example.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Computation of href performed w/ following parameters:\n",
      "- Hauteur eau moyenne =  20\n",
      "- Amplitude =  5.0\n",
      "- Periode =  15.0\n",
      "- Phase =  0\n"
     ]
    }
   ],
   "source": [
    "#!/usr/bin/env python\n",
    "# -*- coding: utf-8 -*-\n",
    "\n",
    "import HR_config.wrapper as sweHR\n",
    "import swe.animation_SWE\n",
    "from IPython.display import HTML\n",
    "import numpy as np\n",
    "\n",
    "# Animation of SSH -------------------------------------------\n",
    "\n",
    "[xr, h, u, t] = sweHR.swe_KAP(sweHR.Kref * 2, sweHR.amplitude - 1.0, sweHR.period + 1.0)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
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      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "anim = swe.animation_SWE.animate_SWE(xr, [sweHR.href, h], sweHR.b, sweHR.D, ylim=[0, 40])\n",
    "HTML(anim.to_html5_video())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "J=0.0\n",
      "all(grad==0.0)=True\n"
     ]
    }
   ],
   "source": [
    "# Adjoint gradient\n",
    "J, grad = sweHR.J_KAP(sweHR.Kref, sweHR.amplitude, sweHR.period)\n",
    "print(f\"{J=}\")\n",
    "print(f\"{all(grad==0.0)=}\")\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Gradient (finite difference): -89972.329806187190\n",
      "Gradient (adjoint) : -89972.339136255512\n",
      "np.isclose(gradient_finite_diff, gradient0[0])=True\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/mnt/c/Users/a846735/SWE1D/.venvSWE1D/lib/python3.8/site-packages/numpy/core/shape_base.py:121: VisibleDeprecationWarning: Creating an ndarray from ragged nested sequences (which is a list-or-tuple of lists-or-tuples-or ndarrays with different lengths or shapes) is deprecated. If you meant to do this, you must specify 'dtype=object' when creating the ndarray.\n",
      "  ary = asanyarray(ary)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Time elapsed for unparallelized computations 21.099235773086548\n",
      "Time elapsed for unparallelized computations 41.75823378562927\n",
      "Time elapsed for unparallelized computations 63.46360540390015\n",
      "Time elapsed for unparallelized computations 86.85250186920166\n",
      "Time elapsed for unparallelized computations 108.67194867134094\n"
     ]
    }
   ],
   "source": [
    "cost0, gradient0 = sweHR.J_KAP([0], sweHR.amplitude, sweHR.period)\n",
    "epsilon = 1e-8\n",
    "cost_eps = sweHR.J_KAP_nograd([epsilon], sweHR.amplitude, sweHR.period)\n",
    "gradient_finite_diff = (cost_eps - cost0) / epsilon\n",
    "print(f\"Gradient (finite difference): {gradient_finite_diff: >+10.12f}\")\n",
    "print(f\"Gradient (adjoint) : {gradient0[0]: >+10.12f}\")\n",
    "print(f\"{np.isclose(gradient_finite_diff, gradient0[0])=}\")\n",
    "\n",
    "response, gradient = sweHR.J_KAP_array(\n",
    "    [\n",
    "        ([0.1, 0.2, 0.5], 5.0, 15.0),  # Example array to evaluate\n",
    "        ([0.1, 0.2, 0.5], 5.1, 15.1),  # Dim K = 3\n",
    "        ([0.1, 0.1, 0.1], 5.0, 15.2),\n",
    "        ([0.1, 0.1, 0.4], 5.1, 15.0),\n",
    "        ([0.2, 0.2, 0.5], 5.0, 15.1),\n",
    "        # ([0.2, 0.2, 0.5], 5.1, 15.2),\n",
    "        # ([0.6, 0.1, 0.7], 5.0, 15.0),\n",
    "        # ([0.2, 0.2, 0.5], 5.1, 15.1),\n",
    "        # ([0.2, 0.2, 0.5], 5.0, 15.2),\n",
    "        # ([0.1, 0.7, 0.5], 5.1, 15.0),\n",
    "        # ([0.2, 0.2, 0.2], 5.0, 15.1),\n",
    "    ],\n",
    "    idx_to_observe=None,\n",
    "    hreference=sweHR.href,\n",
    "    parallel=False,\n",
    "    ncores=4,\n",
    "    adj_gradient=True,\n",
    ")\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(array([12511.797565  , 25194.90679691, 74222.15306137,  6916.83765438,\n",
       "        25450.61858666]),\n",
       " array([[  1993.33595069,  23803.56145365,  37933.50664079],\n",
       "        [ -1928.36657716,  -4541.01293108,  29461.64512318],\n",
       "        [ -8457.97609798, -73206.07020167, -51460.17811335],\n",
       "        [  -225.5210434 ,   8965.20381258,  30164.1197909 ],\n",
       "        [  -714.42876497,    617.19082194,  31539.10728469]]))"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "response, gradient"
   ]
  }
 ],
 "metadata": {
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   "display_name": "Python 3 (ipykernel)",
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