{ "cells": [ { "cell_type": "markdown", "id": "07aa228d-8318-4340-babd-4c070a48e47c", "metadata": {}, "source": [ "# Example: 1D Oscillator - Part 2/5\n", "\n", "- Author: Dr. Daning Huang\n", "- Date: 07/14/2025\n", "- Updated: 05/07/2026" ] }, { "cell_type": "markdown", "id": "51501d65-d228-49e5-8a38-218ea0d87cc8", "metadata": {}, "source": [ "After Part 1 of this example, the basic workflow of `DyMAD` should be clear. But as we have seen, a basic model with a basic optimizer did not give satisfactory prediction accuracy.\n", "\n", "Next, let's explore different models (LDM in Part 1 vs bilinear models) and different optimizers (NODE in Part 1 vs weak form)." ] }, { "cell_type": "markdown", "id": "c24aac39-5ad6-4824-89ef-b9a7dd7f3821", "metadata": {}, "source": [ "## Preparation\n", "\n", "To start with, let's import the necessary modules, which should be familiar now given Part 1." ] }, { "cell_type": "code", "execution_count": 1, "id": "4d829b85-d743-4820-9095-18c5dac8dd18", "metadata": {}, "outputs": [], "source": [ "import warnings\n", "warnings.filterwarnings('ignore')\n", "import numpy as np\n", "import torch\n", "\n", "from dymad.io import load_model\n", "from dymad.models import LDM, KBF # Added bilinear model\n", "from dymad.training import NODETrainer, WeakFormTrainer # Added weak form\n", "from dymad.utils import plot_summary, plot_trajectory, TrajectorySampler" ] }, { "cell_type": "markdown", "id": "f85e0f85-ab23-4013-92f1-3a6292bf104e", "metadata": {}, "source": [ "Just in case, regenerate the necessary data again." ] }, { "cell_type": "code", "execution_count": 2, "id": "87346cd5-73d4-4ba0-9bee-febb70b6d117", "metadata": {}, "outputs": [], "source": [ "B = 128 # Number of trajectories\n", "N = 501 # Number of steps\n", "t_grid = np.linspace(0, 5, N)\n", "\n", "A = np.array([\n", " [0., 1.],\n", " [-1., -0.1]])\n", "def f(t, z, u): # Define the dynamics\n", " return (z @ A.T) + u\n", "g = lambda t, z, u: z # Define the observation\n", "\n", "# Chirp input for training\n", "config_chr = {\n", " \"control\" : {\n", " \"kind\": \"chirp\",\n", " \"params\": {\n", " \"t1\": 4.0,\n", " \"freq_range\": (0.5, 2.0),\n", " \"amp_range\": (0.5, 1.0),\n", " \"phase_range\": (0.0, 360.0)}}}\n", "\n", "# Random Gaussian input for testing/generalization\n", "config_gau = {\n", " \"control\" : {\n", " \"kind\": \"gaussian\",\n", " \"params\": {\n", " \"mean\": 0.5,\n", " \"std\": 1.0,\n", " \"t1\": 4.0,\n", " \"dt\": 0.2,\n", " \"mode\": \"zoh\"}}}\n", "\n", "# Generate data\n", "sampler_chr = TrajectorySampler(f, g, config='lti_data.yaml', config_mod=config_chr)\n", "ts, zs, us, xs = sampler_chr.sample(t_grid, batch=B, save='./data/lti.npz')\n", "\n", "sampler_gau = TrajectorySampler(f, g, config='lti_data.yaml', config_mod=config_gau)" ] }, { "cell_type": "markdown", "id": "af86e592-1bb4-4038-89b6-92e35191732a", "metadata": {}, "source": [ "## Weak Form Optimizer\n", "\n", "Let's first explore how the weak form optimizer can improve the training of the previous model in Part 1.