{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "49164e84",
   "metadata": {},
   "source": [
    "```{try_on_binder}\n",
    "```"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "1a1d8693",
   "metadata": {
    "load": "myst_code_init.py",
    "tags": [
     "remove-cell"
    ]
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "The pymor.discretizers.builtin.gui.jupyter extension is already loaded. To reload it, use:\n",
      "  %reload_ext pymor.discretizers.builtin.gui.jupyter\n"
     ]
    }
   ],
   "source": [
    "from IPython import get_ipython\n",
    "ip = get_ipython()\n",
    "if ip is not None:\n",
    "    ip.run_line_magic('load_ext', 'pymor.discretizers.builtin.gui.jupyter')\n",
    "    ip.run_line_magic('matplotlib', 'inline')\n",
    "\n",
    "import warnings\n",
    "warnings.filterwarnings(\"ignore\", category=UserWarning, module='torch')\n",
    "import pymor.tools.random\n",
    "pymor.tools.random._default_random_state = None\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "fa476fe0",
   "metadata": {},
   "source": [
    "Tutorial: Building a Reduced Basis\n",
    "==================================\n",
    "\n",
    "\n",
    "\n",
    "\n",
    "In this tutorial we will learn more about {{ VectorArrays }} and how to\n",
    "construct a reduced basis using pyMOR.\n",
    "\n",
    "A reduced basis spans a low dimensional subspace of a {{ Model }}'s\n",
    "{attr}`~pymor.models.interface.Model.solution_space`, in which the\n",
    "{meth}`solutions <pymor.models.interface.Model.solve>` of the {{ Model }}\n",
    "can be well approximated for all {{ parameter_values }}. In this context,\n",
    "time is treated as an additional parameter. So for time-dependent problems,\n",
    "the reduced space (the span of the reduced basis) should approximate the\n",
    "solution for all {{ parameter_values }} and time instances.\n",
    "\n",
    "An upper bound for the possible quality of a reduced space is given by the so-called\n",
    "Kolmogorov {math}`N`-width {math}`d_N(\\mathcal{M})` of the solution manifold\n",
    "\n",
    "```{math}\n",
    "\\mathcal{M} := \\{u(\\mu) \\,|\\, \\mu \\in \\mathcal{P}\\},\n",
    "```\n",
    "\n",
    "given as\n",
    "\n",
    "```{math}\n",
    "d_N(\\mathcal{M}) :=\n",
    "       \\inf_{\\substack{V_N \\subseteq V\\\\ \\operatorname{dim}(V_N) \\leq N}}\\,\n",
    "       \\sup_{x \\in \\mathcal{M}}\\,\n",
    "       \\inf_{v \\in V_N}\\,\n",
    "       \\|x - v\\|.\n",
    "```\n",
    "\n",
    "In these definitions, {math}`V` denotes the\n",
    "{attr}`~pymor.models.interface.Model.solution_space`, {math}`\\mathcal{P} \\subset \\mathbb{R}^p`\n",
    "denotes the set of all {{ parameter_values }} we are interested in, and\n",
    "{math}`u(\\mu)` denotes the {meth}`solution <pymor.models.interface.Model.solve>`\n",
    "of the {{ Model }} for the given {{ parameter_values }} {math}`\\mu`.\n",
    "In pyMOR the set {math}`\\mathcal{P}` is called the {{ ParameterSpace }}.\n",
    "\n",
    "How to read this formula? For each candidate reduced space {math}`V_N` we\n",
    "look at all possible {math}`x \\in \\mathcal{M}` and compute the best-approximation\n",
    "error in {math}`V_N` (the second infimum). The supremum over the infimum\n",
    "is thus the worst-case best-approximation error over all solutions\n",
    "{math}`x = u(\\mu)` of interest.\n",
    "Now we take the infimum of the worst-case best-approximation errors\n",
    "over all possible reduced spaces of dimension at most {math}`N`, and this is\n",
    "{math}`d_N(\\mathcal{M})`.\n",
    "\n",
    "So whatever reduced space of dimension {math}`N` we pick, we\n",
    "will always find a {math}`\\mu` for which the best-approximation error in our\n",
    "space is at least {math}`d_N(\\mathcal{M})`. Reduced basis methods aim at constructing\n",
    "spaces {math}`V_N` for which the worst-case best-approximation error is as\n",
    "close to {math}`d_N(\\mathcal{M})` as possible.\n",
    "\n",
    "However, we will only find a good {math}`V_N` of small dimension\n",
    "{math}`N` if the values {math}`d_N(\\mathcal{M})` decrease quickly for growing\n",
    "{math}`N`. It can be shown that this is the case as soon as {math}`u(\\mu)`\n",
    "analytically depends on {math}`\\mu`, which is true for many problems\n",
    "of interest. More precisely, it can be shown {cite}`BCDDPW11`, {cite}`DPW13` that there are constants\n",
    "{math}`C, c > 0` such that\n",
    "\n",
    "```{math}\n",
    "d_N(\\mathcal{M}) \\leq C \\cdot e^{-N^c}.\n",
    "```\n",
    "\n",
    "In this tutorial we will construct reduced spaces {math}`V_N` for a concrete problem\n",
    "with pyMOR and study their error decay.\n",
    "\n",
    "\n",
    "Model setup\n",
    "-----------\n",
    "\n",
    "First we need to define a {{ Model }} and a {{ ParameterSpace }} for which we want\n",
    "to build a reduced basis. We choose here the standard\n",
    "{meth}`thermal block <pymor.analyticalproblems.thermalblock.thermal_block_problem>` benchmark\n",
    "problem shipped with pyMOR (see {doc}`getting_started`). However, any pyMOR\n",
    "{{ Model }} can be used, except for Section [Weak Greedy Algorithm](#weak-greedy-algorithm) where\n",
    "some more assumptions have to be made on the {{ Model }}.\n",
    "\n",
    "First we import everything we need:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "b9b582ec",
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "from pymor.basic import *"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "6cef28c7",
   "metadata": {},
   "source": [
    "Then we build a 3-by-2 thermalblock problem that we discretize using pyMOR's\n",
    "{mod}`builtin discretizers <pymor.discretizers.builtin>` (see\n",
    "{doc}`tutorial_builtin_discretizer` for an introduction to pyMOR's discretization toolkit)."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "9c11837b",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "a3d2a3f1804244abb4328ae336eac94e",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "Accordion(children=(HTML(value='', layout=Layout(height='16em', overflow_y='auto', width='100%')),), selected_…"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "problem = thermal_block_problem((3,2))\n",
    "fom, _ = discretize_stationary_cg(problem, diameter=1/100)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "53929154",
   "metadata": {},
   "source": [
    "Next, we need to define a {{ ParameterSpace }} of {{ parameter_values }} for which\n",
    "the solutions of the full-order model `fom` should be approximated by the reduced basis.\n",
    "We do this by calling the {meth}`~pymor.parameters.base.Parameters.space` method\n",
    "of the |parameters| of `fom`:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "6ee8847e",
   "metadata": {},
   "outputs": [],
   "source": [
    "parameter_space = fom.parameters.space(0.0001, 1.)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "8c197a3c",
   "metadata": {},
   "source": [
    "Here, `0.0001` and `1.` are the common lower and upper bounds for the\n",
    "individual components of all |parameters| of `fom`. In our case `fom`\n",
    "expects a single parameter `'diffusion'` of 9 values:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "c985afe4",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Parameters({diffusion: 6})"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "fom.parameters"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "f32690d9",
   "metadata": {},
   "source": [
    "If `fom` were to depend on multiple |parameters|, we could also call the\n",
    "{meth}`~pymor.parameters.base.Parameters.space` method with a dictionary\n",
    "of lower and upper bounds per parameter.\n",
    "\n",
    "The main use of {{ ParameterSpaces }} in pyMOR is that they allow to easily sample\n",
    "{{ parameter_values }} from their domain using the methods\n",
    "{meth}`~pymor.parameters.base.ParameterSpace.sample_uniformly` and\n",
    "{meth}`~pymor.parameters.base.ParameterSpace.sample_randomly`.\n",
    "\n",
    "\n",
    "Computing the snapshot data\n",
    "---------------------------\n",
    "\n",
    "Reduced basis methods are snapshot-based, which means that they build\n",
    "the reduced space as a linear subspace of the linear span of solutions\n",
    "of the `fom` for certain {{ parameter_values }}. The easiest\n",
    "approach is to just pick these values randomly, what we will do in the\n",
    "following. First we define a training set of 25 parameters:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "1887f83b",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[Mu({'diffusion': array([0.77397865, 0.43893455, 0.85861206, 0.69739829, 0.09426793,\n",
      "       0.97562479])}), Mu({'diffusion': array([0.76116359, 0.7860857 , 0.12820082, 0.4504409 , 0.37086094,\n",
      "       0.92677231])}), Mu({'diffusion': array([0.64390073, 0.82277934, 0.44346986, 0.227316  , 0.55462933,\n",
      "       0.06391087])}), Mu({'diffusion': array([0.82764841, 0.63170123, 0.75811193, 0.35459052, 0.97070095,\n",
      "       0.89313181])}), Mu({'diffusion': array([0.77840566, 0.19471924, 0.46677433, 0.04389939, 0.15437406,\n",
      "       0.68308065])}), Mu({'diffusion': array([0.74478768, 0.96751298, 0.32589278, 0.37052266, 0.46960886,\n",
      "       0.18955241])}), Mu({'diffusion': array([0.13000851, 0.47575736, 0.22698666, 0.66984701, 0.4372082 ,\n",
      "       0.83269493])}), Mu({'diffusion': array([0.70029508, 0.3124354 , 0.83227658, 0.80478388, 0.38753963,\n",
      "       0.28839927])}), Mu({'diffusion': array([0.68252725, 0.13983851, 0.19998821, 0.00746153, 0.78694569,\n",
      "       0.66488437])}), Mu({'diffusion': array([0.70519486, 0.78075096, 0.45896988, 0.56878432, 0.13988302,\n",
      "       0.11461862])}), Mu({'diffusion': array([0.66843612, 0.4711491 , 0.56527958, 0.76502236, 0.63475485,\n",
      "       0.55362404])}), Mu({'diffusion': array([0.55925124, 0.3040197 , 0.03091475, 0.43677372, 0.21466321,\n",
      "       0.40858779])}), Mu({'diffusion': array([0.85341773, 0.23401609, 0.05839691, 0.28145575, 0.2936644 ,\n",
      "       0.66195032])}), Mu({'diffusion': array([0.55707645, 0.78391982, 0.66434711, 0.40644622, 0.81403898,\n",
      "       0.16705622])}), Mu({'diffusion': array([0.0228098 , 0.09013886, 0.72238711, 0.46193104, 0.16135565,\n",
      "       0.50109467])}), Mu({'diffusion': array([0.15239687, 0.69635074, 0.44621166, 0.38108312, 0.30158194,\n",
      "       0.63031956])}), Mu({'diffusion': array([0.36187643, 0.08774115, 0.1180941 , 0.96190147, 0.90858983,\n",
      "       0.69973716])}), Mu({'diffusion': array([0.26594337, 0.96917946, 0.77877303, 0.7169185 , 0.44941657,\n",
      "       0.27231434])}), Mu({'diffusion': array([0.09648132, 0.90261214, 0.45583071, 0.20244313, 0.30602603,\n",
      "       0.57926165])}), Mu({'diffusion': array([0.17685511, 0.85662862, 0.75854368, 0.71949101, 0.43214983,\n",
      "       0.62734611])}), Mu({'diffusion': array([0.58413956, 0.64988162, 0.08453588, 0.41586582, 0.04171001,\n",
      "       0.49404142])}), Mu({'diffusion': array([0.32992823, 0.14460974, 0.10349263, 0.58768581, 0.17067591,\n",
      "       0.92512761])}), Mu({'diffusion': array([0.58110303, 0.34693512, 0.5909564 , 0.02290159, 0.95856336,\n",
      "       0.48235521])}), Mu({'diffusion': array([0.78275695, 0.08282173, 0.48670967, 0.49075792, 0.93783267,\n",
      "       0.57177088])}), Mu({'diffusion': array([0.47354205, 0.26704897, 0.33163584, 0.52072034, 0.43896757,\n",
      "       0.02170992])})]\n"
     ]
    }
   ],
   "source": [
    "training_set = parameter_space.sample_randomly(25)\n",
    "print(training_set)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "2f703af0",
   "metadata": {},
   "source": [
    "Then we {meth}`~pymor.models.interface.Model.solve` the full-order model\n",
    "for all {{ parameter_values }} in the training set and accumulate all\n",
    "solution vectors in a single {{ VectorArray }} using its\n",
    "{meth}`~pymor.vectorarrays.interface.VectorArray.append` method. But first\n",
    "we need to create an empty {{ VectorArray }} to which the solutions can\n",
    "be appended. New {{ VectorArrays }} in pyMOR are always created by a\n",
    "corresponding {{ VectorSpace }}. Empty arrays are created using the\n",
    "{meth}`~pymor.vectorarrays.interface.VectorSpace.empty` method. But what\n",
    "is the right {{ VectorSpace }}? All {meth}`solutions <pymor.models.interface.Model.solve>`\n",
    "of a {{ Model }} belong to its {attr}`~pymor.models.interface.Model.solution_space`,\n",
    "so we write:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "f9ff42d3",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "23ef9b12427344c2a686a6d09c835cdb",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "Accordion(children=(HTML(value='', layout=Layout(height='16em', overflow_y='auto', width='100%')),), selected_…"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "training_data = fom.solution_space.empty()\n",
    "for mu in training_set:\n",
    "    training_data.append(fom.solve(mu))"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "525b6649",
   "metadata": {},
   "source": [
    "Note that `fom.solve` returns a {{ VectorArray }} containing a single vector.\n",
    "This entire array (of one vector) is then appended to the `training_data` array.\n",
    "pyMOR has no notion of single vectors, we only speak of {{ VectorArrays }}.\n",
    "\n",
    "What exactly is a {{ VectorSpace }}? A {{ VectorSpace }} in pyMOR holds all\n",
    "information necessary to build {{ VectorArrays }} containing vector objects\n",
    "of a certain type. In our case we have"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "4371291e",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "NumpyVectorSpace(20201, id='STATE')"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "fom.solution_space"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "e0203d60",
   "metadata": {},
   "source": [
    "which means that the created {{ VectorArrays }} will internally hold\n",
    "{{ NumPy_arrays }} for data storage. The number is the dimension of the\n",
    "vector. We have here a {{ NumpyVectorSpace }} because pyMOR's builtin\n",
    "discretizations are built around the NumPy/SciPy stack. If `fom` would\n",
    "represent a {{ Model }} living in an external PDE solver, we would have\n",
    "a different type of {{ VectorSpace }} which, for instance, might hold a\n",
    "reference to a discrete functions space object inside the PDE solver\n",
    "instead of the dimension.\n",
    "\n",
    "After appending all solutions vectors to `training_data`, we can verify that\n",
    "`training_data` now really contains 25 vectors:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "331d59ec",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "25"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len(training_data)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "d2dc6757",
   "metadata": {},
   "source": [
    "Note that appending one {{ VectorArray }} `V` to another array `U`\n",
    "will append copies of the vectors in `V` to `U`. So\n",
    "modifying `U` will not affect `V`.\n",
    "\n",
    "Let's look at the solution snapshots we have just computed using\n",
    "the {meth}`~pymor.models.interface.Model.visualize` method of `fom`.\n",
    "A {{ VectorArray }} containing multiple vectors is visualized as a\n",
    "time series:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "72223f7b",
   "metadata": {},
   "outputs": [
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       "        this.first_frame();\n",
       "      }else if(loop_state == \"reflect\"){\n",
       "        this.last_frame();\n",
       "        this.reverse_animation();\n",
       "      }else{\n",
       "        this.pause_animation();\n",
       "        this.last_frame();\n",
       "      }\n",
       "    }\n",
       "  }\n",
       "\n",
       "  Animation.prototype.anim_step_reverse = function()\n",
       "  {\n",
       "    this.current_frame -= 1;\n",
       "    if(this.current_frame >= 0){\n",
       "      this.set_frame(this.current_frame);\n",
       "    }else{\n",
       "      var loop_state = this.get_loop_state();\n",
       "      if(loop_state == \"loop\"){\n",
       "        this.last_frame();\n",
       "      }else if(loop_state == \"reflect\"){\n",
       "        this.first_frame();\n",
       "        this.play_animation();\n",
       "      }else{\n",
       "        this.pause_animation();\n",
       "        this.first_frame();\n",
       "      }\n",
       "    }\n",
       "  }\n",
       "\n",
       "  Animation.prototype.pause_animation = function()\n",
       "  {\n",
       "    this.direction = 0;\n",
       "    if (this.timer){\n",
       "      clearInterval(this.timer);\n",
       "      this.timer = null;\n",
       "    }\n",
       "  }\n",
       "\n",
       "  Animation.prototype.play_animation = function()\n",
       "  {\n",
       "    this.pause_animation();\n",
       "    this.direction = 1;\n",
       "    var t = this;\n",
       "    if (!this.timer) this.timer = setInterval(function() {\n",
       "        t.anim_step_forward();\n",
       "    }, this.interval);\n",
       "  }\n",
       "\n",
       "  Animation.prototype.reverse_animation = function()\n",
       "  {\n",
       "    this.pause_animation();\n",
       "    this.direction = -1;\n",
       "    var t = this;\n",
       "    if (!this.timer) this.timer = setInterval(function() {\n",
       "        t.anim_step_reverse();\n",
       "    }, this.interval);\n",
       "  }\n",
       "</script>\n",
       "\n",
       "<style>\n",
       ".animation {\n",
       "    display: inline-block;\n",
       "    text-align: center;\n",
       "}\n",
       "input[type=range].anim-slider {\n",
       "    width: 374px;\n",
       "    margin-left: auto;\n",
       "    margin-right: auto;\n",
       "}\n",
       ".anim-buttons {\n",
       "    margin: 8px 0px;\n",
       "}\n",
       ".anim-buttons button {\n",
       "    padding: 0;\n",
       "    width: 36px;\n",
       "}\n",
       ".anim-state label {\n",
       "    margin-right: 8px;\n",
       "}\n",
       ".anim-state input {\n",
       "    margin: 0;\n",
       "    vertical-align: middle;\n",
       "}\n",
       "</style>\n",
       "\n",
       "<div class=\"animation\">\n",
       "  <img id=\"_anim_imgffef2f84c7bb482aa85820bf0c22d1d7\">\n",
       "  <div class=\"anim-controls\">\n",
       "    <input id=\"_anim_sliderffef2f84c7bb482aa85820bf0c22d1d7\" type=\"range\" class=\"anim-slider\"\n",
       "           name=\"points\" min=\"0\" max=\"1\" step=\"1\" value=\"0\"\n",
       "           oninput=\"animffef2f84c7bb482aa85820bf0c22d1d7.set_frame(parseInt(this.value));\">\n",
       "    <div class=\"anim-buttons\">\n",
       "      <button title=\"Decrease speed\" aria-label=\"Decrease speed\" onclick=\"animffef2f84c7bb482aa85820bf0c22d1d7.slower()\">\n",
       "          <i class=\"fa fa-minus\"></i></button>\n",
       "      <button title=\"First frame\" aria-label=\"First frame\" onclick=\"animffef2f84c7bb482aa85820bf0c22d1d7.first_frame()\">\n",
       "        <i class=\"fa fa-fast-backward\"></i></button>\n",
       "      <button title=\"Previous frame\" aria-label=\"Previous frame\" onclick=\"animffef2f84c7bb482aa85820bf0c22d1d7.previous_frame()\">\n",
       "          <i class=\"fa fa-step-backward\"></i></button>\n",
       "      <button title=\"Play backwards\" aria-label=\"Play backwards\" onclick=\"animffef2f84c7bb482aa85820bf0c22d1d7.reverse_animation()\">\n",
       "          <i class=\"fa fa-play fa-flip-horizontal\"></i></button>\n",
       "      <button title=\"Pause\" aria-label=\"Pause\" onclick=\"animffef2f84c7bb482aa85820bf0c22d1d7.pause_animation()\">\n",
       "          <i class=\"fa fa-pause\"></i></button>\n",
       "      <button title=\"Play\" aria-label=\"Play\" onclick=\"animffef2f84c7bb482aa85820bf0c22d1d7.play_animation()\">\n",
       "          <i class=\"fa fa-play\"></i></button>\n",
       "      <button title=\"Next frame\" aria-label=\"Next frame\" onclick=\"animffef2f84c7bb482aa85820bf0c22d1d7.next_frame()\">\n",
       "          <i class=\"fa fa-step-forward\"></i></button>\n",
       "      <button title=\"Last frame\" aria-label=\"Last frame\" onclick=\"animffef2f84c7bb482aa85820bf0c22d1d7.last_frame()\">\n",
       "          <i class=\"fa fa-fast-forward\"></i></button>\n",
       "      <button title=\"Increase speed\" aria-label=\"Increase speed\" onclick=\"animffef2f84c7bb482aa85820bf0c22d1d7.faster()\">\n",
       "          <i class=\"fa fa-plus\"></i></button>\n",
       "    </div>\n",
       "    <form title=\"Repetition mode\" aria-label=\"Repetition mode\" action=\"#n\" name=\"_anim_loop_selectffef2f84c7bb482aa85820bf0c22d1d7\"\n",
       "          class=\"anim-state\">\n",
       "      <input type=\"radio\" name=\"state\" value=\"once\" id=\"_anim_radio1_ffef2f84c7bb482aa85820bf0c22d1d7\"\n",
       "             >\n",
       "      <label for=\"_anim_radio1_ffef2f84c7bb482aa85820bf0c22d1d7\">Once</label>\n",
       "      <input type=\"radio\" name=\"state\" value=\"loop\" id=\"_anim_radio2_ffef2f84c7bb482aa85820bf0c22d1d7\"\n",
       "             checked>\n",
       "      <label for=\"_anim_radio2_ffef2f84c7bb482aa85820bf0c22d1d7\">Loop</label>\n",
       "      <input type=\"radio\" name=\"state\" value=\"reflect\" id=\"_anim_radio3_ffef2f84c7bb482aa85820bf0c22d1d7\"\n",
       "             >\n",
       "      <label for=\"_anim_radio3_ffef2f84c7bb482aa85820bf0c22d1d7\">Reflect</label>\n",
       "    </form>\n",
       "  </div>\n",
       "</div>\n",
       "\n",
       "\n",
       "<script language=\"javascript\">\n",
       "  /* Instantiate the Animation class. */\n",
       "  /* The IDs given should match those used in the template above. */\n",
       "  (function() {\n",
       "    var img_id = \"_anim_imgffef2f84c7bb482aa85820bf0c22d1d7\";\n",
       "    var slider_id = \"_anim_sliderffef2f84c7bb482aa85820bf0c22d1d7\";\n",
       "    var loop_select_id = \"_anim_loop_selectffef2f84c7bb482aa85820bf0c22d1d7\";\n",
       "    var frames = new Array(25);\n",
       "    \n",
       "  frames[0] = \"data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAAoAAAAHgCAYAAAA10dzkAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90\\\n",
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       "/H/4GUtajF8J+gAAAABJRU5ErkJggg==\\\n",
       "\"\n",
       "\n",
       "\n",
       "    /* set a timeout to make sure all the above elements are created before\n",
       "       the object is initialized. */\n",
       "    setTimeout(function() {\n",
       "        animffef2f84c7bb482aa85820bf0c22d1d7 = new Animation(frames, img_id, slider_id, 200.0,\n",
       "                                 loop_select_id);\n",
       "    }, 0);\n",
       "  })()\n",
       "</script>\n"
      ],
      "text/plain": [
       "<matplotlib.animation.FuncAnimation at 0x7fec9dae81f0>"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "fom.visualize(training_data)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "5483f951",
   "metadata": {},
   "source": [
    "A trivial reduced basis\n",
    "-----------------------\n",
    "\n",
    "Given some snapshot data, the easiest option to get a reduced basis\n",
    "is to just use the snapshot vectors as the basis:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "cfe1b301",
   "metadata": {},
   "outputs": [],
   "source": [
    "trivial_basis = training_data.copy()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "c05b0826",
   "metadata": {},
   "source": [
    "Note that assignment in Python never copies data! Thus, if we had written\n",
    "`trivial_basis = training_data` and modified `trivial_basis`, `training_data` would\n",
    "change as well, since `trivial_basis` and `training_data` would refer to the same\n",
    "{{ VectorArray }} object. So whenever you want to use one {{ VectorArray }}\n",
    "somewhere else and you are unsure whether some code might change the\n",
    "array, you should always create a copy. pyMOR uses copy-on-write semantics\n",
    "for copies of {{ VectorArrays }}, which means that generally calling\n",
    "{meth}`~pymor.vectorarrays.interface.VectorArray.copy` is cheap as it does\n",
    "not duplicate any data in memory. Only when you modify one of the arrays\n",
    "the data will be copied.\n",
    "\n",
    "Now we want to know how good our reduced basis is. So we want to compute\n",
    "\n",
    "$$ \\inf_{v \\in V_N}\\ \\|u(\\mu) - v\\|, $$\n",
    "\n",
    "where {math}`V_N` denotes the span of our reduced basis, for all\n",
    "{math}`\\mu` in some validation set of {{ parameter_values }}. Assuming that\n",
    "we are in a Hilbert space, we can compute the infimum via orthogonal\n",
    "projection onto {math}`V_N`: in that case, the projection will be the\n",
    "best approximation in {math}`V_N` and the norm of the difference between\n",
    "{math}`u(\\mu)` and its orthogonal projection will be the best-approximation\n",
    "error.\n",
    "\n",
    "So let {math}`v_{proj}` be the orthogonal projection of {math}`v` onto the\n",
    "linear space spanned by the basis vectors {math}`u_i,\\ i=1, \\ldots, N`.\n",
    "By definition this means that {math}`v - v_{proj}` is orthogonal to\n",
    "all {math}`u_i`:\n",
    "\n",
    "$$ (v - v_{proj}, u_i) = 0, \\qquad i = 1, \\ldots, N. $$\n",
