{
  "cells": [
    {
      "cell_type": "markdown",
      "metadata": {},
      "source": [
        "# Paysages de perte et descente de gradient\n",
        "\n",
        "Un complément à la présentation 14\n",
        "\n",
        "Marcel Turcotte  \n",
        "2026-10-31\n",
        "\n",
        "La rétropropagation calcule un gradient. L’utilité de la mise à jour\n",
        "obtenue dépend aussi de la forme de la fonction objectif, des paramètres\n",
        "initiaux et du taux d’apprentissage. Ce carnet complète la présentation\n",
        "14 avec des **paysages de perte** (*loss landscapes*) unidimensionnels\n",
        "que nous pouvons examiner entièrement.\n",
        "\n",
        "La discussion s’inspire de <a\n",
        "href=\"https://www.youtube.com/playlist?list=PLUl4u3cNGP63URZnh5iqBzDTDYPUTQT-8\"\n",
        "class=\"external\" data-icon=\"true\">MIT 6.S191: Introduction to Deep\n",
        "Learning</a>; les fonctions et les expériences ci-dessous servent\n",
        "d’illustrations pédagogiques. Un réseau de neurones possède généralement\n",
        "de nombreux paramètres : ces graphiques représentent des situations\n",
        "simplifiées plutôt que des surfaces complètes de perte de réseaux.\n",
        "\n",
        "## Suivre un gradient\n",
        "\n",
        "La mise à jour est $\\theta_{t+1}=\\theta_t-\\alpha J'(\\theta_t)$. La\n",
        "fonction auxiliaire consigne les valeurs du paramètre sans écrêtage,\n",
        "sauf si un seuil est fourni explicitement. Si une fonction objectif\n",
        "délibérément non lisse n’a pas de dérivée finie à une itération, la\n",
        "trajectoire s’y arrête."
      ],
      "id": "d7c924c8-997f-46bc-98f0-b14b2ab0ffe0"
    },
    {
      "cell_type": "code",
      "execution_count": 2,
      "metadata": {},
      "outputs": [],
      "source": [
        "import numpy as np\n",
        "import matplotlib.pyplot as plt\n",
        "\n",
        "def gradient_descent_1d(gradient, start, learning_rate, steps, clip_value=None):\n",
        "    trajectory = [float(start)]\n",
        "    for _ in range(steps):\n",
        "        g = float(gradient(trajectory[-1]))\n",
        "        if not np.isfinite(g):\n",
        "            break  # La fonction simplifiée n'a pas de dérivée finie ici.\n",
        "        if clip_value is not None:\n",
        "            g = np.clip(g, -clip_value, clip_value)\n",
        "        trajectory.append(trajectory[-1] - learning_rate * g)\n",
        "    return np.asarray(trajectory)\n",
        "\n",
        "def plot_landscape(objective, trajectory, ax, title):\n",
        "    left = min(-1.2, trajectory.min())\n",
        "    right = max(1.2, trajectory.max())\n",
        "    padding = 0.05 * (right - left)\n",
        "    theta = np.linspace(left - padding, right + padding, 800)\n",
        "    ax.plot(theta, objective(theta), color='black', linewidth=1.5)\n",
        "    ax.plot(trajectory, objective(trajectory), 'o-', color='#377eb8',\n",
        "            markersize=3, linewidth=0.8, alpha=0.65)\n",
        "    ax.scatter(trajectory[0], objective(trajectory[0]), color='#4daf4a',\n",
        "               s=45, zorder=4, label='Départ')\n",
        "    ax.scatter(trajectory[-1], objective(trajectory[-1]), color='#d95f02',\n",
        "               s=45, zorder=5, label='Fin')\n",
        "    ax.set(title=title, xlabel=r'$\\theta$', ylabel=r'$J(\\theta)$')\n",
        "    ax.grid(alpha=0.25)\n",
        "    return theta"
      ],
      "id": "c1c24774"
    },
    {
      "cell_type": "markdown",
      "metadata": {},
      "source": [
        "## Trois cas contrastés\n",
        "\n",
        "L’exemple à région plate est\n",
        "$J(\\theta)=(\\operatorname{ReLU}(\\theta)-1)^2$. Tout $\\theta$ négatif\n",
        "donne une perte de 1 et une dérivée nulle, mais $\\theta=1$ donne une\n",
        "perte nulle. C’est une région plate sous-optimale, et non une fonction\n",
        "objectif constante partout. À zéro, la dérivée ordinaire n’est pas\n",
        "définie; cet exemple utilise la convention habituelle du gradient nul à\n",
        "travers ReLU."