\n", "\n", "The old case file `lti_model.yaml` is for NODE. The NODE related part reads," ] }, { "cell_type": "code", "execution_count": null, "id": "0effe870-b8ab-4c58-9b15-5bd058aa7cc0", "metadata": {}, "outputs": [], "source": [ "opt_nd = {\n", " \"model\": {\n", " \"name\" : 'lti_ldm_node',\n", " \"encoder_layers\" : 0,\n", " \"processor_layers\" : 1,\n", " \"decoder_layers\" : 0,\n", " \"hidden_dimension\" : 32,\n", " \"activation\" : \"none\",\n", " \"weight_init\" : \"xavier_uniform\",\n", " \"input_order\" : \"cubic\"\n", " },\n", " \"phases\" : [{\n", " \"type\": \"optimizer\",\n", " \"name\": \"NODE\",\n", " \"trainer\": \"NODE\",\n", " \"n_epochs\": 500,\n", " \"save_interval\": 10,\n", " \"load_checkpoint\": False,\n", " \"learning_rate\": 1e-3,\n", " \"decay_rate\": 0.999,\n", " \"sweep_lengths\": [50, 100, 200, 300, 501],\n", " \"sweep_epoch_step\": 100,\n", " \"ode_method\": \"dopri5\",\n", " \"ode_args\": {\n", " \"rtol\": 1.e-7,\n", " \"atol\": 1.e-9\n", " }\n", " }]\n", "}" ] }, { "cell_type": "markdown", "id": "1000c94a-c9ea-415e-a1fd-c5f1d2a06ec5", "metadata": {}, "source": [ "To use weak form, we replace the optimizer phase. One can see that most options remain the same.\n", "\n", "For the weak form parameters, see the relevant documentation." ] }, { "cell_type": "code", "execution_count": null, "id": "20401090-4801-472d-98dd-397e3768ef8f", "metadata": {}, "outputs": [], "source": [ "opt_wf = {\n", " \"model\": {\n", " \"name\" : 'lti_ldm_wf',\n", " \"encoder_layers\" : 0,\n", " \"processor_layers\" : 1,\n", " \"decoder_layers\" : 0,\n", " \"hidden_dimension\" : 32,\n", " \"activation\" : \"none\",\n", " \"weight_init\" : \"xavier_uniform\",\n", " \"input_order\" : \"cubic\"\n", " },\n", " \"phases\" : [{\n", " \"type\": \"optimizer\",\n", " \"name\": \"WeakForm\",\n", " \"trainer\": \"Weak\",\n", " \"n_epochs\": 500,\n", " \"save_interval\": 10,\n", " \"load_checkpoint\": False,\n", " \"learning_rate\": 5e-3,\n", " \"decay_rate\": 0.999,\n", " \"weak_form_params\": {\n", " \"N\": 13,\n", " \"dN\": 2,\n", " \"ordpol\": 2,\n", " \"ordint\": 2}\n", " }]\n", "}" ] }, { "cell_type": "markdown", "id": "6f4054b2-dbdf-4264-a072-310397492b79", "metadata": {}, "source": [ "Next, we can train the model. For completeness, the training is done for both optimizers.\n", "\n", "If you note the file structure, there will be two folders, " ] }, { "cell_type": "code", "execution_count": 5, "id": "1ab22683-c670-4343-a942-892c6a743dc8", "metadata": {}, "outputs": [], "source": [ "config_path = 'lti_model.yaml'\n", "trainers = [NODETrainer, WeakFormTrainer]\n", "opts = [opt_nd, opt_wf]\n", "\n", "for _i in range(2):\n", " trainer = trainers[_i](config_path, LDM, config_mod=opts[_i])\n", " trainer.train()" ] }, { "cell_type": "markdown", "id": "0ce5d3e1-3ab0-4886-8f0c-cbaf4a90b868", "metadata": {}, "source": [ "Then compare the training history. Weak form is way faster to train than the NODE.\n", "\n", "While the weak form loss appears to be flat, the trajectory error keeps dropping." ] }, { "cell_type": "code", "execution_count": 6, "id": "eb117c8b-1ab0-4204-8aee-0e23cefa3d0b", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Epoch time NODE/WF: 43.05218453928502\n" ] }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "npz_files = ['lti_ldm_node', 'lti_ldm_wf']\n", "npzs = plot_summary(npz_files, labels = ['LDM/NODE', 'LDM/WF'], ifclose=False)\n", "\n", "print(\"Epoch time NODE/WF:\", npzs[0]['avg_epoch_time']/npzs[1]['avg_epoch_time'])" ] }, { "cell_type": "markdown", "id": "95c93928-49fa-482a-8913-d94bc1403a40", "metadata": {}, "source": [ "And we can compare the predictions like in Part 1. Weak form also produces a more accurate