    "\n",
    "Let {math}`\\lambda_j`, {math}`j = 1, \\ldots, N` be the coefficients of\n",
    "{math}`v_{proj}` with respect to  this basis, i.e.\n",
    "{math}`\\sum_{j=1}^N \\lambda_j u_j = v_{proj}`. Then:\n",
    "\n",
    "$$ \\sum_{j=1}^N \\lambda_j (u_j, u_i) = (v, u_i), \\qquad i = 1, \\ldots, N.$$\n",
    "\n",
    "With {math}`G_{i,j} := (u_i, u_j)`,\n",
    "{math}`R := [(v, u_1), \\ldots, (v, u_N)]^T` and\n",
    "{math}`\\Lambda := [\\lambda_1, \\ldots, \\lambda_N]^T`, we obtain the\n",
    "linear equation system\n",
    "\n",
    "$$  G \\cdot \\Lambda = R,$$\n",
    "\n",
    "which determines {math}`\\lambda_i` and, thus, {math}`v_{proj}`.\n",
    "\n",
    "Let's assemble and solve this equation system using pyMOR to determine\n",
    "the best-approximation error in `trivial_basis` for some test vector\n",
    "`V` which we take as another random solution of our {{ Model }}:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "0d1c8557",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "966f304ad611480185da97f74fce3659",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "Accordion(children=(HTML(value='', layout=Layout(height='16em', overflow_y='auto', width='100%')),), selected_…"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "U = fom.solve(parameter_space.sample_randomly())"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "382870b2",
   "metadata": {},
   "source": [
    "The matrix {math}`G` of all inner products between vectors in `trivial_basis`\n",
    "is a so called [Gramian matrix](<https://en.wikipedia.org/wiki/Gramian_matrix>).\n",
    "Consequently, every {{ VectorArray }} has a {meth}`~pymor.vectorarrays.interface.VectorArray.gramian` method, which computes precisely\n",
    "this matrix:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "de9c5ed0",
   "metadata": {},
   "outputs": [],
   "source": [
    "G = trivial_basis.gramian()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "a7c29409",
   "metadata": {},
   "source": [
    "The Gramian is computed w.r.t. the Euclidean inner product. For the\n",
    "right-hand side {math}`R`, we need to compute all (Euclidean) inner\n",
    "products between the vectors in `trivial_basis` and (the single vector in)\n",
    "`U`. For that, we can use the {meth}`~pymor.vectorarrays.interface.VectorArray.inner`\n",
    "method:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "299979cd",
   "metadata": {},
   "outputs": [],
   "source": [
    "R = trivial_basis.inner(U)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "acd87759",
   "metadata": {},
   "source": [
    "which will give us a {math}`25\\times 1` {{ NumPy_array }} of all inner products."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "e71c2a66",
   "metadata": {
    "tags": [
     "remove-cell"
    ]
   },
   "outputs": [],
   "source": [
    "assert R.shape == (25,1)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "35b8812f",
   "metadata": {},
   "source": [
    "Now, we can use {{ NumPy }} to solve the linear equation system:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "f9f88cff",
   "metadata": {},
   "outputs": [],
   "source": [
    "lambdas = np.linalg.solve(G, R)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "c73f1dec",
   "metadata": {},
   "source": [
    "Finally, we need to form the linear combination\n",
    "\n",
    "$$ \\sum_{j=1}^N \\lambda_j u_j = v_{proj} $$\n",
    "\n",
    "using the {meth}`~pymor.vectorarrays.interface.VectorArray.lincomb` method\n",
    "of `trivial_basis`. It expects row vectors of linear coefficients, but\n",
    "`solve` returns column vectors, so we need to take the transpose:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "7fa05299",
   "metadata": {},
   "outputs": [],
   "source": [
    "U_proj = trivial_basis.lincomb(lambdas.T)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "a3961a3f",
   "metadata": {},
   "source": [
    "Let's look at `U`, `U_proj` and the difference of both. {{ VectorArrays }} of\n",
    "the same length can simply be subtracted, yielding a new array of the\n",
    "differences:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "id": "5e9bb83d",
   "metadata": {},
   "outputs": [
    {
     "data": {
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",
      "text/plain": [
       "<Figure size 1280x960 with 7 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# for some reason V_proj does not carry over from the previous cell\n",
    "U_proj = trivial_basis.lincomb(lambdas.T)\n",
    "fom.visualize((U, U_proj, U - U_proj),\n",
    "              legend=('U', 'U_proj', 'best-approximation err'),\n",
    "              separate_colorbars=True)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "c25f8b8d",
   "metadata": {},
   "source": [
    "As you can see, we already have a quite good approximation of `U` with\n",
    "only 25 basis vectors.\n",
    "\n",
    "Now, the Euclidean norm will just work fine in many cases.\n",
    "However, when the full-order model comes from a PDE, it will be usually not the norm\n",
    "we are interested in, and you may get poor results for problems with\n",
    "strongly anisotropic meshes.\n",
    "\n",
    "For our diffusion problem with homogeneous Dirichlet boundaries,\n",
    "the Sobolev semi-norm (of order one) is a natural choice. Among other useful products,\n",
    "{meth}`~pymor.discretizers.builtin.cg.discretize_stationary_cg` already\n",
    "assembled a corresponding inner product {{ Operator }} for us, which is available\n",
    "as"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "id": "4d2761cb",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "NumpyMatrixOperator(<20201x20201 sparse, 98609 nnz>, source_id='STATE', range_id='STATE', name='h1_0_semi')"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "fom.h1_0_semi_product"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "f8cff5fd",
   "metadata": {},
   "source": [
    "```{note}\n",
    "The `0` in `h1_0_semi_product` refers to the fact that rows and columns of\n",
    "Dirichlet boundary DOFs have been cleared in the matrix of the Operator to\n",
    "make it invertible. This is important for being able to compute Riesz\n",
    "representatives w.r.t. this inner product (required for a posteriori\n",
    "estimation of the ROM error). If you want to compute the H1 semi-norm of a\n",
    "function that does not vanish at the Dirichlet boundary, use\n",
    "`fom.h1_semi_product`.\n",
    "```\n",
    "\n",
    "To use `fom.h1_0_semi_product` as an inner product {{ Operator }} for computing the\n",
    "projection error, we can simply pass it as the optional `product` argument to\n",
    "{meth}`~pymor.vectorarrays.interface.VectorArray.gramian` and\n",
    "{meth}`~pymor.vectorarrays.interface.VectorArray.inner`:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "id": "535453b8",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1280x960 with 7 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "G = trivial_basis[:10].gramian(product=fom.h1_0_semi_product)\n",
    "R = trivial_basis[:10].inner(U, product=fom.h1_0_semi_product)\n",
    "lambdas = np.linalg.solve(G, R)\n",
    "U_h1_proj = trivial_basis[:10].lincomb(lambdas.T)\n",
    "\n",
    "fom.visualize((U, U_h1_proj, U - U_h1_proj), separate_colorbars=True)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "08f235ed",
   "metadata": {},
   "source": [
    "As you might have guessed, we have additionally opted here to only use the\n",
    "span of the first 10 basis vectors of `trivial_basis`. Like {{ NumPy_arrays }},\n",
    "{{ VectorArrays }} can be sliced and indexed. The result is *always* a\n",
    "{attr}`view <pymor.vectorarrays.interface.VectorArray.is_view>` onto the\n",
    "original data. If the view object is modified, the original array is modified\n",
    "as well.\n",
    "\n",
    "Next we will assess the approximation error a bit more thoroughly, by\n",
    "checking how well the training data is approximated\n",
    "for varying basis sizes.\n",
    "\n",
    "To optimize the computation of the projection matrix and the right-hand\n",
    "side for varying basis sizes, we first compute these for the full basis\n",
    "and then extract appropriate sub-matrices:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "id": "5a1245cd",
   "metadata": {},
   "outputs": [],
   "source": [
    "def compute_proj_errors(basis, V, product):\n",
    "    G = basis.gramian(product=product)\n",
    "    R = basis.inner(V, product=product)\n",
    "    errors = []\n",
    "    for N in range(len(basis) + 1):\n",
    "        if N > 0:\n",
    "            v = np.linalg.solve(G[:N, :N], R[:N, :])\n",
    "        else:\n",
    "            v = np.zeros((0, len(V)))\n",
    "        V_proj = basis[:N].lincomb(v.T)\n",
    "        errors.append(np.max((V - V_proj).norm(product=product)))\n",
    "    return errors\n",
    "\n",
    "trivial_errors = compute_proj_errors(trivial_basis, training_data, fom.h1_0_semi_product)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "86d8df7e",
   "metadata": {},
   "source": [
    "Here we have used the fact that we can form multiple linear combinations at once by passing\n",
    "multiple rows of linear coefficients to\n",
    "{meth}`~pymor.vectorarrays.interface.VectorArray.lincomb`. The\n",
    "{meth}`~pymor.vectorarrays.interface.VectorArray.norm` method returns a\n",
    "{{ NumPy_array }} of the norms of all vectors in the array with respect to\n",
    "the given inner product {{ Operator }}. When no norm is specified, the Euclidean\n",
    "norms of the vectors are computed.\n",
    "\n",
    "Let's plot the projection errors:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "id": "1fd0198e",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "from matplotlib import pyplot as plt\n",
    "plt.figure()\n",
    "plt.semilogy(trivial_errors)\n",
    "plt.ylim(1e-5, 1e1)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "84f48ac1",
   "metadata": {},
   "source": [
    "Good! We see an exponential decay of the error with growing basis size.\n",
    "The error drops to zero at the end as the basis contains all vectors it\n",
    "needs to approximate.\n",
    "\n",
    "We can do better, however. If we want to use a smaller basis than we\n",
    "have snapshots available, just picking the first of these obviously\n",
    "won't be optimal.\n",
    "\n",
    "\n",
    "Strong greedy algorithm\n",
    "-----------------------\n",
    "\n",
    "The strong greedy algorithm iteratively builds reduced spaces\n",
    "{math}`V_N` with a small worst-case best approximation error on a\n",
    "training set of solution snapshots by adding, in each iteration, the\n",
    "currently worst-approximated snapshot vector to the basis of {math}`V_N`.\n",
    "\n",
    "We can easily implement it as follows:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "id": "3fabee55",
   "metadata": {},
   "outputs": [],
   "source": [
    "def strong_greedy(U, product, N):\n",
    "    basis = U.space.empty()\n",
    "\n",
    "    for n in range(N):\n",
    "        # compute projection errors\n",
    "        G = basis.gramian(product)\n",
    "        R = basis.inner(U, product=product)\n",
    "        lambdas = np.linalg.solve(G, R)\n",
    "        U_proj = basis.lincomb(lambdas.T)\n",
    "        errors = (U - U_proj).norm(product)\n",
    "\n",
    "        # extend basis\n",
    "        basis.append(U[np.argmax(errors)])\n",
    "\n",
    "    return basis"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "ee6d97a9",
   "metadata": {},
   "source": [
    "Obviously, this algorithm is not optimized as we keep computing inner\n",
    "products we already know, but it will suffice for our purposes. Let's\n",
    "compute a reduced basis using the strong greedy algorithm:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "id": "e938fbc0",
   "metadata": {},
   "outputs": [],
   "source": [
    "greedy_basis = strong_greedy(training_data, fom.h1_0_product, 25)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "88c73824",
   "metadata": {},
   "source": [
    "We compute the approximation errors for the training data as before:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "id": "7989ebf6",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "greedy_errors = compute_proj_errors(greedy_basis, training_data, fom.h1_0_semi_product)\n",
    "\n",
    "plt.figure()\n",
    "plt.semilogy(trivial_errors, label='trivial')\n",
    "plt.semilogy(greedy_errors, label='greedy')\n",
    "plt.ylim(1e-5, 1e1)\n",
    "plt.legend()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "416e970f",
   "metadata": {},
   "source": [
    "Indeed, the strong greedy algorithm constructs better bases than the\n",
    "trivial basis construction algorithm. For compact training sets\n",
    "contained in a Hilbert space, it can actually be shown that the greedy\n",
    "algorithm constructs quasi-optimal spaces in the sense that polynomial\n",
    "or exponential decay of the N-widths {math}`d_N` yields similar rates\n",
    "for the worst-case best-approximation errors of the constructed {math}`V_N`.\n",
    "\n",
    "\n",
    "Orthonormalization required\n",
    "---------------------------\n",
    "\n",
    "There is one technical problem with both algorithms however: the\n",
    "condition numbers of the Gramians used to compute the projection\n",
    "onto {math}`V_N` explode:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "id": "c17368ce",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "G_trivial = trivial_basis.gramian(fom.h1_0_semi_product)\n",
    "G_greedy = greedy_basis.gramian(fom.h1_0_semi_product)\n",
    "trivial_conds, greedy_conds = [], []\n",
    "for N in range(1, len(training_data)):\n",
    "    trivial_conds.append(np.linalg.cond(G_trivial[:N, :N]))\n",
    "    greedy_conds.append(np.linalg.cond(G_greedy[:N, :N]))\n",
    "plt.figure()\n",
    "plt.semilogy(range(1, len(training_data)), trivial_conds, label='trivial')\n",
    "plt.semilogy(range(1, len(training_data)), greedy_conds, label='greedy')\n",
    "plt.legend()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "30c91d72",
   "metadata": {},
   "source": [
    "This is quite obvious as the snapshot data becomes more and\n",
    "more linear dependent the larger it grows.\n",
    "\n",
    "If we would use the bases we just constructed to build a reduced-order model\n",
    "from them, we will quickly get bitten by the limited accuracy of floating-point numbers.\n",
    "\n",
    "There is a simple remedy however: we orthonormalize our bases. The standard\n",
    "algorithm in pyMOR to do so, is a modified\n",
    "{meth}`~pymor.algorithms.gram_schmidt.gram_schmidt` procedure with\n",
    "re-orthogonalization to improve numerical accuracy:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "id": "eb9bcc0a",
   "metadata": {
    "tags": [
     "remove-output"
    ]
   },
   "outputs": [
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "c38e88f489f44d8e9f023f7ff3b06781",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "Accordion(children=(HTML(value='', layout=Layout(height='16em', overflow_y='auto', width='100%')),), selected_…"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "NumpyVectorArray(\n",
       "    NumpyVectorSpace(20201, id='STATE'),\n",
       "    [[ 0.00000000e+00  0.00000000e+00  0.00000000e+00 ...  7.96846646e-04\n",
       "       5.22810558e-04  1.98331850e-04]\n",
       "     [ 0.00000000e+00  0.00000000e+00  0.00000000e+00 ...  4.67742448e-04\n",
       "       3.05181788e-04  1.14907566e-04]\n",
       "     [ 0.00000000e+00  0.00000000e+00  0.00000000e+00 ...  6.96995443e-03\n",
       "       4.73173432e-03  1.87256778e-03]\n",
       "     ...\n",
       "     [ 0.00000000e+00  0.00000000e+00  0.00000000e+00 ...  3.94049817e-06\n",
       "       3.40594314e-06  1.67438186e-06]\n",
       "     [ 0.00000000e+00  0.00000000e+00  0.00000000e+00 ...  7.00467390e-05\n",
       "       3.86359140e-05  1.12207948e-05]\n",
       "     [ 0.00000000e+00  0.00000000e+00  0.00000000e+00 ... -2.32068723e-05\n",
       "      -7.35660908e-06  9.71126877e-07]],\n",
       "    _len=25)"
      ]
     },
     "execution_count": 27,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "gram_schmidt(greedy_basis, product=fom.h1_0_semi_product, copy=False)\n",
    "gram_schmidt(trivial_basis, product=fom.h1_0_semi_product, copy=False)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "070e10e1",
   "metadata": {},
   "source": [
    "The `copy=False` argument tells the algorithm to orthonormalize\n",
    "the given {{ VectorArray }} in-place instead of returning a new array with\n",
    "the orthonormalized vectors.\n",
    "\n",
    "Since the vectors in `greedy_basis` and `trivial_basis` are now orthonormal,\n",
    "their Gramians are identity matrices (up to numerics). Thus, their condition\n",
    "numbers should be near 1:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "id": "efadfd79",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "trivial: 1.0000000000000062, greedy: 1.000000000000004\n"
     ]
    }
   ],
   "source": [
    "G_trivial = trivial_basis.gramian(fom.h1_0_semi_product)\n",
    "G_greedy = greedy_basis.gramian(fom.h1_0_semi_product)\n",
    "\n",
    "print(f'trivial: {np.linalg.cond(G_trivial)}, '\n",
    "      f'greedy: {np.linalg.cond(G_greedy)}')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "466022b5",
   "metadata": {},
   "source": [
    "Orthonormalizing the bases does not change their linear span, so\n",
    "best-approximation errors stay the same. Also, we can\n",
    "compute these errors now more easily by exploiting orthogonality:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "id": "177f6bc6",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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i0XfX8dWmXP700UZe+GYnQf527DYbdpsNm80cuWS3UbHv5/fNY+w2G3Y7FfdPfbzDXvlYzefbf/b8E59ns4GN6nWaTlyy6cTVm2rsP+FO5a0L2kZwTaJF/7cnItX8Q8wWEKvOXc9CQ2u25BQWFvKrX/2KBx544KRj4+Pj+f7773E4HKxevRqHw1Hj8bCwsFqfNyAggDvuuIOXX36Z66+/njfffJNnn3323N5EHSi8NBSbDa77N7ywGQ5vg3fvgtvngN1x9uc2QS1CA3jhjv688t0u/v7pZvbl+W5n586twugZa9ElTREx2Wy1vnRjpY4dO+Lv78/KlSuJj48HzMtGW7Zs4dJLLz3t8y688EI2btxI586dT/l43759cblc5ObmMmjQoFMe06NHD5YvX15j37Jly0467p577qFXr178+9//pry8nOuvv762b++cKbw0pKAIcwK7Fy6DnYvg679C2hSrq/JYNpuNOy/uwFW927D7SDFut4HbAMMw/7oNA7dhYFTdpuL+iY9XHm/gcpu3TzzeVXm8u+ZrVr8WuNzGSa9VubLBiVezDGrcOdXNGpe/lu04wvp9+by2bBdTr+/TMB+iiPiUZs2aMXbsWB599FEiIyNp3bo1U6ZMwW6312jd/bnHHnuMAQMGMGHCBO655x5CQ0PZuHEjX375JdOnT6dr166MGTOGO+64g6eeeoq+ffty8OBB5s+fT58+fbj66qt54IEHuPjii3nyySe59tpr+fzzz5k3b95J5+rRowcDBgzgscce46677iI4OLghPxKT4SOmT59u9OjRw+jatasBGPn5+VaXVG39u4YxJdzcNn5kdTVikeU7DhvtH/vY6Pb/PjXyikqtLkekSTl27JixceNG49ixY1aXUmcFBQXGrbfeaoSEhBgxMTHG008/baSkpBgTJ040DMMw2rdvbzzzzDMnPW/FihXG5ZdfboSFhRmhoaFGnz59jL/97W9Vj5eWlhqTJ082EhISDH9/f6NNmzbGqFGjjO+//77qmBdffNFo166dERwcbIwcOdJ48sknjYiIiJPO9eKLLxqAsWLFijO+lzP9c8jPz6/177dGGzWWeb+HZU4IaAb3LoSoUzflie8yDIMRz37D5uyj/L+re3DPoI5WlyTSZJxplIu3KSoqom3btjz11FPcfffdVpcDwOOPP87s2bP5/vvvz3icRht5m8v/DPEXQelRcwXqkkKrK5JGZrPZuGNgAgCvLdutVbZFpFbWrl3LW2+9xfbt21mzZg1jxowB4Nprr7W4MrNj8IYNG5g+fTr3339/o51X4aWxOPzhppkQFgMHN8Hzg81J7Na/C3lZVlcnjeS6vrE0C/Jj9+FiFm3VApUiUjuVk9ClpaVRVFTEN998Q1SU9SNYJ0yYQL9+/RgyZAh33XVXo51Xl40a2+6l8PoNUPazNX3C20F8KsQNMP9G99LIJB/1+McbeXHJToZ2a8XL41LO/gQROW++dNnIm9XXZSONNmps7QfCg+tg9xLYsxz2LIXs9VCwFzbshQ3vmccFNIN2/SF+gLm17Q+BtR97L57rtgHteXHJThZuOcjuw0W0b+n5wzVFRDyJwosVwlrBBaPMDcz+L/tWQ1ZFmMlaafaN2bHA3ABsDojpBfEDIS7VDDThmuzMG3WICmVw11Ys2nKQ15ft5g9X97S6JBERr6Lw4gkCw6DjYHMDcLsgdyPsWVYRaJZBfpa52OOBdbB8hnlcRDx0vxoG/BpaJFhWvtTd2Ivas2jLQWatzCLj8m4EB+gSoUhj8LGeEl6nvj5/hRdPZHdATG9zSxlv7svfB1nLzEtNWcvMS035e2D5f2DFf6HntXDR/dC2n7W1S60M7tqa+MgQ9hwp5oPMfdycEm91SSI+zd/fH4Di4uLGmURNTqm4uBio/udxrtRh11uVHIXd38Hy/8L2+dX7219shpguw6EBlyOX8/fC4h387dNN9GgTzqcPXHLG2TJF5PwdOHCAvLw8WrduTUhIiP6da0SGYVBcXExubi7NmzenTZs2Jx1Tl99vhRdfkL0Bljph/Wxwl5n7WnaBiyZAn5vBXz3rPVFecSmpf59PSbmbd389kP4JkVaXJOLTDMMgOzubvLw8q0tpspo3b05MTMwpg6PCS1MLL5UK9pstMatehpJ8c19oK0i5F5LvgRD9OHqax979nlmrshiZGMu/bulrdTkiTYLL5aKsrMzqMpocf3//k1awPpHXh5ePP/6Y3/72t7jdbh577DHuueeeWj+3SYeXSiVHYc2rsOw/ZkdfAL9g6HsbDPwNRGpaek+xYV8+v/jXEvzsNr6beBmtw9VKJiJNk1eHl/Lycnr27MmCBQuIiIigX79+fPfdd7Rs2bJWz1d4OYGrDDZ+AN8+C9mV603YoMdIuOgBiEu2tDwx3fif71i1+yceSuvCQ2ldrS5HRMQSXr220YoVK7jgggto27YtYWFhjBgxgi+++MLqsryTwx963wi/WgxjP4IuVwAGbPoQXkyDF4fDpo/NodlimdsHtgfgzeV7KHO5La5GRMTz1Xt4Wbx4MSNHjiQ2NhabzcbcuXNPOsbpdJKQkEBQUBCpqamsWLGi6rH9+/fTtm3bqvtt27Zl37599V1m02KzQYdLYcxs+M0ySLoN7P7mkOtZY2B6MqybBZ7VCNdkjOjVhqiwQHKPlvD5D9lWlyMi4vHqPbwUFRWRmJiI0+k85eOzZs0iIyODKVOmsGbNGhITExk+fDi5ubn1XYqcSusecJ0THt4Al2RAUAQc2Q5z7oXZd8Kxn6yusMkJ8LNza6o5z8ur3+22uBoREc9X7+FlxIgR/PWvf2XUqFGnfPzpp59m/PjxjBs3jp49ezJjxgxCQkJ46aWXAIiNja3R0rJv3z5iY08/DX5JSQkFBQU1NqmFZjGQNgUe3ghD/wB2P9g4F/5zMez8xurqmpwxqfH42W2s2HWETQf0HRYROZNG7fNSWlrK6tWrSUtLqy7AbictLY2lS5cCkJKSwoYNG9i3bx+FhYV89tlnDB8+/LSvOXXqVCIiIqq2uLi4Bn8fPiUwDAb/Du7+AiI7QcE+eGUkfPUnKC+1uromIzo8iOEXxADw6lK1voiInEmjhpdDhw7hcrmIjo6usT86OprsbPNav5+fH0899RRDhw4lKSmJ3/72t2ccaTRp0iTy8/OrtqysrAZ9Dz6rbT+zY2/f2wEDljwDL10Bh7ZZXVmTcUdFx925a/eRX6w5KERETsfjRhsBXHPNNWzZsoVt27Zx7733nvHYwMBAwsPDa2xyjgLD4Nrp8MtXIag57F8L/x0Eq19RZ95GkNIhku4xzThW5mL2aoVwEZHTadTwEhUVhcPhICcnp8b+nJwcYmJizuu1nU4nPXv2JDlZc5ect57Xwn3fmSOUyorhowfgnduh+IjVlfk0m83GHQMTAHht2W7cbgVGEZFTadTwEhAQQL9+/Zg/v3ohQbfbzfz58xk4cOB5vXZ6ejobN25k5cqV51umAES0hds/gMv/Yg6r3vSR2Zl3xyKrK/Np1/WNpVmQH7sPF7N460GryxER8Uj1Hl4KCwvJzMwkMzMTgJ07d5KZmcmePXsAyMjI4IUXXuCVV15h06ZN3HfffRQVFTFu3Lj6LkXOl90OFz8I93wJLTvD0f3w6rXwxR/VmbeBhAT4cVM/s9O5Ou6KiJxavYeXVatW0bdvX/r2NReZy8jIoG/fvkyePBmA0aNH8+STTzJ58mSSkpLIzMxk3rx5J3XirStdNmpAsX3Nzrz97gQM+O45c4beg1usrswnVc64u+DHXHYfLrK4GhERz+NxaxudL61t1MA2fQQf3m9OZucXDFdONUPNKZY3l3M39qUVLNpykPGDOvCHq3taXY6ISIPz6rWNxMP1GAn3LYWOQ6D8GHz8EMy6DYoOW12ZTxl7kdn6MmtlFsdKtfaUiMiJFF6k7sLbwG1z4Iq/mp15N38M/7kIti+wujKfMbhra+Iigyk4Xs6H67S2l4jIiXwmvKjPSyOz2+Gi+2H81xDVFQqz4bXr4OMMyNMcJefLYbdx+wCz9eWV73bjY1d3RUTOi/q8yPkrLYYv/h+setG8b/eD3jeZI5Va97C2Ni+WV1xK6t/nU1Lu5t1fD6R/QqTVJYmINBj1eZHGFRACv3ga7vjQnNjOXQ7r3oJ/D4A3b4Y9y62u0Cs1DwnguqS2ALyiYdMiIlUUXqT+dBwMYz8yLyX1uAawwZbPzDWSXroStnyuZQbqqHLY9GfrD5BbcNziakREPIPPhBf1efEgbfvB6Ndgwkq48A6zU++epfDmL81ZetfNApcWHqyNXm0j6Ne+BeVug7dWqC+RiAioz4s0hoIDsOzfsOolKC0090XEw0UTzFWsA0Ksrc/DfZC5jwffzqR1s0C+nXgZ/g6f+X8OEZEq6vMiniW8DVzxODy8AS77I4S2gvw98NnvYFovWPRPLfp4BiN6tSEqLJDcoyV8/kO21eWIiFhO4UUaT3ALuPQReGg9XP0UtEiA4sOw4G/wTC+Y93vI32t1lR4nwM/OrSla70hEpJLCizQ+/2BIvgcmrIYbXoSY3lBWBMuc8GwizP0N7P4OjudbXanHuDW1PQ67jRU7j7DpQIHV5YiIWMpn+rw4nU6cTicul4stW7aoz4s3MQzYPh+WTINd39R8LLytOVdMq+7Quie07m7eDgi1pFQrpb+xhk/WH+CWlHimXt/b6nJEROpVXfq8+Ex4qaQOu15u72pYOh2ylkPBGabFb96+Osy07mkGmqiu4B/UeLU2suU7DjP6+WUE+ztY9vthRAT7W12SiEi9qcvvt18j1SRSO+36wU0vm7eP50PuZji4CXI3Qe5G835RLuTtNrctn1U/12aHyI4VLTU9zL/xA80Owz4gpUMk3aKb8WPOUd5dvZe7L+lgdUkiIpZQy4t4n6LDJwea3I1wPO/kYx2BcPEDcMnDPnGp6Y3lu/nDnA20DA2gb3yLsx5vs5358Q5Rodx/WWeaBakVR0SspctGCi9Nj2FAYU7NMLM/E3LWm4+HtzOHa18w6uy/6B6sqKSci//xNXnF9TfJX8dWocy4rR9do5vV22uKiNSVwovCi4AZaDZ9BF/8AfL2mPvaXwIj/gExvayt7TxszTnK6t0/nfGY2vxLXeZy85+F2zmQf5yQAAf/uKEPIxNj66dIEZE6apLhRaON5LTKjsG3z8GSp6H8uNk3pv/dMPT3ENK0V2o+XFjCA2+v5dtthwEYd3ECk0b0IMBPsyiISONqkuGlklpe5LTy9sAX/w82fmDeD46EYX+EC8eC3WFtbRZyuQ2e+uJH/r1wOwD92rfg32MuJDrcd0duiYjnUXhReJEz2bEIPnvM7PQL5iR5I56A9gOtrctiX/yQzW9nr+Po8XKiwgKZfmtfBnRsaXVZItJEaG0jkTPpOBh+vQRG/BOCIiB7Pbx8Jbw3Hgr2W12dZa64IIaPJlxC95hmHCosYcz/lvP84u342P/fiIgPUMuLNG1Fh+Drx2H1K4AB/qHm+ksD08Ev0OrqLHGs1MUf5qzn/bXmJIFXXhDDEzf10XBqEWlQumyk8CJ1tX8tfPo72LvCvB/ZEa78P+g63Nq6LGIYBq8v38NfPvqBMpdBx6hQZtyu4dQi0nB02UikrmL7wt1fwKjnISwGjuyAN38Jb9wEh7ZZXV2js9ls3D6gPe/8aiBtIoLYcaiIa6d/yweZZ1iyQUSkkfhMeHE6nfTs2ZPk5GSrSxFvZbNB4mi4fxVc/BDY/WHrF/DvAfDZRDi4xeoKG13f+BZ8fP8lXNI5imNlLh58O5M/ffgDpeVuq0sTkSZMl41ETufQNpg3EbZ9Wb0vLhX63m7O1BsYZl1tjczlNnjmyy1MX2C2QvVr3wLnrRcSE6Hh1CJSP9TnReFF6tO2r2Dli7DlczBc5j7/UOg1ygwycaleveRAXXy1MYeH38msGE4dwHO39OWiTlFWlyUiPkDhReFFGsLRbFj3Fqx9HQ6f0A8mqiv0vQ363AzNoq2rr5HsOlTEr19fzebso9ht8Lsru/OrSztiayIBTkQahsKLwos0JMOAPctg7WvwwxwoKzb32xzQ9UozyHS5Ahx+1tbZgI6VuvjD3PW8v8bswJvWozUPDOtCn3bNrS1MRLyWwovCizSWkqOw4X2zNaZymDVAWDQk3mxeVorqYl19DcgwDN5csYc/f7iRUpfZgbdPuwhuG9CekX1iCQ5ouksuiEjdKbwovIgVcjebrTHr3obiQ9X74wearTE9r/PJTr4b9xfw38Xb+Wx9dlWICQ/y48Z+cYwZEE+nVr73nkWk/im8KLyIlcpLYevnsOY1c6SSUTGsOCAMeoyETsOg4xAIa2VpmfXtcGEJ76zay5srdpN15FjV/os6teS2Ae25vGc0/g6fmZ1BROqZwovCi3iKggOw7k3zstKRHTUfi+kNnS6DjkPN1hl/3xh27HYbLNp6kDeW7ebrzbm4K/4L07pZIDcnx3FLajxtIoKtLVJEPI7Ci8KLeBrDgN3fwZZ5sGOBuRjkifyCoP1F1WEm+gKfGH69L+8Yby3fw9srszhUWAKA3QbDekRz24D2DOochd3u/e9TRM6fwovCi3i6wlzYsQi2f22GmaMHaj4e2ho6DTWDTKeh0CzGmjrrSWm5m89/yOb1ZbtZvvNI1f72LUO4NSWem/rHERkaYGGFImK1JhlenE4nTqcTl8vFli1bFF7EexgGHNwM2xeYYWb3t9XDryu17lndKtP+IggIsabWerA15yhvLN/De6v3crSkHIAAPztX927D7QPbc2F8C4srFBErNMnwUkktL+L1yksga3l1mDmwDjjhX1NHgDmrb+XWrj+ERFpW7rkqLi3nw8z9vL58Nxv2FVTtv7hzSx4c1pWUDt73nkTk3Cm8KLyILyk6DDsXVoSZBVCw9+RjorpBXEp1oInq4jV9ZgzDYN3efF5bupsP1+2jzGX+J+miTi15cFgXUju2tLhCEWkMCi8KL+KrDMNcmmD3t5C1wmyhOXGpgkrBLSqCTEWgib3QKy417f2pmH8v3M7sVVlVIWZgx5Y8lKYQI+LrFF4UXqQpKToEe1eaSxZkrYD9a6D8eM1j7H7m0OyqQDMAItpaU28t7Ms7xr8XbOOdE0LMgI6RPJTWlQEKMSI+SeFF4UWasvJScyh21vLq7eejmQDC20G3ETD8b+AX2Ph11sK+vGP8Z+E2Zq2sDjGpHcwQM7CTQoyIL1F4UXgRqWYYkL+3ZpjJ3gCGy3y8901w/Qse3UemMsS8s3Jv1RIECjEivkXhReFF5MxKCs0J8+b8CtzlMHgiDJ1kdVVntT/vGP9ZuJ1ZK7OqQkxKh0geSuvCwI4tsXlwABORM1N4UXgRqZ01r8KH95u3R/3XXAnbCxzIN0PM2ytOCDEJFSGmk0KMiDdSeFF4Eam9r/4ES54Buz/c8QEkXGx1RbV2IP8YMxZu560TQkxyQgt+M6QzqR0jCQnws7hCEakthReFF5Hac7vh3XGwcS4ENYd75kNUZ6urqpNThRiH3UbX6GYkxTUnKS6CpLgWdG4dhkNrKYl4JIUXhReRuik7BjN/AftWQWRHuPsrCPW+jrDZ+ceZsWg7n64/QO7RkpMeDw1w0KddcxLjmpMU15y+8c2JDveN1bxFvJ3Ci8KLSN0VHoT/XQZ5eyB+oHkJyUOHUNfGgfxjZO7JI3NvHpl78li/L5/iUtdJx8WEB5mtM/HNSWzXnD7tIggN1OUmkcbm9eFl1KhRLFy4kGHDhvHuu+/W6bkKLyLnIXczvHgFlOR7xRDqunC5DbbmHjUDTZa5bck5ivtn/wW026BrdDMS2zUnpUMkv0hsQ6Cfw5qiRZoQrw8vCxcu5OjRo7zyyisKLyKNbcdCeP2GiiHUj8HQ31tdUYMpKiln/b581mVVB5oD+TVnJ46LDOaRK7oxsk8sdvWXEWkwXh9ewAww06dPV3gRscKJQ6ivmwFJt1hbTyPKKTheFWTeW723qu9M77YRTBrRnYs6R1lcoYhvqsvvt72uL7548WJGjhxJbGwsNpuNuXPnnnSM0+kkISGBoKAgUlNTWbFiRV1PIyJWuvAOuORh8/aH98OuJdbW04iiw4MYfkEMj13ZnYWPDuGRK7oSFujH+n353Pq/5Yx9aQWbDhRYXaZIk1bn8FJUVERiYiJOp/OUj8+aNYuMjAymTJnCmjVrSExMZPjw4eTm5lYdk5SURK9evU7a9u/ff+7vRETq12WToed14C6Dt8fAoa1WV9ToQgL8mHBZFxY9OoQ7L0rAz25j0ZaDXPXcNzwyex37845ZXaJIk3Rel41sNhtz5szhuuuuq9qXmppKcnIy06dPB8DtdhMXF8f999/PxIkTa/3atb1sVFJSQklJ9ZDIgoIC4uLidNlIpD6cOIS6RQdzDhgvHEJdX3YdKuKJz3/kk/XmQpeBfnbGXdyB+4Z0IiLY3+LqRLxbg142OpPS0lJWr15NWlpa9QnsdtLS0li6dGl9nqrK1KlTiYiIqNri4uIa5DwiTZJ/MNzyNjSPh592wtu3Qtnxsz/PRyVEheIccyFzfnMRKR0iKSl3M2PRdgY/sYD/fbODkvKTh2KLSP2r1/By6NAhXC4X0dHRNfZHR0eTnZ1d69dJS0vjpptu4tNPP6Vdu3ZnDD6TJk0iPz+/asvKyjrn+kXkFMJawa2zITACspbBB+nmStVNWN/4Fsy6dwAvju1Pl9Zh5BWX8ddPNjHsqUXMXbsP98/HX4tIvfLImZi++uqrWh8bGBhIYKD3TqQl4hVad4fRr5pDqDe8a87Ce9kfrK7KUjabjWE9ohnctRXvrdnL019uYe9Px3hoViYvfLODSSN6cEkXjUwSaQj12vISFRWFw+EgJyenxv6cnBxiYmLq81QncTqd9OzZk+Tk5AY9j0iT1XEI/OIZ8/bif0LmW5aW4yn8HHZGJ8ez8JGhPDq8G2GBfvywv4DbXlzOHS+tYON+jUwSqW/1Gl4CAgLo168f8+fPr9rndruZP38+AwcOrM9TnSQ9PZ2NGzeycuXKBj2PSJP28yHUO7+xth4PEhzgIH1o56qRSf4OG4u3HOTqf33Dw7My+XbbIcoqFo0UkfNT58tGhYWFbNu2rer+zp07yczMJDIykvj4eDIyMhg7diz9+/cnJSWFadOmUVRUxLhx4+q1cBGxyGWT4chOcxXqWbfBPV9BVBerq/IYLcMC+dM1FzDu4gSe+PxHPv7+AHPW7mPO2n1EBPszrEdrhl8Qw6VdWhEcoGUHRM5FnYdKL1y4kKFDh560f+zYscycOROA6dOn88QTT5CdnU1SUhLPPfccqamp9VLw6TidTpxOJy6Xiy1btmiotEhDKjsGr4yEvSs1hPos1mXl8ebyPXy1KYfDRaVV+4P87Qzu2orhF8QwrHs0ESEaai1Nm08sD3CutDyASCM5cRXqdslww/+gRYLVVXksl9tg1a4jfP5DDp//kM2+Eya487PbGNipJVdcEMMVPaOJDg+ysFIRayi8KLyINI6DP8L/LjdXobb7Q/+74NJHzeHVclqGYfDD/gI+/yGbz3/IZktOYY3H+8Y3Z/gFMQy/IIYOUaEWVSnSuJpkeNFlIxGL5PwAn/8Bdiww7weEwcAJcNEECGxmbW1eYuehoqogs3ZPXo3HukaHVQWZC2LDsdm0srX4piYZXiqp5UXEIjsWwld/gv1rzfshUWYrTP9x4Ke5mGorp+A4X2zM4fMN2SzbcZjyEya8a9cimGuTYhnVtx2dW4dZWKVI/VN4UXgRsYZhmKOQ5j8OR7ab+5rHw9A/QO+bwK7RNXWRX1zG/M1mH5lFWw5yvKx6qHViuwiuv7AdIxNjiQwNsLBKkfqh8KLwImItVxmsfQ0W/gMKK5YGaX0BpE2BLleALn3U2bFSF/M35zBnzT4WbjmIq6JFxs9uY0i31lx/YVsu696aIH8FRPFOCi8KLyKeobQYls+AJdPMTr0A8RdB2p8gvmGnT/BlhwpL+DBzP3PW7mP9vvyq/eFBflzdJ5YbLmxLv/Yt1D9GvEqTDC/qsCviwYqPwJJnYMXzUF6xKnW3q2DYZGjdw9ravNzWnKO8v3Yfc9fu40B+9Yrf8ZEhjOrblusvbEv7lhqxJJ6vSYaXSmp5EfFg+ftg0f/B2tfBcIPNDom3wJBJ0DzO6uq8msttsHzHYd5bs495Gw5QVOqqeqxf+xZcf2FbftE7VpPhicdSeFF4EfFsB7fA13+BTR+Z9x2BkDIeLsnQTL31oLi0nC9+yOH9tftYsvUglQOWAhx2LuvemlEXtmVw11bqHyMeReFF4UXEO+xdZQ6v3lWxwGNQBIx5D+K0Onx9ySk4zgeZ+3h/zT42Zx+t2h8a4GBo99aM6NWGId1aERpY56XuROpVkwwv6vMi4qUMA7bPhy+nQM4GCIyAO+ZC2wutrsznbNxfwJy1e/lo3QGyC6r7xwT42bm0SytG9IohrYfWWRJrNMnwUkktLyJeqrQIXr8R9nwHQc1h7EfQpo/VVfkkt9tg3d485v2QzbwN2ew+XFz1WOU6S1f2iuHyntG0bqZ1lqRxKLwovIh4p5Kj8Nr1sHcFhLSEsR9DdE+rq/JphmGwOfso8zaYQebHnOpLSzYbJLePZHivGK7sFUPb5sEWViq+TuFF4UXEex3Ph1evNZcZCG0Fd34KrbpaXVWTseNgIZ//kMO8DQdYtze/xmN92kUw/IIYRvSKoWMrLU8g9UvhReFFxLsd+wleGQnZ6yEsBsZ9Ci07WV1Vk7Mv7xhf/JDNZxuyWbnrCCf+WnSNDuOy7tE0Czp9R9+fz5Fnw3bKx/zsNtq3DKVL6zDiIkNw2DW5XlOk8KLwIuL9ig7DK7+A3I0Q3tYMMC0SrK6qyTp4tIQvN+Yw74dsvtt2qMaCkfUpwM9Ox6hQOrUOo0vrMDpXbB2iQgn009BuX9Ykw4tGG4n4oMKDMPNqOPQjRMSbAUaT2Vkuv7iMr3/MYeWun3BXhJgTf0kMqu/U3M8p9x8vd7HzYBHbDxZSUu7mVOw2aN8ylE6tqgNN5RamYd4+oUmGl0pqeRHxMUez4eWrzFWqW3QwA0x4rNVVSQNwuQ32/XSMbQePsi23kK05hWw7WMi23EKOHi8/7fPaRATRuXUYnVqFER8ZQlxkCO1aBBMXGaJg40UUXhReRHxL/j6YeRX8tAtadjY78TaLtroqaSSGYXDwaAlbc80gU7ltzS3kUGHJGZ/bPMSfuBbVYaZdi2DzdosQ2rYIJiRA4cZTKLwovIj4nrw9ZgtMfha06g53fgKhUVZXJRbLLy6raqnZfrCIvT8Vk3XkGHt/Kuan4rKzPj8qLIC2LUKIaxFMuxYhxEUGE9s8mACHHRtgs9mw2ai6bbdVdjau3m+vOqbi7ylu//x5dput4jV/duwJ+yuPCfCz0zwkoME+Q0+h8KLwIuKbjuw0A8zR/RDdy5zILiTS6qrEQx09Xsa+vGNVYabq70/H2HukmKMlp78U5WkeHd6N9KGdrS6jQSm8KLyI+K5D28xLSIU50CYR7vgQgptbXZV4ofxjZWQdKWbvT2ao2fvTMbKOFLM//zgutxvDALdR0f3YMDscG4aB2zA7JRtGdcdjt1Fxv2K/u+JJxs+f97PX+/nzatw+4fFmgX58O+kywoN8d+kGhReFFxHfdvBHswWm+BC07Qe3z4Ug/fsuvsftNrhi2mK25RYyaUR3fjXYd+c7qsvvt72RahIRqT+tusHYDyE4EvathjduhJJCq6sSqXd2u417L+0IwEvf7qT0NEPJmxqfCS9Op5OePXuSnJxsdSki0hiiLzBXnw6KgKzl8OZoKC0+69NEvM21SbG0bhZITkEJH2Tus7ocj+Az4SU9PZ2NGzeycuVKq0sRkcbSJhFunwOB4bB7Cbx9C5Qds7oqkXoV6Ofgrks6APDCNzuqJgZsynwmvIhIE9W2H9z2HgSEwY6FMOs2KD/z3B8i3ubW1HjCAv3YklPIwi25VpdjOYUXEfF+cSkwZjb4h8C2r2DW7ZCXZXVVIvUmPMifW1PjAfjvoh0WV2M9hRcR8Q3tL4Jb3ga/INj6OTzbB966FbZ/DW51chTvN+7iBPzsNpbvPEJmVp7V5VhK4UVEfEfHwea8Lx0uBcMNP34Cr40CZzIs+w8cy7O6QpFz1iYimGuT2gLw/OLtFldjLYUXEfEt8anmzLvpKyDlXghoBoe3wbyJ8HQP+PAByF5vdZUi56Ry2PRnG7LZdajI4mqso/AiIr6pVTe46gn47Wa4+mlo3RPKimHNKzDjEnhxOKx/F8pLra5UpNa6xTRjaLdWGAb8b0nT7fui8CIivi0wDJLvhvu+M1ejvmAU2P0gaxm8dzc80xPmPw75e62uVKRWKmfZnb1q71lX1fZVCi8i0jTYbJBwMdw0Ex7+AYb8Hpq1gaKD8M2TMK03vD0Gti+oXrBGxAOldogksV0EJeVuXv1ul9XlWELhRUSanmYxMOQxeGg93PQKJAwyO/hu/hheuw6mJ8OyGXA83+pKRU5is9mqWl9eXbab4lLvWR27vvhMeNHyACJSZw5/uOA6uPNj+M0ySL7HnOzu8FaY9xg82Q1mj4PNn2jiO/Eowy+IoX3LEPKKy3hnZdOb00irSouInKjkKKx7G1b+Dw5urt4fGAE9RkLvGyDhUnD4WVejCPDast38ce4G2rUIZuEjQ/BzeHd7RF1+vxVeREROxTBg/xpY/x788D4cPVD9WGgrs+NvrxugXQrYvftHQ7zT8TIXF/3f1xwpKuW5W/pyTWKs1SWdF4UXhRcRqU9uF+xZag6t3vgBHDtS/VhEHPS6HnrdCDG9zY7BIo3k2a+28sxXW+jVNpyPJlyCzYu/fwovCi8i0lBcZeaIpA3vmR18SwurH4vqarbG9LoRojpbV6M0GT8VlXLR/33NsTIXb9yTysWdo6wu6ZwpvCi8iEhjKDsGWz6HDe/Cli/AdUKn3pg+0PtGM8xEtLOuRvF5Uz7YwCtLd3Np11a8eleK1eWcM4UXhRcRaWzHC8xRSRverZgrxlX9WPxF5kR5Pa81RziJ1KOsI8UMfmIBbgM+fWAQPWO987evLr/f6mUmIlIfgsIh6Ra47T14ZIu5JEH7i83H9nxnzuY7rTcsegKKDllbq/iUuMgQrurdBmg6Czaq5UVEpCHl74O1r8HKF6Eo19znCITeN0Hqr6BNH2vrE5+wfm8+I6cvwWG3sejRIbRrEWJ1SXWmlhcREU8R0RaGTISHN8Co5yG2r9k3JvN1+O8gePkqcwSTq+nNkir1p3e7CC7q1BKX2+ClJbusLqfBKbyIiDQGv0BIHA3jF8DdX8IF14PNAbu/hXfugOeS4NtnofjIWV9K5FQqlwx4e+Ue8ovLLK6mYSm8iIg0JpsN4lLgppfNtZUG/RaCIyE/C76cDE/3hI8egtxNVlcqXubSLlF0j2lGcamL15fvtrqcBuVx4SUrK4shQ4bQs2dP+vTpw+zZs60uSUSkYUS0hWGTIWMjXDMdontB+TFY/TL8ewC8ei38+Bm43VZXKl7AXLCxIwAvf7uL42WuszzDe3lch90DBw6Qk5NDUlIS2dnZ9OvXjy1bthAaGlqr56vDroh4LcMwLyMtn2EOuzYqQkuLDmbn3qQx5qgmkdMoc7kZ/M8F7M8/ztTre3NLSrzVJdWaV3fYbdOmDUlJSQDExMQQFRXFkSO6BiwiTYDNBgmXwOjX4YFMuOgBCIqAn3bCvInwdA/zktKB762uVDyUv8POXZd0AOCFxTtwuz2qfaLe1Dm8LF68mJEjRxIbG4vNZmPu3LknHeN0OklISCAoKIjU1FRWrFhxTsWtXr0al8tFXFzcOT1fRMRrtWgPVzwOGZvgF89Aq+7mUgSrXzZHKb1wGax9HUqLra5UPMzNKfGEB/mx41ARX27KsbqcBlHn8FJUVERiYiJOp/OUj8+aNYuMjAymTJnCmjVrSExMZPjw4eTm5lYdk5SURK9evU7a9u/fX3XMkSNHuOOOO3j++efP4W2JiPiIgFDofxf8ZhmM/dgcpWT3h32r4YN0eKo7fPo7dfCVKmGBftw2oD0Azy/eYXE1DeO8+rzYbDbmzJnDddddV7UvNTWV5ORkpk+fDoDb7SYuLo7777+fiRMn1up1S0pKuPzyyxk/fjy33377WY8tKaleT6SgoIC4uDj1eRER31V40JwnZtXLkHfCqJL4gWbQ6XEN+AdZV59YLvfocS75vwWUuty8++uB9E+ItLqks7Ksz0tpaSmrV68mLS2t+gR2O2lpaSxdurRWr2EYBnfeeSeXXXbZWYMLwNSpU4mIiKjadIlJRHxeWCu45GGzX8xt70P3X5hzxuxZCu+PN/vGfP4HOLTN6krFIq2bBXFDv7YAzFjke60v9RpeDh06hMvlIjo6usb+6OhosrOza/Ua3377LbNmzWLu3LkkJSWRlJTE+vXrT3v8pEmTyM/Pr9qysrLO6z2IiHgNux06D4Ob34CHf4Chf4DwdnDsCCydDtP7wSsjYcP7UF5qdbXSyO4Z1BGbDb7alMO23EKry6lXflYX8HOXXHIJ7jrMaRAYGEhgYGADViQi4gXC28Dg35mT3m39Ela9BFu/gJ2LzS20FfS9DfrdCS0SrK5WGkGnVmFc3iOaLzbm8MLiHfzjRt9ZR6tew0tUVBQOh4OcnJq9m3NycoiJianPU53E6XTidDpxuXx3Uh4RkbOyO6DbleaWtwfWvAprXoPCbFjyDCyZBh0uhegLIKIdRMRV/w2NModri8/41eCOfLExhzlr9/HbK7rSOtw3+kI1SIfdlJQU/vWvfwFmh934+HgmTJhQ6w6750OT1ImI/IyrzJypd/XLsP3r0x/nF1QRZNqdEGziqu+Ht1VHYC9043++Y9Xun7hvSCceu7K71eWcVl1+v+vc8lJYWMi2bdWdwHbu3ElmZiaRkZHEx8eTkZHB2LFj6d+/PykpKUybNo2ioiLGjRtX93ciIiLnz+EPPa8xtyM7YNt8s1UmPwvy95rb0WwoPw6Ht5nb6YRFV4eZqG4w4D4I8fyRLE3ZvZd2ZNVrq3l92W7Sh3YmLNDjeozUWZ3fwapVqxg6dGjV/YyMDADGjh3LzJkzGT16NAcPHmTy5MlkZ2eTlJTEvHnzTurEW9902UhEpBYiO0JKx5P3l5dCwb7qMJOfVR1u8ir+lh+Dwhxz27fafN6WeTD2Iwhu3qhvQ2ovrUc0HVuFsuNgEW+v2MM9g07xz9/LeNzaRudLl41ERBqAYUDxkepQk5cFS56GooPQLgVunwOBYVZXKafxwuId/O3TTQy/IJr/3t7f6nJOqUEvG4mISBNks0FoS3OLTTL3dbgUZl4Ne1fAWzfDmNngH2xpmXJqzUP8ASgt940Vyj1uYUYREfESMb3MSfICmsGub+CdOzSfjIcK8DN/7ktdCi8exel00rNnT5KTk60uRUSk6WjXD26dBX7B5rwy790NrnKrq5KfCXCYP/dl5b7RU8Rnwkt6ejobN25k5cqVVpciItK0JFxszvLrCIBNH5oLRtZhslFpeP4V4aVELS8iIiIVOg+Dm2aaayx9/zZ8kmF28hWPUHnZqEx9XkRERE7Q/Wq4/nnAZk6I98X/U4DxEJUtL+rz4mHU50VExAP0vhGuMWdYZ+l0WDjV2noEOKHlReHFs6jPi4iIh7jwdhjxT/P2on+Y6ymJpSo77GqotIiIyOmk/gqGTTFvfzUFlj9vbT1NnFpeREREamNQBlz6qHn7s0dh7evW1tOE+TvM1cJL1PIiIiJyFkP/AAPSzdsf3g8b3rO2niZKLS8eSh12RUQ8kM0Gw/8G/e4Eww3v3wubP7W6qiZHfV48lDrsioh4KJsNrn4G+owGdznMHgvbv7a6qialsuXFbYDL7f3D130mvIiIiAez2+Haf0OPkeAqhbduhd3fWV1Vk1E5zwv4RuuLwouIiDQOhx/c8BJ0vhzKj8Ebv4R9q62uqkmobHkB35ioTuFFREQaj18AjH4NEgZB6VF47XrI3mB1VT7Pz26ruu0LnXYVXkREpHH5B8Mtb0G7ZDieB69dB+vfhbLjVlfms2w2W1Xriy4beRCNNhIR8SKBzWDMuxDTB4oOwnt3w1Nd4eMM81KS1kSqd5Ujjnyh5cVmGL71DSkoKCAiIoL8/HzCw8OtLkdERM7kWB4sdcK6tyA/q3p/656QNMYcoRTWyrLyfMmFj3/JkaJSvnz4UrpEN7O6nJPU5ffbZ1peRETECwU3h8v+AA9+D7fPhd43gV8Q5G6EL/4AT3eHt8eYc8O4yqyu1qtVzrLrCx12/awuQEREBLsdOg01t2N55ky8mW+Yl5A2f2xuoa2hzy+h723QuofVFXsdX+rzovAiIiKeJbg5JN9tbrmbzDWRvp8FRbmwdLq5te1nXlbqdYN5vJyVf1WfF+/vLaLLRiIi4rla9zCXF8jYBDe/Cd2uBruf2SLzSQY81Q3euwe2LwC397coNCRfWiJALS8iIuL5HP7Q/WpzKzxotsSsfR0OboL1s80tvK0ZdprFQLNY8294LDRrY26hrczLU02ULy3OqPAiIiLeJawVXDQBBqbD/jWw9g1znpiCfeZ2OnY/CIuuCDM/CzbhbapvB/nmSNXKlpcStbx4DqfTidPpxOVyWV2KiIg0BpvN7PvStp95aWnPUsjfB0ez4eh+82/Bfjh6AApzzUUhzxZwAIKaw6AMuOgB8xw+wt+H5nnxmfCSnp5Oenp61ThxERFpQvyDodNlp3/cVQ6FOdXBpuCAGWoqt8r7JQXmrL9fToasFXDdvyHIN35TNNpIRETEmzj8IKKtudHv9MeVFJr9aeZNNIdnP78RfvkaxPRqtFIbii+1vDTdnksiIiI/FxhmDtG+ax5ExMGRHfC/NFg3y+rKzltgZcuLwouIiIgPatsPfrUYOg2D8mMw515z3aXyEqsrO2dVM+z6wGUjhRcREZFTCYmEMbNh8ETABqtehJdHQF7WWZ/qiQLU8iIiItIE2B0wdJIZYoKam5Pj/fdS2Dbf6srqrKrPS7lm2BUREfF9XS43LyO1SYJjR+D1G2DRP71qVt/qlhfvn1JE4UVERKQ2WrSHuz6HfncCBiz4G7w1GoqPWF1ZrQRobSMREZEmyD8IRj4L1/4b/IJg6xfw/GDYn2l1ZWflS/O8KLyIiIjUVd8xcPeX0CIB8vbAi1fAmletruqMKvu8qMOuB3E6nfTs2ZPk5GSrSxERkaagTR+4dxF0HQGuEvjwfvggHcqOWV3ZKanlxQOlp6ezceNGVq5caXUpIiLSVAQ3h5vfhGGTwWY3V7p+8Qo4stPqyk6iGXZFRETEZLfDoN/C7XMgJAqyvzf7wfw4z+rKalDLi4iIiNTUcYg5nLpdMhzPN0cifTbRXC/JAwRUzLCrlhcRERGpFtEW7vwUUu417y//D/x7IGz90tq6qL5sVKKWFxEREanBLwCuegJuew8i4iF/D7xxI7x3DxQdsqysystGankRERGRU+ucBr9ZCgPSzc6862fD9GRY9zYYjT9RXNVQabW8iIiIyGkFhsGVf4d7voLo3ubSAnN+Ba+Ngp92NWop1S0vmmFXREREzqZtP7h3AQybAo5A2LHA7Avz3b/AVd4oJQSo5UVERETqxOEPgzLMS0kJg6CsGL74f/C/YXDg+wY/vfq8iIiIyLlp2QnGfgTX/AuCIuBAJjw/BL6c0qCz82q0kYiIiJw7mw0uvAPSV0LP68BwwbfTzEtJOxY1yCkDNMNuw8nLy6N///4kJSXRq1cvXnjhBatLEhERaRjNouGXr5hLDDSLhZ92wqvXmGskFR+p11MF+JmT1GlhxgbQrFkzFi9eTGZmJsuXL+fvf/87hw8ftrosERGRhtP9akhfDsn3mPfXvg7OFNjwfr0Nqw5wOAAo02Wj+udwOAgJCQGgpKQEwzAwLBgPLyIi0qiCwuHqp+CuzyGqGxQdhHfHwVs3Q8H+8355/6bc8rJ48WJGjhxJbGwsNpuNuXPnnnSM0+kkISGBoKAgUlNTWbFiRZ3OkZeXR2JiIu3atePRRx8lKiqqrmWKiIh4p/gB8OtvYPBEsPvDlnnwn4tg86fn9bLVfV68v1GgzuGlqKiIxMREnE7nKR+fNWsWGRkZTJkyhTVr1pCYmMjw4cPJzc2tOqayP8vPt/37zWTZvHlz1q1bx86dO3nzzTfJyck5x7cnIiLihfwCYegkM8S0SYRjP8Hbt8Cnv4Oy4+f0kv5+1T/53t76YjPOI37ZbDbmzJnDddddV7UvNTWV5ORkpk+fDoDb7SYuLo7777+fiRMn1vkcv/nNb7jsssu48cYbT/l4SUkJJSUlVfcLCgqIi4sjPz+f8PDwOp9PRETEo5SXwFd/hmUVjQYxveHGlyGqS51e5niZi+5/nAfAhj8PJyzQr74rPS8FBQVERETU6ve7Xvu8lJaWsnr1atLS0qpPYLeTlpbG0qVLa/UaOTk5HD16FID8/HwWL15Mt27dTnv81KlTiYiIqNri4uLO702IiIh4Er9Ac4mBW2dDSEvIXg//HQxr36hTZ97Ky0bg/bPs1mt4OXToEC6Xi+jo6Br7o6Ojyc7OrtVr7N69m0GDBpGYmMigQYO4//776d2792mPnzRpEvn5+VVbVlbWeb0HERERj9T1Cvj1txWz8xbBB7+B98fD8YJaPd1ut+FnNzvtevtcL57VZgSkpKSQmZlZ6+MDAwMJDAxsuIJEREQ8RXgbuOMDWPI0LJhqrlS9dxXc+BK0vfCsT/d32Cl3u9TycqKoqCgcDsdJHWxzcnKIiYmpz1OdxOl00rNnT5KTkxv0PCIiIpayO+DSR2HcZxARZ05s9+IV5iKP7jOHksr1jby9w269hpeAgAD69evH/Pnzq/a53W7mz5/PwIED6/NUJ0lPT2fjxo2sXLmyQc8jIiLiEeJTzdFIPa4Bd5m5yOObN0HhwdM+xd9HVpauc3gpLCwkMzOz6tLOzp07yczMZM+ePQBkZGTwwgsv8Morr7Bp0ybuu+8+ioqKGDduXL0WLiIi0uQFt4Bfvgq/eAb8gmDbVzDjYti+4JSHB/rIytJ17vOyatUqhg4dWnU/IyMDgLFjxzJz5kxGjx7NwYMHmTx5MtnZ2SQlJTFv3ryTOvHWN6fTidPpxOVyNeh5REREPIrNBv3vgrgB5oy8BzfDa6Pgkodg6B/A4V91qL+jYpZdL295Oa95XjxRXcaJi4iI+JTSYvh8Eqyead5vlww3vAgt2gNwxTOL2JJTyJvjU7mok2fNXm/ZPC8iIiJioYAQGPks3DQTAiNg70qYMQh+mAM04T4vIiIi4uEuGGV25m2XAiX5MPtO+PABwhylgLm+kTfzmfCiodIiIiInaNEexn0Kl2QANljzCjcXzwLU8uIxNFRaRETkZxz+kDbF3ID2rt2A94828pnwIiIiIqfRrA0AAZQBankRERERT+cIACCAckAz7HoM9XkRERE5DT9zDUB/tbx4FvV5EREROQ1HzfCiPi8iIiLi2fzMy0b+hsKLiIiIeIOKlhc/Q5eNRERExBv8rOWlVJPUeQZ12BURETmNipYXh1pePIs67IqIiJyGX+Vlo8rlARReRERExJNVzPPicKvlRURERLxBjZYXQy0vIiIi4uEqWl4A/HFRovAiIiIiHq2i5QXM9Y3KdNnIM2i0kYiIyGk4aoYXrW3kITTaSERE5DTsdrD7AebijOrzIiIiIp6vovUlwFam0UYiIiLiBRz+gNnyohl2RURExPNVdNoNRC0vIiIi4g0qLxupz4uIiIh4hcrFGSlXy4un0FBpERGRMzihw65aXjyEhkqLiIicQUXLS4BaXkRERMQrVPV50SR1IiIi4g0qWl4C1fIiIiIiXkF9XkRERMSr+FUPlXYbUO7FAUbhRUREpClwVHbYLQOgzItn2VV4ERERaQr8qjvsAl7d70XhRUREpCmoaHkJtJUDePWII4UXERGRpqCi5SXIrvAiIiIi3qCi5SXY5gKgTJeNrKflAURERM5ALS+eR8sDiIiInEHFPC9BlX1e1PIiIiIiHq1iht0gddgVERERr1DR8lI52kh9XkRERMSzVa5tZKuY50UtLyIiIuLRKlteqGh5UXgRERERj1Y5w6467IqIiIhX+NnaRqVa20hEREQ82gmrSoNaXkRERMTTOfyBE1eVVngRERERT1bRYdff0KrSIiIi4g0qLhv5q+VFREREvEJFh12/ipaXErW81L/i4mLat2/PI488YnUpIiIi3q+i5aUyvKjlpQH87W9/Y8CAAVaXISIi4ht+1vKiPi/1bOvWrWzevJkRI0ZYXYqIiIhvqGp5KQWaWMvL4sWLGTlyJLGxsdhsNubOnXvSMU6nk4SEBIKCgkhNTWXFihV1OscjjzzC1KlT61qaiIiInE7FaCOHUY4Nd9NqeSkqKiIxMRGn03nKx2fNmkVGRgZTpkxhzZo1JCYmMnz4cHJzc6uOSUpKolevXidt+/fv54MPPqBr16507dr13N+ViIiI1FSxMCOYE9V58wy7fnV9wogRI854Oefpp59m/PjxjBs3DoAZM2bwySef8NJLLzFx4kQAMjMzT/v8ZcuW8fbbbzN79mwKCwspKysjPDycyZMnn/L4kpISSkpKqu4XFBTU9S2JiIj4voqWFwB/yptWy8uZlJaWsnr1atLS0qpPYLeTlpbG0qVLa/UaU6dOJSsri127dvHkk08yfvz40waXyuMjIiKqtri4uPN+HyIiIj7HUbPlpUn1eTmTQ4cO4XK5iI6OrrE/Ojqa7Ozs+jxVlUmTJpGfn1+1ZWVlNch5REREvJrdDvbqJQK8ueWlzpeNGtOdd9551mMCAwMJDAzE6XTidDpxuVwNX5iIiIg38guE0jICbGp5qRIVFYXD4SAnJ6fG/pycHGJiYurzVCdJT09n48aNrFy5skHPIyIi4rUqLh0FUEapwospICCAfv36MX/+/Kp9breb+fPnM3DgwPo8lYiIiNRVxVwvgV7eYbfOl40KCwvZtm1b1f2dO3eSmZlJZGQk8fHxZGRkMHbsWPr3709KSgrTpk2jqKioavSRiIiIWMRHWl7qHF5WrVrF0KFDq+5nZGQAMHbsWGbOnMno0aM5ePAgkydPJjs7m6SkJObNm3dSJ976pj4vIiIiZ1HR8hJAOUVeHF5shmF47yw1p1BQUEBERAT5+fmEh4dbXY6IiIjn+M8lkLOe20snktvqYj5/+FKrK6pSl99vj1zbSERERBqAn29cNvKZ8OJ0OunZsyfJyclWlyIiIuKZHNWXjby5w67PhBcNlRYRETkLtbyIiIiIV6lsedEkdSIiIuIVKlpeAr18eQCfCS/q8yIiInIWJ/R5UcuLB1CfFxERkbM4YZK6MpeB2+2ds6X4THgRERGRs6jqsFsOQJnbO1tfFF5ERESaiqoOu2UAXtvvReFFRESkqfh5y4tLl40spQ67IiIiZ1HR8hKklhfPoA67IiIiZ1GxMGOQ3VzE2FtHHPlMeBEREZGzqBhtFGQzLxuVqOVFREREPFply4utss+LwouIiIh4soqWl8CK8KI+LyIiIuLZKlpeAtXy4hk02khEROQsKkYbBaLRRh5Bo41ERETOonKel8rLRmp5EREREY9WtTCjWl5ERETEG/hVL8wImmFXREREPF1Vy0vlZSOXldWcM4UXERGRpqJitJG/UdHyUq6WFxEREfFkFfO8+FW0vJSow66IiIh4tJNaXhReLKV5XkRERM6isuWlIrxoqLTFNM+LiIjIWVS0vPgZpYBaXkRERMTTVYw2cuDChlstLyIiIuLhKuZ5AXO4tMKLiIiIeLaKlhcw1zfSDLsiIiLi2Rz+VTcDKNeq0iIiIuLhbLaqEUcBankRERERr1C5RICtTGsbiYiIiBeoWpyxXC0vIiIi4gWqFmcs02gjERER8QJqefEcWh5ARESkFipaXgJtZRptZDUtDyAiIlILankRERERr3JCnxe1vIiIiIjn86sML+WUqOVFREREPN4Jk9Sp5UVEREQ8X2XLi00LM4qIiIg3OLHlpVwz7IqIiIin89MkdSIiIuJNKud5oZwyddgVERERj1c5z4utjBK1vIiIiIjHc1QPlS5zuTEM7+v3ovAiIiLSlPhVd9g1DCh3e1948bO6gFNJSEggPDwcu91OixYtWLBggdUliYiI+IYTWl4Aylxu/B3e1ZbhkeEF4LvvviMsLMzqMkRERHzLCS0vAKXlbkICrCyo7rwraomIiMj5qVpV2mx58cbh0nUOL4sXL2bkyJHExsZis9mYO3fuScc4nU4SEhIICgoiNTWVFStW1OkcNpuNwYMHk5yczBtvvFHXEkVEROR0KuZ5CaoML144XLrOl42KiopITEzkrrvu4vrrrz/p8VmzZpGRkcGMGTNITU1l2rRpDB8+nB9//JHWrVsDkJSURHl5+UnP/eKLL4iNjWXJkiW0bduWAwcOkJaWRu/evenTp885vD0RERGpoWKG3SB7ZZ+XJtBhd8SIEYwYMeK0jz/99NOMHz+ecePGATBjxgw++eQTXnrpJSZOnAhAZmbmGc/Rtm1bANq0acNVV13FmjVrThteSkpKKCkpqbqfn58PQEFBQa3fk4iISJNx3AUlBuUcx11SzJGf8mgZ4LK6qqrf7VoN3TbOA2DMmTOn6n5JSYnhcDhq7DMMw7jjjjuMa665plavWVhYaBQUFBiGYRhHjx41LrzwQmPFihWnPX7KlCkGoE2bNm3atGnzgS0rK+usWaFeRxsdOnQIl8tFdHR0jf3R0dFs3ry5Vq+Rk5PDqFGjAHC5XIwfP57k5OTTHj9p0iQyMjKq7rvdbo4cOULLli2x2Wzn8C5Or6CggLi4OLKysggPD6/X15Zq+pwbhz7nxqHPuXHoc248DfVZG4bB0aNHiY2NPeuxHjdUumPHjqxbt67WxwcGBhIYGFhjX/Pmzeu5qprCw8P1L0cj0OfcOPQ5Nw59zo1Dn3PjaYjPOiIiolbH1etQ6aioKBwOBzk5OTX25+TkEBMTU5+nEhERkSaqXsNLQEAA/fr1Y/78+VX73G438+fPZ+DAgfV5KhEREWmi6nzZqLCwkG3btlXd37lzJ5mZmURGRhIfH09GRgZjx46lf//+pKSkMG3aNIqKiqpGH3mzwMBApkyZctJlKqlf+pwbhz7nxqHPuXHoc248nvBZ2ypGDdXawoULGTp06En7x44dy8yZMwGYPn06TzzxBNnZ2SQlJfHcc8+RmppaLwWLiIhI01bn8CIiIiJiJa1tJCIiIl5F4UVERES8isKLiIiIeBWFl1o635Wy5ez+9Kc/YbPZamzdu3e3uiyvd7aV4A3DYPLkybRp04bg4GDS0tLYunWrNcV6sbN9znfeeedJ3+8rr7zSmmK92NSpU0lOTqZZs2a0bt2a6667jh9//LHGMcePHyc9PZ2WLVsSFhbGDTfccNL8Y3JmtfmchwwZctJ3+te//nWj1KfwUguVK2VPmTKFNWvWkJiYyPDhw8nNzbW6NJ9zwQUXcODAgaptyZIlVpfk9SpXgnc6nad8/J///CfPPfccM2bMYPny5YSGhjJ8+HCOHz/eyJV6t7N9zgBXXnllje/3W2+91YgV+oZFixaRnp7OsmXL+PLLLykrK+OKK66gqKio6piHH36Yjz76iNmzZ7No0SL279/P9ddfb2HV3qc2nzPA+PHja3yn//nPfzZOgbVaLbGJS0lJMdLT06vuu1wuIzY21pg6daqFVfmeKVOmGImJiVaX4dOg5mKqbrfbiImJMZ544omqfXl5eUZgYKDx1ltvWVChb/j552wYhjF27Fjj2muvtaQeX5abm2sAxqJFiwzDML+//v7+xuzZs6uO2bRpkwEYS5cutapMr/fzz9kwDGPw4MHGgw8+aEk9ank5i9LSUlavXk1aWlrVPrvdTlpaGkuXLrWwMt+0detWYmNj6dixI2PGjGHPnj1Wl+TTdu7cSXZ2do3vd0REBKmpqfp+N4CFCxfSunVrunXrxn333cfhw4etLsnr5efnAxAZGQnA6tWrKSsrq/Gd7t69O/Hx8fpOn4eff86V3njjDaKioujVqxeTJk2iuLi4UerxuIUZPU19rJQttZOamsrMmTPp1q0bBw4c4M9//jODBg1iw4YNNGvWzOryfFJ2djbAKb/flY9J/bjyyiu5/vrr6dChA9u3b+f3v/89I0aMYOnSpTgcDqvL80put5uHHnqIiy++mF69egHmdzogIOCkBXr1nT53p/qcAW699Vbat29PbGws33//PY899hg//vgj77//foPXpPAiHmPEiBFVt/v06UNqairt27fnnXfe4e6777awMpHzd/PNN1fd7t27N3369KFTp04sXLiQYcOGWViZ90pPT2fDhg3qG9fATvc533vvvVW3e/fuTZs2bRg2bBjbt2+nU6dODVqTLhudhVbKtk7z5s3p2rVrjbW0pH5Vfof1/W58HTt2JCoqSt/vczRhwgQ+/vhjFixYQLt27ar2x8TEUFpaSl5eXo3j9Z0+N6f7nE+lchmgxvhOK7ychVbKtk5hYSHbt2+nTZs2Vpfiszp06EBMTEyN73dBQQHLly/X97uB7d27l8OHD+v7XUeGYTBhwgTmzJnD119/TYcOHWo83q9fP/z9/Wt8p3/88Uf27Nmj73QdnO1zPpXMzEyARvlO67JRLfjyStme5JFHHmHkyJG0b9+e/fv3M2XKFBwOB7fccovVpXm1s60E/9BDD/HXv/6VLl260KFDB/74xz8SGxvLddddZ13RXuhMn3NkZCR//vOfueGGG4iJiWH79u387ne/o3PnzgwfPtzCqr1Peno6b775Jh988AHNmjWr6scSERFBcHAwERER3H333WRkZBAZGUl4eDj3338/AwcOZMCAARZX7z3O9jlv376dN998k6uuuoqWLVvy/fff8/DDD3PppZfSp0+fhi/QkjFOXuhf//qXER8fbwQEBBgpKSnGsmXLrC7J54wePdpo06aNERAQYLRt29YYPXq0sW3bNqvL8noLFiwwgJO2sWPHGoZhDpf+4x//aERHRxuBgYHGsGHDjB9//NHaor3QmT7n4uJi44orrjBatWpl+Pv7G+3btzfGjx9vZGdnW1221znVZwwYL7/8ctUxx44dM37zm98YLVq0MEJCQoxRo0YZBw4csK5oL3S2z3nPnj3GpZdeakRGRhqBgYFG586djUcffdTIz89vlPq0qrSIiIh4FfV5EREREa+i8CIiIiJeReFFREREvIrCi4iIiHgVhRcRERHxKgovIiIi4lUUXkRERMSrKLyIiIiIV1F4EREREa+i8CIiIiJeReFFREREvIrCi4iIiHiV/w++q6P8/vCZlAAAAABJRU5ErkJggg==",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "def compute_proj_errors_orth_basis(basis, V, product):\n",
    "    errors = []\n",
    "    for N in range(len(basis) + 1):\n",
    "        v = V.inner(basis[:N], product=product)\n",
    "        V_proj = basis[:N].lincomb(v)\n",
    "        errors.append(np.max((V - V_proj).norm(product)))\n",
    "    return errors\n",
    "\n",
    "trivial_errors = compute_proj_errors_orth_basis(trivial_basis, training_data, fom.h1_0_semi_product)\n",
    "greedy_errors  = compute_proj_errors_orth_basis(greedy_basis, training_data, fom.h1_0_semi_product)\n",
    "\n",
    "plt.figure()\n",
    "plt.semilogy(trivial_errors, label='trivial')\n",
    "plt.semilogy(greedy_errors, label='greedy')\n",
    "plt.ylim(1e-5, 1e1)\n",
    "plt.legend()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "7a990230",
   "metadata": {},
   "source": [
    "Proper Orthogonal Decomposition\n",
    "-------------------------------\n",
    "\n",
    "Another popular method to create a reduced basis out of snapshot data is the so-called\n",
    "Proper Orthogonal Decomposition (POD) which can be seen as a non-centered version of\n",
    "Principal Component Analysis (PCA). First we build a snapshot matrix\n",
    "\n",
    "```{math}\n",
    "A :=\n",
    "\\begin{bmatrix}\n",
    "\\vdots & \\vdots & \\cdots & \\vdots \\\\\n",
    "u(\\mu_1) & u(\\mu_2) & \\cdots & u(\\mu_K)\\\\\n",
    "\\vdots & \\vdots & \\cdots & \\vdots\n",
    "\\end{bmatrix},\n",
    "```\n",
    "\n",
    "where {math}`K` denotes the total number of solution snapshots. Then we compute the SVD\n",
    "of {math}`A`\n",
    "\n",
    "```{math}\n",
    "A = U \\Sigma V^T,\n",
    "```\n",
    "\n",
    "where {math}`\\Sigma` is an {math}`r \\times r`-diagonal matrix, {math}`U` is an {math}`n \\times r`-matrix\n",
    "and {math}`V` is an {math}`K \\times r`-matrix. Here {math}`n` denotes the dimension of the\n",
    "{attr}`~pymor.models.interface.Model.solution_space` and {math}`r` is the rank of {math}`A`.\n",
    "The diagonal entries {math}`\\sigma_i` of {math}`\\Sigma` are the singular values of {math}`A`, which are\n",
    "assumed to be monotonically decreasing. The pairwise orthogonal and normalized\n",
    "columns of {math}`U` and {math}`V` are the left- resp. right-singular vectors of {math}`A`.\n",
    "The {math}`i`-th POD mode is than simply the {math}`i`-th left-singular vector of {math}`A`,\n",
    "i.e. the {math}`i`-th column of {math}`U`. The larger the corresponding singular value is,\n",
    "the more important is this vector for the approximation of the snapshot data. In fact, if we\n",
    "let {math}`V_N` be the span of the first {math}`N` left-singular vectors of {math}`A`, then\n",
    "the following error identity holds:\n",
    "\n",
    "```{math}\n",
    "\\sum_{k = 1}^K \\inf_{v \\in V_N} \\|u(\\mu_k) - v\\|^2 =\\,\n",
    "\\min_{\\substack{W_N \\subseteq V\\\\ \\operatorname{dim}(W_N) \\leq N}} \\sum_{k = 1}^K \\inf_{v \\in W_N} \\|u(\\mu_k) - v\\|^2 =\n",
    "\\sum_{i = N+1}^{r} \\sigma^2\n",
    "```\n",
    "\n",
    "Thus, the linear spaces produced by the POD are actually optimal, albeit in a different\n",
    "error measure: instead of looking at the worst-case best-approximation error over all\n",
    "{{ parameter_values }}, we minimize the {math}`\\ell^2`-sum of all best-approximation errors.\n",
    "So in the mean squared average, the POD spaces are optimal, but there might be {{ parameter_values }}\n",
    "for which the best-approximation error is quite large.\n",
    "\n",
    "So far we completely neglected that the snapshot vectors may lie in a Hilbert space\n",
    "with some given inner product. To account for that, instead of the snapshot matrix\n",
    "{math}`A`, we consider the linear mapping that sends the {math}`i`-th canonical basis vector\n",
    "{math}`e_k` of {math}`\\mathbb{R}^K` to the vector {math}`u(\\mu_k)` in the\n",
    "{attr}`~pymor.models.interface.Model.solution_space`:\n",
    "\n",
    "$$ \\Phi: \\mathbb{R}^K \\to V, \\ e_k \\mapsto u(\\mu_k).$$\n",
    "\n",
    "Also for this finite-rank (hence compact) operator there exists a SVD of the form\n",
    "\n",
    "$$ \\Phi(v) = \\sum_{i=1}^r u_i \\cdot \\sigma_i \\cdot (v_i, v) \\qquad \\forall v \\in \\mathbb{R}^K,$$\n",
    "\n",
    "with orthonormal vectors {math}`u_i` and {math}`v_i` that generalizes the SVD of a matrix.\n",
    "\n",
    "The POD in this more general form is implemented in pyMOR by the\n",
    "{meth}`~pymor.algorithms.pod.pod` method, which can be called as follows:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "id": "fae8b4cb",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "9e47c06f63054ef4bf811b778fb6681c",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "Accordion(children=(HTML(value='', layout=Layout(height='16em', overflow_y='auto', width='100%')),), selected_…"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "pod_basis, pod_singular_values = pod(training_data, product=fom.h1_0_semi_product, modes=25)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "121eae5d",
   "metadata": {},
   "source": [
    "We said that the POD modes (left-singular vectors) are orthonormal with respect to the\n",
    "inner product on the target Hilbert-space. Let's check that:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "id": "972ff5db",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "1.0000000000000033"
      ]
     },
     "execution_count": 31,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "np.linalg.cond(pod_basis.gramian(fom.h1_0_semi_product))"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "c1202ef5",
   "metadata": {},
   "source": [
    "Now, let us compare how the POD performs against the greedy algorithm in the worst-case\n",
    "best-approximation error:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "id": "2f2c4008",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "pod_errors = compute_proj_errors_orth_basis(pod_basis, training_data, fom.h1_0_semi_product)\n",
    "\n",
    "plt.figure()\n",
    "plt.semilogy(trivial_errors, label='trivial')\n",
    "plt.semilogy(greedy_errors, label='greedy')\n",
    "plt.semilogy(pod_errors, label='POD')\n",
    "plt.ylim(1e-5, 1e1)\n",
    "plt.legend()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "45feb105",
   "metadata": {},
   "source": [
    "As it turns out, the POD spaces perform even slightly better than the greedy spaces.\n",
    "Why is that the case? Note that for finite training or validation sets, both considered error measures\n",
    "are equivalent. In particular:\n",
    "\n",
    "```{math}\n",
    "\\sup_{k = 1,\\ldots,K} \\inf_{v \\in V_N} \\|u(\\mu_k) - v\\| \\leq\n",
    "\\left[\\sum_{k = 1}^K \\inf_{v \\in V_N} \\|u(\\mu_k) - v\\|^2\\right]^{1/2} \\leq\n",
    "\\sqrt{K} \\cdot \\sup_{k = 1,\\ldots,K} \\inf_{v \\in V_N} \\|u(\\mu_k) - v\\|.\n",
    "```\n",
    "\n",
    "Since POD spaces are optimal in the {math}`\\ell^2`-error, they miss the error of the\n",
    "optimal space in the Kolmogorov sense by at most a factor of {math}`\\sqrt{K}`, which in\n",
    "our case is {math}`5`. On the other hand, the greedy algorithm also only produces\n",
    "quasi-optimal spaces. -- For very large training sets with more complex parameter dependence,\n",
    "differences between both spaces may be more significant.\n",
    "\n",
    "Finally, it is often insightful to look at the POD modes themselves:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "id": "0a91fc28",
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "\n",
       "<link rel=\"stylesheet\"\n",
       "href=\"https://maxcdn.bootstrapcdn.com/font-awesome/4.4.0/css/font-awesome.min.css\">\n",
       "<script language=\"javascript\">\n",
       "  function isInternetExplorer() {\n",
       "    ua = navigator.userAgent;\n",
       "    /* MSIE used to detect old browsers and Trident used to newer ones*/\n",
