{ "cells": [ { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "# Geometric Fourier Neural Operators\n", "\n", "A simple notebook to showcase geometric Fourier Neural Operators\n" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "## Preparation" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "import torch\n", "import torch.nn as nn\n", "from torch.utils.data import DataLoader\n", "from torch.cuda import amp\n", "from torch.optim.lr_scheduler import OneCycleLR\n", "\n", "import numpy as np\n", "import matplotlib.pyplot as plt\n", "import matplotlib.animation as animation\n", "\n", "from math import ceil\n", "\n", "import time\n", "\n", "import sys\n", "sys.path.append(\"../../examples\")\n", "\n", "# from torch_harmonics.sht import *\n", "from pde_sphere import SphereSolver\n", "\n", "cmap='twilight_shifted'" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "enable_amp = False\n", "\n", "# set device\n", "device = torch.device('cuda:0' if torch.cuda.is_available() else 'cpu')\n", "if torch.cuda.is_available():\n", " torch.cuda.set_device(device.index)" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "### Training data\n", "to train our geometric FNOs, we require training data. To this end let us prepare a Dataloader which computes results on the fly:" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "# dataset\n", "from utils.pde_dataset import PdeDataset\n", "\n", "# 1 hour prediction steps\n", "dt = 1*3600\n", "dt_solver = 150\n", "nsteps = dt//dt_solver\n", "dataset = PdeDataset(dt=dt, nsteps=nsteps, dims=(256, 512), device=device, normalize=True)\n", "# There is still an issue with parallel dataloading. Do NOT use it at the moment\n", "dataloader = DataLoader(dataset, batch_size=4, shuffle=True, num_workers=0, persistent_workers=False)\n", "solver = dataset.solver.to(device)\n", "\n", "nlat = dataset.nlat\n", "nlon = dataset.nlon" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "torch.manual_seed(0)\n", "inp, tar = dataset[0]\n", "\n", "fig = plt.figure()\n", "im = solver.plot_griddata(inp[2], fig, vmax=3, vmin=-3)\n", "plt.title(\"input\")\n", "plt.colorbar(im)\n", "plt.show()\n", "\n", "fig = plt.figure()\n", "im = solver.plot_griddata(tar[2], fig, vmax=3, vmin=-3)\n", "plt.title(\"target\")\n", "plt.colorbar(im)\n", "plt.show()" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "### Defining the geometric Fourier Neural Operator" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [], "source": [ "from utils.fno_layers import FourierNeuralOperatorNet\n", "# fno_model = FourierNeuralOperatorNet(spectral_transform='sht', filter_type='linear', img_size=(nlat, nlon), num_layers=4, scale_factor=3, embed_dim=32).to(device)\n", "# fno_model = FourierNeuralOperatorNet(spectral_transform='sht', filter_type='non-linear', img_size=(nlat, nlon), num_layers=4, scale_factor=3, embed_dim=256, complex_activation='real').to(device)\n", "# fno_model = FourierNeuralOperatorNet(spectral_transform='fft', filter_type='linear', img_size=(nlat, nlon), num_layers=4, scale_factor=3, embed_dim=64, complex_activation='real').to(device)\n", "# fno_model = FourierNeuralOperatorNet(spectral_transform='fft', filter_type='non-linear', img_size=(nlat, nlon), num_layers=4, scale_factor=3, embed_dim=64, complex_activation='real').to(device)\n", "# fno_model = FourierNeuralOperatorNet(spectral_transform='sht', filter_type='non-linear', img_size=(nlat, nlon), num_layers=4, scale_factor=3, embed_dim=256, complex_activation='modulus').to(device)" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [], "source": [ "fno_model = FourierNeuralOperatorNet(spectral_transform='sht', filter_type='non-linear', img_size=(nlat, nlon), spectral_layers=2,\n", " num_layers=4, scale_factor=3, embed_dim=256, complex_activation='real').to(device)" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "## Training the model" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [], "source": [ "def l2loss_sphere(solver, prd, tar, relative=False, polar_opt=0):\n", " loss = solver.integrate_grid((prd - tar)**2, dimensionless=True, polar_opt=polar_opt)\n", " if relative:\n", " loss = loss / solver.integrate_grid(tar**2, dimensionless=True, polar_opt=polar_opt)\n", " loss = torch.mean(loss)\n", " return