model." ] }, { "cell_type": "code", "execution_count": 7, "id": "9e89c785-ff93-468b-990e-26e9eed139e6", "metadata": {}, "outputs": [], "source": [ "ts, xs, us, ys = sampler_gau.sample(t_grid, batch=1, save=None)\n", "x_data = xs[0]\n", "t_data = ts[0]\n", "u_data = us[0]" ] }, { "cell_type": "code", "execution_count": 14, "id": "45a21daa-2a32-4d2a-a3f4-a404719b2244", "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "mdl_nd, prd_nd = load_model(LDM, 'lti_ldm_node.pt')\n", "mdl_wf, prd_wf = load_model(LDM, 'lti_ldm_wf.pt')\n", "\n", "with torch.no_grad():\n", " node_pred = prd_nd(x_data, t_data, u=u_data)\n", " weak_pred = prd_wf(x_data, t_data, u=u_data)\n", "\n", "plot_trajectory(\n", " np.array([x_data, node_pred, weak_pred]), t_data, \"LTI\",\n", " us=u_data, labels=['Truth', 'NODE', 'WF'], ifclose=False);" ] }, { "cell_type": "markdown", "id": "53c4d775-017c-472c-9094-4d988fb6bcb4", "metadata": {}, "source": [ "## Bilinear Model\n", "\n", "In the latent dynamics model, we had\n", "\n", "$$\n", "\\begin{align*}\n", "z &= h(x, u) \\\\\n", "\\dot{z} &= f(z, u) \\\\\n", "x &= g(z, u)\n", "\\end{align*}\n", "$$\n", "\n", "where $h$ and $g$ are encoder and decoder, respectively, and $f$ is dynamics.\n", "\n", "The bilinear model makes $f$ simpler as\n", "$$\n", "\\dot{z} = Az + \\sum_{i=1}^U (B_iz)u_i + B_0 u\n", "$$\n", "where the $B_i$'s are the additional bilinear terms.\n", "\n", "The bilinear model has a Koopman interpretation, as well as a geometric control interpretation." ] }, { "cell_type": "markdown", "id": "4ac2e783-51a5-418b-a0ad-cd12a3722317", "metadata": {}, "source": [ "To use the KBF model, we update the model parameters in the dictionary. In addition, the models are renamed to differentiate from the previous models." ] }, { "cell_type": "code", "execution_count": null, "id": "0453bba8-d6aa-407c-97e6-f63511a5c8e8", "metadata": {}, "outputs": [], "source": [ "opt_nd[\"model\"] = {\n", " \"name\" : 'lti_kbf_node',\n", " \"encoder_layers\" : 1,\n", " \"decoder_layers\" : 1,\n", " \"hidden_dimension\" : 32,\n", " \"koopman_dimension\" : 4,\n", " \"const_term\" : True,\n", " \"activation\" : \"none\",\n", " \"weight_init\" : \"xavier_uniform\",\n", " \"input_order\" : \"cubic\"\n", " }\n", "opt_wf[\"model\"] = {\n", " \"name\" : 'lti_kbf_wf',\n", " \"encoder_layers\" : 1,\n", " \"decoder_layers\" : 1,\n", " \"hidden_dimension\" : 32,\n", " \"koopman_dimension\" : 4,\n", " \"const_term\" : True,\n", " \"activation\" : \"none\",\n", " \"weight_init\" : \"xavier_uniform\",\n", " \"input_order\" : \"cubic\"\n", " }" ] }, { "cell_type": "markdown", "id": "74dfdc15-969f-4928-b1da-d913417595e7", "metadata": {}, "source": [ "Furthermore, since now there are autoencoder layers, we need to ensure the encoder-decoder process recovers the states. To do so, we add a reconstruction loss. This is done through a new `criterion` entry" ] }, { "cell_type": "code", "execution_count": 10, "id": "d279a07f-677d-4a4a-a2ea-11bcdd58a9ba", "metadata": {}, "outputs": [], "source": [ "crit = {\n", " \"dynamics\" : {\"weight\" : 1.0},\n", " \"recon\" : {\"weight\" : 1.0}}\n", "opt_nd[\"criterion\"] = crit\n", "opt_wf[\"criterion\"] = crit" ] }, { "cell_type": "markdown", "id": "cd933d74-4800-48f3-83c8-9cf8b6bf88ed", "metadata": {}, "source": [ "Then the rest is to change `LDM` to `KBF`." ] }, { "cell_type": "code", "execution_count": 11, "id": "49c19be5-ac6e-41f7-93b2-29e1ead673d6", "metadata": {}, "outputs": [], "source": [ "config_path = 'lti_model.yaml'\n", "trainers = [NODETrainer, WeakFormTrainer]\n", "opts = [opt_nd, opt_wf]\n", "\n", "for _i in range(2):\n", " trainer = trainers[_i](config_path, KBF, config_mod=opts[_i])\n", " trainer.train()" ] }, { "cell_type": "markdown", "id": "77354736-c2d1-4d75-b4bb-2be8e02d1181", "metadata": {}, "source": [ "Again we see similar computational advantage for NODE vs KBF.