       "    return ua.indexOf(\"MSIE \") > -1 || ua.indexOf(\"Trident/\") > -1;\n",
       "  }\n",
       "\n",
       "  /* Define the Animation class */\n",
       "  function Animation(frames, img_id, slider_id, interval, loop_select_id){\n",
       "    this.img_id = img_id;\n",
       "    this.slider_id = slider_id;\n",
       "    this.loop_select_id = loop_select_id;\n",
       "    this.interval = interval;\n",
       "    this.current_frame = 0;\n",
       "    this.direction = 0;\n",
       "    this.timer = null;\n",
       "    this.frames = new Array(frames.length);\n",
       "\n",
       "    for (var i=0; i<frames.length; i++)\n",
       "    {\n",
       "     this.frames[i] = new Image();\n",
       "     this.frames[i].src = frames[i];\n",
       "    }\n",
       "    var slider = document.getElementById(this.slider_id);\n",
       "    slider.max = this.frames.length - 1;\n",
       "    if (isInternetExplorer()) {\n",
       "        // switch from oninput to onchange because IE <= 11 does not conform\n",
       "        // with W3C specification. It ignores oninput and onchange behaves\n",
       "        // like oninput. In contrast, Microsoft Edge behaves correctly.\n",
       "        slider.setAttribute('onchange', slider.getAttribute('oninput'));\n",
       "        slider.setAttribute('oninput', null);\n",
       "    }\n",
       "    this.set_frame(this.current_frame);\n",
       "  }\n",
       "\n",
       "  Animation.prototype.get_loop_state = function(){\n",
       "    var button_group = document[this.loop_select_id].state;\n",
       "    for (var i = 0; i < button_group.length; i++) {\n",
       "        var button = button_group[i];\n",
       "        if (button.checked) {\n",
       "            return button.value;\n",
       "        }\n",
       "    }\n",
       "    return undefined;\n",
       "  }\n",
       "\n",
       "  Animation.prototype.set_frame = function(frame){\n",
       "    this.current_frame = frame;\n",
       "    document.getElementById(this.img_id).src =\n",
       "            this.frames[this.current_frame].src;\n",
       "    document.getElementById(this.slider_id).value = this.current_frame;\n",
       "  }\n",
       "\n",
       "  Animation.prototype.next_frame = function()\n",
       "  {\n",
       "    this.set_frame(Math.min(this.frames.length - 1, this.current_frame + 1));\n",
       "  }\n",
       "\n",
       "  Animation.prototype.previous_frame = function()\n",
       "  {\n",
       "    this.set_frame(Math.max(0, this.current_frame - 1));\n",
       "  }\n",
       "\n",
       "  Animation.prototype.first_frame = function()\n",
       "  {\n",
       "    this.set_frame(0);\n",
       "  }\n",
       "\n",
       "  Animation.prototype.last_frame = function()\n",
       "  {\n",
       "    this.set_frame(this.frames.length - 1);\n",
       "  }\n",
       "\n",
       "  Animation.prototype.slower = function()\n",
       "  {\n",
       "    this.interval /= 0.7;\n",
       "    if(this.direction > 0){this.play_animation();}\n",
       "    else if(this.direction < 0){this.reverse_animation();}\n",
       "  }\n",
       "\n",
       "  Animation.prototype.faster = function()\n",
       "  {\n",
       "    this.interval *= 0.7;\n",
       "    if(this.direction > 0){this.play_animation();}\n",
       "    else if(this.direction < 0){this.reverse_animation();}\n",
       "  }\n",
       "\n",
       "  Animation.prototype.anim_step_forward = function()\n",
       "  {\n",
       "    this.current_frame += 1;\n",
       "    if(this.current_frame < this.frames.length){\n",
       "      this.set_frame(this.current_frame);\n",
       "    }else{\n",
       "      var loop_state = this.get_loop_state();\n",
       "      if(loop_state == \"loop\"){\n",
       "        this.first_frame();\n",
       "      }else if(loop_state == \"reflect\"){\n",
       "        this.last_frame();\n",
       "        this.reverse_animation();\n",
       "      }else{\n",
       "        this.pause_animation();\n",
       "        this.last_frame();\n",
       "      }\n",
       "    }\n",
       "  }\n",
       "\n",
       "  Animation.prototype.anim_step_reverse = function()\n",
       "  {\n",
       "    this.current_frame -= 1;\n",
       "    if(this.current_frame >= 0){\n",
       "      this.set_frame(this.current_frame);\n",
       "    }else{\n",
       "      var loop_state = this.get_loop_state();\n",
       "      if(loop_state == \"loop\"){\n",
       "        this.last_frame();\n",
       "      }else if(loop_state == \"reflect\"){\n",
       "        this.first_frame();\n",
       "        this.play_animation();\n",
       "      }else{\n",
       "        this.pause_animation();\n",
       "        this.first_frame();\n",
       "      }\n",
       "    }\n",
       "  }\n",
       "\n",
       "  Animation.prototype.pause_animation = function()\n",
       "  {\n",
       "    this.direction = 0;\n",
       "    if (this.timer){\n",
       "      clearInterval(this.timer);\n",
       "      this.timer = null;\n",
       "    }\n",
       "  }\n",
       "\n",
       "  Animation.prototype.play_animation = function()\n",
       "  {\n",
       "    this.pause_animation();\n",
       "    this.direction = 1;\n",
       "    var t = this;\n",
       "    if (!this.timer) this.timer = setInterval(function() {\n",
       "        t.anim_step_forward();\n",
       "    }, this.interval);\n",
       "  }\n",
       "\n",
       "  Animation.prototype.reverse_animation = function()\n",
       "  {\n",
       "    this.pause_animation();\n",
       "    this.direction = -1;\n",
       "    var t = this;\n",
       "    if (!this.timer) this.timer = setInterval(function() {\n",
       "        t.anim_step_reverse();\n",
       "    }, this.interval);\n",
       "  }\n",
       "</script>\n",
       "\n",
       "<style>\n",
       ".animation {\n",
       "    display: inline-block;\n",
       "    text-align: center;\n",
       "}\n",
       "input[type=range].anim-slider {\n",
       "    width: 374px;\n",
       "    margin-left: auto;\n",
       "    margin-right: auto;\n",
       "}\n",
       ".anim-buttons {\n",
       "    margin: 8px 0px;\n",
       "}\n",
       ".anim-buttons button {\n",
       "    padding: 0;\n",
       "    width: 36px;\n",
       "}\n",
       ".anim-state label {\n",
       "    margin-right: 8px;\n",
       "}\n",
       ".anim-state input {\n",
       "    margin: 0;\n",
       "    vertical-align: middle;\n",
       "}\n",
       "</style>\n",
       "\n",
       "<div class=\"animation\">\n",
       "  <img id=\"_anim_img96aae2a471fb4770869de7b51d5d1f07\">\n",
       "  <div class=\"anim-controls\">\n",
       "    <input id=\"_anim_slider96aae2a471fb4770869de7b51d5d1f07\" type=\"range\" class=\"anim-slider\"\n",
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       "           oninput=\"anim96aae2a471fb4770869de7b51d5d1f07.set_frame(parseInt(this.value));\">\n",
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       "        <i class=\"fa fa-fast-backward\"></i></button>\n",
       "      <button title=\"Previous frame\" aria-label=\"Previous frame\" onclick=\"anim96aae2a471fb4770869de7b51d5d1f07.previous_frame()\">\n",
       "          <i class=\"fa fa-step-backward\"></i></button>\n",
       "      <button title=\"Play backwards\" aria-label=\"Play backwards\" onclick=\"anim96aae2a471fb4770869de7b51d5d1f07.reverse_animation()\">\n",
       "          <i class=\"fa fa-play fa-flip-horizontal\"></i></button>\n",
       "      <button title=\"Pause\" aria-label=\"Pause\" onclick=\"anim96aae2a471fb4770869de7b51d5d1f07.pause_animation()\">\n",
       "          <i class=\"fa fa-pause\"></i></button>\n",
       "      <button title=\"Play\" aria-label=\"Play\" onclick=\"anim96aae2a471fb4770869de7b51d5d1f07.play_animation()\">\n",
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       "      <button title=\"Next frame\" aria-label=\"Next frame\" onclick=\"anim96aae2a471fb4770869de7b51d5d1f07.next_frame()\">\n",
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       "      <button title=\"Last frame\" aria-label=\"Last frame\" onclick=\"anim96aae2a471fb4770869de7b51d5d1f07.last_frame()\">\n",
       "          <i class=\"fa fa-fast-forward\"></i></button>\n",
       "      <button title=\"Increase speed\" aria-label=\"Increase speed\" onclick=\"anim96aae2a471fb4770869de7b51d5d1f07.faster()\">\n",
       "          <i class=\"fa fa-plus\"></i></button>\n",
       "    </div>\n",
       "    <form title=\"Repetition mode\" aria-label=\"Repetition mode\" action=\"#n\" name=\"_anim_loop_select96aae2a471fb4770869de7b51d5d1f07\"\n",
       "          class=\"anim-state\">\n",
       "      <input type=\"radio\" name=\"state\" value=\"once\" id=\"_anim_radio1_96aae2a471fb4770869de7b51d5d1f07\"\n",
       "             >\n",
       "      <label for=\"_anim_radio1_96aae2a471fb4770869de7b51d5d1f07\">Once</label>\n",
       "      <input type=\"radio\" name=\"state\" value=\"loop\" id=\"_anim_radio2_96aae2a471fb4770869de7b51d5d1f07\"\n",
       "             checked>\n",
       "      <label for=\"_anim_radio2_96aae2a471fb4770869de7b51d5d1f07\">Loop</label>\n",
       "      <input type=\"radio\" name=\"state\" value=\"reflect\" id=\"_anim_radio3_96aae2a471fb4770869de7b51d5d1f07\"\n",
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       "      <label for=\"_anim_radio3_96aae2a471fb4770869de7b51d5d1f07\">Reflect</label>\n",
       "    </form>\n",
       "  </div>\n",
       "</div>\n",
       "\n",
       "\n",
       "<script language=\"javascript\">\n",
       "  /* Instantiate the Animation class. */\n",
       "  /* The IDs given should match those used in the template above. */\n",
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       "EAAAwDAUQAAAAMNQAAEAAAxDAQQAADAMBRAAAMAwFEAAAADD/Av+dg4jC2aCqwAAAABJRU5ErkJg\\\n",
       "gg==\\\n",
       "\"\n",
       "\n",
       "\n",
       "    /* set a timeout to make sure all the above elements are created before\n",
       "       the object is initialized. */\n",
       "    setTimeout(function() {\n",
       "        anim96aae2a471fb4770869de7b51d5d1f07 = new Animation(frames, img_id, slider_id, 200.0,\n",
       "                                 loop_select_id);\n",
       "    }, 0);\n",
       "  })()\n",
       "</script>\n"
      ],
      "text/plain": [
       "<matplotlib.animation.FuncAnimation at 0x7fec9567bdc0>"
      ]
     },
     "execution_count": 33,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "fom.visualize(pod_basis)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "117daa09",
   "metadata": {},
   "source": [
    "As you can see, the first (more important) basis vectors account for the approximation of\n",
    "the solutions in the bulk of the subdomains, whereas the higher modes are responsible for\n",
    "approximating the solutions at the subdomain interfaces.\n",
    "\n",
    "\n",
    "Weak greedy algorithm\n",
    "---------------------\n",
    "\n",
    "Both POD and the strong greedy algorithm require the computation of all\n",
    "{meth}`solutions <pymor.models.interface.Model.solve>` {math}`u(\\mu)`\n",
    "for all {{ parameter_values }} {math}`\\mu` in the `training_set`. So it is\n",
    "clear right from the start that we cannot afford very large training sets.\n",
    "Otherwise we would not be interested in model order reduction\n",
    "in the first place. This is a problem when the number of |parameters|\n",
    "increases and/or the solution depends less uniformly on the |parameters|.\n",
    "\n",
    "Reduced basis methods have a very elegant solution to this problem, which\n",
    "allows training sets that are orders of magnitude larger than the training\n",
    "sets affordable for POD: instead of computing the best-approximation error\n",
    "we only compute a surrogate\n",
    "\n",
    "$$ \\inf_{v \\in V_N} \\|u(\\mu) - v\\| \\approx \\mathcal{E}(\\mu)$$\n",
    "\n",
    "for it. Replacing the best-approximation error by this surrogate in the\n",
    "[strong greedy](#strong-greedy-algorithm) algorithm, we arrive at the\n",
    "{meth}`weak greedy <pymor.algorithms.greedy.weak_greedy>`\n",
    "algorithm. If the surrogate {math}`\\mathcal{E}(\\mu)` is an upper and lower bound\n",
    "to the best-approximation error up to some fixed factor, it can still be shown that the\n",
    "produced reduced spaces are quasi-optimal in the same sense as for the strong greedy\n",
    "algorithm, although the involved constants might be worse, depending on the\n",
    "efficiency of {math}`\\mathcal{E}(\\mu)`.\n",
    "\n",
    "Now here comes the trick: to get a surrogate that can be quickly computed, we can\n",
    "use our current reduced-order model for it. More precisely, we choose {math}`\\mathcal{E}(\\mu)`\n",
    "to be of the form\n",
    "\n",
    "$$ \\mathcal{E}(\\mu):= \\operatorname{Err-Est}(\\operatorname{ROM-Solve}(\\mu), \\mu).$$\n",
    "\n",
    "So to compute the surrogate for fixed {{ parameter_values }} {math}`\\mu`, we first\n",
    "{meth}`~pymor.models.interface.Model.solve` the reduced-order model for the current\n",
    "reduced basis for these {{ parameter_values }} and then compute an estimate for the\n",
    "model order reduction error.\n",
    "\n",
    "We won't go into any further details in this tutorial, but for nice problem classes\n",
    "(linear coercive problems with an affine dependence of the system matrix on the {{ Parameters }}),\n",
    "one can derive a posteriori error estimators for which the equivalence with the best-approximation\n",
    "error can be shown and which can be computed efficiently, independently from the size\n",
    "of the full-order model. Here we will only give a simple example how to use the\n",
    "{meth}`weak greedy <pymor.algorithms.greedy.weak_greedy>` algorithm for our problem at hand.\n",
    "\n",
    "In order to do so, we need to be able to build a reduced-order\n",
    "model with an appropriate error estimator. For the given (linear coercive) thermal block problem\n",
    "we can use {class}`~pymor.reductors.coercive.CoerciveRBReductor`:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "id": "537502c0",
   "metadata": {},
   "outputs": [],
   "source": [
    "reductor = CoerciveRBReductor(\n",
    "    fom,\n",
    "    product=fom.h1_0_semi_product,\n",
    "    coercivity_estimator=ExpressionParameterFunctional('min(diffusion)', fom.parameters)\n",
    ")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "a723d3ca",
   "metadata": {},
   "source": [
    "Here `product` specifies the inner product with respect to which we want to compute the\n",
    "model order reduction error. With `coercivity_estimator` we need to specify\n",
    "a function which estimates the coercivity constant of the system matrix with respect to\n",
    "the given inner product. In our case, this is just the minimum of the diffusivities over\n",
    "all subdomains.\n",
    "\n",
    "Now we can call {meth}`~pymor.algorithms.greedy.rb_greedy`, which constructs for us the\n",
    "surrogate {math}`\\mathcal{E}(\\mu)` from `fom` and the `reductor` we just\n",
    "constructed. It then passes this surrogate to the {meth}`~pymor.algorithms.greedy.weak_greedy`\n",
    "method. Furthermore, we need to specify the number of basis vectors we want to compute\n",
    "(we could also have specified an error tolerance) and the training set.\n",
    "As the surrogate is cheap to evaluate, we choose here a training set of 1000 different\n",
    "{{ parameter_values }}:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "id": "30b80a93",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "1f9631e4470f4b42a54afea4c256bbb8",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "Accordion(children=(HTML(value='', layout=Layout(height='16em', overflow_y='auto', width='100%')),), selected_…"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "greedy_data = rb_greedy(fom, reductor, parameter_space.sample_randomly(1000),\n",
    "                        max_extensions=25)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "2e5f8770",
   "metadata": {},
   "source": [
    "Take a look at the log output to see how the basis is built iteratively using\n",
    "the surrogate {math}`\\mathcal{E}(\\mu)`.\n",
    "\n",
    "The returned `greedy_data` dictionary contains various information about the run\n",
    "of the algorithm, including the final ROM. Here, however, we are interested in the\n",
    "generated reduced basis, which is managed by the `reductor`:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "id": "0fb19bba",
   "metadata": {},
   "outputs": [],
   "source": [
    "weak_greedy_basis = reductor.bases['RB']"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "59a942da",
   "metadata": {},
   "source": [
    "Let's see, how the weak-greedy basis performs:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "id": "b7ce9166",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "weak_greedy_errors = compute_proj_errors_orth_basis(weak_greedy_basis, training_data, fom.h1_0_semi_product)\n",
    "\n",
    "plt.figure()\n",
    "plt.semilogy(trivial_errors, label='trivial')\n",
    "plt.semilogy(greedy_errors, label='greedy')\n",
    "plt.semilogy(pod_errors, label='POD')\n",
    "plt.semilogy(weak_greedy_errors, label='weak greedy')\n",
    "plt.ylim(1e-7, 1e2)\n",
    "plt.legend()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "e3ad8d95",
   "metadata": {},
   "source": [
    "We see that the weak-greedy basis is worse than all the other bases!\n",
    "How can that be?\n",
    "Remember that the weak-greedy basis was trained for a new training data set of 1000 parameter values\n",
    "and not the original much smaller training data set.\n",
    "So what we actually see here is that the other bases are very good at approximating this small training\n",
    "data set, but likely do not generalize well to the entire solution manifold\n",
    "{math}`\\mathcal{M}`.\n",
    "\n",
    "To check this, we compute an additional validation data set of 100 new parameter values:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "id": "8a30d510",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "573a6e32ea1d4b5aa22971a8baebfc78",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "Accordion(children=(HTML(value='', layout=Layout(height='16em', overflow_y='auto', width='100%')),), selected_…"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "validation_set = parameter_space.sample_randomly(100)\n",
    "validation_data = fom.solution_space.empty()\n",
    "for mu in validation_set:\n",
    "    validation_data.append(fom.solve(mu))"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "2efc0b5d",
   "metadata": {},
   "source": [
    "Let's see how the approximation error decays on the validation set:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "id": "1f136741",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "trivial_errors = compute_proj_errors_orth_basis(trivial_basis, validation_data, fom.h1_0_semi_product)\n",
    "greedy_errors  = compute_proj_errors_orth_basis(greedy_basis, validation_data, fom.h1_0_semi_product)\n",
    "pod_errors = compute_proj_errors_orth_basis(pod_basis, validation_data, fom.h1_0_semi_product)\n",
    "weak_greedy_errors = compute_proj_errors_orth_basis(weak_greedy_basis, validation_data, fom.h1_0_semi_product)\n",
    "\n",
    "plt.figure()\n",
    "plt.semilogy(trivial_errors, label='trivial')\n",
    "plt.semilogy(greedy_errors, label='greedy')\n",
    "plt.semilogy(pod_errors, label='POD')\n",
    "plt.semilogy(weak_greedy_errors, label='weak greedy')\n",
    "plt.ylim(1e-2, 5e1)\n",
    "plt.legend()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "5060522c",
   "metadata": {},
   "source": [
    "Indeed we see that the weak-greedy basis generalizes to the validation data much better than all the other bases.\n",
    "\n",
    "\n",
    "Download the code:\n",
    "{download}`tutorial_basis_generation.md`\n",
    "{nb-download}`tutorial_basis_generation.ipynb`"
   ]
  }
 ],
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       "value": "<p style=\"line-height:120%\">00:28 <bold>weak_greedy</bold>: Started greedy search on training set of size 1000.</p><p style=\"line-height:120%\">00:28 <bold>weak_greedy</bold>: Estimating errors ...</p><p style=\"line-height:120%\">00:28 |   <bold>RBSurrogate</bold>: Reducing ...</p><p style=\"line-height:120%\">00:28 |   |   <bold>CoerciveRBReductor</bold>: Operator projection ...</p><p style=\"line-height:120%\">00:28 |   |   <bold>CoerciveRBReductor</bold>: Assembling error estimator ...</p><p style=\"line-height:120%\">00:28 |   |   |   <bold>ResidualReductor</bold>: Estimating residual range ...</p><p style=\"line-height:120%\">00:28 |   |   |   |   <bold>estimate_image_hierarchical</bold>: Estimating image for basis vector -1 ...</p><p style=\"line-height:120%\">00:28 |   |   |   |   <bold>estimate_image_hierarchical</bold>: Orthonormalizing ...</p><p style=\"line-height:120%\">00:28 |   |   |   <bold>ResidualReductor</bold>: Projecting residual operator ...</p><p style=\"line-height:120%\">00:28 |   |   <bold>CoerciveRBReductor</bold>: Building ROM ...</p><p style=\"line-height:120%\">00:28 <bold>weak_greedy</bold>: Maximum error after 0 extensions: 452.3712722876155 (mu = {diffusion: [0.573138831727382, 0.9988633540676438, 0.02602363546813504, 0.00041438820212255195, 0.3504320580054765, 0.3662197521656396]})</p><p style=\"line-height:120%\">00:28 <bold>weak_greedy</bold>: Extending surrogate for mu = {diffusion: [0.573138831727382, 0.9988633540676438, 0.02602363546813504, 0.00041438820212255195, 0.3504320580054765, 0.3662197521656396]} ...</p><p style=\"line-height:120%\">00:28 |   <bold>RBSurrogate</bold>: Computing solution snapshot for mu = {diffusion: [0.573138831727382, 0.9988633540676438, 0.02602363546813504, 0.00041438820212255195, 0.3504320580054765, 0.3662197521656396]} ...</p><p style=\"line-height:120%\">00:28 |   |   <bold>StationaryModel</bold>: Solving ThermalBlock((3, 2))_CG for {diffusion: [0.573138831727382, 0.9988633540676438, 0.02602363546813504, 0.00041438820212255195, 0.3504320580054765, 0.3662197521656396], input: } ...</p><p style=\"line-height:120%\">00:28 |   <bold>RBSurrogate</bold>: Extending basis with solution snapshot ...</p><p style=\"line-height:120%\">00:28 |   <bold>RBSurrogate</bold>: Reducing ...</p><p style=\"line-height:120%\">00:28 |   |   <bold>CoerciveRBReductor</bold>: Operator projection ...</p><p style=\"line-height:120%\">00:28 |   |   <bold>CoerciveRBReductor</bold>: Assembling error estimator ...</p><p style=\"line-height:120%\">00:28 |   |   |   <bold>ResidualReductor</bold>: Estimating residual range ...</p><p style=\"line-height:120%\">00:28 |   |   |   |   <bold>estimate_image_hierarchical</bold>: Estimating image for basis vector 0 ...</p><p style=\"line-height:120%\">00:28 |   |   |   |   <bold>estimate_image_hierarchical</bold>: Orthonormalizing ...</p><p style=\"line-height:120%\">00:28 |   |   |   |   |   <bold>gram_schmidt</bold>: Removing vector 1 of norm 0.0</p><p style=\"line-height:120%\">00:28 |   |   |   |   |   <bold>gram_schmidt</bold>: Orthonormalizing vector 2 again</p><p style=\"line-height:120%\">00:28 |   |   |   |   |   <bold>gram_schmidt</bold>: Orthonormalizing vector 3 again</p><p style=\"line-height:120%\">00:28 |   |   |   |   |   <bold>gram_schmidt</bold>: Orthonormalizing vector 6 again</p><p style=\"line-height:120%\">00:28 |   |   |   |   |   <bold>gram_schmidt</bold>: Orthonormalizing vector 7 again</p><p style=\"line-height:120%\">00:28 |   |   |   <bold>ResidualReductor</bold>: Projecting residual operator ...</p><p style=\"line-height:120%\">00:28 |   |   <bold>CoerciveRBReductor</bold>: Building ROM ...</p><p style=\"line-height:120%\">      </p><p style=\"line-height:120%\">00:28 <bold>weak_greedy</bold>: Estimating errors ...</p><p style=\"line-height:120%\">00:29 <bold>weak_greedy</bold>: Maximum error after 1 extensions: 356.317585611618 (mu = {diffusion: [0.41164466424918733, 0.7626945914616577, 0.38676669297582256, 0.13189888921179357, 0.8631652150078314, 0.0005168752114135485]})</p><p style=\"line-height:120%\">00:29 <bold>weak_greedy</bold>: Extending surrogate for mu = {diffusion: [0.41164466424918733, 0.7626945914616577, 0.38676669297582256, 0.13189888921179357, 0.8631652150078314, 0.0005168752114135485]} ...</p><p style=\"line-height:120%\">00:29 |   <bold>RBSurrogate</bold>: Computing solution snapshot for mu = {diffusion: [0.41164466424918733, 0.7626945914616577, 0.38676669297582256, 0.13189888921179357, 0.8631652150078314, 0.0005168752114135485]} ...</p><p style=\"line-height:120%\">00:29 |   |   <bold>StationaryModel</bold>: Solving ThermalBlock((3, 2))_CG for {diffusion: [0.41164466424918733, 0.7626945914616577, 0.38676669297582256, 0.13189888921179357, 0.8631652150078314, 0.0005168752114135485], input: } ...</p><p style=\"line-height:120%\">00:29 |   <bold>RBSurrogate</bold>: Extending basis with solution snapshot ...</p><p style=\"line-height:120%\">00:29 |   <bold>RBSurrogate</bold>: Reducing ...</p><p style=\"line-height:120%\">00:29 |   |   <bold>CoerciveRBReductor</bold>: Operator projection ...</p><p style=\"line-height:120%\">00:29 |   |   <bold>CoerciveRBReductor</bold>: Assembling error estimator ...</p><p style=\"line-height:120%\">00:29 |   |   |   <bold>ResidualReductor</bold>: Estimating residual range ...