{ "cells": [ { "cell_type": "markdown", "id": "793cf676-c20a-452c-8e64-be73ac256d2a", "metadata": {}, "source": [ "# Example: Kernel-based Dynamics - Introduction\n", "\n", "- Author: Dr. Daning Huang\n", "- Date: 09/27/2025\n", "- Updated: 05/07/2026" ] }, { "cell_type": "markdown", "id": "284320ba-76c3-4c73-aa03-40f5e83dff43", "metadata": {}, "source": [ "## Introduction\n", "\n", "The kernel model, esp. kernel ridge regression (KRR), is a popular type of linear models for regression with nonlinear features.\n", "\n", "### Scalar case\n", "\n", "Given a dataset of $N$ samples, inputs $X=[x_1,x_2,\\cdots,x_N]$ and outputs $Y=[y_1,y_2,\\cdots,y_N]$, the KRR model is\n", "$$\n", "y = k(x,X)\\theta,\\quad \\theta\\in\\mathbb{R}^N\n", "$$\n", "where $k$ is a positive definite kernel function - such that $k(X,X)$ is a positive definite matrix for any $X$. One example is Gaussian kernel $k(x,x';l)=\\exp(-\\|x-x'\\|^2/(2l^2))$, with a learnable length scale $l$. The coefficients $\\theta$ are learned in closed form\n", "$$\n", "\\theta = (k(X,X)+\\lambda I)^{-1}Y\n", "$$\n", "where $\\lambda$ is a ridge parameter for regularization." ] }, { "cell_type": "markdown", "id": "1565178b-67dd-4cbf-a3ef-b70a3a9f2477", "metadata": {}, "source": [ "### Vector case\n", "\n", "For the case of multiple outputs, one could fit\n", "\n", "- `MultiOuputShared`: one KRR for each output, and each KRR share the same kernel function\n", "- `MultiOuputIndep`: one KRR for each output, and each KRR has a different kernel function\n", "- `OperatorValued`: Using a *matrix* kernel function, one fit one large KRR for all output\n", "\n", "For the last case, one simple example is the separable kernel,\n", "$$\n", "K(x,x') = \\sum_{i=1}^M k_i(x,x')B_i\n", "$$\n", "where $k_i$ is a scalar kernel, such as Gaussian, and $B_i$ is a coefficient matrix.\n", "\n", "Another special case is the diagonal kernel\n", "$$\n", "K(x,x') = \\mathrm{diag}[k_1(x,x'),\\cdots, k_M(x,x')]\n", "$$\n", "which is the same as `MultiOuputIndep`." ] }, { "cell_type": "markdown", "id": "abbaf7ee-28fa-4bee-b957-6d20b977dc1c", "metadata": {}, "source": [ "### Applying to dynamics\n", "\n", "The KRR can provide a parametrized model $f(z;\\Theta)=K(z,Z)\\Theta$, and it can be used to represent the dynamics. Some typical forms are\n", "\n", "- `ContinuousTime`: $\\dot{z}=f(z;\\Theta)$\n", "- `DiscreteTime`: $z_{n+1}=f(z_n;\\Theta)$\n", "- `SkipConnection`: $z_{n+1}=z_n + f(z_n;\\Theta)$\n", "\n", "Furthermore, one can wrap around the dynamics with an autoencoder that maps observations $x$ and inputs $u$ to latent states $z$.\n", "\n", "To learn the dynamics, one can either\n", "\n", "- Estimate $\\dot{z}$ or use $z_{n+1}$ to assemble the targets for KRR, and use the closed form solution to find $\\Theta$, or\n", "- Pair the linear solution with our `NODETrainer` or `WeakFormTrainer` for further tuning (esp. when an autoencoder is used)." ] }, { "cell_type": "markdown", "id": "7a4124a8-70f4-4c5f-988a-27276a9954b4", "metadata": {}, "source": [ "### In this example...\n", "\n", "The philosophy of DyMAD is to modularize every piece, so that it can support as many combinations as possible.\n", "\n", "For the case of kernels, it supports all possible combinations of the above, e.g., a `MultiOuputShared` kernel with `DiscreteTime` dynamics. But with the same dynamics one can swap out to use a `OperatorValued` kernel, or with the same kernel swap out to use `SkipConnection` dynamics. Lastly, any of these dynamics can be trained using our `LinearTrainer`, or further fine-tuned by other trainers.