{ "cells": [ { "cell_type": "markdown", "id": "2f51347a-a8d9-4079-be7f-61497cc80b83", "metadata": {}, "source": [ "# Example: 2D Koopman - Part 3/3\n", "\n", "- Author: Dr. Daning Huang\n", "- Date: 08/15/2025\n", "- Edit: 05/07/2026" ] }, { "cell_type": "markdown", "id": "d19d0e52-2ebf-4932-82d1-ed9f7f0b7b03", "metadata": {}, "source": [ "As the third part of this example, we show two things:\n", "\n", "- A `LinearTrainer` run that is equivalent to the standard least-squares fitting for a Koopman model.\n", "- The current phased-training workflow for interleaving explicit linear solves with NODE updates.\n" ] }, { "cell_type": "markdown", "id": "76e0ac90-5ca9-4c2b-a7dc-b408ce8bf2e6", "metadata": {}, "source": [ "## Preparation\n", "\n", "As usual, a few imports:" ] }, { "cell_type": "code", "execution_count": 1, "id": "0a909e60-f9c8-447e-a37d-345015d169a8", "metadata": {}, "outputs": [], "source": [ "import warnings\n", "warnings.filterwarnings('ignore')\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 DKBF\n", "from dymad.training import LinearTrainer, NODETrainer, StackedTrainer\n", "from dymad.utils import plot_summary, plot_trajectory, TrajectorySampler" ] }, { "cell_type": "markdown", "id": "56a1abbf-fa33-434b-89d4-2223c8ee85fa", "metadata": {}, "source": [ "We already have data from Part 1, so no data generation here. The config file `kp_model.yaml` is the same, too.\n", "\n", "As in the earlier parts, `kp_model.yaml` keeps the shared dataset, transform, and base model defaults, and the cells below override the blocks that change for this section.\n", "\n", "Next, the specifications for modeling. We use a concatenation autoencoder, so the reconstruction loss is always zero.\n" ] }, { "cell_type": "code", "execution_count": 2, "id": "a9fb6163-e0b0-474c-a697-82ce175f8dc5", "metadata": {}, "outputs": [], "source": [ "mdl_kb = {\n", " \"name\" : 'kp_model',\n", " \"encoder_layers\" : 2,\n", " \"decoder_layers\" : 2,\n", " \"hidden_dimension\" : 32,\n", " \"koopman_dimension\" : 8,\n", " \"autoencoder_type\": \"cat\",\n", " \"activation\" : \"tanh\",\n", " \"weight_init\" : \"xavier_uniform\"}" ] }, { "cell_type": "markdown", "id": "a44ce166-4564-4ec9-b21c-90dc016b710b", "metadata": {}, "source": [ "## Linear Trainer\n", "\n", "The linear trainer only updates the linear part of the model; in the KBF case, this means the system matrices. In this process, the weights in the autoencoder are not updated. The linear components are computed by a least squares problem, standard for Koopman learning:\n", "\n", "$$\n", "\\min_A \\|Z_{n+1}-AZ_n\\|\n", "$$\n", "where $Z$ is the collection of encoded states, and $n$ and $n+1$ refer to the current and next steps." ] }, { "cell_type": "markdown", "id": "a6c9853c-b7f1-4b0d-ba43-e50ea71d1250", "metadata": {}, "source": [ "The simplest setup is the following. For `LinearTrainer`, the least-squares choice now lives directly in the training config under `method` (and optional `params`). A `full` solve corresponds to\n", "\n", "$$\n", "A=Z_{n+1}Z_n^+\n", "$$\n", "where $\\Box^+$ means pseudo-inverse.