{ "cells": [ { "cell_type": "markdown", "id": "05687275-0457-4129-9873-8d989bb7bed8", "metadata": {}, "source": [ "# Example: Linear Graph Dynamics - Part 2/2\n", "\n", "- Author: Dr. Daning Huang\n", "- Date: 10/28/2025\n", "- Updated: 05/07/2026" ] }, { "cell_type": "markdown", "id": "99dd5308-e436-4f03-8f4e-188c719e8a72", "metadata": {}, "source": [ "## Introduction\n", "\n", "In part 1 of the example, we showed using GNN as the autoencoder. In this part, we will turn to the case of GNN as dynamics.\n", "\n", "To make the discussion tangible, let's consider one simple dynamics:\n", "\n", "$$\n", "x_i^{t+1} = \\alpha\\sum_{j\\in N_i^t} w_{ij}^t x_j^t\n", "$$\n", "\n", "where $x_i^t$ is the state of node $i$, $w_{ij}^t$ is the weight between nodes $i$ and $j$, and $N_i^t$ contains the neighbors of node $i$; the superscript $t$ indicates quantities at time $t$. The weights $w_{ij}^t$ are known and the scaling factor $\\alpha$ is unknown.\n", "\n", "One can also write the dynamics at the graph level,\n", "\n", "$$\n", "x^{t+1} = \\alpha W^t x^t\n", "$$\n", "\n", "where $W^t$ is the (weighted) adjacency matrix of the graph. If one knows $W^t$, then it is natural thought to try to incorporate this information in the model and its training.\n", "\n", "> In fact, in this case, knowing $W^t$, one could just fit $\\alpha$ by linear regression.\n", "\n", "If one is to use a generic NN to fit the model, it would be\n", "\n", "$$\n", "x^{t+1} = f_{NN}(x^t, W^t)\n", "$$\n", "\n", "But -\n", "\n", "- Usually $W^t$ is large, and directly inputing $W^t$ to NN would dramatically increase the model size and be memory consuming.\n", "- $W^t$ is typically sparse, and one could store it in a compact sparse format (e.g., COO or CSR), whose size depends on the number of edges $|E|$. However, with chaning topology, $|E|$ would change, and this creates nuance in defining a vanilla NN model." ] }, { "cell_type": "markdown", "id": "810dc773-b447-49ab-b83e-9296f3cc1c03", "metadata": {}, "source": [ "## Problem Setup\n", "\n", "The data generation is done in a separate script in the repo: `scripts/ltg_dt_tv/gen_data.py`. Stage the generated `topology_*.npz` and `data_*.pkl` files under `examples/linear_graph/data/`." ] }, { "cell_type": "code", "execution_count": 1, "id": "167523dd-1f7e-4d3b-84d7-b4e5bec49c2e", "metadata": {}, "outputs": [], "source": [ "import pickle\n", "from pathlib import Path\n", "import warnings\n", "warnings.filterwarnings('ignore')\n", "\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 DLDMG\n", "from dymad.training import NODETrainer\n", "from dymad.utils import plot_summary, plot_trajectory\n", "\n", "EXAMPLE_DIR = Path.cwd()\n", "DATA_DIR = EXAMPLE_DIR / 'data'\n", "LTV_DATA_CONFIG = EXAMPLE_DIR / 'ltv_data.yaml'\n", "\n", "def _load_case_data(path):\n", " try:\n", " data = np.load(path, allow_pickle=True)\n", " return data.item() if isinstance(data, np.ndarray) and data.shape == () else data\n", " except Exception:\n", " with open(path, 'rb') as handle:\n", " return pickle.load(handle)" ] }, { "cell_type": "markdown", "id": "c8bd6425-fc19-4f09-bbde-4728024ca2f1", "metadata": {}, "source": [ "First is topology. Here we consider a 6-state system, and the adjacency matrices are plotted below. Every two states are strongly