loss\n", "\n", "def fluct_l2loss_sphere(solver, prd, tar, inp, relative=False, polar_opt=0):\n", " # compute the weighting factor first\n", " fluct = solver.integrate_grid((tar - inp)**2, dimensionless=True, polar_opt=polar_opt)\n", " weight = fluct / torch.sum(fluct, dim=-1, keepdim=True)\n", " # weight = weight.reshape(*weight.shape, 1, 1)\n", " \n", " loss = weight * solver.integrate_grid((prd - tar)**2, dimensionless=True, polar_opt=polar_opt)\n", " if relative:\n", " loss = loss / (weight * solver.integrate_grid(tar**2, dimensionless=True, polar_opt=polar_opt))\n", " loss = torch.mean(loss)\n", " return loss" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [], "source": [ "# training function\n", "def train_model(model, dataloader, optimizer, scheduler=None, nepochs=20, nfuture=0, num_examples=256, num_valid=8, loss='abs'):\n", "\n", " train_start = time.time()\n", "\n", " for epoch in range(nepochs):\n", "\n", " # time each epoch\n", " epoch_start = time.time()\n", "\n", " dataloader.dataset.set_initial_condition('random')\n", " dataloader.dataset.set_num_examples(num_examples)\n", "\n", " optimizer.zero_grad(set_to_none=True)\n", "\n", " # do the training\n", " acc_loss = 0\n", " model.train()\n", " for inp, tar in dataloader:\n", " with amp.autocast(enabled=enable_amp):\n", " prd = model(inp)\n", " for _ in range(nfuture):\n", " prd = model(prd)\n", " if loss == 'fluct':\n", " loss = fluct_l2loss_sphere(solver, prd, tar, inp, relative=False)\n", " else:\n", " loss = l2loss_sphere(solver, prd, tar, relative=False)\n", "\n", " acc_loss += loss.item() * inp.size(0)\n", "\n", " optimizer.zero_grad(set_to_none=True)\n", " # gscaler.scale(loss).backward()\n", " loss.backward()\n", " optimizer.step()\n", " # gscaler.update()\n", "\n", " if scheduler is not None:\n", " scheduler.step()\n", "\n", " acc_loss = acc_loss / len(dataloader.dataset)\n", "\n", " dataloader.dataset.set_initial_condition('random')\n", " dataloader.dataset.set_num_examples(num_valid)\n", "\n", " # perform validation\n", " valid_loss = 0\n", " model.eval()\n", " with torch.no_grad():\n", " for inp, tar in dataloader:\n", " prd = model(inp)\n", " for _ in range(nfuture):\n", " prd = model(prd)\n", " loss = l2loss_sphere(solver, prd, tar, relative=True)\n", "\n", " valid_loss += loss.item() * inp.size(0)\n", "\n", " valid_loss = valid_loss / len(dataloader.dataset)\n", "\n", " epoch_time = time.time() - epoch_start\n", "\n", " print(f'--------------------------------------------------------------------------------')\n", " print(f'Epoch {epoch} summary:')\n", " print(f'time taken: {epoch_time}')\n", " print(f'accumulated training loss: {acc_loss}')\n", " print(f'relative validation loss: {valid_loss}')\n", "\n", " train_time = time.time() - train_start\n", "\n", " print(f'--------------------------------------------------------------------------------')\n", " print(f'done. Training took {train_time}.')\n", " return valid_loss" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "--------------------------------------------------------------------------------\n", "Epoch 0 summary:\n", "time taken: 30.959003448486328\n", "accumulated training loss: 9.591896928846836\n", "relative validation loss: 0.3812725841999054\n", "--------------------------------------------------------------------------------\n", "Epoch 1 summary:\n", "time taken: 30.61652684211731\n", "accumulated training loss: 7.450099386274815\n", "relative validation loss: 0.3738007992506027\n", "--------------------------------------------------------------------------------\n", "Epoch 2 summary:\n", "time taken: 30.665040493011475\n", "accumulated training loss: 7.25768419355154\n", "relative validation loss: 0.3575149029493332\n", "--------------------------------------------------------------------------------\n", "Epoch 3 summary:\n", "time taken: 30.560698986053467\n", "accumulated training loss: 6.365886848419905\n", "relative validation loss: 0.24981281906366348\n", "--------------------------------------------------------------------------------\n", "Epoch 4 summary:\n", "time taken: 30.50732398033142\n", "accumulated training loss: 2.2252308558672667\n", "relative validation loss: 