      ],
      "id": "e9d08837-d0bf-459b-a9f8-84c609858e7b"
    },
    {
      "cell_type": "code",
      "execution_count": 3,
      "metadata": {},
      "outputs": [
        {
          "output_type": "display_data",
          "metadata": {},
          "data": {
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FPiI+Y63oiGqb8bnoh6IbM7Zo0UL++OMP1TJAH4W2MjRzYutzXG07Z2CiC6eP8RvBkQon\njaF5ENd2i60/jO3zDG0vYzO0agxborPjzp07j2mLRf0djNdG1Thzlfhe57744gt1GkEz4+jRo3o9\nwdgYWhox/bYJnXOZCR0L5DHRRtQOhrcTIoIGGAxBsMUoSxl1g5BOTMT19VFXwfF6gM7X2etxsXIk\nJu81MBRfY6qDHtfPjOv7G6tmWF101qkYn+/qdwIQGsOkAgI0AP8hqGisDMT1Ow0ePFgdTBDuwUDb\n6DAxMIDXdsCAAdH+poYTghDieV555RUVioKoFG7HFVf6F1df58p74TqDATWcnuiX0F+gL4zLKpZj\nXxpdP4oVLiOSAf1yTH1yXOxCH4gBbVRHgjH5cQSvxfUPIr1wcrz77rtx/o6EWB2M6zAemTp1qkZC\nfvXVV5HGJT/99JPTsYQh/IpVchD1XMcELaZJvyfGWtERUz/kLFIK/RFW3CEGi7bBarYhMusKrrZd\ndCASFYKQcGggQhVRtPXq1ZNDhw7Fqd3QH+K1jmCyH3UCHNPnQfjW0XZETLjSx6PNMGdxJOq+hgMG\n4onevs61atVKhZSN6wl+czjZYiKhcy4z4cifOPXMQkEVnR0GqgChZwgjjdpxuEpCX4/QK5xosanr\nxuX90FHNnTvXI5/pyvsj1BYdouHBNUDoLlIYEPIUH7AaBgcBfj+8V9u2beP1nXDh/+STT2TYsGGy\nZMkSrffbrVs3+wABocdIszCUdgkh5oFQTZzbiFhCVR5fBxPsqINBDMLiA/pKhFZjVdAA/RLSwqDs\nbgwAn3nmGb2mxbSK56pdCIVFWztG9qHfRshzVLBiBYVvrCAi1RBK41H7fUICBSx+4FwcPny4jglL\nlSqliyKxjUtwzmGVOGqFL0RbRhcpBLDyjfFY1HMO6aioKBHfsZYz0B8g0skR9EOI/nQ2ETWiqVzp\nc+AgjTohdbXtYgPRA7huTJkyRT8DKQNxaTf8NlErHeB3iu53cfZ5MYHPQt/tGJmA/ve3335z+vuh\nzaPeR9QZKisAw9kc2wTfrOvcswmcM5kJHQvEKSjFAu/wkCFD9D68qQjfQbgt8vRxsiA/6Pvvv480\ncY2OhL4e3l7kpSJUCu8Fby5Wi9AZYfUHj8cFnOgY4CFloF+/fnL69GkNtYIHFWkgCf1MV94fTgU8\nhzZAyUlM3FEmDl5bdH5xzZE2QJoD3hsrbogqcNR5cPU7wcuMVU/keCGEC95R2IgOcdq0aboPvh9S\nZ1DSB3l+WJWD1xmrECyjRoh3wbmO/GOch3AO+zrIjUWo56pVqzRfFGlbGDjGFNIcHXCE43vjWoIJ\nPAa9uIYh7BVRVwYDBw7UPhA5w7gOYdC2adMmjVCIq13YD+G10J3BahiuZyjp++STT0baDyXiUJpz\n7NixmkP9xhtvSJMmTXQ1KrboCUL8FaRMYkyE/HNos8DZhpK2OJ+Qo44xIlbbMUbCuWMsaCBKEmMm\nRD0gSgHl/jAmcRYmb4Cwc4x3MH7B+ATjG5Q9RH8BzQekEbgL5NLDkYhylViVh73oY4yxdFQQJQwb\n4GTB90YfjjZABEBUihUrJgcOHIjkuHC