coupled (bright color), and among the two-state groups the interaction is weaker. Three topologies are considered: #2 and #3 each removes one edge from #1." ] }, { "cell_type": "code", "execution_count": 2, "id": "79e4b0d4-f87a-41c6-8d51-a1b87fc6a9de", "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "data = np.load(DATA_DIR / 'topology_n2_s3_k4_s10.npz')\n", "AAs = data['AAs']\n", "nSubSys = 3\n", "nStates = 2\n", "\n", "vmn1, vmx1 = np.min(AAs[0]), np.max(AAs[0])\n", "tcks = np.arange(nStates, nSubSys * nStates, nStates) - 0.5\n", "f, ax = plt.subplots(1, nSubSys, figsize=(4 * nSubSys, 4))\n", "for n in range(nSubSys):\n", " im0 = ax[n].imshow(AAs[n], vmin=vmn1, vmax=vmx1)\n", " ax[n].set_title(f'Topology {n+1}')\n", " ax[n].set_xticks(tcks)\n", " ax[n].set_yticks(tcks)\n", " ax[n].grid(which='both', color='white', linewidth=1.0)\n", " ax[n].set_xticklabels([])\n", " ax[n].set_yticklabels([])\n", "cbar = f.colorbar(im0, ax=ax.tolist(), shrink=0.9, orientation='vertical');" ] }, { "cell_type": "markdown", "id": "2bae6ffb-4c67-450d-b768-798e20546731", "metadata": {}, "source": [ "In training, the topology randomly switches every 10 steps, which changes the dynamics. As a result, the responses are non-smooth at topology switch. In the topology plot, we are showing the sum of edge indices to indicate different topologies.\n", "\n", "In testing, the topology will randomly switch every 5 steps (shown later)." ] }, { "cell_type": "code", "execution_count": 3, "id": "8ecb8adc-9b31-485b-b195-acfb007f7a1f", "metadata": {}, "outputs": [], "source": [ "data_trn = DATA_DIR / 'data_n2_s3_k4_s10.pkl'\n", "data_tst = DATA_DIR / 'data_n2_s3_k4_s20.pkl'" ] }, { "cell_type": "code", "execution_count": 4, "id": "ebf72f11-ba73-43a1-9443-2099a5596d80", "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "data = _load_case_data(data_trn)\n", "tdx = 10\n", "xs = np.asarray(data['x'][tdx])\n", "ei = data['ei'][tdx]\n", "Aidx = [np.sum(e) for e in ei]\n", "\n", "Nt, Nx = xs.shape\n", "T = np.arange(Nt)\n", "\n", "f, ax = plt.subplots(Nx + 1, 1, sharex=True, figsize=(8, Nx + 1))\n", "tdx = np.arange(1, 10) * 10\n", "for n in range(Nx + 1):\n", " for t in tdx:\n", " ax[n].axvline(t, color='k', linestyle='--')\n", "for n in range(Nx):\n", " ax[n].plot(xs[:, n], label=f'SubSys {n+1}')\n", " ax[n].set_ylabel(f'State {n+1}')\n", "ax[-1].plot(T, Aidx)\n", "ax[-1].set_ylabel('Topology');" ] }, { "cell_type": "markdown", "id": "1a70c092-0e0a-49b1-9576-f3aa2b58d6d0", "metadata": {}, "source": [ "## Training and Results\n", "\n", "Next we define the model and then train. The graph convolution layer is chosen to be [GraphConv](https://pytorch-geometric.readthedocs.io/en/latest/generated/torch_geometric.nn.conv.GraphConv.html); it is one simple GCL that multiplies weights to the inputs.