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{
 "cells": [
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Differentiable Shallow Water Equations\n",
    "\n",
    "We present a differentiable SWE solver, based on `torch-harmonics`. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import torch\n",
    "import torch.nn as nn\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "import matplotlib.animation as animation\n",
    "\n",
    "from math import ceil, floor\n",
    "\n",
    "import sys\n",
    "sys.path.append(\"../torch_harmonics\")\n",
    "sys.path.append(\"../examples\")\n",
    "\n",
    "from torch_harmonics.sht import *\n",
    "from shallow_water_equations import *"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "device = torch.device('cuda' if torch.cuda.is_available() else 'cpu')\n",
    "# device = torch.device('cpu')"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We define a shallow water solver class in `shallow_water_equations.py`"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "# initialize parameters:\n",
    "nlat = 512\n",
    "nlon = 2*nlat\n",
    "lmax = ceil(128)\n",
    "mmax = lmax\n",
    "# timestepping\n",
    "dt = 75\n",
    "maxiter = 12*int(86400/dt)\n",
    "\n",
    "# initialize solver class\n",
    "swe_solver = ShallowWaterSolver(nlat, nlon, dt, lmax=lmax, mmax=mmax).to(device)\n",
    "\n",
    "lons = swe_solver.lons\n",
    "lats = swe_solver.lats\n",
    "\n",
    "jj, ii = torch.triu_indices(lmax, mmax)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/bbonev/.local/lib/python3.10/site-packages/torch/functional.py:504: UserWarning: torch.meshgrid: in an upcoming release, it will be required to pass the indexing argument. (Triggered internally at ../aten/src/ATen/native/TensorShape.cpp:3190.)\n",
      "  return _VF.meshgrid(tensors, **kwargs)  # type: ignore[attr-defined]\n"
     ]
    }
   ],
   "source": [
    "uspec0 = swe_solver.galewsky_initial_condition()\n",
    "# uspec0 = swe_solver.random_initial_condition()\n",
    "    "
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We are now ready to run the simulation. To perform integration in time, we will use third-order Adams-Bashforth. As we are currently not interested in gradients, we can wrap the function in `torch.inference_mode()`."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "t=0.00 hours\n",
      "t=1.04 hours\n",
      "t=2.08 hours\n",
      "t=3.12 hours\n",
      "t=4.17 hours\n",
      "t=5.21 hours\n",
      "t=6.25 hours\n",
      "t=7.29 hours\n",
      "t=8.33 hours\n",
      "t=9.38 hours\n",
      "t=10.42 hours\n",
      "t=11.46 hours\n",
      "t=12.50 hours\n",
      "t=13.54 hours\n",
      "t=14.58 hours\n",
      "t=15.62 hours\n",
      "t=16.67 hours\n",
      "t=17.71 hours\n",
      "t=18.75 hours\n",
      "t=19.79 hours\n",
      "t=20.83 hours\n",
      "t=21.88 hours\n",
      "t=22.92 hours\n",
      "t=23.96 hours\n",
      "t=25.00 hours\n",
      "t=26.04 hours\n",
      "t=27.08 hours\n",
      "t=28.12 hours\n",
      "t=29.17 hours\n",
      "t=30.21 hours\n",
      "t=31.25 hours\n",
      "t=32.29 hours\n",
      "t=33.33 hours\n",
      "t=34.38 hours\n",
      "t=35.42 hours\n",
      "t=36.46 hours\n",
      "t=37.50 hours\n",
      "t=38.54 hours\n",
      "t=39.58 hours\n",