\n", "\n", "We will demonstrate the above capabilities using a 2D dynamics that resides on a circle-like manifold." ] }, { "cell_type": "markdown", "id": "20e7ba0f-70b1-4a31-8342-0930ed0e309c", "metadata": {}, "source": [ "## Setting up the Problem\n", "\n", "The example is based on our work in [ICLR 2025](https://openreview.net/pdf?id=OwpLQrpdwE).\n", "\n", "Consider an angular dynamics for $\\theta$ periodic on $[0, 2\\pi]$\n", "$$\n", "\\dot{\\theta} = 3/2 - \\cos(\\theta)\n", "$$\n", "we embed this dynamics in 2D with\n", "$$\n", "x = r\\cos(\\theta),\\quad y=r\\sin(\\theta),\\quad r=1+D\\cos(K\\theta)\n", "$$\n", "The embedding produces a manifold - a distorted circle, and larger $D$ gives larger distortion.\n", "\n", "The main challenge to learn such dynamics is to keep the states on the manifold over a long time horizon." ] }, { "cell_type": "code", "execution_count": 1, "id": "cf61c908-a9d0-4067-b9a5-fb5e81d54944", "metadata": {}, "outputs": [], "source": [ "import warnings\n", "warnings.filterwarnings('ignore')\n", "import copy\n", "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 import DKMSK, KM, KMM # Some kernel models - explained later\n", "from dymad.training import LinearTrainer # Linear trainer for this example\n", "from dymad.utils import plot_trajectory, TrajectorySampler" ] }, { "cell_type": "code", "execution_count": 2, "id": "63cbae2f-7d52-4d8a-a719-3952e094df4f", "metadata": {}, "outputs": [], "source": [ "B = 1\n", "N = 201\n", "t_grid = np.linspace(0, 8, N)\n", "\n", "s5 = np.sqrt(5)\n", "K, D = 3, 0.3\n", "# \\dot{\\theta} = 3/2 - \\cos(\\theta)\n", "def dyn(tt, K=K, D=D):\n", " vv = 2 * np.arctan(np.tan(s5*tt/4)/s5)\n", " rr = 1 + D*np.cos(K*vv)\n", " uu = np.array([\n", " rr*np.cos(vv),\n", " rr*np.sin(vv)]).T\n", " return vv, uu\n", "t_ref = np.linspace(0, 6, 51)\n", "_ref = dyn(t_ref)[1]\n", "\n", "def f(t, x):\n", " _x = np.atleast_2d(x)\n", " _t = np.arctan2(_x[:,1], _x[:,0])\n", " _v = 1.5 - np.cos(_t)\n", " _r = 1 + D*np.cos(K*_t)\n", " _d = -K*D*np.sin(K*_t)\n", " _c, _s = np.cos(_t)*_v, np.sin(_t)*_v\n", " _T = np.vstack([\n", " -_r*_s+_d*_c, _r*_c+_d*_s]).T\n", " return _T.squeeze()" ] }, { "cell_type": "code", "execution_count": null, "id": "24239df7-e273-4982-bc55-6a5f21c1656f", "metadata": {}, "outputs": [], "source": [ "\"\"\"ker_data.yaml\n", "dims:\n", " states: 2\n", " inputs: 0\n", " observations: 2\n", "\n", "solver:\n", " method: RK45\n", " rtol: 1.0e-6\n", " atol: 1.0e-6\n", "\"\"\"" ] }, { "cell_type": "code", "execution_count": 4, "id": "0eee81b7-2346-4c53-9fb4-a35d50049630", "metadata": {}, "outputs": [], "source": [ "smpl = {'x0': {\n", " 'kind': 'perturb',\n", " 'params': {'bounds': [0, 0], 'ref': _ref}}\n", " } # Ensure the initial conditions are on manifold\n", "sampler = TrajectorySampler(f, config='ker_data.yaml', config_mod=smpl)\n", "ts, xs, ys = sampler.sample(t_grid, batch=B, save='./data/ker.npz')" ] }, { "cell_type": "markdown", "id": "ea20a401-3a92-4fee-a76b-d3d01e603e1b", "metadata": {}, "source": [ "Trajectory in phase space." ] }, { "cell_type": "code", "execution_count": 5, "id": "66d51e0f-3652-4985-a0f9-5b51715e175c", "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig = plt.figure()\n", "plt.plot(ys[0, :, 0], ys[0, :, 1])\n", "plt.xlabel('x')\n", "plt.ylabel('y');" ] }, { "cell_type": "markdown", "id": "1c16ecf0-8aa8-48fc-87f5-f6ac8294a556", "metadata": {}, "source": [ "Trajectory in time domain - quite oscillatory and non-trivial to learn." ] }, { "cell_type": "code", "execution_count": 6, "id": "85e083a4-8afa-4ec2-ab05-d25a04ff5100", "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plot_trajectory(np.array([ys[0]]), ts[0], \"S1\", labels=['Truth'], ifclose=False);" ] }, { "cell_type": "markdown", "id": "1d416459-bc4b-4a17-b7ab-5a091d8c97cd", "metadata": {}, "source": [ "## Setting up the Model\n", "\n", "We will consider four models in this case.