</p><p style=\"line-height:120%\">00:29 |   |   |   |   <bold>estimate_image_hierarchical</bold>: Estimating image for basis vector 1 ...</p><p style=\"line-height:120%\">00:29 |   |   |   |   <bold>estimate_image_hierarchical</bold>: Orthonormalizing ...</p><p style=\"line-height:120%\">00:29 |   |   |   |   |   <bold>gram_schmidt</bold>: Removing vector 7 of norm 0.0</p><p style=\"line-height:120%\">00:29 |   |   |   |   |   <bold>gram_schmidt</bold>: Orthonormalizing vector 8 again</p><p style=\"line-height:120%\">00:29 |   |   |   |   |   <bold>gram_schmidt</bold>: Orthonormalizing vector 9 again</p><p style=\"line-height:120%\">00:29 |   |   |   |   |   <bold>gram_schmidt</bold>: Orthonormalizing vector 10 again</p><p style=\"line-height:120%\">00:29 |   |   |   |   |   <bold>gram_schmidt</bold>: Orthonormalizing vector 11 again</p><p style=\"line-height:120%\">00:29 |   |   |   |   |   <bold>gram_schmidt</bold>: Orthonormalizing vector 12 again</p><p style=\"line-height:120%\">00:29 |   |   |   |   |   <bold>gram_schmidt</bold>: Orthonormalizing vector 13 again</p><p style=\"line-height:120%\">00:29 |   |   |   <bold>ResidualReductor</bold>: Projecting residual operator ...</p><p style=\"line-height:120%\">00:29 |   |   <bold>CoerciveRBReductor</bold>: Building ROM ...</p><p style=\"line-height:120%\">      </p><p style=\"line-height:120%\">00:29 <bold>weak_greedy</bold>: Estimating errors ...</p><p style=\"line-height:120%\">00:30 <bold>weak_greedy</bold>: Maximum error after 2 extensions: 272.83103180832086 (mu = {diffusion: [0.0006680724460185553, 0.4320024664343819, 0.7692656570400916, 0.7334930961555559, 0.03224587289406992, 0.5700259053036735]})</p><p style=\"line-height:120%\">00:30 <bold>weak_greedy</bold>: Extending surrogate for mu = {diffusion: [0.0006680724460185553, 0.4320024664343819, 0.7692656570400916, 0.7334930961555559, 0.03224587289406992, 0.5700259053036735]} ...</p><p style=\"line-height:120%\">00:30 |   <bold>RBSurrogate</bold>: Computing solution snapshot for mu = {diffusion: [0.0006680724460185553, 0.4320024664343819, 0.7692656570400916, 0.7334930961555559, 0.03224587289406992, 0.5700259053036735]} ...</p><p style=\"line-height:120%\">00:30 |   |   <bold>StationaryModel</bold>: Solving ThermalBlock((3, 2))_CG for {diffusion: [0.0006680724460185553, 0.4320024664343819, 0.7692656570400916, 0.7334930961555559, 0.03224587289406992, 0.5700259053036735], input: } ...</p><p style=\"line-height:120%\">00:30 |   <bold>RBSurrogate</bold>: Extending basis with solution snapshot ...</p><p style=\"line-height:120%\">00:30 |   <bold>RBSurrogate</bold>: Reducing ...</p><p style=\"line-height:120%\">00:30 |   |   <bold>CoerciveRBReductor</bold>: Operator projection ...</p><p style=\"line-height:120%\">00:30 |   |   <bold>CoerciveRBReductor</bold>: Assembling error estimator ...</p><p style=\"line-height:120%\">00:30 |   |   |   <bold>ResidualReductor</bold>: Estimating residual range ...</p><p style=\"line-height:120%\">00:30 |   |   |   |   <bold>estimate_image_hierarchical</bold>: Estimating image for basis vector 2 ...</p><p style=\"line-height:120%\">00:30 |   |   |   |   <bold>estimate_image_hierarchical</bold>: Orthonormalizing ...</p><p style=\"line-height:120%\">00:30 |   |   |   |   |   <bold>gram_schmidt</bold>: Removing vector 13 of norm 0.0</p><p style=\"line-height:120%\">00:30 |   |   |   |   |   <bold>gram_schmidt</bold>: Orthonormalizing vector 14 again</p><p style=\"line-height:120%\">00:30 |   |   |   |   |   <bold>gram_schmidt</bold>: Orthonormalizing vector 15 again</p><p style=\"line-height:120%\">00:30 |   |   |   |   |   <bold>gram_schmidt</bold>: Orthonormalizing vector 16 again</p><p style=\"line-height:120%\">00:30 |   |   |   |   |   <bold>gram_schmidt</bold>: Orthonormalizing vector 17 again</p><p style=\"line-height:120%\">00:30 |   |   |   |   |   <bold>gram_schmidt</bold>: Orthonormalizing vector 18 again</p><p style=\"line-height:120%\">00:30 |   |   |   |   |   <bold>gram_schmidt</bold>: Removing linearly dependent vector 19</p><p style=\"line-height:120%\">00:30 |   |   |   <bold>ResidualReductor</bold>: Projecting residual operator ...</p><p style=\"line-height:120%\">00:30 |   |   <bold>CoerciveRBReductor</bold>: Building ROM ...</p><p style=\"line-height:120%\">      </p><p style=\"line-height:120%\">00:30 <bold>weak_greedy</bold>: Estimating errors ...</p><p style=\"line-height:120%\">00:31 <bold>weak_greedy</bold>: Maximum error after 3 extensions: 241.73524867003795 (mu = {diffusion: [0.39210325761567, 0.8542170864443226, 0.414086179374149, 0.5705521020302968, 0.000742239469503738, 0.6449086273663944]})</p><p style=\"line-height:120%\">00:31 <bold>weak_greedy</bold>: Extending surrogate for mu = {diffusion: [0.39210325761567, 0.8542170864443226, 0.414086179374149, 0.5705521020302968, 0.000742239469503738, 0.6449086273663944]} ...</p><p style=\"line-height:120%\">00:31 |   <bold>RBSurrogate</bold>: Computing solution snapshot for mu = {diffusion: [0.39210325761567, 0.8542170864443226, 0.414086179374149, 0.5705521020302968, 0.000742239469503738, 0.6449086273663944]} ...</p><p style=\"line-height:120%\">00:31 |   |   <bold>StationaryModel</bold>: Solving ThermalBlock((3, 2))_CG for {diffusion: [0.39210325761567, 0.8542170864443226, 0.414086179374149, 0.5705521020302968, 0.000742239469503738, 0.6449086273663944], input: } ...</p><p style=\"line-height:120%\">00:31 |   <bold>RBSurrogate</bold>: Extending basis with solution snapshot ...</p><p style=\"line-height:120%\">00:31 |   <bold>RBSurrogate</bold>: Reducing ...</p><p style=\"line-height:120%\">00:31 |   |   <bold>CoerciveRBReductor</bold>: Operator projection ...</p><p style=\"line-height:120%\">00:31 |   |   <bold>CoerciveRBReductor</bold>: Assembling error estimator ...</p><p style=\"line-height:120%\">00:31 |   |   |   <bold>ResidualReductor</bold>: Estimating residual range ...</p><p style=\"line-height:120%\">00:31 |   |   |   |   <bold>estimate_image_hierarchical</bold>: Estimating image for basis vector 3 ...</p><p style=\"line-height:120%\">00:31 |   |   |   |   <bold>estimate_image_hierarchical</bold>: Orthonormalizing ...</p><p style=\"line-height:120%\">00:31 |   |   |   |   |   <bold>gram_schmidt</bold>: Removing vector 18 of norm 0.0</p><p style=\"line-height:120%\">00:31 |   |   |   |   |   <bold>gram_schmidt</bold>: Orthonormalizing vector 19 again</p><p style=\"line-height:120%\">00:31 |   |   |   |   |   <bold>gram_schmidt</bold>: Orthonormalizing vector 20 again</p><p style=\"line-height:120%\">00:31 |   |   |   |   |   <bold>gram_schmidt</bold>: Orthonormalizing vector 21 again</p><p style=\"line-height:120%\">00:31 |   |   |   |   |   <bold>gram_schmidt</bold>: Orthonormalizing vector 22 again</p><p style=\"line-height:120%\">00:31 |   |   |   |   |   <bold>gram_schmidt</bold>: Orthonormalizing vector 23 again</p><p style=\"line-height:120%\">00:31 |   |   |   |   |   <bold>gram_schmidt</bold>: Removing linearly dependent vector 24</p><p style=\"line-height:120%\">00:31 |   |   |   <bold>ResidualReductor</bold>: Projecting residual operator ...</p><p style=\"line-height:120%\">00:31 |   |   <bold>CoerciveRBReductor</bold>: Building ROM ...</p><p style=\"line-height:120%\">      </p><p style=\"line-height:120%\">00:31 <bold>weak_greedy</bold>: Estimating errors ...</p><p style=\"line-height:120%\">00:31 <bold>weak_greedy</bold>: Maximum error after 4 extensions: 195.64904177631456 (mu = {diffusion: [0.09618562344858408, 0.1536101695024084, 0.533886629272633, 0.06761172833939628, 0.05290182068997035, 0.0006186922912889498]})</p><p style=\"line-height:120%\">00:31 <bold>weak_greedy</bold>: Extending surrogate for mu = {diffusion: [0.09618562344858408, 0.1536101695024084, 0.533886629272633, 0.06761172833939628, 0.05290182068997035, 0.0006186922912889498]} ...</p><p style=\"line-height:120%\">00:31 |   <bold>RBSurrogate</bold>: Computing solution snapshot for mu = {diffusion: [0.09618562344858408, 0.1536101695024084, 0.533886629272633, 0.06761172833939628, 0.05290182068997035, 0.0006186922912889498]} ...</p><p style=\"line-height:120%\">00:31 |   |   <bold>StationaryModel</bold>: Solving ThermalBlock((3, 2))_CG for {diffusion: [0.09618562344858408, 0.1536101695024084, 0.533886629272633, 0.06761172833939628, 0.05290182068997035, 0.0006186922912889498], input: } ...</p><p style=\"line-height:120%\">00:32 |   <bold>RBSurrogate</bold>: Extending basis with solution snapshot ...</p><p style=\"line-height:120%\">00:32 |   |   <bold>gram_schmidt</bold>: Orthonormalizing vector 4 again</p><p style=\"line-height:120%\">00:32 |   <bold>RBSurrogate</bold>: Reducing ...</p><p style=\"line-height:120%\">00:32 |   |   <bold>CoerciveRBReductor</bold>: Operator projection ...</p><p style=\"line-height:120%\">00:32 |   |   <bold>CoerciveRBReductor</bold>: Assembling error estimator ...</p><p style=\"line-height:120%\">00:32 |   |   |   <bold>ResidualReductor</bold>: Estimating residual range ...</p><p style=\"line-height:120%\">00:32 |   |   |   |   <bold>estimate_image_hierarchical</bold>: Estimating image for basis vector 4 ...</p><p style=\"line-height:120%\">00:32 |   |   |   |   <bold>estimate_image_hierarchical</bold>: Orthonormalizing ...</p><p style=\"line-height:120%\">00:32 |   |   |   |   |   <bold>gram_schmidt</bold>: Removing vector 23 of norm 0.0</p><p style=\"line-height:120%\">00:32 |   |   |   |   |   <bold>gram_schmidt</bold>: Orthonormalizing vector 24 again</p><p style=\"line-height:120%\">00:32 |   |   |   |   |   <bold>gram_schmidt</bold>: Orthonormalizing vector 25 again</p><p style=\"line-height:120%\">00:32 |   |   |   |   |   <bold>gram_schmidt</bold>: Orthonormalizing vector 26 again</p><p style=\"line-height:120%\">00:32 |   |   |   |   |   <bold>gram_schmidt</bold>: Orthonormalizing vector 27 again</p><p style=\"line-height:120%\">00:32 |   |   |   |   |   <bold>gram_schmidt</bold>: Orthonormalizing vector 28 again</p><p style=\"line-height:120%\">00:32 |   |   |   |   |   <bold>gram_schmidt</bold>: Orthonormalizing vector 29 again</p><p style=\"line-height:120%\">00:32 |   |   |   <bold>ResidualReductor</bold>: Projecting residual operator ...</p><p style=\"line-height:120%\">00:32 |   |   <bold>CoerciveRBReductor</bold>: Building ROM ...</p><p style=\"line-height:120%\">      </p><p style=\"line-height:120%\">00:32 <bold>weak_greedy</bold>: Estimating errors ...</p><p style=\"line-height:120%\">00:32 <bold>weak_greedy</bold>: Maximum error after 5 extensions: 140.95279762331825 (mu = {diffusion: [0.6919104717009824, 0.5592863044780815, 0.0010923648042238533, 0.035187256846215854, 0.9908667575216528, 0.782305695111209]})</p><p style=\"line-height:120%\">00:32 <bold>weak_greedy</bold>: Extending surrogate for mu = {diffusion: [0.6919104717009824, 0.5592863044780815, 0.0010923648042238533, 0.035187256846215854, 0.9908667575216528, 0.782305695111209]} ...</p><p style=\"line-height:120%\">00:32 |   <bold>RBSurrogate</bold>: Computing solution snapshot for mu = {diffusion: [0.6919104717009824, 0.5592863044780815, 0.0010923648042238533, 0.035187256846215854, 0.9908667575216528, 0.782305695111209]} ...</p><p style=\"line-height:120%\">00:32 |   |   <bold>StationaryModel</bold>: Solving ThermalBlock((3, 2))_CG for {diffusion: [0.6919104717009824, 0.5592863044780815, 0.0010923648042238533, 0.035187256846215854, 0.9908667575216528, 0.782305695111209], input: } ...</p><p style=\"line-height:120%\">00:32 |   <bold>RBSurrogate</bold>: Extending basis with solution snapshot ...</p><p style=\"line-height:120%\">00:32 |   <bold>RBSurrogate</bold>: Reducing ...</p><p style=\"line-height:120%\">00:32 |   |   <bold>CoerciveRBReductor</bold>: Operator projection ...</p><p style=\"line-height:120%\">00:32 |   |   <bold>CoerciveRBReductor</bold>: Assembling error estimator ...</p><p style=\"line-height:120%\">00:32 |   |   |   <bold>ResidualReductor</bold>: Estimating residual range ...</p><p style=\"line-height:120%\">00:32 |   |   |   |   <bold>estimate_image_hierarchical</bold>: Estimating image for basis vector 5 ...</p><p style=\"line-height:120%\">00:33 |   |   |   |   <bold>estimate_image_hierarchical</bold>: Orthonormalizing ...</p><p style=\"line-height:120%\">00:33 |   |   |   |   |   <bold>gram_schmidt</bold>: Removing vector 29 of norm 1.3122707108341948e-19</p><p style=\"line-height:120%\">00:33 |   |   |   |   |   <bold>gram_schmidt</bold>: Orthonormalizing vector 30 again</p><p style=\"line-height:120%\">00:33 |   |   |   |   |   <bold>gram_schmidt</bold>: Orthonormalizing vector 31 again</p><p style=\"line-height:120%\">00:33 |   |   |   |   |   <bold>gram_schmidt</bold>: Orthonormalizing vector 32 again</p><p style=\"line-height:120%\">00:33 |   |   |   |   |   <bold>gram_schmidt</bold>: Orthonormalizing vector 33 again</p><p style=\"line-height:120%\">00:33 |   |   |   |   |   <bold>gram_schmidt</bold>: Orthonormalizing vector 34 again</p><p style=\"line-height:120%\">00:33 |   |   |   |   |   <bold>gram_schmidt</bold>: Removing linearly dependent vector 35</p><p style=\"line-height:120%\">00:33 |   |   |   <bold>ResidualReductor</bold>: Projecting residual operator ...</p><p style=\"line-height:120%\">00:33 |   |   <bold>CoerciveRBReductor</bold>: Building ROM ...</p><p style=\"line-height:120%\">      </p><p style=\"line-height:120%\">00:33 <bold>weak_greedy</bold>: Estimating errors ...</p><p style=\"line-height:120%\">00:33 <bold>weak_greedy</bold>: Maximum error after 6 extensions: 122.77067419763792 (mu = {diffusion: [0.36945328449744524, 0.0011518673631320982, 0.9618195598261393, 0.5496741131652294, 0.5984727584056165, 0.5999314365347271]})</p><p style=\"line-height:120%\">00:33 <bold>weak_greedy</bold>: Extending surrogate for mu = {diffusion: [0.36945328449744524, 0.0011518673631320982, 0.9618195598261393, 0.5496741131652294, 0.5984727584056165, 0.5999314365347271]} ...</p><p style=\"line-height:120%\">00:33 |   <bold>RBSurrogate</bold>: Computing solution snapshot for mu = {diffusion: [0.36945328449744524, 0.0011518673631320982, 0.9618195598261393, 0.5496741131652294, 0.5984727584056165, 0.5999314365347271]} ...</p><p style=\"line-height:120%\">00:33 |   |   <bold>StationaryModel</bold>: Solving ThermalBlock((3, 2))_CG for {diffusion: [0.36945328449744524, 0.0011518673631320982, 0.9618195598261393, 0.5496741131652294, 0.5984727584056165, 0.5999314365347271], input: } ...</p><p style=\"line-height:120%\">00:33 |   <bold>RBSurrogate</bold>: Extending basis with solution snapshot ...</p><p style=\"line-height:120%\">00:33 |   <bold>RBSurrogate</bold>: Reducing ...</p><p style=\"line-height:120%\">00:33 |   |   <bold>CoerciveRBReductor</bold>: Operator projection ...</p><p style=\"line-height:120%\">00:33 |   |   <bold>CoerciveRBReductor</bold>: Assembling error estimator ...</p><p style=\"line-height:120%\">00:33 |   |   |   <bold>ResidualReductor</bold>: Estimating residual range ...</p><p style=\"line-height:120%\">00:33 |   |   |   |   <bold>estimate_image_hierarchical</bold>: Estimating image for basis vector 6 ...</p><p style=\"line-height:120%\">00:33 |   |   |   |   <bold>estimate_image_hierarchical</bold>: Orthonormalizing ...</p><p style=\"line-height:120%\">00:33 |   |   |   |   |   <bold>gram_schmidt</bold>: Removing vector 34 of norm 6.196077858696417e-20</p><p style=\"line-height:120%\">00:33 |   |   |   |   |   <bold>gram_schmidt</bold>: Orthonormalizing vector 35 again</p><p style=\"line-height:120%\">00:33 |   |   |   |   |   <bold>gram_schmidt</bold>: Orthonormalizing vector 36 again</p><p style=\"line-height:120%\">00:34 |   |   |   |   |   <bold>gram_schmidt</bold>: Orthonormalizing vector 37 again</p><p style=\"line-height:120%\">00:34 |   |   |   |   |   <bold>gram_schmidt</bold>: Orthonormalizing vector 38 again</p><p style=\"line-height:120%\">00:34 |   |   |   |   |   <bold>gram_schmidt</bold>: Orthonormalizing vector 39 again</p><p style=\"line-height:120%\">00:34 |   |   |   |   |   <bold>gram_schmidt</bold>: Removing linearly dependent vector 40</p><p style=\"line-height:120%\">00:34 |   |   |   <bold>ResidualReductor</bold>: Projecting residual operator ...</p><p style=\"line-height:120%\">00:34 |   |   <bold>CoerciveRBReductor</bold>: Building ROM ...</p><p style=\"line-height:120%\">      </p><p style=\"line-height:120%\">00:34 <bold>weak_greedy</bold>: Estimating errors ...</p><p style=\"line-height:120%\">00:34 <bold>weak_greedy</bold>: Maximum error after 7 extensions: 115.57446096859441 (mu = {diffusion: [0.17593216430607783, 0.2210057694266911, 0.20074655875037617, 0.0010260141207317783, 0.4738203750563896, 0.03905489353718158]})</p><p style=\"line-height:120%\">00:34 <bold>weak_greedy</bold>: Extending surrogate for mu = {diffusion: [0.17593216430607783, 0.2210057694266911, 0.20074655875037617, 0.0010260141207317783, 0.4738203750563896, 0.03905489353718158]} ...</p><p style=\"line-height:120%\">00:34 |   <bold>RBSurrogate</bold>: Computing solution snapshot for mu = {diffusion: [0.17593216430607783, 0.2210057694266911, 0.20074655875037617, 0.0010260141207317783, 0.4738203750563896, 0.03905489353718158]} ...</p><p style=\"line-height:120%\">00:34 |   |   <bold>StationaryModel</bold>: Solving ThermalBlock((3, 2))_CG for {diffusion: [0.17593216430607783, 0.2210057694266911, 0.20074655875037617, 0.0010260141207317783, 0.4738203750563896, 0.03905489353718158], input: } ...</p><p style=\"line-height:120%\">00:34 |   <bold>RBSurrogate</bold>: Extending basis with solution snapshot ...</p><p style=\"line-height:120%\">00:34 |   |   <bold>gram_schmidt</bold>: Orthonormalizing vector 7 again</p><p style=\"line-height:120%\">00:34 |   <bold>RBSurrogate</bold>: Reducing ...</p><p style=\"line-height:120%\">00:34 |   |   <bold>CoerciveRBReductor</bold>: Operator projection ...</p><p style=\"line-height:120%\">00:34 |   |   <bold>CoerciveRBReductor</bold>: Assembling error estimator ...</p><p style=\"line-height:120%\">00:34 |   |   |   <bold>ResidualReductor</bold>: Estimating residual range ...</p><p style=\"line-height:120%\">00:34 |   |   |   |   <bold>estimate_image_hierarchical</bold>: Estimating image for basis vector 7 ...</p><p style=\"line-height:120%\">00:34 |   |   |   |   <bold>estimate_image_hierarchical</bold>: Orthonormalizing ...</p><p style=\"line-height:120%\">00:34 |   |   |   |   |   <bold>gram_schmidt</bold>: Removing vector 39 of norm 6.416576026678943e-20</p><p style=\"line-height:120%\">00:34 |   |   |   |   |   <bold>gram_schmidt</bold>: Orthonormalizing vector 40 again</p><p style=\"line-height:120%\">00:34 |   |   |   |   |   <bold>gram_schmidt</bold>: Orthonormalizing vector 41 again</p><p style=\"line-height:120%\">00:34 |   |   |   |   |   <bold>gram_schmidt</bold>: Orthonormalizing vector 42 again</p><p style=\"line-height:120%\">00:35 |   |   |   |   |   <bold>gram_schmidt</bold>: Orthonormalizing vector 43 again</p><p style=\"line-height:120%\">00:35 |   |   |   |   |   <bold>gram_schmidt</bold>: Orthonormalizing vector 44 again</p><p style=\"line-height:120%\">00:35 |   |   |   |   |   <bold>gram_schmidt</bold>: Orthonormalizing vector 45 again</p><p style=\"line-height:120%\">00:35 |   |   |   <bold>ResidualReductor</bold>: Projecting residual operator ...</p><p style=\"line-height:120%\">00:35 |   |   <bold>CoerciveRBReductor</bold>: Building ROM ...</p><p style=\"line-height:120%\">      </p><p style=\"line-height:120%\">00:35 <bold>weak_greedy</bold>: Estimating errors ...</p><p style=\"line-height:120%\">00:35 <bold>weak_greedy</bold>: Maximum error after 8 extensions: 53.442742539752224 (mu = {diffusion: [0.0009245343730019081, 0.5985686361943618, 0.3539232534594016, 0.12387495238402597, 0.18622014022882843, 0.33181613752797695]})</p><p style=\"line-height:120%\">00:35 <bold>weak_greedy</bold>: Extending surrogate for mu = {diffusion: [0.0009245343730019081, 0.5985686361943618, 0.3539232534594016, 0.12387495238402597, 0.18622014022882843, 0.33181613752797695]} ...</p><p style=\"line-height:120%\">00:35 |   <bold>RBSurrogate</bold>: Computing solution snapshot for mu = {diffusion: [0.0009245343730019081, 0.5985686361943618, 0.3539232534594016, 0.12387495238402597, 0.18622014022882843, 0.33181613752797695]} ...</p><p style=\"line-height:120%\">00:35 |   |   <bold>StationaryModel</bold>: Solving ThermalBlock((3, 2))_CG for {diffusion: [0.0009245343730019081, 0.5985686361943618, 0.3539232534594016, 0.12387495238402597, 0.18622014022882843, 0.33181613752797695], input: } ...</p><p style=\"line-height:120%\">00:35 |   <bold>RBSurrogate</bold>: Extending basis with solution snapshot ...</p><p style=\"line-height:120%\">00:35 |   |   <bold>gram_schmidt</bold>: Orthonormalizing vector 8 again</p><p style=\"line-height:120%\">00:35 |   <bold>RBSurrogate</bold>: Reducing ...</p><p style=\"line-height:120%\">00:35 |   |   <bold>CoerciveRBReductor</bold>: Operator projection ...</p><p style=\"line-height:120%\">00:35 |   |   <bold>CoerciveRBReductor</bold>: Assembling error estimator ...</p><p style=\"line-height:120%\">00:35 |   |   |   <bold>ResidualReductor</bold>: Estimating residual range ...</p><p style=\"line-height:120%\">00:35 |   |   |   |   <bold>estimate_image_hierarchical</bold>: Estimating image for basis vector 8 ...</p><p style=\"line-height:120%\">00:35 |   |   |   |   <bold>estimate_image_hierarchical</bold>: Orthonormalizing ...</p><p style=\"line-height:120%\">00:35 |   |   |   |   |   <bold>gram_schmidt</bold>: Removing vector 45 of norm 7.783778270642489e-20</p><p style=\"line-height:120%\">00:35 |   |   |   |   |   <bold>gram_schmidt</bold>: Orthonormalizing vector 46 again</p><p style=\"line-height:120%\">00:35 |   |   |   |   |   <bold>gram_schmidt</bold>: Orthonormalizing vector 47 again</p><p style=\"line-height:120%\">00:35 |   |   |   |   |   <bold>gram_schmidt</bold>: Orthonormalizing vector 48 again</p><p style=\"line-height:120%\">00:36 |   |   |   |   |   <bold>gram_schmidt</bold>: Orthonormalizing vector 49 again</p><p style=\"line-height:120%\">00:36 |   |   |   |   |   <bold>gram_schmidt</bold>: Orthonormalizing vector 50 again</p><p style=\"line-height:120%\">00:36 |   |   |   |   |   <bold>gram_schmidt</bold>: Orthonormalizing vector 51 again</p><p style=\"line-height:120%\">00:36 |   |   |   <bold>ResidualReductor</bold>: Projecting residual operator ...</p><p style=\"line-height:120%\">00:36 |   |   <bold>CoerciveRBReductor</bold>: Building ROM ...</p><p style=\"line-height:120%\">      </p><p style=\"line-height:120%\">00:36 <bold>weak_greedy</bold>: Estimating errors ...</p><p style=\"line-height:120%\">00:36 <bold>weak_greedy</bold>: Maximum error after 9 extensions: 38.053692415328314 (mu = {diffusion: [0.6766847172713867, 0.0661726029983029, 0.0011673582762449636, 0.21235591112685887, 0.8945220465690091, 0.6463261341522363]})</p><p style=\"line-height:120%\">00:36 <bold>weak_greedy</bold>: Extending surrogate for mu = {diffusion: [0.6766847172713867, 0.0661726029983029, 0.0011673582762449636, 0.21235591112685887, 0.8945220465690091, 0.6463261341522363]} ...</p><p style=\"line-height:120%\">00:36 |   <bold>RBSurrogate</bold>: Computing solution snapshot for mu = {diffusion: [0.6766847172713867, 0.0661726029983029, 0.0011673582762449636, 0.21235591112685887, 0.8945220465690091, 0.6463261341522363]} ...</p><p style=\"line-height:120%\">00:36 |   |   <bold>StationaryModel</bold>: Solving ThermalBlock((3, 2))_CG for {diffusion: [0.6766847172713867, 0.0661726029983029, 0.0011673582762449636, 0.21235591112685887, 0.8945220465690091, 0.6463261341522363], input: } ...</p><p style=\"line-height:120%\">00:36 |   <bold>RBSurrogate</bold>: Extending basis with solution snapshot ...</p><p style=\"line-height:120%\">00:36 |   |   <bold>gram_schmidt</bold>: Orthonormalizing vector 9 again</p><p style=\"line-height:120%\">00:36 |   <bold>RBSurrogate</bold>: Reducing ...</p><p style=\"line-height:120%\">00:36 |   |   <bold>CoerciveRBReductor</bold>: Operator projection ...</p><p style=\"line-height:120%\">00:36 |   |   <bold>CoerciveRBReductor</bold>: Assembling error estimator ...</p><p style=\"line-height:120%\">00:36 |   |   |   <bold>ResidualReductor</bold>: Estimating residual range ...</p><p style=\"line-height:120%\">00:36 |   |   |   |   <bold>estimate_image_hierarchical</bold>: Estimating image for basis vector 9 ...</p><p style=\"line-height:120%\">00:36 |   |   |   |   <bold>estimate_image_hierarchical</bold>: Orthonormalizing ...</p><p style=\"line-height:120%\">00:36 |   |   |   |   |   <bold>gram_schmidt</bold>: Removing vector 51 of norm 2.9676670167013097e-18</p><p style=\"line-height:120%\">00:36 |   |   |   |   |   <bold>gram_schmidt</bold>: Orthonormalizing vector 52 again</p><p style=\"line-height:120%\">00:36 |   |   |   |   |   <bold>gram_schmidt</bold>: Orthonormalizing vector 53 again</p><p style=\"line-height:120%\">00:37 |   |   |   |   |   <bold>gram_schmidt</bold>: Orthonormalizing vector 54 again</p><p style=\"line-height:120%\">00:37 |   |   |   |   |   <bold>gram_schmidt</bold>: Orthonormalizing vector 55 again</p><p style=\"line-height:120%\">00:37 |   |   |   |   |   <bold>gram_schmidt</bold>: Orthonormalizing vector 56 again</p><p style=\"line-height:120%\">00:37 |   |   |   |   |   <bold>gram_schmidt</bold>: Removing linearly dependent vector 57</p><p style=\"line-height:120%\">00:37 |   |   |   <bold>ResidualReductor</bold>: Projecting residual operator ...</p><p style=\"line-height:120%\">00:37 |   |   <bold>CoerciveRBReductor</bold>: Building ROM ...</p><p style=\"line-height:120%\">      </p><p style=\"line-height:120%\">00:37 <bold>weak_greedy</bold>: Estimating errors ...