\n" ] }, { "cell_type": "code", "execution_count": 3, "id": "0c2edf27-e53f-4ff2-974e-918ead292572", "metadata": {}, "outputs": [], "source": [ "trn_ln1 = {\n", " \"n_epochs\": 1,\n", " \"save_interval\": 1,\n", " \"load_checkpoint\": False,\n", " \"learning_rate\": 5e-3,\n", " \"decay_rate\": 0.999,\n", " \"method\": \"full\"\n", " }" ] }, { "cell_type": "markdown", "id": "4b8a31d8-ad9d-4ee0-aa30-e83c77a3d865", "metadata": {}, "source": [ "We can choose also `truncated` solution, where `params` specifies the rank\n", "\n", "$$\n", "A=Z_{n+1}V_r\\Sigma_r^{-1} U_r^H\n", "$$\n", "where $Z_n\\approx U_r\\Sigma_rV_r^H$ is an $r$th-rank truncated SVD. In the option below, $r=4$." ] }, { "cell_type": "code", "execution_count": 4, "id": "3871681e-9c5e-4541-83f8-31cfde55b9a9", "metadata": {}, "outputs": [], "source": [ "trn_ln2 = {\n", " \"n_epochs\": 1,\n", " \"save_interval\": 1,\n", " \"load_checkpoint\": False,\n", " \"learning_rate\": 5e-3,\n", " \"decay_rate\": 0.999,\n", " \"method\": \"truncated\",\n", " \"params\": 4\n", " }" ] }, { "cell_type": "markdown", "id": "6ca4c8b1-825d-46e3-b867-943c7896e0c8", "metadata": {}, "source": [ "Next we run the training. The current implementation collects all data samples and performs the least-squares solve once, so each training only needs one iteration.\n" ] }, { "cell_type": "code", "execution_count": 5, "id": "e34b837e-fae4-4a4d-8a7c-99a0d87ec94e", "metadata": {}, "outputs": [], "source": [ "trn_opts = [trn_ln1, trn_ln2]\n", "config_path = 'kp_model.yaml'\n", "\n", "IDX = [0, 1]\n", "\n", "for i in IDX:\n", " opt = {\"model\": mdl_kb, \"training\": trn_opts[i]}\n", " opt[\"model\"][\"name\"] = f\"kp_ln{i+1}\"\n", " trainer = LinearTrainer(config_path, DKBF, config_mod=opt)\n", " trainer.train()" ] }, { "cell_type": "markdown", "id": "3f780927-0971-46fd-bc9c-d180d4b11d3f", "metadata": {}, "source": [ "Next, test out the models. Neither of them do well, because the autoencoder is not trained yet. But the least squares do get the model behave roughly like the truth." ] }, { "cell_type": "code", "execution_count": 6, "id": "3c67e3e9-9363-4073-8ca1-8eaa0633e4f8", "metadata": {}, "outputs": [], "source": [ "N = 301\n", "t_grid = np.linspace(0, 6, N)\n", "\n", "mu = -0.5\n", "lm = -3\n", "def f(t, x):\n", " _d = np.array([mu*x[0], lm*(x[1]-x[0]**2)])\n", " return _d\n", "\n", "sampler = TrajectorySampler(f, config='kp_data.yaml')\n", "ts, xs, ys = sampler.sample(t_grid, batch=1)\n", "x_data = xs[0]\n", "t_data = ts[0]" ] }, { "cell_type": "code", "execution_count": 7, "id": "c851a968-e740-4a82-8ca2-2a5b0d0de2af", "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "res = [x_data]\n", "for i in IDX:\n", " mdl = f\"kp_ln{i+1}\"\n", " _, prd_func = load_model(DKBF, f'{mdl}.pt')\n", " with torch.no_grad():\n", " pred = prd_func(x_data, t_data)\n", " res.append(pred)\n", "\n", "labels = ['full', 'truncated']\n", "plot_trajectory(\n", " np.array(res), t_data, \"KP\",\n", " labels=['Truth'] + labels, ifclose=False);" ] }, { "cell_type": "markdown", "id": "c246990f-3249-4493-bc7b-0980231333d8", "metadata": {}, "source": [ "## Linear-Accelerated Training\n", "\n", "The previous results motivate us to take a mixed approach: use explicit linear solves to update the linear part, and let NODE update the full model. This setup is expressed with `type: \"linear_solve\"` and `type: \"optimizer\"` phases inside `StackedTrainer`.