{ "cells": [ { "cell_type": "markdown", "id": "5657e390-d220-4665-8599-e33c5ba35c21", "metadata": {}, "source": [ "# Example: Physics-Infused Models - Part 1/2\n", "\n", "- Author: Dr. Daning Huang\n", "- Date: 11/09/2025\n", "- Updated: 05/07/2026" ] }, { "cell_type": "markdown", "id": "d06943ee-2c17-4831-89b8-6d3486ae4843", "metadata": {}, "source": [ "## Introduction\n", "\n", "In this example, we explore the possibility of incorporating partial physics-based knowledge into the model. This is often the case when we know part of the governing equation and need to learn the rest from data. This approach can be beneficial in multiple aspects:\n", "\n", "- Since only part of the model is learnt, usually a **smaller dataset** would be needed, when compared to the purely data-driven models.\n", "- The inclusion of physics enhances the **generalizability** of the model to unseen scenarios.\n", "- Particularly, if the physics carries some parameters, one possibility is to learn the model using data from one parametric combination, and then directly apply to other combinations **without re-training** the model." ] }, { "cell_type": "markdown", "id": "7f90a86f-6bc8-4942-acbb-8eff466b1ad8", "metadata": {}, "source": [ "The physics-infused models considered here involve two scenarios: Physics-based model is known for\n", "\n", "- **Full states**: We learn and apply algebraic corrections to dynamics, which are functions of the states.\n", "- **Partial states**: Additional hidden states need to be learned from data, which then are used to correct the dynamics.\n", "\n", "The two parts of this example consider each of the above, respectively.\n", "\n", "An additional practical consideration is **interface to other code**, this is when the physics-based model is only available in another ecosystem (e.g., JAX instead of PyTorch). Then to allow for backpropagation in `DyMAD`, some interface would be needed to pass the function evaluations and gradients.\n", "\n", "Lastly, this example shows continuous-time dynamics, but the idea applies to discrete-time dynamics too. An example of the latter is provided in the `DyMAD` repo, `scripts/pirom_res_dt`." ] }, { "cell_type": "markdown", "id": "a623396a-ca2d-43fa-ab62-0ba8b8fdcbd6", "metadata": {}, "source": [ "## Problem\n", "\n", "This part considers a simple pendulum dynamics with damping. Let the states be $x=[x_1,x_2]$, where $x_1=\\theta$ is the angular displacement and $x_2=\\dot{\\theta}$ is the angular velocity. In state-space form, the true dynamics is\n", "\n", "$$\n", "\\begin{aligned}\n", "\\dot{x}_1 &= x_2 \\\\\n", "\\dot{x}_2 &= - \\frac{g}{l}\\left( \\sin(x_1) + \\frac{1}{10} x_2 \\right)\n", "\\end{aligned}\\quad\\text{or}\\quad \\dot{x} = f(x,p)\n", "$$\n", "\n", "where the parameter $p=[l]$ includes the length of the pendulum." ] }, { "cell_type": "markdown", "id": "111baf6c-2d44-47b3-a574-7f02f6c9bb4d", "metadata": {}, "source": [ "Now suppose we only know part of the dynamics\n", "\n", "$$\n", "\\begin{aligned}\n", "\\dot{x}_1 &= x_2 \\\\\n", "\\dot{x}_2 &= - \\frac{g}{l}\\left( \\sin(x_1) + r \\right)\n", "\\end{aligned}\\quad\\text{or}\\quad \\dot{x} = \\hat{f}(x,r,p)\n", "$$\n", "\n", "where $r=r(x;\\Theta)$ is a learnable residual force term.