0.12932556867599487\n", "--------------------------------------------------------------------------------\n", "Epoch 5 summary:\n", "time taken: 30.80305242538452\n", "accumulated training loss: 1.7621253356337547\n", "relative validation loss: 0.12174004316329956\n", "--------------------------------------------------------------------------------\n", "Epoch 6 summary:\n", "time taken: 30.803269147872925\n", "accumulated training loss: 1.335449455305934\n", "relative validation loss: 0.10394692420959473\n", "--------------------------------------------------------------------------------\n", "Epoch 7 summary:\n", "time taken: 30.776399612426758\n", "accumulated training loss: 0.7193559342995286\n", "relative validation loss: 0.02554076723754406\n", "--------------------------------------------------------------------------------\n", "Epoch 8 summary:\n", "time taken: 30.802762508392334\n", "accumulated training loss: 0.42715904396027327\n", "relative validation loss: 0.026168261654675007\n", "--------------------------------------------------------------------------------\n", "Epoch 9 summary:\n", "time taken: 30.81810760498047\n", "accumulated training loss: 0.46162920724600554\n", "relative validation loss: 0.03314591385424137\n", "--------------------------------------------------------------------------------\n", "done. Training took 307.31272411346436.\n" ] }, { "data": { "text/plain": [ "0.03314591385424137" ] }, "execution_count": 9, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# set seed\n", "torch.manual_seed(333)\n", "torch.cuda.manual_seed(333)\n", "\n", "optimizer = torch.optim.Adam(fno_model.parameters(), lr=3E-3, weight_decay=1E-3)\n", "gscaler = amp.GradScaler(enabled=enable_amp)\n", "train_model(fno_model, dataloader, optimizer, nepochs=10)\n", "\n", "# multistep training\n", "# learning_rate = 5e-4\n", "# optimizer = torch.optim.Adam(fno_model.parameters(), lr=learning_rate)\n", "# dataloader.dataset.nsteps = 2 * dt//dt_solver\n", "# train_model(fno_model, dataloader, optimizer, nepochs=10, nfuture=1)\n", "# dataloader.dataset.nsteps = 1 * dt//dt_solver" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "ename": "TypeError", "evalue": "ShallowWaterSolver.plot_griddata() missing 1 required positional argument: 'fig'", "output_type": "error", "traceback": [ "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", "\u001b[0;31mTypeError\u001b[0m Traceback (most recent call last)", "\u001b[1;32m/home/bbonev/Projects/torch-harmonics/examples/fno_experiments/train_fno.ipynb Cell 15\u001b[0m in \u001b[0;36m\u001b[0;34m()\u001b[0m\n\u001b[1;32m 6\u001b[0m inp, tar \u001b[39m=\u001b[39m \u001b[39mnext\u001b[39m(\u001b[39miter\u001b[39m(dataloader))\n\u001b[1;32m 7\u001b[0m out \u001b[39m=\u001b[39m fno_model(inp)\u001b[39m.\u001b[39mdetach()\n\u001b[0;32m----> 9\u001b[0m im \u001b[39m=\u001b[39m solver\u001b[39m.\u001b[39;49mplot_griddata(tar[\u001b[39m0\u001b[39;49m, \u001b[39m1\u001b[39;49m], projection\u001b[39m=\u001b[39;49m\u001b[39m'\u001b[39;49m\u001b[39m3d\u001b[39;49m\u001b[39m'\u001b[39;49m)\n\u001b[1;32m 10\u001b[0m plt\u001b[39m.\u001b[39mcolorbar(im)\n\u001b[1;32m 11\u001b[0m plt\u001b[39m.\u001b[39mshow()\n", "\u001b[0;31mTypeError\u001b[0m: ShallowWaterSolver.plot_griddata() missing 1 required positional argument: 'fig'" ] } ], "source": [ "dataloader.dataset.set_initial_condition('random')\n", "\n", "torch.manual_seed(0)\n", "\n", "with torch.inference_mode():\n", " inp, tar = next(iter(dataloader))\n", " out = fno_model(inp).detach()\n", "\n", "im = solver.plot_griddata(tar[0, 1], projection='3d')\n", "plt.colorbar(im)\n", "plt.show()\n", "\n", "im = solver.plot_griddata(out[0, 1], projection='3d')\n", "plt.colorbar(im)\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "inp = torch.zeros(1,3,256,512)\n", "plt.imshow(fno_model(inp.to(device)).detach().cpu().squeeze()[0])\n", "plt.colorbar()\n", "plt.show()\n", "plt.imshow(inp.squeeze()[0])\n", "plt.colorbar()\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] } ], "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": "3.10.6" }, "orig_nbformat": 4, "vscode": { "interpreter": { "hash": "31f2aee4e71d21fbe5cf8b01ff0e069b9275f58929596ceb00d14d90e3e16cd6" } } }, "nbformat": 4, "nbformat_minor": 2 }