      "t=40.62 hours\n",
      "t=41.67 hours\n",
      "t=42.71 hours\n",
      "t=43.75 hours\n",
      "t=44.79 hours\n",
      "t=45.83 hours\n",
      "t=46.88 hours\n",
      "t=47.92 hours\n",
      "t=48.96 hours\n",
      "t=50.00 hours\n",
      "t=51.04 hours\n",
      "t=52.08 hours\n",
      "t=53.12 hours\n",
      "t=54.17 hours\n",
      "t=55.21 hours\n",
      "t=56.25 hours\n",
      "t=57.29 hours\n",
      "t=58.33 hours\n",
      "t=59.38 hours\n",
      "t=60.42 hours\n",
      "t=61.46 hours\n",
      "t=62.50 hours\n",
      "t=63.54 hours\n",
      "t=64.58 hours\n",
      "t=65.62 hours\n",
      "t=66.67 hours\n",
      "t=67.71 hours\n",
      "t=68.75 hours\n",
      "t=69.79 hours\n",
      "t=70.83 hours\n",
      "t=71.88 hours\n",
      "t=72.92 hours\n",
      "t=73.96 hours\n",
      "t=75.00 hours\n",
      "t=76.04 hours\n",
      "t=77.08 hours\n",
      "t=78.12 hours\n",
      "t=79.17 hours\n",
      "t=80.21 hours\n",
      "t=81.25 hours\n",
      "t=82.29 hours\n",
      "t=83.33 hours\n",
      "t=84.38 hours\n",
      "t=85.42 hours\n",
      "t=86.46 hours\n",
      "t=87.50 hours\n",
      "t=88.54 hours\n",
      "t=89.58 hours\n",
      "t=90.62 hours\n",
      "t=91.67 hours\n",
      "t=92.71 hours\n",
      "t=93.75 hours\n",
      "t=94.79 hours\n",
      "t=95.83 hours\n",
      "t=96.88 hours\n",
      "t=97.92 hours\n",
      "t=98.96 hours\n",
      "t=100.00 hours\n",
      "t=101.04 hours\n",
      "t=102.08 hours\n",
      "t=103.12 hours\n",
      "t=104.17 hours\n",
      "t=105.21 hours\n",
      "t=106.25 hours\n",
      "t=107.29 hours\n",
      "t=108.33 hours\n",
      "t=109.38 hours\n",
      "t=110.42 hours\n",
      "t=111.46 hours\n",
      "t=112.50 hours\n",
      "t=113.54 hours\n",
      "t=114.58 hours\n",
      "t=115.62 hours\n",
      "t=116.67 hours\n",
      "t=117.71 hours\n",
      "t=118.75 hours\n",
      "t=119.79 hours\n",
      "t=120.83 hours\n",
      "t=121.88 hours\n",
      "t=122.92 hours\n",
      "t=123.96 hours\n",
      "t=125.00 hours\n",
      "t=126.04 hours\n",
      "t=127.08 hours\n",
      "t=128.12 hours\n",
      "t=129.17 hours\n",
      "t=130.21 hours\n",
      "t=131.25 hours\n",
      "t=132.29 hours\n",
      "t=133.33 hours\n",
      "t=134.38 hours\n",
      "t=135.42 hours\n",
      "t=136.46 hours\n",
      "t=137.50 hours\n",
      "t=138.54 hours\n",
      "t=139.58 hours\n",
      "t=140.62 hours\n",
      "t=141.67 hours\n",
      "t=142.71 hours\n",
      "t=143.75 hours\n",
      "t=144.79 hours\n",
      "t=145.83 hours\n",
      "t=146.88 hours\n",
      "t=147.92 hours\n",
      "t=148.96 hours\n",
      "t=150.00 hours\n",
      "t=151.04 hours\n",
      "t=152.08 hours\n",
      "t=153.12 hours\n",
      "t=154.17 hours\n",
      "t=155.21 hours\n",
      "t=156.25 hours\n",
      "t=157.29 hours\n",
      "t=158.33 hours\n",
      "t=159.38 hours\n",
      "t=160.42 hours\n",
      "t=161.46 hours\n",
      "t=162.50 hours\n",
      "t=163.54 hours\n",
      "t=164.58 hours\n",
      "t=165.62 hours\n",
      "t=166.67 hours\n",
      "t=167.71 hours\n",
      "t=168.75 hours\n",
      "t=169.79 hours\n",
      "t=170.83 hours\n",
      "t=171.88 hours\n",
      "t=172.92 hours\n",
      "t=173.96 hours\n",
      "t=175.00 hours\n",
      "t=176.04 hours\n",