\n", "\n", "The checkpoint directory follows `model.name`, so this notebook now matches the maintained script example and writes `kura_model.pt` plus the matching summary artifacts." ] }, { "cell_type": "code", "execution_count": 5, "id": "f3a64a9f-0b2d-46c4-ba94-9d44b15badf0", "metadata": {}, "outputs": [], "source": [ "mdl_ld = {\n", " 'name': 'kura_model',\n", " 'encoder_layers': 0,\n", " 'decoder_layers': 0,\n", " 'processor_layers': 1,\n", " 'hidden_dimension': 2, # Per node\n", " 'gcl': 'gcnv', # GraphConv\n", " 'gcl_opts': {'bias': False},\n", " 'activation': 'none', # Linear problem, so no nonlinearity\n", " 'weight_init': 'xavier_uniform',\n", "}\n", "\n", "trn_nd = {\n", " 'n_epochs': 1000,\n", " 'save_interval': 50,\n", " 'load_checkpoint': False,\n", " 'learning_rate': 1e-2,\n", " 'decay_rate': 0.999,\n", " 'reconstruction_weight': 1.0,\n", " 'dynamics_weight': 1.0,\n", " 'sweep_lengths': [2, 4, 8],\n", " 'sweep_epoch_step': 100,\n", " 'chop_mode': 'unfold',\n", " 'chop_step': 0.5,\n", "}" ] }, { "cell_type": "markdown", "id": "f6fe3be9-3a9c-4a8c-a3be-e141b63c1c4d", "metadata": {}, "source": [ "In the base YAML file, `transform_ew` controls the edge-weight transform and the dataset path is injected at runtime. In this simple problem, a vanilla Identity transform is used." ] }, { "cell_type": "code", "execution_count": null, "id": "dea00d8d-cd17-4e97-9f32-1c9fb1396ec4", "metadata": {}, "outputs": [], "source": [ "\"\"\"ltv_data.yaml\n", "data:\n", " n_samples: 200\n", " n_steps: 100\n", " double_precision: true\n", "\n", "transform_ew:\n", " type: \"identity\"\n", "\n", "split:\n", " train_frac: 0.75\n", "\n", "dataloader:\n", " batch_size: 64\n", "\"\"\"" ] }, { "cell_type": "markdown", "id": "75052b1e-2243-4411-a1cd-5ec963c96735", "metadata": {}, "source": [ "The following is the usual training procedure - nothing different from the non-graph model." ] }, { "cell_type": "code", "execution_count": 7, "id": "d60175b9-8e24-442e-99ba-3ca39c2003dc", "metadata": {}, "outputs": [], "source": [ "config_path = LTV_DATA_CONFIG\n", "config_mod = {\n", " 'data': {'path': str(data_trn)},\n", " 'model': mdl_ld,\n", " 'training': trn_nd}" ] }, { "cell_type": "code", "execution_count": 17, "id": "078a7ca5-7d4a-47c9-b5b9-c8c4f371c0ac", "metadata": {}, "outputs": [], "source": [ "trainer = NODETrainer(config_path, DLDMG, config_mod=config_mod)\n", "trainer.train();" ] }, { "cell_type": "markdown", "id": "ace1ba76-60a3-47f8-99cb-9d0097c31682", "metadata": {}, "source": [ "And lastly plotting the results - nearly perfect match, even with a different frequency of topology variation." ] }, { "cell_type": "code", "execution_count": 18, "id": "eaf0bc25-cd24-48a5-8379-1fda0f59a18e", "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "data = _load_case_data(data_tst)\n", "tdx = 10\n", "x_data = np.asarray(data['x'][tdx])\n", "t_data = np.arange(0, x_data.shape[0])\n", "ei_data = data['ei'][tdx]\n", "ew_data = data['ew'][tdx]\n", "\n", "res = [x_data]\n", "with torch.no_grad():\n", " _, prd_func = load_model(DLDMG, 'kura_model.pt')\n", " pred = prd_func(x_data, t_data, ei=ei_data, ew=ew_data)\n", " res.append(pred)\n", "\n", "plot_trajectory(\n", " np.array(res), t_data, 'LTGV',\n", " labels=['Truth', 'DLDMG'], ifclose=False);" ] }, { "cell_type": "code", "execution_count": 19, "id": "cf6173c7-57aa-4354-bce1-dd774a85c3f0", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "[NpzFile 'kura_model/kura_model_summary.npz' with keys: model_name, total_training_time, avg_epoch_time, final_train_loss, final_valid_loss...]" ] }, "execution_count": 19, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plot_summary(['kura_model'], labels=['DLDMG'], 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 }