17ZyBiStC69GG6OtgL/RlMH6EPkNc2g238Z1hC94L6Q1Y\nWHOM0ojt82ICJSvhuMXnYNyKvh3vhfaCjVHBWBoOEbwGZdNHjBih6bxGNDHaEsAxAQeFp2jQoIHO\nA7DIh++MNkHbGJEpnpozmYrZ6pHE98pNGkBV1VAdN8qfQPEaSrMotVKwYEGtaOCogBtdVQhXX28o\nsDoqvzqyfPly29NPP61lFlFRAWUZP//8c62wYADVXKjnOlMnRhk2R1DSEiVioBYLtWFUSzDKK8bl\nM6PDlfdHqUmU74HqMBTV0UYoTelIXL6ToZKOdoyqFOzqd0L5HyjSooSOI7AN+xtqzgcPHlTFYKj1\nompF0aJFbb169XrsOxJCPFcVIjriUhUCFSUcgZI3VK/j+jr0K1GrwkDpGvtOmTIlkjI2KiSgz0M/\nhLK16PdQaQEVF2Iiqi0AZdCeeeYZLUmG/rZGjRq2NWvWPPZalCpDKTL0b6jOgP552bJl8bILJeSg\n0I3rGf6jpK9jVQij1CRU4B3B++E6CHuhlE9IIJWbdKw8g7GDUfkA5ysqK+Bcw7mJ0n2oVIVSto6M\nGDFCqwHgPH/22Wd1vBH1/HRWeQEVtFA5C+crzkso7Ectx4jPRx8WFZzTOLdjwngtyh+i7KQxJpo3\nb16k/aLahn4ar8PYKkeOHFq216gOhtKcBij3iLbEfnjOseKNq23nCKoqTJ06VceXqNKBNkGfhHKX\ncW03MGrUKC2jiM9HdTL0c45VIVz9vOhANYp69eppH4/PqFmzpr2MetQ5BOxDaUrsa5QiRTUHR1B+\nEuNyVN/Aa/B8dFUhos5J8NlRx+S4HkmUim4YU3ft2tV+PUF1C/yOsMux9HzUz3V1zuSLBOGP2c4N\nQgghhBBCCIlr+gEU+SFci1x2s0D4Ola/jRRi4n0QMYHqO4hgc6wgQbwHUyEIIYQQQgghPg1C3JFe\ngHQAhIcjzQDOBKRrIsWIEGIudCwQQgghhBBCfJonnnhC89PhRIAAIPRSChQooGLVseWtE0I8D1Mh\nCCGEEEIIIYQQEm8YsUAIIYQQQgghhJB4Q8cCIYQQQgghhBBC4g0dC4QQQgghhBBCCIk3ofF/qf8Q\nEREh169f19IkQUFBZptDCLEgqNx7//59SZs2rQQH02cbE+xzCSHsc70D+1tCiLfGuHQsiKhTIUOG\nDAludEIIuXLliqRPn54NEQPscwkh7oJ9bsywvyWEeKu/pWNBRCMVjMZKliyZ+LrHCHbCEWK16Ara\nzrb35+Pm3r17aqPRnxDr97lWOfb8zXar20/bvQP7XP/qbwHPHbY7jxlr97d0LKDm5v8GLehwrdDp\nGnZacbBF29n2/n7cWMFGs7FKn2u1Y89fbLe6/bTdu1jt+PA2VulvAc8dtjuPGWv3t0wEJoQQQggh\nhBBCSLyhY4EQQgghhBBCCCHWcyyMHj1awymM7cSJEzHuX6FChUj7G9tff/2lz48aNeqx5958800v\nfRtCCCGEEEJiD/c/cOCAfbt8+bJLTfbw4UMdK9+6dYtNHAPH9v8hq8Y3lJWfVtT/uE8I8XPHwttv\nv62d6/79+13af8uWLbq/sX3xxReSK1cuqVatmn2f+vXrR9rn66+/9uA3IIQQQgghJG4iaE2bNtWt\nXLlyutAWG0uXLpXs2bPLU089JZkyZZLevXvrOJc4tut1WTmklDwc0VCy/rNMsh/Yqv9xH4/jeUKI\nZ7FsKsS3334rr732moSEhJhtCiGEEEIIIbGSPHlye7QCHAuxcfHiRWndurUMGTJELly4IDt37pQp\nU6bIrFmz2NoObBxZXbId/2+xMsRm0wkO/gM8jucJIZ7FklUhVq1aJUeOHFHHgiNr167VDjtNmjRS\np04dGTFihOTMmfOx1z948EBDyhy9x8CIdHAFfP6pU6f0c7yJY0SG1aDtbHsrHTe//PKLPPHEE7pK\n5ApWPCetRkREhJw5c0YuXbokiRMnlty5c2t/Twgh/sqiRYskVapU0qVLF71fpEgRefnll2XGjBnS\npk0bt3/ewYMH5dq1a2IGuI7euHFD+/W4VPu4cWGz5Du2L9rn4WDIeWyf/L54rKTN8qT4ku2+QHBw\nsNP5EiEB4ViYOHGiPP/885EG/H369NENA8/Dhw/LW2+9JY0aNZKtW7dKaGjkrzls2DAZPHjwY+/r\nao1feIvr1q2rJ+G2bdu82oGg47p586betlrHRdvZ9lY5bm7fvi0tWrRQB+S+ffskffr0sb7GcFAS\n9xIeHq6rc3D0rFy5Uu7cuRPp+UKFCkmzZs2kY8eOUrhwYTY/IcSvQMpwsWLFdPJnULx4cfn555+d\n7p/QxbMPPvhAFi5cKFZieNsMkis4SEJj+H4Pg4Jkx4LB8sH0K161zSq0bNlSfvjhB7EaXLT0Dq4u\nnlnOsYCQMHhvlyxZ4vR5dLzw5k6ePFkn/nv37pUyZcpE2qdfv37St2/fSJ1uhgwZdHPFsVCrVi11\namDl7Pjx4/Lkk57xfsb0w8JWKzoWAG1n2/v6cbNixQoJCwuTqlWr6sTVFazsWIAgmKMmTbt27aRU\nqVLR7n/06FGZMGFCpMfy5MkjPXr0cLttcAwPGjRIQ4BBlixZJGvWrOpwOHbsmDqSEZ02cuRIad++\nvXzyySe6DyGE+AO4tqRMmTLSY4hguHv3rtP9E7p4hrFz+fLlxSzgFIm6IBgb2VL9K0G3Y574BNts\nki1VYo9+t/jY7gvHFxZQfvrpJx0LpE6dWqwEFy29g6tjXGsd/SLy/fffa6dXr169GPeLaQKSKFEi\n3Zy9xpWJC3QdXnjhBRk3bpwsWLBAKlasKN7EsfKF1aDtbHsrHDc4r0Hz5s1d/kwrno8G6A8xWTcc\nr5UqVYrRsXD69Gl1LDgOXuH48QRwFvfv31+SJk0qDRo0kBw5ckQaxG3cuFEjGqZPn64OZTid8f+5\n557ziD2EEOJN0qVLJ3v27HnMSRBdJF1CF8/GjBkjZk4S8d3iupCwenwjkS3L8AbR7hMRFCS5i5WV\nf8b+Ir5kuy9QpUoV+fvvvzU6pmHDhmIluGjpW44FnxVv/PTTTyVv3ryRHkOaw6RJkzTPLOpJi5Uq\naCwgTPbQoUPSqVMnKVmypJQoUcIj9iFMGsDDx9xqQvwHdJ6//vqr3bEQCGCybqSTOXO6OgMDVOM1\n2JDz6ylQOhiaOo5OBYCVoerVq6sjAQOi2rVrq/4CUuVQOYh9MyHEajx69EiFHY2IBCxeIe0WKXoG\na9asiXZRC304+mfHDTgr2e4vW546Pe1CjdGBNIm8T/c03VZf3GrWrGk/rsy2hVuQz7aBTzsWVq9e\nrUYibwzky5dP78NjFh3Lli2Ts2fPai5tVLp166aKuVh1g6AiyvFgcuCpkCQMZvEZEHHcvXu3Rz6D\nEOJ9/vjjD3VQIsUJ4oDEOUgVQcgtUg/QN8cEcn7hsHHcouZGJnQrWLCgLF++XD7++GN9b5Rjw8qd\nOz+DG9uAx4BvHQNWBWlccB6gL8QqN26fP39en4NwIsbGGzZs0PuIvsIYGSlqiNAaNWqUjm9Rtp38\nR/5i9eVM/uLyKJrJDx7H8/mK1meTOcFwLPz1119sH5IgTEuFgE5BTBeF999/XzdHnn32WR3MOgO1\nfTGo9BZIh0ANYkRQzJ8/X0qXLu21zyaEeA6cz4EUrRAfChQooLoH4N9//1Vlcjhb0XbOvNoJzfmN\nC127dlWnb/fu3WX48OFqT69eveL1XszdNA+2Pdvdn3VtsBh28uRJe6UzbC+++KIMHTpUF8SgFZYi\nRQp7BAKct0gJe/3113UBDWK2FSpUMPlb+BaV312rJSVR/QFCjdBUQPoDIhXO5SumzxPnQE8K85ot\nW7ZoZExUTQ9CXCXIZmWXrxsvTihTibCzuAxysbIJZwfUeSES6Q2snMNF29n2vn7cwHGZOXNmrUIB\nUUCsgnu6H/E1MKCYOnWqPd3LFSD4VLRoUVUShw6CKyrl+D0RGeKptoK6NRweOH5Q7x114OMK+yzz\nYNuz3WMD/Qgm31bvcz2Nla5N7jjvjx/4Q06sHCO2m5clKHVGyVunp1ciFazeZ8FRhZSb33//XerX\nt05kh9Xb/YpFbHe1H7GceKMvgZQLiOpATRVhbBhYE0Ksy59//qlOBVSSiYtTIdCBHg426Ns4cywk\nVDA3PkDz4fLly9KzZ0/VZ4DeTtQKQa4Q1/xCX8LKtlvdftrunTYmJCpwIjDlIX4CjnAsIB3CSo4F\n4lv4rHijFcBAuXHjxnYRR0KItTHOY6ZBRAbRGxBoNMTEoIUDgTEDOFeRMwzBXF8C5S+RlwxPOyr5\nwGlECCGEkMcdC4YGHiHxhY6FBGJMQIy8bEKINUG4/qJFiwLSsRAeHm6v7oDbKN2I2+vXr9fnkQv8\n+eef2x0LyMMsW7asRgK88sorqnHToUMHefrpp8XXVjQnTpwoTzzxhBw/flzeeecds00ihBBCfA6U\nmUZ553/++UfTFAmJD3QsJJB69eppTvKOHTt0xY4QYk0Q/nf16lVNaYJuSiCBCTgEwbChykONGjX0\ntiEeVrhwYRk5cqT9Pso/LlmyRAWfnnnmGVUq/+abb8QXSZo0qcyYMUOSJEki33//vSxdutRskwgh\nhBCfIlWqVOqEhx4SrumExAdqLLhh0Iqa6RAKQxj1u+++m9C3JISYmAYRF9FCf0rrQoRCdKDsZtTn\noamAKAUrAH0FVKbAd+jSpYtq4qROndpsswghhBCfKju5detWTYeoW7eu2eYQC8KIBTdghE1TZ4EQ\nawK9AFQ0CMQ0iEABNd+RsnHu3DkZMmSI2eYQQgghPudYMCI4CYkPdCy4AZScROmNTZs2yenTp93x\nloQQL7Jhwwa5cOGC5M+fP16VA4jvgxrd48aN07SPMWPGeK1EMCGEEGIFqlevrtdIzGcMTSVC4gId\nC24AecdGibUFCxa44y0JIV7EEF9FtAJLmPkv5cuXl65du2oOKSIYCCGEEPIfadOmVWFmiFmj+hMh\ncYWOBTfBdAhCrElERITdIcg0CP8HWgtp0qSRFStWyJ9//mm2OYQQQojPpUOw7CSJD3QsuInnnntO\nEidOLOvWrZPz58+7620JIR4GpZXOnDkjuXLlkooVK7K9/Zz06dPLe++9p7c//PBDsdlsZptECCGE\n+ATUWSAJgY4FNwGF8fr16+sglSKOhFiHuXPn6v9mzZoxDSJA6Nmzp2TJkkU2b94sixYtMtscQggh\nxCdAuWlDZ+H+/ftmm0MsBh0LbqRly5b6/8cff3Tn2xJCPJgGYTgWWrVqxXYOIF2cAQMG6O3+/fvr\ncUAIIYQEOojqK1WqlISFhVFngcQZOhbcSOPGjSVJkiSaDnH27Fl3vjUhxANs3LhR0yBy584tlSpV\nYhsHEJ07d9bffd++fbJ48WKzzSGEEEJ8AqZDkPhCx4Kb0yEaNmyo6RDz5s1z51sTQjyAEV2EaCNW\ngwgsoInTp08fvf3pp59Sa4EQQggRkVq1amk7rFy5ku1B4gQdC27GCKdmOgQhvs2jR4/sDkCmQQQm\nnTp1kowZM6rWwqpVq8w2hxBCCPEJxwIWW1By8u7du2abQywEHQseqA6RPHlyPRlPnjzp7rcnhLiJ\nNWvWaAWX/PnzS/ny5dmuAQj6agg5guHDh5ttDiGEEOITOgtPPPGEhIeHa3o3Ia5Cx4IHRMGef/55\nvW2IwhFCfA8jqgjRCkyDCFy6d+8uKVOmlBUrVsiOHTvMNocQQggxnaefflr///nnn2abQiyEaY6F\nCRMmSNq0ae3bqVOnYtz/66+/jrQ/NqMWucHkyZOlZMmSkjVrVnnhhRdMixhgOgQhvs3Dhw/tZWGZ\nBhHYpEuXTjp27Ki3x40bZ7Y5hBBCiOnQsUAs5VjAQO7EiROyfPlyuXHjRqzlvlBLtUKFCvoaYxs8\neLD9eah69+jRQ4YMGaJhO8mSJVMhRUwgvE2DBg0kVapUsnXrVjly5IjXP58QEjMQJLp8+bIUKVJE\nSpcuzeYKcBC1AGbNmiVXr1412xxCCCHEVKpVqyaJEiWSbdu2ybVr1/hrEN92LKAsI6IOMAF3ldDQ\n0EgRC3AeOEY0tGvXTpo1ayYFCxbUlSdM6s0I4UmaNKk0adJEbzMdghDfg2kQxJHChQtL/fr15d69\ne/L999+zcQghhEigp3ajDDcq3a1evdpsc4hFCLZazfns2bNLsWLFdIUJK44G8KhVrlw5UngrViO3\nb9/+2Ps8ePBAB5COG8DJ464N5euMCYw735cb24DHQMKOgbCwMFmwYIGenzhP3dmexLog4g2MHz9e\nK4YQQgghgQzTIUhcCRULDfpee+01TZk4fPiw9O7dWyswrF+/XkJCQjSdAlEMjsC5cP369cfea9iw\nYZHSKAyuXLkSKQoiIUBlPk2aNLJr1y6tEFGoUCG3vC8mLzdv3tTbVhOco+1se184bpYtW6b9AhyU\nWbJk0fPeHRgOSmJNkMKGCiHHjh2TX375RRo3bmy2SYQQQoipjoWPPvqIAo7E/xwLSJ3ABp566imZ\nOXOm5MuXT/bv36+CjQjZMSYfBnA2QO07Kv369ZO+fftGmhBkyJBBN3c5FgAEJKdOnSp//PGHhhO5\nA2NVFLZa0bEAaDvb3szj5vfff9f/rVu31vd0F3QsWJvg4GCNhIPTeuLEiXQsEEIICWgqVqyo86sD\nBw7I2bNnJUeOHGabRHwcS6VCRK0/DlBjFZQqVSpSqbC7d+9qZAMejwrESOBAcNwAJi3u3F566aVI\nOgvufn9ubAMeA3E7BpAGsWjRIj0fcX66u/2ItYFOT+LEidUZfObMGbPNIYQQQkwD18MaNWro7VWr\nVvGXINZ1LIwePTqSWvtbb70lu3fv1tXLixcv6soSRBoRrQA6deqk5SahtYDJw8CBAzUVAoJcZlGn\nTh1dEUVUxZ49e0yzgxDy/9EKt27dkieeeMJt6UnEf0B/3bRpU025mzZtmtnmEEIIIaaCuQwwQwyf\nWA/THAsoCQlNBITZADgRcH/Lli328pKOqQ3PP/+8lqhESE6BAgXUeYA8WHjTQIcOHeSNN96QmjVr\navrDihUrZMmSJVqhwSwQGdG8eXO9PWfOHNPsIIRIpPOwVatWbBLiFFxnABzVsZVBJoQQQgJFwJEi\n1SQ2gmwmHSUPHz6U27dvP/Y4yk9CjBGOA2ypU6eO9DxSHwxngjMM1fe4OBSQG43UCqRPuFNjAaBE\nS+3atSVv3rwqCpbQcGl8P4jNWVWngLaz7c06bhCpALFGnO8nTpyQPHnyuPXH8GQ/4m/4cluhIgT0\ne06fPq0DKTi92d96H14vzMFK7e7L/YgvYaV2stLxFyi2w8GeOXNmff7QoUM+F+3pr+1u1X7EtIiF\n0NBQjVCIusGpACDUGNWpAGJyKgD8MGZGKUQFuUk5c+bUicyGDRvMNoeQgGXhwoXaMVarVs3tTgXi\nP+Aa1L59e709ZcoUs80hhBBCTBU2xgIpWLlyJX8JYk2NBX86IV9++WW9jUoWhBBzmDVrlv5/5ZVX\n+BOQGEFqHZg/f/5j1YYIIcRdxDXdiqHoxOx0CEJigo4FL2BMZFAdwqhiQQjxHufPn1fdFURKvfji\ni2x6EiNIhahVq5Zq/SxdupStRQhxK//884+KCEOLK2vWrDJ27NhYHeOFCxfWqN1MmTKpoPmDBw/4\nqxCvOhYQsUDtIRITdCx4AeToonrF1atXtYwZIcS7/Pjjj3oxbNCggeayEeKqQ/inn35iYxFC3Aai\noBo1aiQNGzZU7Z8ZM2bI+++/H60TE5XF2rZtKx999JE6O9esWaOpfZ9//jl/FeIVUIUPad3QA9i1\naxdbnUQLHQteHqQa4diEEO9hnHdt2rRhsxOXQEUfrA6uXbtWzp07x1YjhLiFRYsWqUgsHAUQQ6tX\nr55WKpo0aZLT/Q8ePKj7Ia0WGjDFihXTFeS9e/fyFyFeAfp1devW1duI/iQkOuhY8BKtW7fW/4sX\nL2bOLiFe5PDhwxp2ioozKFtLiCukS5dOVxSR08xywYQQd4EVX0SyIg3CoFy5ctGuBEMEHGLmEydO\nlGvXrsmmTZt0chdd2WSkSECo2HED6Mu4sQ3iewzAAQYQec3jKDCPI1cIdWkvkmCgQo+LgxHC1q5d\nO7YqIV6MVmjWrJnPl9oivgVWCLG6OHv2bHnnnXfMNocQ4gcg/SFq1bM0adLo485Inz69jBs3TtMh\nunfvrml9PXr0UMenM4YNGyaDBw9+7HGEsfv6NRCTF0Mw19fL7wWa7XB+4TlE8aEcM6JofAF/b3df\nwXBQxgYdC15Oh4BjARMdOhYI8U6nzWoQJL4gDxqRLlu3btVw5CJFirAxCSEJAk6FAwcORHoMkQhw\nLjjj999/V6cCnJwQlcWkDtEKb775powfP/6x/fv16yd9+/aNNCGAthA2KzgWAGz19YlWoNmO5+Bc\nwPUQaTjPPvus+AL+3u5WcywwFcKLtGjRQkPfUK4FKvWEEM+CFIgjR46o6nadOnXY3CROYBAO5wJA\n1AIhhCQUVIPYuXOnhIWF2R/bvHmzlC1b1n4fIo2G+j7GjJjQ4RqGEuaIgMVC1fLly52+P8aZ6Lsc\nN4CJCze2QUKOgWeeeUaPJRx7PJYC71hyBToWvAjC2RC6hosFc3YJ8TxGtMJLL72koleExMchbDgW\nWEOeEJJQmjRpIilTppQ+ffqoMOz8+fO1+ky3bt30+cuXL6szAKX9wFNPPaWOB0QsXL9+XXbv3i1T\npkzRxwnxJvXr19f/rHBHooOOBZOqQ8ycOdPbH01IQPHw4UO7A88474hEW86sadOm9m3jxo2xNhWi\nrj744AMNyR0wYIDm7/oj1apVk8yZM2vkC8tsEUISSooUKTS9Yc+ePVK0aFFNXYAwo6G6j5XBJEmS\n2J3hcG5+9tlnMnDgQMmbN680btxYnQpff/01fwziVSpXrqzH7759++TMmTNsffIYdCx4meeeey5S\nzi4hxDMgfPTixYtSuHBhKV++PJs5BrJkySLt27fXDSsRZ8+ejbG9bty4IZUqVdLBRYMGDTTlpGrV\nqi7n4FkJDO7hbAFYWSSEkIRSsmRJWbVqlfalGAs66m4h3xqpELVr17Y/Bj0FODYRsXD8+HGZMGGC\npE2blj8E8SoowWwcl9Gl4pDAho4FL4PwNiO01gjTJoS4HyMqCNEKvi6K4wtpWka0gispI6i3jjZd\nsGCBOiN+/vlnFR+bPn26+CNGnz1v3jymQxBCCAlYmA5BYoKOBRNwTIcwxHkIIe4DZbsw6QVt2rRh\n07oZlJuCiJPhhMAqxtNPP62P+2NddZQKxioiVhahhm22PdzYBjwGXK+rTghxH44Cjo8ePWLTkkiw\n3KQJoFxQzpw5NZxt3bp1OmglhLgPhKzfvXtXqlevLvnz52fTuhmkmJQpU+axdApMuv2prrpjjWms\n0kDAEQ5hiK75Olaqj+1v9tN27+CPqVeE+DqFChVSrY8TJ07Itm3b5MknnzTbJOJD0LFgAljlQ03i\nTz75RKZOnUrHAiFuBucVQJg+cT+hoaGRSqUB3MfjzrBqXXXHGtOININj4ddff5Xhw4eLr2Ol+tj+\nZj9t9w50LBDifYyyk99++60sW7aMjgUSCaZCmAQcC0bO7p07d8wygxC/A5FAa9asiaRnQtxLwYIF\ntUqCI0ePHpUCBQr4bV11KLanSZNGS70