      "t=177.08 hours\n",
      "t=178.12 hours\n",
      "t=179.17 hours\n",
      "t=180.21 hours\n",
      "t=181.25 hours\n",
      "t=182.29 hours\n",
      "t=183.33 hours\n",
      "t=184.38 hours\n",
      "t=185.42 hours\n",
      "t=186.46 hours\n",
      "t=187.50 hours\n",
      "t=188.54 hours\n",
      "t=189.58 hours\n",
      "t=190.62 hours\n",
      "t=191.67 hours\n",
      "t=192.71 hours\n",
      "t=193.75 hours\n",
      "t=194.79 hours\n",
      "t=195.83 hours\n",
      "t=196.88 hours\n",
      "t=197.92 hours\n",
      "t=198.96 hours\n",
      "t=200.00 hours\n",
      "t=201.04 hours\n",
      "t=202.08 hours\n",
      "t=203.12 hours\n",
      "t=204.17 hours\n",
      "t=205.21 hours\n",
      "t=206.25 hours\n",
      "t=207.29 hours\n",
      "t=208.33 hours\n",
      "t=209.38 hours\n",
      "t=210.42 hours\n",
      "t=211.46 hours\n",
      "t=212.50 hours\n",
      "t=213.54 hours\n",
      "t=214.58 hours\n",
      "t=215.62 hours\n",
      "t=216.67 hours\n",
      "t=217.71 hours\n",
      "t=218.75 hours\n",
      "t=219.79 hours\n",
      "t=220.83 hours\n",
      "t=221.88 hours\n",
      "t=222.92 hours\n",
      "t=223.96 hours\n",
      "t=225.00 hours\n",
      "t=226.04 hours\n",
      "t=227.08 hours\n",
      "t=228.12 hours\n",
      "t=229.17 hours\n",
      "t=230.21 hours\n",
      "t=231.25 hours\n",
      "t=232.29 hours\n",
      "t=233.33 hours\n",
      "t=234.38 hours\n",
      "t=235.42 hours\n",
      "t=236.46 hours\n",
      "t=237.50 hours\n",
      "t=238.54 hours\n",
      "t=239.58 hours\n",
      "t=240.62 hours\n",
      "t=241.67 hours\n",
      "t=242.71 hours\n",
      "t=243.75 hours\n",
      "t=244.79 hours\n",
      "t=245.83 hours\n",
      "t=246.88 hours\n",
      "t=247.92 hours\n",
      "t=248.96 hours\n",
      "t=250.00 hours\n",
      "t=251.04 hours\n",
      "t=252.08 hours\n",
      "t=253.12 hours\n",
      "t=254.17 hours\n",
      "t=255.21 hours\n",
      "t=256.25 hours\n",
      "t=257.29 hours\n",
      "t=258.33 hours\n",
      "t=259.38 hours\n",
      "t=260.42 hours\n",
      "t=261.46 hours\n",
      "t=262.50 hours\n",
      "t=263.54 hours\n",
      "t=264.58 hours\n",
      "t=265.62 hours\n",
      "t=266.67 hours\n",
      "t=267.71 hours\n",
      "t=268.75 hours\n",
      "t=269.79 hours\n",
      "t=270.83 hours\n",
      "t=271.88 hours\n",
      "t=272.92 hours\n",
      "t=273.96 hours\n",
      "t=275.00 hours\n",
      "t=276.04 hours\n",
      "t=277.08 hours\n",
      "t=278.12 hours\n",
      "t=279.17 hours\n",
      "t=280.21 hours\n",
      "t=281.25 hours\n",
      "t=282.29 hours\n",
      "t=283.33 hours\n",
      "t=284.38 hours\n",
      "t=285.42 hours\n",
      "t=286.46 hours\n",
      "t=287.50 hours\n"
     ]
    }
   ],
   "source": [
    "dudtspec = torch.zeros(3, 3, swe_solver.lmax, swe_solver.mmax, dtype=torch.complex128, device=device)\n",
    "inew = 0\n",
    "inow = 1\n",
    "iold = 2\n",
    "\n",
    "uspec = uspec0.clone().to(device)\n",
    "\n",
    "# save for later:\n",
    "nskip = 50\n",
    "utspec = torch.zeros(floor(maxiter//nskip) + 1, *uspec.shape).cdouble().to(device)\n",
    "\n",
    "with torch.inference_mode():\n",
    "    for iter in range(maxiter+1):\n",
    "        t = iter*dt\n",
    "\n",
    "        if iter % nskip == 0:\n",