\n", "\n", "Furthermore, because now we use two losses, the history also shows how the two losses drop over time. In the end, it appears reconstruction loss reaches nearly machine precision, and the total loss is dominated by the error in the dynamics." ] }, { "cell_type": "code", "execution_count": 12, "id": "03e9fb9d-b932-460c-8b98-e161f244686b", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Epoch time NODE/WF: 25.11939228844009\n" ] }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "npz_files = ['lti_kbf_node', 'lti_kbf_wf']\n", "npzs = plot_summary(npz_files, labels = ['KBF/NODE', 'KBF/WF'], ifclose=False)\n", "\n", "print(\"Epoch time NODE/WF:\", npzs[0]['avg_epoch_time']/npzs[1]['avg_epoch_time'])" ] }, { "cell_type": "markdown", "id": "63dec63c-d0d4-4e03-9706-1a84245b7d47", "metadata": {}, "source": [ "... as well as improved prediction performance." ] }, { "cell_type": "code", "execution_count": 15, "id": "c61171d3-2779-49be-bd84-0a481724e024", "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "mdl_nd, prd_nd = load_model(KBF, 'lti_kbf_node.pt')\n", "mdl_wf, prd_wf = load_model(KBF, 'lti_kbf_wf.pt')\n", "\n", "with torch.no_grad():\n", " node_pred = prd_nd(x_data, t_data, u=u_data)\n", " weak_pred = prd_wf(x_data, t_data, u=u_data)\n", "\n", "plot_trajectory(\n", " np.array([x_data, node_pred, weak_pred]), t_data, \"LTI\",\n", " us=u_data, labels=['Truth', 'NODE', 'WF'], ifclose=False);" ] }, { "cell_type": "markdown", "id": "8d2028a4-a869-4f5b-80d5-67e62cc2ccab", "metadata": {}, "source": [ "## More about criteria\n", "\n", "The criteria are what we use to optimize and select models. For example, in the above KBF case we used" ] }, { "cell_type": "code", "execution_count": null, "id": "e3400022-0b73-4b60-b434-8a0dbf22afee", "metadata": {}, "outputs": [], "source": [ "\"\"\"\n", "criterion:\n", " dynamics:\n", " weight: 1.0\n", " recon:\n", " weight: 1.0\n", "\"\"\"" ] }, { "cell_type": "markdown", "id": "98a7539b-6864-4165-9847-2ea06133bb7b", "metadata": {}, "source": [ "By default, it assumes the following setup, using mean squared error (`mse`) for both predicted dynamics and reconstructed observations." ] }, { "cell_type": "code", "execution_count": null, "id": "1772947b-0ef8-4210-bc6e-3af7066ce74b", "metadata": {}, "outputs": [], "source": [ "\"\"\"\n", "criterion:\n", " dynamics:\n", " type: 'mse'\n", " weight: 1.0\n", " params:\n", " reduction: 'mean'\n", " recon:\n", " type: 'mse'\n", " weight: 1.0\n", " params:\n", " reduction: 'mean'\n", "\"\"\"" ] }, { "cell_type": "markdown", "id": "96ddbdc8-9525-4577-bea4-7021dbd3d32a", "metadata": {}, "source": [ "When the `criterion` entry is not specified, the training will only use dynamics loss.\n", "\n", "For other types of error, such as weighted mean squared error (WMSE) and valid prediction time (VPT), see `dymad::losses`." ] } ], "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 }