\n" ] }, { "cell_type": "code", "execution_count": 8, "id": "8e8602d4-4e99-492b-9ea9-f6b7d787a62c", "metadata": {}, "outputs": [], "source": [ "trn_ln3 = {\n", " \"n_epochs\": 1500,\n", " \"save_interval\": 20,\n", " \"load_checkpoint\": False,\n", " \"learning_rate\": 5e-3,\n", " \"decay_rate\": 0.999,\n", " \"sweep_epoch_step\": 500,\n", " \"sweep_lengths\": [2, 4, 6],\n", " \"chop_mode\": \"unfold\",\n", " \"chop_step\": 0.5,\n", "}" ] }, { "cell_type": "markdown", "id": "2f441f39-d892-45cb-bc52-f7bcdf4f0116", "metadata": {}, "source": [ "The first case below is a pure NODE baseline. The second uses a phased schedule: start with one full least-squares solve, then alternate 100 NODE epochs and another full linear solve for the first 300 epochs, and finish with the remaining NODE epochs.\n" ] }, { "cell_type": "code", "execution_count": 9, "id": "84344468-ca98-44ed-9fe7-6761276510ca", "metadata": {}, "outputs": [], "source": [ "trn_ln4_chunk = {**trn_ln3, \"n_epochs\": 100}\n", "trn_ln4_tail = {**trn_ln3, \"n_epochs\": 1200}\n", "trn_ln4 = [\n", " {\"type\": \"linear_solve\", \"method\": \"full\"},\n", " {\n", " \"repeat\": {\n", " \"times\": 3,\n", " \"phases\": [\n", " {\"type\": \"optimizer\", \"trainer\": \"NODE\", **trn_ln4_chunk},\n", " {\"type\": \"linear_solve\", \"method\": \"full\"},\n", " ],\n", " }\n", " },\n", " {\"type\": \"optimizer\", \"trainer\": \"NODE\", **trn_ln4_tail},\n", "]" ] }, { "cell_type": "markdown", "id": "0b77c841-aad2-4192-b15a-b30d70c1fa1d", "metadata": {}, "source": [ "The training..." ] }, { "cell_type": "code", "execution_count": 10, "id": "cd96f64b-d427-4b41-92e5-014c06d6a5cd", "metadata": {}, "outputs": [], "source": [ "cfgs = [\n", " (\"kp_ln3\", NODETrainer, {\"model\": dict(mdl_kb), \"training\": trn_ln3}),\n", " (\"kp_ln4\", StackedTrainer, {\"model\": dict(mdl_kb), \"phases\": trn_ln4}),\n", "]\n", "\n", "for name, Trainer, opt in cfgs:\n", " opt[\"model\"][\"name\"] = name\n", " trainer = Trainer(config_path, DKBF, config_mod=opt)\n", " trainer.train()" ] }, { "cell_type": "markdown", "id": "27eec4c3-9377-496e-9e0f-d8f4a32099d8", "metadata": {}, "source": [ "The training would take some time, and here we check the convergence. The definitions of losses are the same, and hence comparable. Clearly the explicit linear-solve phases help with convergence, where the second case starts with a much lower loss and ends lower too.\n" ] }, { "cell_type": "code", "execution_count": 11, "id": "79b1995f-13cb-4714-946c-357af0feec0a", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "ln3 Epoch time: 0.05018112389246623\n", "ln4 Epoch time: 0.0443859182993571\n" ] }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "IDX = [2, 3]\n", "labels = [f\"ln{i+1}\" for i in IDX]\n", "npz_files = [f'kp_{l}' for l in labels]\n", "npzs = plot_summary(npz_files, labels=labels, ifscl=False, ifclose=False)\n", "for j, i in enumerate(IDX):\n", " print(f\"ln{i+1} Epoch time:\", npzs[j]['avg_epoch_time'])" ] }, { "cell_type": "markdown", "id": "6cd1ed9a-1879-426e-aef7-deefd81d0d96", "metadata": {}, "source": [ "Not surprisingly, the schedule with explicit linear solves produces a much better prediction.\n" ] }, { "cell_type": "code", "execution_count": 12, "id": "9be8ecd2-cee1-4244-abfc-de4642761177", "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "comparison_models = [(\"kp_ln3\", \"NODE\"), (\"kp_ln4\", \"Accelerated\")]\n", "res = [x_data]\n", "for mdl, _ in comparison_models:\n", " _, prd_func = load_model(DKBF, f'{mdl}.pt')\n", " with torch.no_grad():\n", " pred = prd_func(x_data, t_data)\n", " res.append(pred)\n", "\n", "labels = [label for _, label in comparison_models]\n", "plot_trajectory(\n", " np.array(res), t_data, \"KP\",\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 }