</p><p style=\"line-height:120%\">00:37 <bold>weak_greedy</bold>: Maximum error after 10 extensions: 32.30566402178036 (mu = {diffusion: [0.3941863646003797, 0.41666797210584094, 0.0017605416040330523, 0.11215916396159768, 0.862778287284504, 0.0013329392056569433]})</p><p style=\"line-height:120%\">00:37 <bold>weak_greedy</bold>: Extending surrogate for mu = {diffusion: [0.3941863646003797, 0.41666797210584094, 0.0017605416040330523, 0.11215916396159768, 0.862778287284504, 0.0013329392056569433]} ...</p><p style=\"line-height:120%\">00:37 |   <bold>RBSurrogate</bold>: Computing solution snapshot for mu = {diffusion: [0.3941863646003797, 0.41666797210584094, 0.0017605416040330523, 0.11215916396159768, 0.862778287284504, 0.0013329392056569433]} ...</p><p style=\"line-height:120%\">00:37 |   |   <bold>StationaryModel</bold>: Solving ThermalBlock((3, 2))_CG for {diffusion: [0.3941863646003797, 0.41666797210584094, 0.0017605416040330523, 0.11215916396159768, 0.862778287284504, 0.0013329392056569433], input: } ...</p><p style=\"line-height:120%\">00:37 |   <bold>RBSurrogate</bold>: Extending basis with solution snapshot ...</p><p style=\"line-height:120%\">00:37 |   |   <bold>gram_schmidt</bold>: Orthonormalizing vector 10 again</p><p style=\"line-height:120%\">00:37 |   <bold>RBSurrogate</bold>: Reducing ...</p><p style=\"line-height:120%\">00:37 |   |   <bold>CoerciveRBReductor</bold>: Operator projection ...</p><p style=\"line-height:120%\">00:37 |   |   <bold>CoerciveRBReductor</bold>: Assembling error estimator ...</p><p style=\"line-height:120%\">00:37 |   |   |   <bold>ResidualReductor</bold>: Estimating residual range ...</p><p style=\"line-height:120%\">00:37 |   |   |   |   <bold>estimate_image_hierarchical</bold>: Estimating image for basis vector 10 ...</p><p style=\"line-height:120%\">00:37 |   |   |   |   <bold>estimate_image_hierarchical</bold>: Orthonormalizing ...</p><p style=\"line-height:120%\">00:37 |   |   |   |   |   <bold>gram_schmidt</bold>: Removing vector 56 of norm 1.1589756600529125e-18</p><p style=\"line-height:120%\">00:37 |   |   |   |   |   <bold>gram_schmidt</bold>: Orthonormalizing vector 57 again</p><p style=\"line-height:120%\">00:37 |   |   |   |   |   <bold>gram_schmidt</bold>: Orthonormalizing vector 58 again</p><p style=\"line-height:120%\">00:38 |   |   |   |   |   <bold>gram_schmidt</bold>: Orthonormalizing vector 59 again</p><p style=\"line-height:120%\">00:38 |   |   |   |   |   <bold>gram_schmidt</bold>: Orthonormalizing vector 60 again</p><p style=\"line-height:120%\">00:38 |   |   |   |   |   <bold>gram_schmidt</bold>: Orthonormalizing vector 61 again</p><p style=\"line-height:120%\">00:38 |   |   |   |   |   <bold>gram_schmidt</bold>: Orthonormalizing vector 62 again</p><p style=\"line-height:120%\">00:38 |   |   |   <bold>ResidualReductor</bold>: Projecting residual operator ...</p><p style=\"line-height:120%\">00:38 |   |   <bold>CoerciveRBReductor</bold>: Building ROM ...</p><p style=\"line-height:120%\">      </p><p style=\"line-height:120%\">00:38 <bold>weak_greedy</bold>: Estimating errors ...</p><p style=\"line-height:120%\">00:38 <bold>weak_greedy</bold>: Maximum error after 11 extensions: 23.487335351722326 (mu = {diffusion: [0.7257358248981695, 0.2838297199963532, 0.07058245640638343, 0.6833082868564895, 0.001730684545101887, 0.6757809367094134]})</p><p style=\"line-height:120%\">00:38 <bold>weak_greedy</bold>: Extending surrogate for mu = {diffusion: [0.7257358248981695, 0.2838297199963532, 0.07058245640638343, 0.6833082868564895, 0.001730684545101887, 0.6757809367094134]} ...</p><p style=\"line-height:120%\">00:38 |   <bold>RBSurrogate</bold>: Computing solution snapshot for mu = {diffusion: [0.7257358248981695, 0.2838297199963532, 0.07058245640638343, 0.6833082868564895, 0.001730684545101887, 0.6757809367094134]} ...</p><p style=\"line-height:120%\">00:38 |   |   <bold>StationaryModel</bold>: Solving ThermalBlock((3, 2))_CG for {diffusion: [0.7257358248981695, 0.2838297199963532, 0.07058245640638343, 0.6833082868564895, 0.001730684545101887, 0.6757809367094134], input: } ...</p><p style=\"line-height:120%\">00:38 |   <bold>RBSurrogate</bold>: Extending basis with solution snapshot ...</p><p style=\"line-height:120%\">00:38 |   |   <bold>gram_schmidt</bold>: Orthonormalizing vector 11 again</p><p style=\"line-height:120%\">00:38 |   <bold>RBSurrogate</bold>: Reducing ...</p><p style=\"line-height:120%\">00:38 |   |   <bold>CoerciveRBReductor</bold>: Operator projection ...</p><p style=\"line-height:120%\">00:38 |   |   <bold>CoerciveRBReductor</bold>: Assembling error estimator ...</p><p style=\"line-height:120%\">00:38 |   |   |   <bold>ResidualReductor</bold>: Estimating residual range ...</p><p style=\"line-height:120%\">00:39 |   |   |   |   <bold>estimate_image_hierarchical</bold>: Estimating image for basis vector 11 ...</p><p style=\"line-height:120%\">00:39 |   |   |   |   <bold>estimate_image_hierarchical</bold>: Orthonormalizing ...</p><p style=\"line-height:120%\">00:39 |   |   |   |   |   <bold>gram_schmidt</bold>: Removing vector 62 of norm 1.8160715533322684e-18</p><p style=\"line-height:120%\">00:39 |   |   |   |   |   <bold>gram_schmidt</bold>: Orthonormalizing vector 63 again</p><p style=\"line-height:120%\">00:39 |   |   |   |   |   <bold>gram_schmidt</bold>: Orthonormalizing vector 64 again</p><p style=\"line-height:120%\">00:39 |   |   |   |   |   <bold>gram_schmidt</bold>: Orthonormalizing vector 65 again</p><p style=\"line-height:120%\">00:39 |   |   |   |   |   <bold>gram_schmidt</bold>: Orthonormalizing vector 66 again</p><p style=\"line-height:120%\">00:39 |   |   |   |   |   <bold>gram_schmidt</bold>: Orthonormalizing vector 67 again</p><p style=\"line-height:120%\">00:39 |   |   |   |   |   <bold>gram_schmidt</bold>: Orthonormalizing vector 68 again</p><p style=\"line-height:120%\">00:39 |   |   |   <bold>ResidualReductor</bold>: Projecting residual operator ...</p><p style=\"line-height:120%\">00:39 |   |   <bold>CoerciveRBReductor</bold>: Building ROM ...</p><p style=\"line-height:120%\">      </p><p style=\"line-height:120%\">00:39 <bold>weak_greedy</bold>: Estimating errors ...</p><p style=\"line-height:120%\">00:39 <bold>weak_greedy</bold>: Maximum error after 12 extensions: 22.625573596527982 (mu = {diffusion: [0.11857340382956609, 0.21687246631687157, 0.2746427864365721, 0.4013662047486581, 0.5290864895495414, 0.0010898949269934628]})</p><p style=\"line-height:120%\">00:40 <bold>weak_greedy</bold>: Extending surrogate for mu = {diffusion: [0.11857340382956609, 0.21687246631687157, 0.2746427864365721, 0.4013662047486581, 0.5290864895495414, 0.0010898949269934628]} ...</p><p style=\"line-height:120%\">00:40 |   <bold>RBSurrogate</bold>: Computing solution snapshot for mu = {diffusion: [0.11857340382956609, 0.21687246631687157, 0.2746427864365721, 0.4013662047486581, 0.5290864895495414, 0.0010898949269934628]} ...</p><p style=\"line-height:120%\">00:40 |   |   <bold>StationaryModel</bold>: Solving ThermalBlock((3, 2))_CG for {diffusion: [0.11857340382956609, 0.21687246631687157, 0.2746427864365721, 0.4013662047486581, 0.5290864895495414, 0.0010898949269934628], input: } ...</p><p style=\"line-height:120%\">00:40 |   <bold>RBSurrogate</bold>: Extending basis with solution snapshot ...</p><p style=\"line-height:120%\">00:40 |   |   <bold>gram_schmidt</bold>: Orthonormalizing vector 12 again</p><p style=\"line-height:120%\">00:40 |   <bold>RBSurrogate</bold>: Reducing ...</p><p style=\"line-height:120%\">00:40 |   |   <bold>CoerciveRBReductor</bold>: Operator projection ...</p><p style=\"line-height:120%\">00:40 |   |   <bold>CoerciveRBReductor</bold>: Assembling error estimator ...</p><p style=\"line-height:120%\">00:40 |   |   |   <bold>ResidualReductor</bold>: Estimating residual range ...</p><p style=\"line-height:120%\">00:40 |   |   |   |   <bold>estimate_image_hierarchical</bold>: Estimating image for basis vector 12 ...</p><p style=\"line-height:120%\">00:40 |   |   |   |   <bold>estimate_image_hierarchical</bold>: Orthonormalizing ...</p><p style=\"line-height:120%\">00:40 |   |   |   |   |   <bold>gram_schmidt</bold>: Removing vector 68 of norm 8.458739283314222e-19</p><p style=\"line-height:120%\">00:40 |   |   |   |   |   <bold>gram_schmidt</bold>: Orthonormalizing vector 69 again</p><p style=\"line-height:120%\">00:40 |   |   |   |   |   <bold>gram_schmidt</bold>: Orthonormalizing vector 70 again</p><p style=\"line-height:120%\">00:40 |   |   |   |   |   <bold>gram_schmidt</bold>: Orthonormalizing vector 71 again</p><p style=\"line-height:120%\">00:40 |   |   |   |   |   <bold>gram_schmidt</bold>: Orthonormalizing vector 72 again</p><p style=\"line-height:120%\">00:40 |   |   |   |   |   <bold>gram_schmidt</bold>: Orthonormalizing vector 73 again</p><p style=\"line-height:120%\">00:40 |   |   |   |   |   <bold>gram_schmidt</bold>: Orthonormalizing vector 74 again</p><p style=\"line-height:120%\">00:40 |   |   |   <bold>ResidualReductor</bold>: Projecting residual operator ...</p><p style=\"line-height:120%\">00:40 |   |   <bold>CoerciveRBReductor</bold>: Building ROM ...</p><p style=\"line-height:120%\">      </p><p style=\"line-height:120%\">00:40 <bold>weak_greedy</bold>: Estimating errors ...</p><p style=\"line-height:120%\">00:41 <bold>weak_greedy</bold>: Maximum error after 13 extensions: 23.737154220836917 (mu = {diffusion: [0.004107203972866165, 0.016678143917367168, 0.9930852734723135, 0.584680370250752, 0.12699728452096126, 0.8973124695341183]})</p><p style=\"line-height:120%\">00:41 <bold>weak_greedy</bold>: Extending surrogate for mu = {diffusion: [0.004107203972866165, 0.016678143917367168, 0.9930852734723135, 0.584680370250752, 0.12699728452096126, 0.8973124695341183]} ...</p><p style=\"line-height:120%\">00:41 |   <bold>RBSurrogate</bold>: Computing solution snapshot for mu = {diffusion: [0.004107203972866165, 0.016678143917367168, 0.9930852734723135, 0.584680370250752, 0.12699728452096126, 0.8973124695341183]} ...</p><p style=\"line-height:120%\">00:41 |   |   <bold>StationaryModel</bold>: Solving ThermalBlock((3, 2))_CG for {diffusion: [0.004107203972866165, 0.016678143917367168, 0.9930852734723135, 0.584680370250752, 0.12699728452096126, 0.8973124695341183], input: } ...</p><p style=\"line-height:120%\">00:41 |   <bold>RBSurrogate</bold>: Extending basis with solution snapshot ...</p><p style=\"line-height:120%\">00:41 |   |   <bold>gram_schmidt</bold>: Orthonormalizing vector 13 again</p><p style=\"line-height:120%\">00:41 |   <bold>RBSurrogate</bold>: Reducing ...</p><p style=\"line-height:120%\">00:41 |   |   <bold>CoerciveRBReductor</bold>: Operator projection ...</p><p style=\"line-height:120%\">00:41 |   |   <bold>CoerciveRBReductor</bold>: Assembling error estimator ...</p><p style=\"line-height:120%\">00:41 |   |   |   <bold>ResidualReductor</bold>: Estimating residual range ...</p><p style=\"line-height:120%\">00:41 |   |   |   |   <bold>estimate_image_hierarchical</bold>: Estimating image for basis vector 13 ...</p><p style=\"line-height:120%\">00:41 |   |   |   |   <bold>estimate_image_hierarchical</bold>: Orthonormalizing ...</p><p style=\"line-height:120%\">00:41 |   |   |   |   |   <bold>gram_schmidt</bold>: Removing vector 74 of norm 2.184109255844316e-18</p><p style=\"line-height:120%\">00:41 |   |   |   |   |   <bold>gram_schmidt</bold>: Orthonormalizing vector 75 again</p><p style=\"line-height:120%\">00:41 |   |   |   |   |   <bold>gram_schmidt</bold>: Orthonormalizing vector 76 again</p><p style=\"line-height:120%\">00:41 |   |   |   |   |   <bold>gram_schmidt</bold>: Orthonormalizing vector 77 again</p><p style=\"line-height:120%\">00:41 |   |   |   |   |   <bold>gram_schmidt</bold>: Orthonormalizing vector 78 again</p><p style=\"line-height:120%\">00:41 |   |   |   |   |   <bold>gram_schmidt</bold>: Orthonormalizing vector 79 again</p><p style=\"line-height:120%\">00:41 |   |   |   |   |   <bold>gram_schmidt</bold>: Removing linearly dependent vector 80</p><p style=\"line-height:120%\">00:41 |   |   |   <bold>ResidualReductor</bold>: Projecting residual operator ...</p><p style=\"line-height:120%\">00:41 |   |   <bold>CoerciveRBReductor</bold>: Building ROM ...</p><p style=\"line-height:120%\">      </p><p style=\"line-height:120%\">00:41 <bold>weak_greedy</bold>: Estimating errors ...</p><p style=\"line-height:120%\">00:42 <bold>weak_greedy</bold>: Maximum error after 14 extensions: 23.664232001596964 (mu = {diffusion: [0.6390497478992382, 0.0024085417094833286, 0.9933691615613369, 0.2809682963255587, 0.06215690022950122, 0.4583162153323603]})</p><p style=\"line-height:120%\">00:42 <bold>weak_greedy</bold>: Extending surrogate for mu = {diffusion: [0.6390497478992382, 0.0024085417094833286, 0.9933691615613369, 0.2809682963255587, 0.06215690022950122, 0.4583162153323603]} ...</p><p style=\"line-height:120%\">00:42 |   <bold>RBSurrogate</bold>: Computing solution snapshot for mu = {diffusion: [0.6390497478992382, 0.0024085417094833286, 0.9933691615613369, 0.2809682963255587, 0.06215690022950122, 0.4583162153323603]} ...</p><p style=\"line-height:120%\">00:42 |   |   <bold>StationaryModel</bold>: Solving ThermalBlock((3, 2))_CG for {diffusion: [0.6390497478992382, 0.0024085417094833286, 0.9933691615613369, 0.2809682963255587, 0.06215690022950122, 0.4583162153323603], input: } ...</p><p style=\"line-height:120%\">00:42 |   <bold>RBSurrogate</bold>: Extending basis with solution snapshot ...</p><p style=\"line-height:120%\">00:42 |   |   <bold>gram_schmidt</bold>: Orthonormalizing vector 14 again</p><p style=\"line-height:120%\">00:42 |   <bold>RBSurrogate</bold>: Reducing ...</p><p style=\"line-height:120%\">00:42 |   |   <bold>CoerciveRBReductor</bold>: Operator projection ...</p><p style=\"line-height:120%\">00:42 |   |   <bold>CoerciveRBReductor</bold>: Assembling error estimator ...</p><p style=\"line-height:120%\">00:42 |   |   |   <bold>ResidualReductor</bold>: Estimating residual range ...</p><p style=\"line-height:120%\">00:42 |   |   |   |   <bold>estimate_image_hierarchical</bold>: Estimating image for basis vector 14 ...</p><p style=\"line-height:120%\">00:42 |   |   |   |   <bold>estimate_image_hierarchical</bold>: Orthonormalizing ...</p><p style=\"line-height:120%\">00:42 |   |   |   |   |   <bold>gram_schmidt</bold>: Removing vector 79 of norm 6.421820515206344e-18</p><p style=\"line-height:120%\">00:42 |   |   |   |   |   <bold>gram_schmidt</bold>: Orthonormalizing vector 80 again</p><p style=\"line-height:120%\">00:42 |   |   |   |   |   <bold>gram_schmidt</bold>: Orthonormalizing vector 81 again</p><p style=\"line-height:120%\">00:42 |   |   |   |   |   <bold>gram_schmidt</bold>: Orthonormalizing vector 82 again</p><p style=\"line-height:120%\">00:42 |   |   |   |   |   <bold>gram_schmidt</bold>: Orthonormalizing vector 83 again</p><p style=\"line-height:120%\">00:42 |   |   |   |   |   <bold>gram_schmidt</bold>: Orthonormalizing vector 84 again</p><p style=\"line-height:120%\">00:43 |   |   |   |   |   <bold>gram_schmidt</bold>: Orthonormalizing vector 85 again</p><p style=\"line-height:120%\">00:43 |   |   |   <bold>ResidualReductor</bold>: Projecting residual operator ...</p><p style=\"line-height:120%\">00:43 |   |   <bold>CoerciveRBReductor</bold>: Building ROM ...</p><p style=\"line-height:120%\">      </p><p style=\"line-height:120%\">00:43 <bold>weak_greedy</bold>: Estimating errors ...</p><p style=\"line-height:120%\">00:43 <bold>weak_greedy</bold>: Maximum error after 15 extensions: 15.381873607887908 (mu = {diffusion: [0.8372264938401688, 0.04695233696488837, 0.17447427865126622, 0.04858973281373927, 0.1921950128267864, 0.004382382351871715]})</p><p style=\"line-height:120%\">00:43 <bold>weak_greedy</bold>: Extending surrogate for mu = {diffusion: [0.8372264938401688, 0.04695233696488837, 0.17447427865126622, 0.04858973281373927, 0.1921950128267864, 0.004382382351871715]} ...</p><p style=\"line-height:120%\">00:43 |   <bold>RBSurrogate</bold>: Computing solution snapshot for mu = {diffusion: [0.8372264938401688, 0.04695233696488837, 0.17447427865126622, 0.04858973281373927, 0.1921950128267864, 0.004382382351871715]} ...</p><p style=\"line-height:120%\">00:43 |   |   <bold>StationaryModel</bold>: Solving ThermalBlock((3, 2))_CG for {diffusion: [0.8372264938401688, 0.04695233696488837, 0.17447427865126622, 0.04858973281373927, 0.1921950128267864, 0.004382382351871715], input: } ...</p><p style=\"line-height:120%\">00:43 |   <bold>RBSurrogate</bold>: Extending basis with solution snapshot ...</p><p style=\"line-height:120%\">00:43 |   |   <bold>gram_schmidt</bold>: Orthonormalizing vector 15 again</p><p style=\"line-height:120%\">00:43 |   <bold>RBSurrogate</bold>: Reducing ...</p><p style=\"line-height:120%\">00:43 |   |   <bold>CoerciveRBReductor</bold>: Operator projection ...</p><p style=\"line-height:120%\">00:43 |   |   <bold>CoerciveRBReductor</bold>: Assembling error estimator ...</p><p style=\"line-height:120%\">00:43 |   |   |   <bold>ResidualReductor</bold>: Estimating residual range ...</p><p style=\"line-height:120%\">00:43 |   |   |   |   <bold>estimate_image_hierarchical</bold>: Estimating image for basis vector 15 ...</p><p style=\"line-height:120%\">00:43 |   |   |   |   <bold>estimate_image_hierarchical</bold>: Orthonormalizing ...</p><p style=\"line-height:120%\">00:43 |   |   |   |   |   <bold>gram_schmidt</bold>: Removing vector 85 of norm 3.3217866453466773e-18</p><p style=\"line-height:120%\">00:43 |   |   |   |   |   <bold>gram_schmidt</bold>: Orthonormalizing vector 86 again</p><p style=\"line-height:120%\">00:43 |   |   |   |   |   <bold>gram_schmidt</bold>: Orthonormalizing vector 87 again</p><p style=\"line-height:120%\">00:44 |   |   |   |   |   <bold>gram_schmidt</bold>: Orthonormalizing vector 88 again</p><p style=\"line-height:120%\">00:44 |   |   |   |   |   <bold>gram_schmidt</bold>: Orthonormalizing vector 89 again</p><p style=\"line-height:120%\">00:44 |   |   |   |   |   <bold>gram_schmidt</bold>: Orthonormalizing vector 90 again</p><p style=\"line-height:120%\">00:44 |   |   |   |   |   <bold>gram_schmidt</bold>: Orthonormalizing vector 91 again</p><p style=\"line-height:120%\">00:44 |   |   |   <bold>ResidualReductor</bold>: Projecting residual operator ...</p><p style=\"line-height:120%\">00:44 |   |   <bold>CoerciveRBReductor</bold>: Building ROM ...</p><p style=\"line-height:120%\">      </p><p style=\"line-height:120%\">00:44 <bold>weak_greedy</bold>: Estimating errors ...</p><p style=\"line-height:120%\">00:44 <bold>weak_greedy</bold>: Maximum error after 16 extensions: 14.671104664521666 (mu = {diffusion: [0.6441224486509068, 0.39739415081812013, 0.004500481811360215, 0.44663649206117007, 0.006157511318538703, 0.07509098945010995]})</p><p style=\"line-height:120%\">00:44 <bold>weak_greedy</bold>: Extending surrogate for mu = {diffusion: [0.6441224486509068, 0.39739415081812013, 0.004500481811360215, 0.44663649206117007, 0.006157511318538703, 0.07509098945010995]} ...</p><p style=\"line-height:120%\">00:44 |   <bold>RBSurrogate</bold>: Computing solution snapshot for mu = {diffusion: [0.6441224486509068, 0.39739415081812013, 0.004500481811360215, 0.44663649206117007, 0.006157511318538703, 0.07509098945010995]} ...</p><p style=\"line-height:120%\">00:44 |   |   <bold>StationaryModel</bold>: Solving ThermalBlock((3, 2))_CG for {diffusion: [0.6441224486509068, 0.39739415081812013, 0.004500481811360215, 0.44663649206117007, 0.006157511318538703, 0.07509098945010995], input: } ...</p><p style=\"line-height:120%\">00:45 |   <bold>RBSurrogate</bold>: Extending basis with solution snapshot ...</p><p style=\"line-height:120%\">00:45 |   |   <bold>gram_schmidt</bold>: Orthonormalizing vector 16 again</p><p style=\"line-height:120%\">00:45 |   <bold>RBSurrogate</bold>: Reducing ...</p><p style=\"line-height:120%\">00:45 |   |   <bold>CoerciveRBReductor</bold>: Operator projection ...</p><p style=\"line-height:120%\">00:45 |   |   <bold>CoerciveRBReductor</bold>: Assembling error estimator ...</p><p style=\"line-height:120%\">00:45 |   |   |   <bold>ResidualReductor</bold>: Estimating residual range ...</p><p style=\"line-height:120%\">00:45 |   |   |   |   <bold>estimate_image_hierarchical</bold>: Estimating image for basis vector 16 ...</p><p style=\"line-height:120%\">00:45 |   |   |   |   <bold>estimate_image_hierarchical</bold>: Orthonormalizing ...</p><p style=\"line-height:120%\">00:45 |   |   |   |   |   <bold>gram_schmidt</bold>: Removing vector 91 of norm 2.7305589309263703e-18</p><p style=\"line-height:120%\">00:45 |   |   |   |   |   <bold>gram_schmidt</bold>: Orthonormalizing vector 92 again</p><p style=\"line-height:120%\">00:45 |   |   |   |   |   <bold>gram_schmidt</bold>: Orthonormalizing vector 93 again</p><p style=\"line-height:120%\">00:45 |   |   |   |   |   <bold>gram_schmidt</bold>: Orthonormalizing vector 94 again</p><p style=\"line-height:120%\">00:45 |   |   |   |   |   <bold>gram_schmidt</bold>: Orthonormalizing vector 95 again</p><p style=\"line-height:120%\">00:45 |   |   |   |   |   <bold>gram_schmidt</bold>: Orthonormalizing vector 96 again</p><p style=\"line-height:120%\">00:45 |   |   |   |   |   <bold>gram_schmidt</bold>: Orthonormalizing vector 97 again</p><p style=\"line-height:120%\">00:45 |   |   |   <bold>ResidualReductor</bold>: Projecting residual operator ...</p><p style=\"line-height:120%\">00:45 |   |   <bold>CoerciveRBReductor</bold>: Building ROM ...</p><p style=\"line-height:120%\">      </p><p style=\"line-height:120%\">00:45 <bold>weak_greedy</bold>: Estimating errors ...</p><p style=\"line-height:120%\">00:46 <bold>weak_greedy</bold>: Maximum error after 17 extensions: 10.24408869486663 (mu = {diffusion: [0.9282458242473539, 0.41676243267215496, 0.003715883160462442, 0.06266485873457477, 0.10957637696824513, 0.09544391783754198]})</p><p style=\"line-height:120%\">00:46 <bold>weak_greedy</bold>: Extending surrogate for mu = {diffusion: [0.9282458242473539, 0.41676243267215496, 0.003715883160462442, 0.06266485873457477, 0.10957637696824513, 0.09544391783754198]} ...</p><p style=\"line-height:120%\">00:46 |   <bold>RBSurrogate</bold>: Computing solution snapshot for mu = {diffusion: [0.9282458242473539, 0.41676243267215496, 0.003715883160462442, 0.06266485873457477, 0.10957637696824513, 0.09544391783754198]} ...</p><p style=\"line-height:120%\">00:46 |   |   <bold>StationaryModel</bold>: Solving ThermalBlock((3, 2))_CG for {diffusion: [0.9282458242473539, 0.41676243267215496, 0.003715883160462442, 0.06266485873457477, 0.10957637696824513, 0.09544391783754198], input: } ...</p><p style=\"line-height:120%\">00:46 |   <bold>RBSurrogate</bold>: Extending basis with solution snapshot ...</p><p style=\"line-height:120%\">00:46 |   |   <bold>gram_schmidt</bold>: Orthonormalizing vector 17 again</p><p style=\"line-height:120%\">00:46 |   <bold>RBSurrogate</bold>: Reducing ...</p><p style=\"line-height:120%\">00:46 |   |   <bold>CoerciveRBReductor</bold>: Operator projection ...</p><p style=\"line-height:120%\">00:46 |   |   <bold>CoerciveRBReductor</bold>: Assembling error estimator ...</p><p style=\"line-height:120%\">00:46 |   |   |   <bold>ResidualReductor</bold>: Estimating residual range ...</p><p style=\"line-height:120%\">00:46 |   |   |   |   <bold>estimate_image_hierarchical</bold>: Estimating image for basis vector 17 ...</p><p style=\"line-height:120%\">00:46 |   |   |   |   <bold>estimate_image_hierarchical</bold>: Orthonormalizing ...</p><p style=\"line-height:120%\">00:46 |   |   |   |   |   <bold>gram_schmidt</bold>: Removing vector 97 of norm 4.856285662427177e-18</p><p style=\"line-height:120%\">00:46 |   |   |   |   |   <bold>gram_schmidt</bold>: Orthonormalizing vector 98 again</p><p style=\"line-height:120%\">00:46 |   |   |   |   |   <bold>gram_schmidt</bold>: Orthonormalizing vector 99 again</p><p style=\"line-height:120%\">00:46 |   |   |   |   |   <bold>gram_schmidt</bold>: Orthonormalizing vector 100 again</p><p style=\"line-height:120%\">00:46 |   |   |   |   |   <bold>gram_schmidt</bold>: Orthonormalizing vector 101 again</p><p style=\"line-height:120%\">00:46 |   |   |   |   |   <bold>gram_schmidt</bold>: Orthonormalizing vector 102 again</p><p style=\"line-height:120%\">00:46 |   |   |   |   |   <bold>gram_schmidt</bold>: Orthonormalizing vector 103 again</p><p style=\"line-height:120%\">00:47 |   |   |   <bold>ResidualReductor</bold>: Projecting residual operator ...</p><p style=\"line-height:120%\">00:47 |   |   <bold>CoerciveRBReductor</bold>: Building ROM ...</p><p style=\"line-height:120%\">      </p><p style=\"line-height:120%\">00:47 <bold>weak_greedy</bold>: Estimating errors ...</p><p style=\"line-height:120%\">00:47 <bold>weak_greedy</bold>: Maximum error after 18 extensions: 9.197904768692386 (mu = {diffusion: [0.5347632457509677, 0.014071322146520718, 0.002334981226922395, 0.5107095656767231, 0.3050250181978199, 0.18039341485057758]})</p><p style=\"line-height:120%\">00:47 <bold>weak_greedy</bold>: Extending surrogate for mu = {diffusion: [0.5347632457509677, 0.014071322146520718, 0.002334981226922395, 0.5107095656767231, 0.3050250181978199, 0.18039341485057758]} ...</p><p style=\"line-height:120%\">00:47 |   <bold>RBSurrogate</bold>: Computing solution snapshot for mu = {diffusion: [0.5347632457509677, 0.014071322146520718, 0.002334981226922395, 0.5107095656767231, 0.3050250181978199, 0.18039341485057758]} ...</p><p style=\"line-height:120%\">00:47 |   |   <bold>StationaryModel</bold>: Solving ThermalBlock((3, 2))_CG for {diffusion: [0.5347632457509677, 0.014071322146520718, 0.002334981226922395, 0.5107095656767231, 0.3050250181978199, 0.18039341485057758], input: } ...