\n", "\n", "For simplicity, since we know the true form of $r$, which is linear, we will just use a linear model $r(x)=\\Theta x$." ] }, { "cell_type": "markdown", "id": "51b25685-26af-4d93-baa5-d8af2b2d891a", "metadata": {}, "source": [ "## Case Setup\n", "\n", "### The usuals\n", "\n", "First, some imports" ] }, { "cell_type": "code", "execution_count": 1, "id": "57f0b782-bf0f-42c5-bd3d-3d76e7f52a1c", "metadata": {}, "outputs": [], "source": [ "import matplotlib.pyplot as plt\n", "import numpy as np\n", "import torch\n", "\n", "from dymad.io import load_model\n", "from dymad.models.recipes_corr import TemplateCorrAlg\n", "from dymad.training import WeakFormTrainer\n", "from dymad.utils import plot_multi_trajs, plot_summary, TrajectorySampler" ] }, { "cell_type": "markdown", "id": "fc5d6bbf-cf10-4a2a-91e1-b4c739646f2d", "metadata": {}, "source": [ "Then, the data generation. Note that we only sample a small range of states and there is a new section `p` for sampling parameters. Note that here `p` is configured to fix to one parameter." ] }, { "cell_type": "code", "execution_count": 2, "id": "7bfa3f25-3800-4e3c-a12b-3db24741f2ca", "metadata": {}, "outputs": [], "source": [ "B = 16\n", "N = 301\n", "t_grid = np.linspace(0, 6, N)\n", "\n", "g = 9.81\n", "def f(t, x, p=[1.0]):\n", " dtheta = x[1]\n", " domega = - (g / p[0]) * (np.sin(x[0]) + 0.1 * x[1])\n", " return np.array([dtheta, domega])" ] }, { "cell_type": "code", "execution_count": null, "id": "1e64403f-b19b-4257-bdcd-d5e0d9ae6ae0", "metadata": {}, "outputs": [], "source": [ "\"\"\"res_data.yaml\n", "dims:\n", " states: 2\n", " inputs: 0\n", " observations: 2\n", " parameters: 1\n", "\n", "x0:\n", " kind: uniform\n", " params:\n", " bounds:\n", " - [-0.5, 0.5]\n", " - [-0.5, 0.5]\n", "\n", "p: # New section\n", " kind: uniform\n", " params:\n", " bounds:\n", " - [1.0, 1.0]\n", "\n", "solver:\n", " method: RK45\n", " rtol: 1.0e-6\n", " atol: 1.0e-6\n", "\"\"\"" ] }, { "cell_type": "code", "execution_count": 4, "id": "204b2ad4-cd26-4819-80fd-51032dc19661", "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sampler = TrajectorySampler(f, config='res_data.yaml')\n", "ts, xs, ys, ps = sampler.sample(t_grid, batch=B, save='./data/res.npz')\n", "plot_multi_trajs(np.array([xs]), ts[0], \"DP\", labels=['Truth'], ifclose=False)" ] }, { "cell_type": "markdown", "id": "c7d505ae-2158-46db-be1f-87c22ef51fde", "metadata": {}, "source": [ "The configurations for model. The only new thing here are the options `residual_layers` and `residual_dimension`, that define the depth and output dimension of $r$. They are both one, to correspond to the assumed linear form.\n", "\n", "We use weak form training for simplicity." ] }, { "cell_type": "code", "execution_count": null, "id": "39c33954-61d5-49fe-a6c4-98161d9df5dd", "metadata": {}, "outputs": [], "source": [ "\"\"\"res_model.yaml\n", "data:\n", " path: './data/res.npz'\n", " n_samples: 16\n", " n_steps: 301\n", " double_precision: true\n", "\n", "transform_x:\n", " type: \"identity\"\n", "\n", "transform_u:\n", " type: \"identity\"\n", "\n", "split:\n", " train_frac: 0.75\n", "\n", "dataloader:\n", " batch_size: 256\n", "\"\"\"" ] }, { "cell_type": "code", "execution_count": 6, "id": "f4ed2586-813f-4e86-b162-8476780db563", "metadata": {}, "outputs": [], "source": [ "mdl_kl = {\n", " \"name\" : 'res_model',\n", " \"residual_layers\" : 1, # New\n", " \"residual_dimension\" : 1, # New\n", " \"hidden_dimension\" : 32,\n", " \"activation\" : \"none\", # No activation for linear model\n", " \"end_activation\" : False,\n", " \"weight_init\" : \"xavier_uniform\",\n", " \"gain\" : 0.1,} # Smaller initial weights for training stability\n", "\n", "trn_wf = {\n", " \"n_epochs\": 300,\n", " \"save_interval\": 