4300, Total Loss 0.030865921\n", "Iteration 4400, Total Loss 0.030824423\n", "Iteration 4500, Total Loss 0.030789791\n", "Iteration 4600, Total Loss 0.030741250\n", "Iteration 4700, Total Loss 0.030691097\n", "Iteration 4800, Total Loss 0.030646585\n", "Iteration 4900, Total Loss 0.030591596\n", "Iteration 5000, Total Loss 0.030543193\n" ] } ], "source": [ "test.train()" ] }, { "cell_type": "code", "execution_count": 113, "id": "83234dda-bea2-4038-bc04-157290073412", "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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", 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" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "from matplotlib.colors import Normalize\n", "from matplotlib.gridspec import GridSpec\n", "\n", "X, BC_X, BC_Y = Uniform_with_Cylinder(u0)\n", " \n", "X = X.clone().detach().requires_grad_(True) \n", "\n", "\n", "# forward pass of the model !!! fwd pass outside eval/inference is okay as long as you dont .backward()\n", "# we have to call .model() because our model is nested inside class PINN\n", "y_preds = test.model(X)\n", "u = y_preds[:, 0:1] # u velocity\n", "v = y_preds[:, 1:2]\n", "p = y_preds[:, 2:3] #pressure\n", "\n", "\n", "# convert to array for postprocessing\n", "p_np = p.detach().numpy()\n", "u_np = u.detach().numpy()\n", "v_np = v.detach().numpy()\n", "x_np = X[:, 0:1].detach().numpy()\n", "y_np = X[:, 1:2].detach().numpy()\n", "\n", "\n", "def tricontour(gs, x, y, z, title):\n", " \"\"\"\n", " this is an explanation for tripcontour() and tripplot() which are two different methods for plotting contour type plots\n", "\n", " Args:\n", " grid: plot position in subplot\n", " x: x-array (x coords)\n", " y: y-array (y coords)\n", " z: z-array (engineering value at [x,y])\n", " title: title \n", " \"\"\"\n", " plt.subplot(gs)\n", " tcf = plt.tricontourf(x, y, z, levels=50, cmap='rainbow')\n", " plt.colorbar(tcf)\n", " plt.gca().set_aspect('equal')\n", " plt.title(title)\n", " plt.xlabel('x')\n", " plt.ylabel('y')\n", " \n", "\n", "# note we have to squeeze the arrays as they are in column vector format(ML format)\n", "gs = GridSpec(2,2)\n", "tricontour(gs[0,0], np.squeeze(x_np), np.squeeze(y_np), np.squeeze(p_np), 'Pressure contour')\n", "tricontour(gs[0,1], np.squeeze(x_np), np.squeeze(y_np), np.squeeze(u_np), 'u velocity contour')\n", "tricontour(gs[1,0], np.squeeze(x_np), np.squeeze(y_np), np.squeeze(v_np), 'v velocity contour')\n", "plt.tight_layout()\n", "plt.show()\n", "\n", "\n", "def tripplot(gs, x, y, z, title):\n", " plt.subplot(gs)\n", " plt.tripcolor(x, y, z, cmap='rainbow')\n", " plt.colorbar()\n", " plt.title(title)\n", " plt.xlabel('x')\n", " plt.ylabel('y')\n", "\n", "gs2 = GridSpec(2,2)\n", "tripplot(gs2[0,0], np.squeeze(x_np), np.squeeze(y_np), np.squeeze(p_np), 'Pressure contour')\n", "tripplot(gs2[0,1], np.squeeze(x_np), np.squeeze(y_np), np.squeeze(u_np), 'u velocity contour')\n", "tripplot(gs[1,0], np.squeeze(x_np), np.squeeze(y_np), np.squeeze(v_np), 'v velocity contour')\n", "plt.tight_layout()\n", "plt.show()\n" ] }, { "cell_type": "code", "execution_count": null, "id": "214c5b6d-493f-440e-815e-573500df97a3", "metadata": {}, "outputs": [], "source": [] } ], "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": "3.11.13" } }, "nbformat": 4, "nbformat_minor": 5 }