</p><p style=\"line-height:120%\">00:47 |   <bold>RBSurrogate</bold>: Extending basis with solution snapshot ...</p><p style=\"line-height:120%\">00:47 |   |   <bold>gram_schmidt</bold>: Orthonormalizing vector 18 again</p><p style=\"line-height:120%\">00:47 |   <bold>RBSurrogate</bold>: Reducing ...</p><p style=\"line-height:120%\">00:47 |   |   <bold>CoerciveRBReductor</bold>: Operator projection ...</p><p style=\"line-height:120%\">00:47 |   |   <bold>CoerciveRBReductor</bold>: Assembling error estimator ...</p><p style=\"line-height:120%\">00:47 |   |   |   <bold>ResidualReductor</bold>: Estimating residual range ...</p><p style=\"line-height:120%\">00:47 |   |   |   |   <bold>estimate_image_hierarchical</bold>: Estimating image for basis vector 18 ...</p><p style=\"line-height:120%\">00:47 |   |   |   |   <bold>estimate_image_hierarchical</bold>: Orthonormalizing ...</p><p style=\"line-height:120%\">00:47 |   |   |   |   |   <bold>gram_schmidt</bold>: Removing vector 103 of norm 7.344358872642773e-17</p><p style=\"line-height:120%\">00:47 |   |   |   |   |   <bold>gram_schmidt</bold>: Orthonormalizing vector 104 again</p><p style=\"line-height:120%\">00:48 |   |   |   |   |   <bold>gram_schmidt</bold>: Orthonormalizing vector 105 again</p><p style=\"line-height:120%\">00:48 |   |   |   |   |   <bold>gram_schmidt</bold>: Orthonormalizing vector 106 again</p><p style=\"line-height:120%\">00:48 |   |   |   |   |   <bold>gram_schmidt</bold>: Orthonormalizing vector 107 again</p><p style=\"line-height:120%\">00:48 |   |   |   |   |   <bold>gram_schmidt</bold>: Orthonormalizing vector 108 again</p><p style=\"line-height:120%\">00:48 |   |   |   |   |   <bold>gram_schmidt</bold>: Orthonormalizing vector 109 again</p><p style=\"line-height:120%\">00:48 |   |   |   <bold>ResidualReductor</bold>: Projecting residual operator ...</p><p style=\"line-height:120%\">00:48 |   |   <bold>CoerciveRBReductor</bold>: Building ROM ...</p><p style=\"line-height:120%\">      </p><p style=\"line-height:120%\">00:48 <bold>weak_greedy</bold>: Estimating errors ...</p><p style=\"line-height:120%\">00:49 <bold>weak_greedy</bold>: Maximum error after 19 extensions: 5.762365202091082 (mu = {diffusion: [0.633142426490929, 0.1897274169099698, 0.9194049846753067, 0.10318916013830143, 0.006977323233229621, 0.8549596341176702]})</p><p style=\"line-height:120%\">00:49 <bold>weak_greedy</bold>: Extending surrogate for mu = {diffusion: [0.633142426490929, 0.1897274169099698, 0.9194049846753067, 0.10318916013830143, 0.006977323233229621, 0.8549596341176702]} ...</p><p style=\"line-height:120%\">00:49 |   <bold>RBSurrogate</bold>: Computing solution snapshot for mu = {diffusion: [0.633142426490929, 0.1897274169099698, 0.9194049846753067, 0.10318916013830143, 0.006977323233229621, 0.8549596341176702]} ...</p><p style=\"line-height:120%\">00:49 |   |   <bold>StationaryModel</bold>: Solving ThermalBlock((3, 2))_CG for {diffusion: [0.633142426490929, 0.1897274169099698, 0.9194049846753067, 0.10318916013830143, 0.006977323233229621, 0.8549596341176702], input: } ...</p><p style=\"line-height:120%\">00:49 |   <bold>RBSurrogate</bold>: Extending basis with solution snapshot ...</p><p style=\"line-height:120%\">00:49 |   |   <bold>gram_schmidt</bold>: Orthonormalizing vector 19 again</p><p style=\"line-height:120%\">00:49 |   <bold>RBSurrogate</bold>: Reducing ...</p><p style=\"line-height:120%\">00:49 |   |   <bold>CoerciveRBReductor</bold>: Operator projection ...</p><p style=\"line-height:120%\">00:49 |   |   <bold>CoerciveRBReductor</bold>: Assembling error estimator ...</p><p style=\"line-height:120%\">00:49 |   |   |   <bold>ResidualReductor</bold>: Estimating residual range ...</p><p style=\"line-height:120%\">00:49 |   |   |   |   <bold>estimate_image_hierarchical</bold>: Estimating image for basis vector 19 ...</p><p style=\"line-height:120%\">00:49 |   |   |   |   <bold>estimate_image_hierarchical</bold>: Orthonormalizing ...</p><p style=\"line-height:120%\">00:49 |   |   |   |   |   <bold>gram_schmidt</bold>: Removing vector 109 of norm 2.1114107104377405e-17</p><p style=\"line-height:120%\">00:49 |   |   |   |   |   <bold>gram_schmidt</bold>: Orthonormalizing vector 110 again</p><p style=\"line-height:120%\">00:49 |   |   |   |   |   <bold>gram_schmidt</bold>: Orthonormalizing vector 111 again</p><p style=\"line-height:120%\">00:49 |   |   |   |   |   <bold>gram_schmidt</bold>: Orthonormalizing vector 112 again</p><p style=\"line-height:120%\">00:49 |   |   |   |   |   <bold>gram_schmidt</bold>: Orthonormalizing vector 113 again</p><p style=\"line-height:120%\">00:49 |   |   |   |   |   <bold>gram_schmidt</bold>: Orthonormalizing vector 114 again</p><p style=\"line-height:120%\">00:49 |   |   |   |   |   <bold>gram_schmidt</bold>: Orthonormalizing vector 115 again</p><p style=\"line-height:120%\">00:49 |   |   |   <bold>ResidualReductor</bold>: Projecting residual operator ...</p><p style=\"line-height:120%\">00:49 |   |   <bold>CoerciveRBReductor</bold>: Building ROM ...</p><p style=\"line-height:120%\">      </p><p style=\"line-height:120%\">00:49 <bold>weak_greedy</bold>: Estimating errors ...</p><p style=\"line-height:120%\">00:50 <bold>weak_greedy</bold>: Maximum error after 20 extensions: 4.893504368271335 (mu = {diffusion: [0.002029514902552125, 0.9529334977469517, 0.02007792623738967, 0.4186442669419782, 0.7175058382120588, 0.9146077844473245]})</p><p style=\"line-height:120%\">00:50 <bold>weak_greedy</bold>: Extending surrogate for mu = {diffusion: [0.002029514902552125, 0.9529334977469517, 0.02007792623738967, 0.4186442669419782, 0.7175058382120588, 0.9146077844473245]} ...</p><p style=\"line-height:120%\">00:50 |   <bold>RBSurrogate</bold>: Computing solution snapshot for mu = {diffusion: [0.002029514902552125, 0.9529334977469517, 0.02007792623738967, 0.4186442669419782, 0.7175058382120588, 0.9146077844473245]} ...</p><p style=\"line-height:120%\">00:50 |   |   <bold>StationaryModel</bold>: Solving ThermalBlock((3, 2))_CG for {diffusion: [0.002029514902552125, 0.9529334977469517, 0.02007792623738967, 0.4186442669419782, 0.7175058382120588, 0.9146077844473245], input: } ...</p><p style=\"line-height:120%\">00:50 |   <bold>RBSurrogate</bold>: Extending basis with solution snapshot ...</p><p style=\"line-height:120%\">00:50 |   |   <bold>gram_schmidt</bold>: Orthonormalizing vector 20 again</p><p style=\"line-height:120%\">00:50 |   <bold>RBSurrogate</bold>: Reducing ...</p><p style=\"line-height:120%\">00:50 |   |   <bold>CoerciveRBReductor</bold>: Operator projection ...</p><p style=\"line-height:120%\">00:50 |   |   <bold>CoerciveRBReductor</bold>: Assembling error estimator ...</p><p style=\"line-height:120%\">00:50 |   |   |   <bold>ResidualReductor</bold>: Estimating residual range ...</p><p style=\"line-height:120%\">00:50 |   |   |   |   <bold>estimate_image_hierarchical</bold>: Estimating image for basis vector 20 ...</p><p style=\"line-height:120%\">00:50 |   |   |   |   <bold>estimate_image_hierarchical</bold>: Orthonormalizing ...</p><p style=\"line-height:120%\">00:50 |   |   |   |   |   <bold>gram_schmidt</bold>: Removing vector 115 of norm 4.56465089909177e-17</p><p style=\"line-height:120%\">00:50 |   |   |   |   |   <bold>gram_schmidt</bold>: Orthonormalizing vector 116 again</p><p style=\"line-height:120%\">00:50 |   |   |   |   |   <bold>gram_schmidt</bold>: Orthonormalizing vector 117 again</p><p style=\"line-height:120%\">00:51 |   |   |   |   |   <bold>gram_schmidt</bold>: Orthonormalizing vector 118 again</p><p style=\"line-height:120%\">00:51 |   |   |   |   |   <bold>gram_schmidt</bold>: Orthonormalizing vector 119 again</p><p style=\"line-height:120%\">00:51 |   |   |   |   |   <bold>gram_schmidt</bold>: Orthonormalizing vector 120 again</p><p style=\"line-height:120%\">00:51 |   |   |   |   |   <bold>gram_schmidt</bold>: Orthonormalizing vector 121 again</p><p style=\"line-height:120%\">00:51 |   |   |   <bold>ResidualReductor</bold>: Projecting residual operator ...</p><p style=\"line-height:120%\">00:51 |   |   <bold>CoerciveRBReductor</bold>: Building ROM ...</p><p style=\"line-height:120%\">      </p><p style=\"line-height:120%\">00:51 <bold>weak_greedy</bold>: Estimating errors ...</p><p style=\"line-height:120%\">00:52 <bold>weak_greedy</bold>: Maximum error after 21 extensions: 3.738972202755184 (mu = {diffusion: [0.0028070029484195797, 0.29882919471557, 0.5550867808240425, 0.33416045027398733, 0.27211798465875164, 0.46009148115472226]})</p><p style=\"line-height:120%\">00:52 <bold>weak_greedy</bold>: Extending surrogate for mu = {diffusion: [0.0028070029484195797, 0.29882919471557, 0.5550867808240425, 0.33416045027398733, 0.27211798465875164, 0.46009148115472226]} ...</p><p style=\"line-height:120%\">00:52 |   <bold>RBSurrogate</bold>: Computing solution snapshot for mu = {diffusion: [0.0028070029484195797, 0.29882919471557, 0.5550867808240425, 0.33416045027398733, 0.27211798465875164, 0.46009148115472226]} ...</p><p style=\"line-height:120%\">00:52 |   |   <bold>StationaryModel</bold>: Solving ThermalBlock((3, 2))_CG for {diffusion: [0.0028070029484195797, 0.29882919471557, 0.5550867808240425, 0.33416045027398733, 0.27211798465875164, 0.46009148115472226], input: } ...</p><p style=\"line-height:120%\">00:52 |   <bold>RBSurrogate</bold>: Extending basis with solution snapshot ...</p><p style=\"line-height:120%\">00:52 |   |   <bold>gram_schmidt</bold>: Orthonormalizing vector 21 again</p><p style=\"line-height:120%\">00:52 |   <bold>RBSurrogate</bold>: Reducing ...</p><p style=\"line-height:120%\">00:52 |   |   <bold>CoerciveRBReductor</bold>: Operator projection ...</p><p style=\"line-height:120%\">00:52 |   |   <bold>CoerciveRBReductor</bold>: Assembling error estimator ...</p><p style=\"line-height:120%\">00:52 |   |   |   <bold>ResidualReductor</bold>: Estimating residual range ...</p><p style=\"line-height:120%\">00:52 |   |   |   |   <bold>estimate_image_hierarchical</bold>: Estimating image for basis vector 21 ...</p><p style=\"line-height:120%\">00:52 |   |   |   |   <bold>estimate_image_hierarchical</bold>: Orthonormalizing ...</p><p style=\"line-height:120%\">00:52 |   |   |   |   |   <bold>gram_schmidt</bold>: Removing vector 121 of norm 3.1549147207394957e-17</p><p style=\"line-height:120%\">00:52 |   |   |   |   |   <bold>gram_schmidt</bold>: Orthonormalizing vector 122 again</p><p style=\"line-height:120%\">00:52 |   |   |   |   |   <bold>gram_schmidt</bold>: Orthonormalizing vector 123 again</p><p style=\"line-height:120%\">00:52 |   |   |   |   |   <bold>gram_schmidt</bold>: Orthonormalizing vector 124 again</p><p style=\"line-height:120%\">00:52 |   |   |   |   |   <bold>gram_schmidt</bold>: Orthonormalizing vector 125 again</p><p style=\"line-height:120%\">00:52 |   |   |   |   |   <bold>gram_schmidt</bold>: Orthonormalizing vector 126 again</p><p style=\"line-height:120%\">00:52 |   |   |   |   |   <bold>gram_schmidt</bold>: Orthonormalizing vector 127 again</p><p style=\"line-height:120%\">00:52 |   |   |   <bold>ResidualReductor</bold>: Projecting residual operator ...</p><p style=\"line-height:120%\">00:52 |   |   <bold>CoerciveRBReductor</bold>: Building ROM ...</p><p style=\"line-height:120%\">      </p><p style=\"line-height:120%\">00:52 <bold>weak_greedy</bold>: Estimating errors ...</p><p style=\"line-height:120%\">00:53 <bold>weak_greedy</bold>: Maximum error after 22 extensions: 3.188418976524609 (mu = {diffusion: [0.04905881345229692, 0.23461169692625444, 0.6219355835979082, 0.8581394920943607, 0.004599674927165157, 0.5146778791821381]})</p><p style=\"line-height:120%\">00:53 <bold>weak_greedy</bold>: Extending surrogate for mu = {diffusion: [0.04905881345229692, 0.23461169692625444, 0.6219355835979082, 0.8581394920943607, 0.004599674927165157, 0.5146778791821381]} ...</p><p style=\"line-height:120%\">00:53 |   <bold>RBSurrogate</bold>: Computing solution snapshot for mu = {diffusion: [0.04905881345229692, 0.23461169692625444, 0.6219355835979082, 0.8581394920943607, 0.004599674927165157, 0.5146778791821381]} ...</p><p style=\"line-height:120%\">00:53 |   |   <bold>StationaryModel</bold>: Solving ThermalBlock((3, 2))_CG for {diffusion: [0.04905881345229692, 0.23461169692625444, 0.6219355835979082, 0.8581394920943607, 0.004599674927165157, 0.5146778791821381], input: } ...</p><p style=\"line-height:120%\">00:53 |   <bold>RBSurrogate</bold>: Extending basis with solution snapshot ...</p><p style=\"line-height:120%\">00:53 |   |   <bold>gram_schmidt</bold>: Orthonormalizing vector 22 again</p><p style=\"line-height:120%\">00:53 |   <bold>RBSurrogate</bold>: Reducing ...</p><p style=\"line-height:120%\">00:53 |   |   <bold>CoerciveRBReductor</bold>: Operator projection ...</p><p style=\"line-height:120%\">00:53 |   |   <bold>CoerciveRBReductor</bold>: Assembling error estimator ...</p><p style=\"line-height:120%\">00:53 |   |   |   <bold>ResidualReductor</bold>: Estimating residual range ...</p><p style=\"line-height:120%\">00:53 |   |   |   |   <bold>estimate_image_hierarchical</bold>: Estimating image for basis vector 22 ...</p><p style=\"line-height:120%\">00:53 |   |   |   |   <bold>estimate_image_hierarchical</bold>: Orthonormalizing ...</p><p style=\"line-height:120%\">00:53 |   |   |   |   |   <bold>gram_schmidt</bold>: Removing vector 127 of norm 7.814422410486498e-18</p><p style=\"line-height:120%\">00:53 |   |   |   |   |   <bold>gram_schmidt</bold>: Orthonormalizing vector 128 again</p><p style=\"line-height:120%\">00:53 |   |   |   |   |   <bold>gram_schmidt</bold>: Orthonormalizing vector 129 again</p><p style=\"line-height:120%\">00:54 |   |   |   |   |   <bold>gram_schmidt</bold>: Orthonormalizing vector 130 again</p><p style=\"line-height:120%\">00:54 |   |   |   |   |   <bold>gram_schmidt</bold>: Orthonormalizing vector 131 again</p><p style=\"line-height:120%\">00:54 |   |   |   |   |   <bold>gram_schmidt</bold>: Orthonormalizing vector 132 again</p><p style=\"line-height:120%\">00:54 |   |   |   |   |   <bold>gram_schmidt</bold>: Orthonormalizing vector 133 again</p><p style=\"line-height:120%\">00:54 |   |   |   <bold>ResidualReductor</bold>: Projecting residual operator ...</p><p style=\"line-height:120%\">00:54 |   |   <bold>CoerciveRBReductor</bold>: Building ROM ...</p><p style=\"line-height:120%\">      </p><p style=\"line-height:120%\">00:54 <bold>weak_greedy</bold>: Estimating errors ...</p><p style=\"line-height:120%\">00:55 <bold>weak_greedy</bold>: Maximum error after 23 extensions: 3.116573578930102 (mu = {diffusion: [0.06285700160280983, 0.0038251355268129695, 0.3248196412291643, 0.5895716414773091, 0.4552848246163922, 0.3018391215896441]})</p><p style=\"line-height:120%\">00:55 <bold>weak_greedy</bold>: Extending surrogate for mu = {diffusion: [0.06285700160280983, 0.0038251355268129695, 0.3248196412291643, 0.5895716414773091, 0.4552848246163922, 0.3018391215896441]} ...</p><p style=\"line-height:120%\">00:55 |   <bold>RBSurrogate</bold>: Computing solution snapshot for mu = {diffusion: [0.06285700160280983, 0.0038251355268129695, 0.3248196412291643, 0.5895716414773091, 0.4552848246163922, 0.3018391215896441]} ...</p><p style=\"line-height:120%\">00:55 |   |   <bold>StationaryModel</bold>: Solving ThermalBlock((3, 2))_CG for {diffusion: [0.06285700160280983, 0.0038251355268129695, 0.3248196412291643, 0.5895716414773091, 0.4552848246163922, 0.3018391215896441], input: } ...</p><p style=\"line-height:120%\">00:55 |   <bold>RBSurrogate</bold>: Extending basis with solution snapshot ...</p><p style=\"line-height:120%\">00:55 |   |   <bold>gram_schmidt</bold>: Orthonormalizing vector 23 again</p><p style=\"line-height:120%\">00:55 |   <bold>RBSurrogate</bold>: Reducing ...</p><p style=\"line-height:120%\">00:55 |   |   <bold>CoerciveRBReductor</bold>: Operator projection ...</p><p style=\"line-height:120%\">00:55 |   |   <bold>CoerciveRBReductor</bold>: Assembling error estimator ...</p><p style=\"line-height:120%\">00:55 |   |   |   <bold>ResidualReductor</bold>: Estimating residual range ...</p><p style=\"line-height:120%\">00:55 |   |   |   |   <bold>estimate_image_hierarchical</bold>: Estimating image for basis vector 23 ...</p><p style=\"line-height:120%\">00:55 |   |   |   |   <bold>estimate_image_hierarchical</bold>: Orthonormalizing ...</p><p style=\"line-height:120%\">00:55 |   |   |   |   |   <bold>gram_schmidt</bold>: Removing vector 133 of norm 4.835424665915279e-17</p><p style=\"line-height:120%\">00:55 |   |   |   |   |   <bold>gram_schmidt</bold>: Orthonormalizing vector 134 again</p><p style=\"line-height:120%\">00:55 |   |   |   |   |   <bold>gram_schmidt</bold>: Orthonormalizing vector 135 again</p><p style=\"line-height:120%\">00:55 |   |   |   |   |   <bold>gram_schmidt</bold>: Orthonormalizing vector 136 again</p><p style=\"line-height:120%\">00:55 |   |   |   |   |   <bold>gram_schmidt</bold>: Orthonormalizing vector 137 again</p><p style=\"line-height:120%\">00:55 |   |   |   |   |   <bold>gram_schmidt</bold>: Orthonormalizing vector 138 again</p><p style=\"line-height:120%\">00:55 |   |   |   |   |   <bold>gram_schmidt</bold>: Orthonormalizing vector 139 again</p><p style=\"line-height:120%\">00:56 |   |   |   <bold>ResidualReductor</bold>: Projecting residual operator ...</p><p style=\"line-height:120%\">00:56 |   |   <bold>CoerciveRBReductor</bold>: Building ROM ...</p><p style=\"line-height:120%\">      </p><p style=\"line-height:120%\">00:56 <bold>weak_greedy</bold>: Estimating errors ...</p><p style=\"line-height:120%\">00:56 <bold>weak_greedy</bold>: Maximum error after 24 extensions: 2.042639036747731 (mu = {diffusion: [0.02611480181121485, 0.8362161309826796, 0.07683275251704129, 0.19470874878376176, 0.003993756966494499, 0.4453121798654871]})</p><p style=\"line-height:120%\">00:56 <bold>weak_greedy</bold>: Extending surrogate for mu = {diffusion: [0.02611480181121485, 0.8362161309826796, 0.07683275251704129, 0.19470874878376176, 0.003993756966494499, 0.4453121798654871]} ...</p><p style=\"line-height:120%\">00:56 |   <bold>RBSurrogate</bold>: Computing solution snapshot for mu = {diffusion: [0.02611480181121485, 0.8362161309826796, 0.07683275251704129, 0.19470874878376176, 0.003993756966494499, 0.4453121798654871]} ...</p><p style=\"line-height:120%\">00:56 |   |   <bold>StationaryModel</bold>: Solving ThermalBlock((3, 2))_CG for {diffusion: [0.02611480181121485, 0.8362161309826796, 0.07683275251704129, 0.19470874878376176, 0.003993756966494499, 0.4453121798654871], input: } ...</p><p style=\"line-height:120%\">00:56 |   <bold>RBSurrogate</bold>: Extending basis with solution snapshot ...</p><p style=\"line-height:120%\">00:56 |   |   <bold>gram_schmidt</bold>: Orthonormalizing vector 24 again</p><p style=\"line-height:120%\">00:56 |   <bold>RBSurrogate</bold>: Reducing ...</p><p style=\"line-height:120%\">00:56 |   |   <bold>CoerciveRBReductor</bold>: Operator projection ...</p><p style=\"line-height:120%\">00:56 |   |   <bold>CoerciveRBReductor</bold>: Assembling error estimator ...</p><p style=\"line-height:120%\">00:56 |   |   |   <bold>ResidualReductor</bold>: Estimating residual range ...</p><p style=\"line-height:120%\">00:56 |   |   |   |   <bold>estimate_image_hierarchical</bold>: Estimating image for basis vector 24 ...</p><p style=\"line-height:120%\">00:56 |   |   |   |   <bold>estimate_image_hierarchical</bold>: Orthonormalizing ...</p><p style=\"line-height:120%\">00:56 |   |   |   |   |   <bold>gram_schmidt</bold>: Removing vector 139 of norm 6.109362377554001e-17</p><p style=\"line-height:120%\">00:57 |   |   |   |   |   <bold>gram_schmidt</bold>: Orthonormalizing vector 140 again</p><p style=\"line-height:120%\">00:57 |   |   |   |   |   <bold>gram_schmidt</bold>: Orthonormalizing vector 141 again</p><p style=\"line-height:120%\">00:57 |   |   |   |   |   <bold>gram_schmidt</bold>: Orthonormalizing vector 142 again</p><p style=\"line-height:120%\">00:57 |   |   |   |   |   <bold>gram_schmidt</bold>: Orthonormalizing vector 143 again</p><p style=\"line-height:120%\">00:57 |   |   |   |   |   <bold>gram_schmidt</bold>: Orthonormalizing vector 144 again</p><p style=\"line-height:120%\">00:57 |   |   |   |   |   <bold>gram_schmidt</bold>: Orthonormalizing vector 145 again</p><p style=\"line-height:120%\">00:57 |   |   |   <bold>ResidualReductor</bold>: Projecting residual operator ...</p><p style=\"line-height:120%\">00:57 |   |   <bold>CoerciveRBReductor</bold>: Building ROM ...</p><p style=\"line-height:120%\">      </p><p style=\"line-height:120%\">00:57 <bold>weak_greedy</bold>: Maximum number of 25 extensions reached.</p><p style=\"line-height:120%\">00:57 <bold>weak_greedy</bold>: Greedy search took 29.77931797400015 seconds</p>"
      }
     },
     "1d8bec6fa04e459c86de549067817d30": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.5.0",
      "model_name": "DescriptionStyleModel",
      "state": {
       "_model_module": "@jupyter-widgets/controls",
       "_model_module_version": "1.5.0",
       "_model_name": "DescriptionStyleModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/base",
       "_view_module_version": "1.2.0",
       "_view_name": "StyleView",
       "description_width": ""
      }
     },
     "1dbc64f18f3248ab87d538ab8245f93c": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.5.0",
      "model_name": "HTMLModel",
      "state": {
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0.3875396311922714, 0.2883992711198511], input: } ...</p><p style=\"line-height:120%\">00:06 <bold>StationaryModel</bold>: Solving ThermalBlock((3, 2))_CG for {diffusion: [0.682527254424578, 0.13983850836094885, 0.1999882116548608, 0.007461533524030412, 0.7869456850643882, 0.6648843715063729], input: } ...</p><p style=\"line-height:120%\">00:06 <bold>StationaryModel</bold>: Solving ThermalBlock((3, 2))_CG for {diffusion: [0.7051948620884725, 0.7807509581188657, 0.45896988396078614, 0.5687843218332984, 0.13988301842784467, 0.11461862052861985], input: } ...</p><p style=\"line-height:120%\">00:06 <bold>StationaryModel</bold>: Solving ThermalBlock((3, 2))_CG for {diffusion: [0.6684361214942925, 0.4711490965225182, 0.5652795828705407, 0.765022357530284, 0.6347548481685907, 0.55362404271793], input: } ...</p><p style=\"line-height:120%\">00:06 <bold>StationaryModel</bold>: Solving ThermalBlock((3, 2))_CG for {diffusion: [0.559251240029339, 0.3040197030528059, 0.03091475278448261, 0.43677371749343913, 0.21466321435224725, 0.4085877908602637], input: } ...</p><p style=\"line-height:120%\">00:06 <bold>StationaryModel</bold>: Solving ThermalBlock((3, 2))_CG for {diffusion: [0.8534177329608393, 0.2340160919167542, 0.05839691141489711, 0.28145575363279435, 0.29366439839090697, 0.6619503230754223], input: } ...</p><p style=\"line-height:120%\">00:07 <bold>StationaryModel</bold>: Solving ThermalBlock((3, 2))_CG for {diffusion: [0.5570764491260443, 0.7839198192855028, 0.6643471089733548, 0.4064462227539265, 0.814038982627568, 0.16705622261571312], input: } ...</p><p style=\"line-height:120%\">00:07 <bold>StationaryModel</bold>: Solving ThermalBlock((3, 2))_CG for {diffusion: [0.02280980192654709, 0.0901388559895642, 0.7223871146613906, 0.46193104252836226, 0.16135565185569842, 0.5010946706258532], input: } ...</p><p style=\"line-height:120%\">00:07 <bold>StationaryModel</bold>: Solving ThermalBlock((3, 2))_CG for {diffusion: [0.1523968715028971, 0.6963507430402283, 0.44621165994647327, 0.38108312397387284, 0.3015819379389617, 0.6303195648595765], input: } ...</p><p style=\"line-height:120%\">00:07 <bold>StationaryModel</bold>: Solving ThermalBlock((3, 2))_CG for {diffusion: [0.3618764292923351, 0.08774115432416939, 0.11809410153030327, 0.9619014747830595, 0.9085898326385363, 0.6997371630973684], input: } ...</p><p style=\"line-height:120%\">00:07 <bold>StationaryModel</bold>: Solving ThermalBlock((3, 2))_CG for {diffusion: [0.2659433744633736, 0.9691794597099891, 0.778773028875398, 0.7169185001400797, 0.44941656599357427, 0.2723143376889745], input: } ...</p><p style=\"line-height:120%\">00:07 <bold>StationaryModel</bold>: Solving ThermalBlock((3, 2))_CG for {diffusion: [0.09648132305728395, 0.9026121363041872, 0.45583071220462773, 0.2024431284587508, 0.3060260284882374, 0.5792616469850018], input: } ...</p><p style=\"line-height:120%\">00:07 <bold>StationaryModel</bold>: Solving ThermalBlock((3, 2))_CG for {diffusion: [0.1768551056609378, 0.8566286226639662, 0.7585436778822265, 0.7194910096553417, 0.4321498304711262, 0.6273461098183729], input: } ...</p><p style=\"line-height:120%\">00:07 <bold>StationaryModel</bold>: Solving ThermalBlock((3, 2))_CG for {diffusion: [0.5841395591158443, 0.6498816168946645, 0.0845358767077751, 0.4158658214303926, 0.04171001244450629, 0.49404142016259445], input: } ...</p><p style=\"line-height:120%\">00:07 <bold>StationaryModel</bold>: Solving ThermalBlock((3, 2))_CG for {diffusion: [0.32992822621155204, 0.1446097364471603, 0.10349262742577939, 0.5876858077204943, 0.1706759092400324, 0.9251276063649595], input: } ...</p><p style=\"line-height:120%\">00:08 <bold>StationaryModel</bold>: Solving ThermalBlock((3, 2))_CG for {diffusion: [0.5811030335864249, 0.34693511755438355, 0.5909563999322686, 0.02290159064259453, 0.9585633573201212, 0.48235520659920594], input: } ...</p><p style=\"line-height:120%\">00:08 <bold>StationaryModel</bold>: Solving ThermalBlock((3, 2))_CG for {diffusion: [0.7827569537275612, 0.08282172692244633, 0.4867096650050765, 0.49075792365508547, 0.9378326723294853, 0.5717708795708377], input: } ...</p><p style=\"line-height:120%\">00:08 <bold>StationaryModel</bold>: Solving ThermalBlock((3, 2))_CG for {diffusion: [0.47354205211684813, 0.2670489655255844, 0.3316358404428179, 0.5207203352312906, 0.4389675691590162, 0.021709918672342392], input: } ...</p>"