50,\n", " \"load_checkpoint\": False,\n", " \"learning_rate\": 5e-3,\n", " \"decay_rate\": 0.999,\n", " \"weak_form_params\": {\n", " \"N\": 29,\n", " \"dN\": 2,\n", " \"ordpol\": 2,\n", " \"ordint\": 2},\n", " }\n", "config_path = 'res_model.yaml'" ] }, { "cell_type": "markdown", "id": "62ce3d61-a36b-4134-9ffc-f28f6d4c1310", "metadata": {}, "source": [ "### Creating the model - Pure torch\n", "\n", "Unlike other models, such as `KBF` and `LDM`, that can be used out of the box, to define a physics-infused model, we need to start from the `TemplateCorrAlg` recipe class in `dymad.models.recipes_corr`. This class handles the interface to the other parts of `DyMAD` (training, plotting, etc.) and only needs one user-customized component: `base_dynamics`, which defines $\\hat{f}$ discussed above.\n", "\n", "> The main caveat is that the arguments are multi-dimensional, often in shapes of `[n_batch, n_step, n_dim]`. Hence to access the desired variable, say $x_2$ in $x$, use indices `x[..., 1]`, where `...` represents all the dimensions except the last one." ] }, { "cell_type": "code", "execution_count": 7, "id": "2c9348b1-cf4e-440e-b9be-c9be735f8ab5", "metadata": {}, "outputs": [], "source": [ "class DPT(TemplateCorrAlg):\n", " CONT = True # Tells the class to use continuous-time solver\n", " def base_dynamics(self, x: torch.Tensor, u: torch.Tensor, r: torch.Tensor, p: torch.Tensor) -> torch.Tensor:\n", " # x: states, in this case x=[x_1,x_2]\n", " # u: inputs, not used in this example\n", " # r: residual term, provided by a MLP, that is handled by the class\n", " # p: parameters, in this case p=[l]\n", " _f = torch.zeros_like(x)\n", " _f[..., 0] = x[..., 1]\n", " _f[..., 1] = - (g / p[..., 0]) * (torch.sin(x[..., 0]) + r[..., 0])\n", " return _f" ] }, { "cell_type": "markdown", "id": "a19196f8-ea1e-4e7a-aca0-9e2c34fe22f2", "metadata": {}, "source": [ "### Creating the model - Interfacing with JAX\n", "\n", "So far `DyMAD` provides an interface to `JAX`, which has native autodiff support. The interfaces to other ecosystems, e.g., `NumPy` and `MATLAB`$\\textregistered$ are still under development.\n", "\n", "The JAX implementation is the following, which is nearly identical to the Torch case." ] }, { "cell_type": "code", "execution_count": 8, "id": "18fab5a8-f461-4c85-98f2-2dc744486c24", "metadata": {}, "outputs": [], "source": [ "import jax.numpy as jnp\n", "\n", "def f_jax(*args):\n", " x, u, r, p = args\n", " y1 = x[..., 1]\n", " y2 = - (g / p[..., 0]) * (jnp.sin(x[..., 0]) + r[..., 0])\n", " return jnp.stack([y1, y2], axis=-1)" ] }, { "cell_type": "markdown", "id": "8ce0b29e-bc51-4bfa-84bf-bc086d0f8962", "metadata": {}, "source": [ "Then we use a `JaxWrapper` to create the interface, still under the `TemplateCorrAlg` class." ] }, { "cell_type": "code", "execution_count": 9, "id": "9c43e321-b693-42b8-9d8b-1f67334890d2", "metadata": {}, "outputs": [], "source": [ "from dymad.utils import JaxWrapper\n", "\n", "class DPJ(TemplateCorrAlg):\n", " CONT = True\n", " def extra_setup(self):\n", " # Additional step to include the JAX interface, jit makes the jax function faster.\n", " # This function is called at the end of __init__ of this class\n", " self._jax_layer = JaxWrapper(f_jax, jit=True)\n", "\n", " def base_dynamics(self, x: torch.Tensor, u: torch.Tensor, r: torch.Tensor, p: torch.Tensor) -> torch.Tensor:\n", " # Instead of having the implementation here, the dynamics is provided via JAX.