    "            utspec[iter//nskip] = uspec\n",
    "            print(f\"t={t/3600:.2f} hours\")\n",
    "\n",
    "        dudtspec[inew] = swe_solver.dudtspec(uspec)\n",
    "        \n",
    "        # update vort,div,phiv with third-order adams-bashforth.\n",
    "        # forward euler, then 2nd-order adams-bashforth time steps to start.\n",
    "        if iter == 0:\n",
    "            dudtspec[inow] = dudtspec[inew]\n",
    "            dudtspec[iold] = dudtspec[inew]\n",
    "        elif iter == 1:\n",
    "            dudtspec[iold] = dudtspec[inew]\n",
    "\n",
    "        uspec = uspec + swe_solver.dt*( (23./12.) * dudtspec[inew] - (16./12.) * dudtspec[inow] + (5./12.) * dudtspec[iold] )\n",
    "\n",
    "        # implicit hyperdiffusion for vort and div.\n",
    "        uspec[1:] = swe_solver.hyperdiff * uspec[1:]\n",
    "        # cycle through the indices\n",
    "        inew = (inew - 1) % 3\n",
    "        inow = (inow - 1) % 3\n",
    "        iold = (iold - 1) % 3\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = plt.figure()\n",
    "im = swe_solver.plot_specdata(uspec[1], fig, cmap=cmap)\n",
    "plt.show()"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Plotting a video\n",
    "\n",
    "let us plot the vorticity for our rollout:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 576x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# prepare figure for animation\n",
    "fig = plt.figure(figsize=(8, 6), dpi=72)\n",
    "moviewriter = animation.writers['pillow'](fps=20)\n",
    "moviewriter.setup(fig, './plots/zonal_jet.gif', dpi=72)\n",
    "\n",
    "plot_pvrt = False\n",
    "\n",
    "for i in range(utspec.shape[0]):\n",
    "    t = i*nskip*dt\n",
    "\n",
    "    if plot_pvrt:\n",
    "        variable = swe_solver.potential_vorticity(utspec[i])\n",
    "    else:\n",
    "        variable = swe_solver.spec2grid(utspec[i, 1])\n",
    "\n",
    "    plt.clf()\n",
    "    # swe_solver.plot_griddata(variable, cmap=cmap, vmin=-0.2, vmax=1.8, title=f'zonal jet t={t/3600:.2f} hours')\n",
    "    swe_solver.plot_griddata(variable, fig, cmap=cmap, antialiased=False)\n",
    "    plt.draw()\n",
    "    moviewriter.grab_frame()\n",
    "\n",
    "\n",
    "moviewriter.finish()"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Conservation of potential vorticity"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "pvrttspec = torch.zeros(floor(maxiter//nskip) + 1, lmax, mmax).cdouble().to(device)\n",
    "for i in range(utspec.shape[0]):\n",
    "    pvrttspec[i] = swe_solver.grid2spec(swe_solver.potential_vorticity(utspec[i]))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.legend.Legend at 0x7f15859f8520>"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "total_vrt = pvrttspec.abs()**2\n",
    "# total_vrt = utspec[..., 1, :, :].abs()**2\n",
    "total_vrt = torch.sqrt(torch.sum(total_vrt[..., :1], dim=(-1, -2)) + torch.sum(2 * total_vrt[..., 1:], dim=(-1, -2))).cpu()\n",
    "t = nskip*dt * torch.arange(utspec.shape[0])\n",
    "\n",
    "plt.plot(t, total_vrt / total_vrt[0], label='Spectral Solver')\n",
    "plt.title('Total vorticity over time')\n",
    "plt.ylim((0,1))\n",
    "plt.legend(loc='lower left')"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
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