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       "value": "<p style=\"line-height:120%\">00:58 <bold>StationaryModel</bold>: Solving ThermalBlock((3, 2))_CG for {diffusion: [0.4513353735157905, 0.043236668996930315, 0.004045565431191776, 0.9315057895807453, 0.6893679269018341, 0.5618907623712623], input: } ...</p><p style=\"line-height:120%\">00:58 <bold>StationaryModel</bold>: Solving ThermalBlock((3, 2))_CG for {diffusion: [0.34116792921911554, 0.5705809608836057, 0.8915866187606979, 0.6524148959304702, 0.6025217497537089, 0.46025848252138085], input: } ...</p><p style=\"line-height:120%\">00:58 <bold>StationaryModel</bold>: Solving ThermalBlock((3, 2))_CG for {diffusion: [0.3457624609477929, 0.6985772592103195, 0.9809828429217127, 0.42481521775123804, 0.3922659834937994, 0.428170661017806], input: } ...</p><p style=\"line-height:120%\">00:58 <bold>StationaryModel</bold>: Solving ThermalBlock((3, 2))_CG for {diffusion: [0.42560141365291654, 0.9906257108911583, 0.7068075796835898, 0.3592485307656706, 0.3715652235893399, 0.4308538450515813], input: } ...</p><p style=\"line-height:120%\">00:58 <bold>StationaryModel</bold>: Solving ThermalBlock((3, 2))_CG for {diffusion: [0.036808516361691655, 0.5278636203810478, 0.8113998134276124, 0.6606017364281899, 0.19850100467686543, 0.7280614379542321], input: } ...</p><p style=\"line-height:120%\">00:58 <bold>StationaryModel</bold>: Solving ThermalBlock((3, 2))_CG for {diffusion: [0.7194866604713971, 0.26261296172743215, 0.6229123693912494, 0.610987938218624, 0.8398036450937959, 0.1361587046022579], input: } ...</p><p style=\"line-height:120%\">00:58 <bold>StationaryModel</bold>: Solving ThermalBlock((3, 2))_CG for {diffusion: [0.19491902066107158, 0.48602090681742843, 0.0442407343774178, 0.4156526381819464, 0.7882402200955233, 0.1487995225445998], input: } ...</p><p style=\"line-height:120%\">00:59 <bold>StationaryModel</bold>: Solving ThermalBlock((3, 2))_CG for {diffusion: [0.46000274206283115, 0.9897702564591063, 0.5059694214235219, 0.49837399173967833, 0.5588377043657957, 0.1860857698957079], input: } ...</p><p style=\"line-height:120%\">00:59 <bold>StationaryModel</bold>: Solving ThermalBlock((3, 2))_CG for {diffusion: [0.14724916629767568, 0.677386893652197, 0.3958272332247796, 0.2899776375526542, 0.0314884807579056, 0.8460658921287646], input: } ...</p><p style=\"line-height:120%\">00:59 <bold>StationaryModel</bold>: Solving ThermalBlock((3, 2))_CG for {diffusion: [0.03242563295824826, 0.750008125770911, 0.3820503601426811, 0.5987279417235997, 0.2477532328900933, 0.1554841262654499], input: } ...</p><p style=\"line-height:120%\">00:59 <bold>StationaryModel</bold>: Solving ThermalBlock((3, 2))_CG for {diffusion: [0.5334346620348639, 0.6956481331846482, 0.19557374561565202, 0.4364153115378209, 0.4447105047943665, 0.21605755116455486], input: } ...</p><p style=\"line-height:120%\">00:59 <bold>StationaryModel</bold>: Solving ThermalBlock((3, 2))_CG for {diffusion: [0.5650929413075059, 0.14602109321302248, 0.5097981984012482, 0.1135201682148629, 0.4855938546142519, 0.31166789497006925], input: } ...</p><p style=\"line-height:120%\">00:59 <bold>StationaryModel</bold>: Solving ThermalBlock((3, 2))_CG for {diffusion: [0.45230106745232684, 0.43380598450722985, 0.9079423295063109, 0.4899866063964671, 0.8185170539864867, 0.22572982767242405], input: } ...</p><p style=\"line-height:120%\">00:59 <bold>StationaryModel</bold>: Solving ThermalBlock((3, 2))_CG for {diffusion: [0.3521475863547954, 0.0751818716951276, 0.42080572004201144, 0.6687330170862235, 0.8381832174059852, 0.5659583203079753], input: } ...</p><p style=\"line-height:120%\">00:59 <bold>StationaryModel</bold>: Solving ThermalBlock((3, 2))_CG for {diffusion: [0.6401086623261192, 0.17734935090918644, 0.037302317629616034, 0.7917089763627982, 0.16712150362054226, 0.09126041857919916], input: } ...</p><p style=\"line-height:120%\">00:59 <bold>StationaryModel</bold>: Solving ThermalBlock((3, 2))_CG for {diffusion: [0.9375685646745047, 0.9635250119227706, 0.6162956658733344, 0.3786994089600247, 0.8332562170099556, 0.20479948733947886], input: } ...</p><p style=\"line-height:120%\">00:59 <bold>StationaryModel</bold>: Solving ThermalBlock((3, 2))_CG for {diffusion: [0.42944938819693895, 0.35708159727070166, 0.9127087207426074, 0.9197854376207374, 0.650920837731034, 0.1108290662586646], input: } ...</p><p style=\"line-height:120%\">01:00 <bold>StationaryModel</bold>: Solving ThermalBlock((3, 2))_CG for {diffusion: [0.48224457037933666, 0.24540383338743432, 0.8849271716181635, 0.13848895873630027, 0.05440484483312129, 0.7044585906467232], input: } ...</p><p style=\"line-height:120%\">01:00 <bold>StationaryModel</bold>: Solving ThermalBlock((3, 2))_CG for {diffusion: [0.4533407463606561, 0.8383810511143241, 0.07472216820619483, 0.8010960249945817, 0.03743101936887391, 0.028167204912765576], input: } ...</p><p style=\"line-height:120%\">01:00 <bold>StationaryModel</bold>: Solving ThermalBlock((3, 2))_CG for {diffusion: [0.4613696201558566, 0.22136916055168374, 0.59375933513583, 0.025914412512049286, 0.03548600340874224, 0.7271757813223232], input: } ...</p><p style=\"line-height:120%\">01:00 <bold>StationaryModel</bold>: Solving ThermalBlock((3, 2))_CG for {diffusion: [0.21024414597606242, 0.6564514819483674, 0.7499471692846085, 0.05942523260839495, 0.7697769790687928, 0.26849437583948993], input: } ...</p><p style=\"line-height:120%\">01:00 <bold>StationaryModel</bold>: Solving ThermalBlock((3, 2))_CG for {diffusion: [0.38960700360392825, 0.08673052837608716, 0.8386461203665162, 0.5607727134471314, 0.5047148113193874, 0.9685579554216653], input: } ...</p><p style=\"line-height:120%\">01:00 <bold>StationaryModel</bold>: Solving ThermalBlock((3, 2))_CG for {diffusion: [0.3345723093646767, 0.8907902085480484, 0.7197159122764978, 0.9285352830386537, 0.9078112725571835, 0.991030702045567], input: } ...</p><p style=\"line-height:120%\">01:00 <bold>StationaryModel</bold>: Solving ThermalBlock((3, 2))_CG for {diffusion: [0.13176358436195384, 0.7960367904523858, 0.8045139055120084, 0.644409090825669, 0.27893307214237817, 0.9651517568011523], input: } ...</p><p style=\"line-height:120%\">01:00 <bold>StationaryModel</bold>: Solving ThermalBlock((3, 2))_CG for {diffusion: [0.20450169567642054, 0.4996254208206032, 0.5215349641079043, 0.16191316190155522, 0.7225565694510075, 0.08895827746382175], input: } ...</p><p style=\"line-height:120%\">01:00 <bold>StationaryModel</bold>: Solving ThermalBlock((3, 2))_CG for {diffusion: [0.6931284690688263, 0.8486306347410079, 0.3494614854398913, 0.7094498665183403, 0.156858330747035, 0.8459644065527334], input: } ...</p><p style=\"line-height:120%\">01:00 <bold>StationaryModel</bold>: Solving ThermalBlock((3, 2))_CG for {diffusion: [0.9520364953833693, 0.15277842413042692, 0.6918902880249349, 0.5058805134468701, 0.5315461818991953, 0.7065190696288282], input: } ...</p><p style=\"line-height:120%\">01:01 <bold>StationaryModel</bold>: Solving ThermalBlock((3, 2))_CG for {diffusion: [0.4887916252865036, 0.600366359378515, 0.23097792930943606, 0.3785687458289814, 0.8652538260364948, 0.10999152139722077], input: } ...</p><p style=\"line-height:120%\">01:01 <bold>StationaryModel</bold>: Solving ThermalBlock((3, 2))_CG for {diffusion: [0.5976155034075465, 0.18436863352866673, 0.8465549439635797, 0.5790860494581644, 0.4031084777920041, 0.24989969118445274], input: } ...</p><p style=\"line-height:120%\">01:01 <bold>StationaryModel</bold>: Solving ThermalBlock((3, 2))_CG for {diffusion: [0.43690101471971543, 0.9576165646891501, 0.5092583688146461, 0.4695425827466902, 0.7462991861189591, 0.3791091661248235], input: } ...</p><p style=\"line-height:120%\">01:01 <bold>StationaryModel</bold>: Solving ThermalBlock((3, 2))_CG for {diffusion: [0.4274812074858059, 0.33701403679846187, 0.15100466335385845, 0.7138378332812304, 0.8730436107922354, 0.9056020899778413], input: } ...</p><p style=\"line-height:120%\">01:01 <bold>StationaryModel</bold>: Solving ThermalBlock((3, 2))_CG for {diffusion: [0.8808148577439758, 0.45183862405774905, 0.28413778558397595, 0.6379599572258633, 0.954709441414841, 0.7270779431037881], input: } ...</p><p style=\"line-height:120%\">01:01 <bold>StationaryModel</bold>: Solving ThermalBlock((3, 2))_CG for {diffusion: [0.4948990767339975, 0.6888396936559968, 0.7725606586631515, 0.9192773344019379, 0.763239432396757, 0.433247236580342], input: } ...</p><p style=\"line-height:120%\">01:01 <bold>StationaryModel</bold>: Solving ThermalBlock((3, 2))_CG for {diffusion: [0.27367915781363755, 0.4999316765631183, 0.3282451268110112, 0.9427703162285452, 0.5080150468656172, 0.4721091303304119], input: } ...</p><p style=\"line-height:120%\">01:01 <bold>StationaryModel</bold>: Solving ThermalBlock((3, 2))_CG for {diffusion: [0.3482613985330474, 0.6394430495925711, 0.5200992734930857, 0.1291360180059667, 0.8692208900494115, 0.359076930860584], input: } ...</p><p style=\"line-height:120%\">01:01 <bold>StationaryModel</bold>: Solving ThermalBlock((3, 2))_CG for {diffusion: [0.4326351721151584, 0.20574648995791273, 0.5534428677971274, 0.7020848569223401, 0.881177204093877, 0.051702504205765436], input: } ...</p><p style=\"line-height:120%\">01:01 <bold>StationaryModel</bold>: Solving ThermalBlock((3, 2))_CG for {diffusion: [0.9733345765084084, 0.7038473602461547, 0.28437025454307624, 0.20455430753846465, 0.29615830986273245, 0.8757381790912757], input: } ...</p><p style=\"line-height:120%\">01:02 <bold>StationaryModel</bold>: Solving ThermalBlock((3, 2))_CG for {diffusion: [0.2914610341786308, 0.46287485244378, 0.7057674804368084, 0.8720026647375132, 0.6586053052298695, 0.7531338856147692], input: } ...</p><p style=\"line-height:120%\">01:02 <bold>StationaryModel</bold>: Solving ThermalBlock((3, 2))_CG for {diffusion: [0.173409463616326, 0.8774200869083697, 0.2757916116997488, 0.12846532624011003, 0.9762466659116352, 0.20171976146161555], input: } ...</p><p style=\"line-height:120%\">01:02 <bold>StationaryModel</bold>: Solving ThermalBlock((3, 2))_CG for {diffusion: [0.13673830488096866, 0.6260582980117764, 0.3189312631811457, 0.13343587025997525, 0.6011610051041544, 0.7590093286995133], input: } ...</p><p style=\"line-height:120%\">01:02 <bold>StationaryModel</bold>: Solving ThermalBlock((3, 2))_CG for {diffusion: [0.7932190543697358, 0.15559704975217115, 0.5569113812331482, 0.8136970028443925, 0.16117090272304282, 0.2077614835454978], input: } ...</p><p style=\"line-height:120%\">01:02 <bold>StationaryModel</bold>: Solving ThermalBlock((3, 2))_CG for {diffusion: [0.002511156291934452, 0.5246816929796486, 0.1947622286922647, 0.7242701514693264, 0.962217634232044, 0.20883461345017035], input: } ...</p><p style=\"line-height:120%\">01:02 <bold>StationaryModel</bold>: Solving ThermalBlock((3, 2))_CG for {diffusion: [0.6491321020623563, 0.2119132780123655, 0.01810505829380603, 0.7585783387951633, 0.4340612761832277, 0.9467921828285016], input: } ...</p><p style=\"line-height:120%\">01:02 <bold>StationaryModel</bold>: Solving ThermalBlock((3, 2))_CG for {diffusion: [0.5343324535551912, 0.1575671206887864, 0.4498294643530981, 0.20297150562653588, 0.8780414697593059, 0.690934090569436], input: } ...</p><p style=\"line-height:120%\">01:02 <bold>StationaryModel</bold>: Solving ThermalBlock((3, 2))_CG for {diffusion: [0.3413046807742381, 0.5278675407748596, 0.6695132401942071, 0.7828794308737607, 0.08023919514955465, 0.02261659011104726], input: } ...</p><p style=\"line-height:120%\">01:02 <bold>StationaryModel</bold>: Solving ThermalBlock((3, 2))_CG for {diffusion: [0.11454125190017284, 0.39505681054154573, 0.4667599394210838, 0.136547984050827, 0.4112120225858153, 0.4416786240831943], input: } ...</p><p style=\"line-height:120%\">01:02 <bold>StationaryModel</bold>: Solving ThermalBlock((3, 2))_CG for {diffusion: [0.10917905468111895, 0.9166682941997144, 0.5991860129949488, 0.38859667690323646, 0.5069564927538595, 0.31426606672015983], input: } ...</p><p style=\"line-height:120%\">01:03 <bold>StationaryModel</bold>: Solving ThermalBlock((3, 2))_CG for {diffusion: [0.8543455985414286, 0.5750575400643468, 0.4949463248121041, 0.910894314555288, 0.8379959002642443, 0.8128206112367068], input: } ...</p><p style=\"line-height:120%\">01:03 <bold>StationaryModel</bold>: Solving ThermalBlock((3, 2))_CG for {diffusion: [0.22568664331142096, 0.15320779915720992, 0.6901275100607763, 0.4686953921157617, 0.6837443416855479, 0.7606511693879052], input: } ...</p><p style=\"line-height:120%\">01:03 <bold>StationaryModel</bold>: Solving ThermalBlock((3, 2))_CG for {diffusion: [0.29538397599401645, 0.2847219680794964, 0.49088248310155785, 0.2736219585951447, 0.667328546488598, 0.7467557728361287], input: } ...</p><p style=\"line-height:120%\">01:03 <bold>StationaryModel</bold>: Solving ThermalBlock((3, 2))_CG for {diffusion: [0.472091742158639, 0.7238273856220834, 0.5104865253138691, 0.7129004347948125, 0.22504575097094576, 0.7388691616284486], input: } ...</p><p style=\"line-height:120%\">01:03 <bold>StationaryModel</bold>: Solving ThermalBlock((3, 2))_CG for {diffusion: [0.715152511054672, 0.2666790464784727, 0.556015393941071, 0.8553261367076141, 0.24959769470774174, 0.7360061860362749], input: } ...</p><p style=\"line-height:120%\">01:03 <bold>StationaryModel</bold>: Solving ThermalBlock((3, 2))_CG for {diffusion: [0.9539713204751724, 0.8662552955655892, 0.40157993067200815, 0.6072470122148397, 0.9917709572392787, 0.5684805676345809], input: } ...</p><p style=\"line-height:120%\">01:03 <bold>StationaryModel</bold>: Solving ThermalBlock((3, 2))_CG for {diffusion: [0.11511609967012355, 0.04552621170328303, 0.790335478293054, 0.42368596256930596, 0.2468882093401315, 0.34773726345788086], input: } ...</p><p style=\"line-height:120%\">01:03 <bold>StationaryModel</bold>: Solving ThermalBlock((3, 2))_CG for {diffusion: [0.7573971292597976, 0.46530081090026576, 0.868512642576624, 0.7349520962188215, 0.9740167490303805, 0.8885149164131644], input: } ...</p><p style=\"line-height:120%\">01:03 <bold>StationaryModel</bold>: Solving ThermalBlock((3, 2))_CG for {diffusion: [0.25462175706483053, 0.659093326879273, 0.020640980224691064, 0.9911076137571553, 0.2610800081917163, 0.6648286141142217], input: } ...</p><p style=\"line-height:120%\">01:04 <bold>StationaryModel</bold>: Solving ThermalBlock((3, 2))_CG for {diffusion: [0.8491687058374453, 0.16054861626169864, 0.8478945548761981, 0.012344441224243342, 0.44203294037159885, 0.47209041876888536], input: } ...</p><p style=\"line-height:120%\">01:04 <bold>StationaryModel</bold>: Solving ThermalBlock((3, 2))_CG for {diffusion: [0.37415330418741, 0.5864261078258697, 0.9148508644677618, 0.32705641538885905, 0.5793019611777075, 0.8774747794907485], input: } ...</p><p style=\"line-height:120%\">01:04 <bold>StationaryModel</bold>: Solving ThermalBlock((3, 2))_CG for {diffusion: [0.7730180955618681, 0.040829191479015446, 0.9427964850512495, 0.04674223956818687, 0.5887995985268921, 0.5753960849531333], input: } ...</p><p style=\"line-height:120%\">01:04 <bold>StationaryModel</bold>: Solving ThermalBlock((3, 2))_CG for {diffusion: [0.7864115916792458, 0.14852820754379276, 0.1794524550234975, 0.7521317220450866, 0.1495898019363839, 0.469498182552933], input: } ...</p><p style=\"line-height:120%\">01:04 <bold>StationaryModel</bold>: Solving ThermalBlock((3, 2))_CG for {diffusion: [0.7316749254019108, 0.6512768045898029, 0.21068312569448386, 0.3040298626602169, 0.9689780057507169, 0.4487257530928684], input: } ...</p><p style=\"line-height:120%\">01:04 <bold>StationaryModel</bold>: Solving ThermalBlock((3, 2))_CG for {diffusion: [0.0445530306887369, 0.219662940976386, 0.34250084615287146, 0.9994894553541565, 0.3027612783221709, 0.026493209197666717], input: } ...</p><p style=\"line-height:120%\">01:04 <bold>StationaryModel</bold>: Solving ThermalBlock((3, 2))_CG for {diffusion: [0.5129702853975804, 0.08369702443547967, 0.27414019193585226, 0.9923839377763297, 0.7046680550782614, 0.05076156261994207], input: } ...</p><p style=\"line-height:120%\">01:04 <bold>StationaryModel</bold>: Solving ThermalBlock((3, 2))_CG for {diffusion: [0.4487418499199368, 0.17172034887758642, 0.12303236193648105, 0.5871067068074671, 0.5057053240512517, 0.7428922976570767], input: } ...</p><p style=\"line-height:120%\">01:04 <bold>StationaryModel</bold>: Solving ThermalBlock((3, 2))_CG for {diffusion: [0.8923169976090365, 0.24675718924591875, 0.9229996874567316, 0.51803997337684, 0.2589090346932986, 0.845801259518799], input: } ...</p><p style=\"line-height:120%\">01:04 <bold>StationaryModel</bold>: Solving ThermalBlock((3, 2))_CG for {diffusion: [0.0356263650372196, 0.5595534265352133, 0.7216493728764636, 0.28004968938742764, 0.8635055683714615, 0.24036053490164908], input: } ...</p><p style=\"line-height:120%\">01:05 <bold>StationaryModel</bold>: Solving ThermalBlock((3, 2))_CG for {diffusion: [0.8398902953034659, 0.078637109336074, 0.16001159910924445, 0.38104648544351793, 0.8540701072468995, 0.14467090659026974], input: } ...</p><p style=\"line-height:120%\">01:05 <bold>StationaryModel</bold>: Solving ThermalBlock((3, 2))_CG for {diffusion: [0.875450695970262, 0.22980855346013243, 0.45256314775466927, 0.3527991308199117, 0.1182144139918621, 0.9443153085451882], input: } ...</p><p style=\"line-height:120%\">01:05 <bold>StationaryModel</bold>: Solving ThermalBlock((3, 2))_CG for {diffusion: [0.4382344729231383, 0.6903622282300589, 0.5753101498963648, 0.5017657452605222, 0.6166159657944933, 0.8983524719718087], input: } ...</p><p style=\"line-height:120%\">01:05 <bold>StationaryModel</bold>: Solving ThermalBlock((3, 2))_CG for {diffusion: [0.6993424444565401, 0.5325268314472756, 0.6452214420699097, 0.6064336410809706, 0.43317789536556445, 0.6248015337294373], input: } ...</p><p style=\"line-height:120%\">01:05 <bold>StationaryModel</bold>: Solving ThermalBlock((3, 2))_CG for {diffusion: [0.44362544318414715, 0.7576386164341251, 0.9689155922739333, 0.9598693709614795, 0.8207537128463379, 0.6017987211697792], input: } ...</p><p style=\"line-height:120%\">01:05 <bold>StationaryModel</bold>: Solving ThermalBlock((3, 2))_CG for {diffusion: [0.7493570548719335, 0.17813049042802861, 0.47907055546819116, 0.2573790345148652, 0.0035946316112361603, 0.9667409009146087], input: } ...</p><p style=\"line-height:120%\">01:05 <bold>StationaryModel</bold>: Solving ThermalBlock((3, 2))_CG for {diffusion: [0.8638621769956562, 0.5137472486080799, 0.2542268728901949, 0.6930059126782168, 0.4348576044414725, 0.8033691984693572], input: } ...</p><p style=\"line-height:120%\">01:05 <bold>StationaryModel</bold>: Solving ThermalBlock((3, 2))_CG for {diffusion: [0.9995181583699313, 0.3491476992291211, 0.24447860317369993, 0.2674557505458787, 0.0934369110561039, 0.39410679188050535], input: } ...</p><p style=\"line-height:120%\">01:05 <bold>StationaryModel</bold>: Solving ThermalBlock((3, 2))_CG for {diffusion: [0.017523310211637614, 0.11448411784553549, 0.27176857769794305, 0.15994678963188977, 0.7321858835907752, 0.10569423038881352], input: } ...</p><p style=\"line-height:120%\">01:05 <bold>StationaryModel</bold>: Solving ThermalBlock((3, 2))_CG for {diffusion: [0.8660075056140222, 0.22119239226058177, 0.10867975790987054, 0.0102056337668154, 0.7152334838217141, 0.25669108426394815], input: } ...</p><p style=\"line-height:120%\">01:06 <bold>StationaryModel</bold>: Solving ThermalBlock((3, 2))_CG for {diffusion: [0.509547655277261, 0.11170488506748853, 0.9852973936439257, 0.12547220059604827, 0.41198473404921404, 0.8516643373842324], input: } ...</p><p style=\"line-height:120%\">01:06 <bold>StationaryModel</bold>: Solving ThermalBlock((3, 2))_CG for {diffusion: [0.24496245978555878, 0.2670450881676388, 0.8085186659391438, 0.2734123232262935, 0.002971023963703497, 0.4279709291179008], input: } ...</p><p style=\"line-height:120%\">01:06 <bold>StationaryModel</bold>: Solving ThermalBlock((3, 2))_CG for {diffusion: [0.012633956157507143, 0.9098013046009839, 0.641849042856803, 0.5830559647946201, 0.20166935191127686, 0.6999761908100934], input: } ...</p><p style=\"line-height:120%\">01:06 <bold>StationaryModel</bold>: Solving ThermalBlock((3, 2))_CG for {diffusion: [0.6772869182139779, 0.06055752756797241, 0.8808584461574914, 0.5794554215935125, 0.7924876343505063, 0.2629877807216313], input: } ...</p><p style=\"line-height:120%\">01:06 <bold>StationaryModel</bold>: Solving ThermalBlock((3, 2))_CG for {diffusion: [0.1221355949734788, 0.7024793282294659, 0.7939032979865366, 0.38609493026592945, 0.023789906088779608, 0.8182721992513992], input: } ...</p><p style=\"line-height:120%\">01:06 <bold>StationaryModel</bold>: Solving ThermalBlock((3, 2))_CG for {diffusion: [0.20617329693980763, 0.33909803870329847, 0.6282681846763526, 0.1000447237393816, 0.07208856656184931, 0.02580120119811673], input: } ...</p><p style=\"line-height:120%\">01:06 <bold>StationaryModel</bold>: Solving ThermalBlock((3, 2))_CG for {diffusion: [0.9166481962534315, 0.3114516059942288, 0.6606927492356202, 0.9892363254928404, 0.6694838484825872, 0.5251422863765944], input: } ...</p><p style=\"line-height:120%\">01:06 <bold>StationaryModel</bold>: Solving ThermalBlock((3, 2))_CG for {diffusion: [0.5209678415238868, 0.3769794567407061, 0.5998196779894898, 0.9587955104067497, 0.7880652292949403, 0.42428419437153414], input: } ...</p><p style=\"line-height:120%\">01:06 <bold>StationaryModel</bold>: Solving ThermalBlock((3, 2))_CG for {diffusion: [0.33251158454963, 0.8835431764701591, 0.13587224704403114, 0.8496002984386053, 0.2551512536661981, 0.7156576728523402], input: } ...</p><p style=\"line-height:120%\">01:07 <bold>StationaryModel</bold>: Solving ThermalBlock((3, 2))_CG for {diffusion: [0.8062399587167526, 0.4770488176117462, 0.1923647477446601, 0.8447832666880292, 0.3675715942188094, 0.320748192456471], input: } ...</p><p style=\"line-height:120%\">01:07 <bold>StationaryModel</bold>: Solving ThermalBlock((3, 2))_CG for {diffusion: [0.5100651807352042, 0.4351427324798073, 0.6830839118170203, 0.1372840885918281, 0.43574608508246815, 0.8917126410440814], input: } ...</p><p style=\"line-height:120%\">01:07 <bold>StationaryModel</bold>: Solving ThermalBlock((3, 2))_CG for {diffusion: [0.03615910316878148, 0.45739259932001103, 0.6605659131885716, 0.8877223159332811, 0.5938268483104824, 0.8245018228122046], input: } ...</p><p style=\"line-height:120%\">01:07 <bold>StationaryModel</bold>: Solving ThermalBlock((3, 2))_CG for {diffusion: [0.2227687498573905, 0.35287415528423677, 0.9421380607006499, 0.885986515581377, 0.5579971873904357, 0.4755407889610657], input: } ...</p><p style=\"line-height:120%\">01:07 <bold>StationaryModel</bold>: Solving ThermalBlock((3, 2))_CG for {diffusion: [0.45112228471531307, 0.05888378260085934, 0.8923878662461713, 0.818167693464494, 0.45630551961339433, 0.27951202872220143], input: } ...</p><p style=\"line-height:120%\">01:07 <bold>StationaryModel</bold>: Solving ThermalBlock((3, 2))_CG for {diffusion: [0.3429863143658879, 0.12324826981430219, 0.721817562331592, 0.5567141895692022, 0.23418001248261244, 0.6230432715204819], input: } ...</p><p style=\"line-height:120%\">01:07 <bold>StationaryModel</bold>: Solving ThermalBlock((3, 2))_CG for {diffusion: [0.9792322912335492, 0.12248289596263158, 0.4585391621242652, 0.49420940504003447, 0.16688053410242001, 0.531627052976215], input: } ...</p><p style=\"line-height:120%\">01:07 <bold>StationaryModel</bold>: Solving ThermalBlock((3, 2))_CG for {diffusion: [0.6060166608222353, 0.15742880436461346, 0.1548084266189755, 0.8563630807621927, 0.31145629792637786, 0.6303703537399231], input: } ...</p><p style=\"line-height:120%\">01:07 <bold>StationaryModel</bold>: Solving ThermalBlock((3, 2))_CG for {diffusion: [0.6268103983676466, 0.8391869584950767, 0.7399206417684003, 0.840592375794934, 0.6252522681717007, 0.44951221479794257], input: } ...</p><p style=\"line-height:120%\">01:07 <bold>StationaryModel</bold>: Solving ThermalBlock((3, 2))_CG for {diffusion: [0.3936271646609434, 0.3790918636847697, 0.4184512585993669, 0.12939632122855493, 0.4240159751660667, 0.38950596271190085], input: } ...</p><p style=\"line-height:120%\">01:08 <bold>StationaryModel</bold>: Solving ThermalBlock((3, 2))_CG for {diffusion: [0.03466820615189965, 0.2752032422508074, 0.7519317840427429, 0.5779877768524844, 0.8061868800063545, 0.5427337755763268], input: } ...</p><p style=\"line-height:120%\">01:08 <bold>StationaryModel</bold>: Solving ThermalBlock((3, 2))_CG for {diffusion: [0.85409835709872, 0.7960874928917565, 0.0983747416852329, 0.9770086673791908, 0.014845972156638654, 0.5968783541258256], input: } ...</p><p style=\"line-height:120%\">01:08 <bold>StationaryModel</bold>: Solving ThermalBlock((3, 2))_CG for {diffusion: [0.7925322581658306, 0.3319609504369183, 0.5986099353179282, 0.3621863185943635, 0.060708913510001156, 0.008560672937421972], input: } ...</p><p style=\"line-height:120%\">01:08 <bold>StationaryModel</bold>: Solving ThermalBlock((3, 2))_CG for {diffusion: [0.09495254390817721, 0.09849975316063479, 0.6109286884160106, 0.525912644439417, 0.45551775384312476, 0.6919522834548574], input: } ...</p><p style=\"line-height:120%\">01:08 <bold>StationaryModel</bold>: Solving ThermalBlock((3, 2))_CG for {diffusion: [0.01692445439874715, 0.27105638306758933, 0.7774149920144992, 0.9099861088064668, 0.43839276257795784, 0.08157583174045252], input: } ...</p>"
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