\n", " return self._jax_layer(x, u, r, p)" ] }, { "cell_type": "markdown", "id": "84f56619-1d2c-4d10-aca8-15f68fc87eb9", "metadata": {}, "source": [ "## Training\n", "\n", "Now we have two customized models, but the training is the same. After training we also show the convergence histories, which are approximately the same. The main difference is that the JAX version is slower; this is unavoidable due to the switching between JAX and Torch." ] }, { "cell_type": "code", "execution_count": 10, "id": "8e9361e2-059f-4270-9de1-c080c0387e67", "metadata": {}, "outputs": [], "source": [ "cfgs = [\n", " ('dp_wf', DPT, WeakFormTrainer, {\"model\": mdl_kl, \"training\" : trn_wf}),\n", " ('dj_wf', DPJ, WeakFormTrainer, {\"model\": mdl_kl, \"training\" : trn_wf}),\n", " ]\n", "IDX = [0, 1]\n", "labels = [cfgs[i][0] for i in IDX]" ] }, { "cell_type": "code", "execution_count": 11, "id": "0b89be5e-a850-42d5-ba4d-d65e98fdcd37", "metadata": {}, "outputs": [], "source": [ "for i in IDX:\n", " mdl, MDL, Trainer, opt = cfgs[i]\n", " opt[\"model\"][\"name\"] = f\"res_{mdl}\"\n", " trainer = Trainer(config_path, MDL, config_mod=opt)\n", " trainer.train()" ] }, { "cell_type": "code", "execution_count": 12, "id": "b41f9c53-fc28-4494-98e0-33fc66844fc0", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Epoch time dp_wf: 0.000804747740427653\n", "Epoch time dj_wf: 0.002723183631896973\n" ] }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "npz_files = [f'res_{l}' for l in labels]\n", "npzs = plot_summary(npz_files, labels=labels, ifclose=False)\n", "\n", "for lbl, npz in zip(labels, npzs):\n", " print(f\"Epoch time {lbl}: {npz['avg_epoch_time']}\")" ] }, { "cell_type": "markdown", "id": "6d291632-8338-4ffc-a188-46573a15f4f3", "metadata": {}, "source": [ "## Prediction\n", "\n", "Lastly the prediction. Compared to the training data, here we try initial conditions of a 4-times-larger domain and multiple new parameters.\n", "\n", "But it should not be surprising that the models extrapolate well to both cases, thanks to the physics infused in the model.\n", "\n", "The two models also performs similarly, since their mathematical formulations are the same. The difference comes from training." ] }, { "cell_type": "code", "execution_count": null, "id": "49b6c98f-05e6-46f4-99cf-d066b6f887f5", "metadata": {}, "outputs": [], "source": [ "\"\"\"res_test.yaml\n", "dims:\n", " states: 2\n", " inputs: 0\n", " observations: 2\n", " parameters: 1\n", "\n", "x0:\n", " kind: uniform\n", " params:\n", " bounds:\n", " - [-2.0, 2.0]\n", " - [-2.0, 2.0]\n", "\n", "p:\n", " kind: uniform\n", " params:\n", " bounds:\n", " - [1.0, 5.0]\n", "\n", "solver:\n", " method: RK45\n", " rtol: 1.0e-6\n", " atol: 1.0e-6\n", "\"\"\"" ] }, { "cell_type": "code", "execution_count": 15, "id": "6fd21edc-d9a6-424f-b04c-756e39ec40f8", "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sampler = TrajectorySampler(f, config='res_test.yaml')\n", "ts, xs, ys, ps = sampler.sample(t_grid, batch=5)\n", "x_data = xs\n", "t_data = ts[0]\n", "p_data = ps\n", "\n", "res = [x_data]\n", "for i in IDX:\n", " mdl, MDL, _, _ = cfgs[i]\n", " _, prd_func = load_model(MDL, f'res_{mdl}.pt')\n", " with torch.no_grad():\n", " pred = np.stack(\n", " [prd_func(x_data[j], t_data, p=p_data[j]) for j in range(len(x_data))],\n", " axis=0,\n", " )\n", " res.append(pred)\n", "\n", "plot_multi_trajs(\n", " np.array(res), t_data, \"DP\",\n", " labels=['Truth'] + labels, ifclose=False)" ] } ], "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": "3.12.7" } }, "nbformat": 4, "nbformat_minor": 5 }