\n", "\n", "- `km_exp`: `ContinuousTime` model with `MultiOuputShared` kernel, using an Exponential kernel $k(x,x';l)=\\exp(-\\|x-x'\\|/l)$.\n", "- `dks_exp`: `SkipConnection` model with `MultiOuputShared` kernel, using also an Exponential kernel.\n", "- `dks_dm`: Same as #2 but using a Diffusion Map kernel.\n", "- `kmm_tn`: `ContinuousTime` model with `OperatorValued` kernel, using a Tangent kernel from [ICLR 2025](https://openreview.net/pdf?id=OwpLQrpdwE)." ] }, { "cell_type": "markdown", "id": "42ce9099-cbf7-4280-b4b2-5f0fe99c8c47", "metadata": {}, "source": [ "### ContinuousTime, Exponential" ] }, { "cell_type": "code", "execution_count": 7, "id": "534337b5-7e3e-4ee9-a656-b25567498ae9", "metadata": {}, "outputs": [], "source": [ "# Dictionary for kernel\n", "opt_exp = {\n", " \"type\": \"sc_exp\", # Scalar, Exponential\n", " \"input_dim\": 2, # Input dimension, the 2 states in our case\n", " \"lengthscale_init\": 1.0 # Prescribed length scale\n", "}\n", "# Dictionary for model\n", "RIDGE = 1e-6 # The ridge parameter\n", "mdl_exp = {\n", " \"name\" : 'ker_model',\n", " \"encoder_layers\" : 0,\n", " \"decoder_layers\" : 0,\n", " \"kernel_dimension\" : 2, # This is to match input_dim\n", " \"type\": \"share\", # MultiOuputShared\n", " \"kernel\": opt_exp, # Supply kernel here\n", " \"dtype\": torch.float64,\n", " \"ridge_init\": RIDGE\n", "}" ] }, { "cell_type": "markdown", "id": "6bed6272-76e7-4009-ab71-eb8ff13fa456", "metadata": {}, "source": [ "### SkipConnection, Exponential\n", "This does not need additional definitions. We just need to supply the previous dictionaries to a `SkipConnection` model." ] }, { "cell_type": "markdown", "id": "3527b63c-f3fe-41f3-a7d0-d26cfb65854e", "metadata": {}, "source": [ "### SkipConnection, Diffusion Map" ] }, { "cell_type": "code", "execution_count": 8, "id": "3ccefb52-f5d3-4cc9-99df-87ed318f1c22", "metadata": {}, "outputs": [], "source": [ "opt_dm = {\n", " \"type\": \"sc_dm\", # Scalar, Diffusion Map\n", " \"input_dim\": 2,\n", " \"eps_init\": None, # If the length scale is not provided, a heuristic approach will be used\n", "}\n", "mdl_dm = copy.deepcopy(mdl_exp)\n", "mdl_dm[\"kernel\"] = opt_dm # Only need to swap out the kernel" ] }, { "cell_type": "markdown", "id": "720b94cf-9868-49ae-9f36-9e355e4b3a6a", "metadata": {}, "source": [ "### ContinuousTime, OperatorValued" ] }, { "cell_type": "code", "execution_count": 9, "id": "219cc88a-09f4-4832-8c6a-f7097746842d", "metadata": {}, "outputs": [], "source": [ "# Scalar kernel base - Gaussian\n", "opt_rbf = {\n", " \"type\": \"sc_rbf\",\n", " \"input_dim\": 2,\n", " \"lengthscale_init\": 1.0\n", "}\n", "# Tangent kernel\n", "opt_opk = {\n", " \"type\": \"op_tan\",\n", " \"input_dim\": 2,\n", " \"output_dim\": 2,\n", " \"kopts\": opt_rbf # Builds upon a Gaussian kernel\n", "}\n", "# The model\n", "mdl_mn = {\n", " \"name\" : 'ker_model',\n", " \"encoder_layers\" : 0,\n", " \"decoder_layers\" : 0,\n", " \"kernel_dimension\" : 2,\n", " \"manifold\" : { # Options for manifold calculations\n", " \"d\" : 1, # Intrinsic dimension\n", " \"g\" : 6, # Order of Generalized Moving Least Squares\n", " \"T\" : 5 # Order of tangent basis estimation\n", " },\n", " \"type\": \"tangent\", # Specialized kernel model with tangent space\n", " \"kernel\": opt_opk,\n", " \"dtype\": torch.float64,\n", " \"ridge_init\": RIDGE\n", "}" ] }, { "cell_type": "markdown", "id": "afc10ab0-6cb9-4c71-a48e-343074338a83", "metadata": {}, "source": [ "## Train the Model\n", "\n", "### Training options" ] }, { "cell_type": "code", "execution_count": 10, "id": "cb425bb4-573f-4be9-9862-2ff0890ca871", "metadata": {}, "outputs": [], "source": [ "# Options for linear solution\n", "trn_ln = {\n", " \"n_epochs\": 1,\n", " \"save_interval\": 100,\n", " \"load_checkpoint\": False,\n", " \"method\": \"raw\"\n", "}\n", "# Options for the tangent model\n", "# Using first-order finite difference for time derivative\n", "trn_l1 = copy.deepcopy(trn_ln)\n", "trn_l1[\"kwargs\"] = {\"order\": 1}\n", "\n", "config_path = 'ker_model.yaml'\n", "\n", "# Collection of training configurations\n", "cfgs = [\n", " ('km_exp', KM, {\"model\": mdl_exp, \"training\" : trn_ln}),\n", " ('dks_exp', DKMSK, {\"model\": mdl_exp, \"training\" : trn_ln}),\n", " ('dks_dm', DKMSK, {\"model\": mdl_dm, \"training\" : trn_ln}),\n", " ('kmm_tn', KMM, {\"model\": mdl_mn, \"training\" : trn_l1}),\n", " ]\n", "IDX = range(len(cfgs))\n", "labels = [cfgs[i][0] for i in IDX]" ] }, { "cell_type": "code", "execution_count": null, "id": "a96d16f0-9347-4616-981e-d233a9fc5df3", "metadata": {}, "outputs": [], "source": [ "\"\"\"ker_model.yaml\n", "data:\n", " path: './data/ker.npz'\n", " n_samples: 1\n", " n_steps: 201\n", " double_precision: true\n", "\n", "transform_x:\n", " type: \"identity\"\n", "\n", "transform_u:\n", " type: \"identity\"\n", "\n", "split:\n", " train_frac: 1.0 # Only one trajectory, so no train-valid-test split\n", "\n", "dataloader:\n", " batch_size: 1\n", "\"\"\"" ] }, { "cell_type": "markdown", "id": "0e2b4017-9370-4c4e-add8-bcadf122bc74", "metadata": {}, "source": [ "### The training" ] }, { "cell_type": "code", "execution_count": 12, "id": "3e4ac719-cffa-4448-9c0c-db35c4ae7a37", "metadata": {}, "outputs": [], "source": [ "for i in IDX:\n", " mdl, MDL, opt = cfgs[i]\n", " opt[\"model\"][\"name\"] = f\"ker_{mdl}\"\n", " trainer = LinearTrainer(config_path, MDL, config_mod=opt)\n", " trainer.train()" ] }, { "cell_type": "markdown", "id": "6a6856dd-09b8-4074-8fa3-ba553745e643", "metadata": {}, "source": [ "## Prediction\n", "\n", "We will focus on the long-term prediction capability. The initial condition is randomly sampled from the manifold.\n", "\n", "The first figure shows that all models tend to capture trend with the right wave form.\n", "\n", "The second figure zooms, and shows that the scalar kernel models all show some lag in phase over time, but some are less, such as the tangent kernel." ] }, { "cell_type": "code", "execution_count": 13, "id": "0cdf51db-071d-46c0-b703-a810fd1ad115", "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "scl = 16\n", "t_pred = np.linspace(0, 8*scl, N*scl) # 16 times longer than training length\n", "sampler = TrajectorySampler(f, config='ker_data.yaml', config_mod=smpl)\n", "ts, xs, ys = sampler.sample(t_pred, batch=1)\n", "x_data = xs[0]\n", "t_data = ts[0]\n", "\n", "res = [x_data]\n", "for _i in IDX:\n", " mdl, MDL, _ = cfgs[_i]\n", " _, prd_func = load_model(MDL, f'ker_{mdl}.pt')\n", " with torch.no_grad():\n", " pred = prd_func(x_data, t_data)\n", " res.append(pred)\n", "\n", "plot_trajectory(\n", " np.array(res), t_data, \"S1\",\n", " labels=['Truth']+labels, ifclose=False);" ] }, { "cell_type": "code", "execution_count": 14, "id": "dbf709f8-5969-4615-99df-3f29a1157eb7", "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plot_trajectory(\n", " np.array(res), t_data, \"S1\",\n", " labels=['Truth']+labels, ifclose=False)\n", "plt.xlim([110, 125]);" ] } ], "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 }