dOnTIdHu4sQ14DFjL4USIv0CdBRIddCyYRJEiRbRsy+3b\nt+254ISQhGMICDZr1kxSp07NJnUDUCOHsCO0K4y2Rbk0OBMAUiCgcN68eXO/bW/oSKD+PEDNeUII\nISQQqVOnjkZfozS1kbJGiKmOhcmTJ2uOjrHFVg/1woUL8u6770qFChW0fi/qpzsezFApd3w/bIMG\nDRJfxigvNG3aNLNNIcQvgBiqcT4xDcJ1UNrMqAqB26iZjtsI+zc0FRYvXmxPf3j++efl1Vdf1TKe\nKD0FJ2mPHj1UP8afMRwndCwQQggJVFDqFHOxhw8f6qICIaZrLCBEGR4vrHghxBQHZ0xA2R310pHT\ng1Wznj17akjq0qVL9XnUAs6TJ0+kSbqvr1a2atVKv8fKlSvl1KlTkjt3brNNIsTSQAwVqRAQR3Ws\nAU5iBqkKhiPG0SFTrFgx/Q+hxoULF0bqUydOnChvv/22HDt2TAoXLqzpEf4O8kpTpkypglUQroID\nmxBCCAk0cD3csGGD/PHHH/ZoPkJMcyxggIoNq2OugLBbx/rqQ4cOlRdeeEEdEoZgGPJ2rTTQg8cP\n32HOnDkyY8YMFTgjhMQfw7GI1XTH/oLEDNoKEQrRkSlTJqfPFy1aVLdAIWnSpPLss89q1ZElS5Zo\nlAYhhBASiDoLH330kfz2228qWGs1kV0S4BoLUScJO3fu1AgFRxXyLVu2SPHixTUsF5P06PJ+fKmm\nuiHiiAkRwrhZm5r1yXkMxO8YgAgqxFABzisz2pH4P8bKzM8//2y2KYQQQogpoMxkxowZNXrv4MGD\n/BWIdctNbt68WUaMGKGr/AZdunTR9ApMzg8fPqwaDBAV+fPPPx/zovlSTfVy5cpJ1qxZ1WZEZVSs\nWDHG/Vkf2xys3O5Wt99V27GKjDQp6LDgYofz2Zuw9Flg0LBhQ3V0r169Wq5fv66RZ4QYnLhxQlaf\nXikXbl6QLKmzSK1cdSRvGutEUhJCiCvgOogIvpkzZ8ovv/wSUNGLxI8cC5s2bdKB3ZdffhkpNNdI\nrQD58+fXDXm/Bw4csOcJ+2pNdYRtjxw5UnOYoSMRE6yPbQ5Wbner2++q7YagXseOHXVfb0PHQmCQ\nPn16qV69ujoW4Ax+6aWXzDaJeKkfQqQkUmBQJeXSpUsSHBysYw04Mxs1biSzzsyQDf+ul5CgEImw\nRUjwpWBZcOQnqZK9qvQq31uShCThb0UI8RswH4NjAULPvXv3Ntsc4gNYyrGAgRw0CcaOHatijrEN\n/gDCo50JlWGLilET2ttALA2Ohblz58pXX30Vq3PDsXa11aDtbHtPHDenT5/W6KQkSZLoRM+Mc8OK\n5yOJH40bN9brEdIh6Fjwf4cCRKIHDhwoO3bseOx5KKJ///33UuF4Ocn2VFZNMH1ke6TPGf//PrdR\nvtz6ubxf8UOv208IIZ7UWYCDdc2aNRpZ6uui+SSANRYmTJgg1apVs9+HOAgiFHABd+ZU6N+/v04u\nDGdCnz59JFeuXFKyZEnxdaALgRQInJSLFi0y2xxCLAc85pgAIP89Xbp0ZptDAsCxALBKA80e4p+g\nzDVKq+L3hlMBKVavv/66TJ8+Xas5QQ0dCx3Pt31OslX+z6ngDEQvIJLh5M0T3v4KhBDiMbCIC107\nCOmvWLGCLU3Mcyz8/fffWsHh6aef1vtwIuD+9u3b7eUjz5w5Y9//tddek/DwcHnnnXd0P2M7f/68\nXasA5SuhXo4waJSxRMgiVLytQLt27fT/lClTzDaFEEsBhwIcjlFLJRLiKQoUKCAlSpTQ6xRWaoj/\ngbTL0qVLa+4wdDSQfonFCyx6IH0R5WxRbu3NN9+UZu+9oOkPMYHnV51e6TX7CSHEW+kQhqOdENNS\nIcqWLauhpFHJli2b/u/WrVukyAQ4Ih49+i+s0BE4EkCzZs10g2BbqlSpJHHixGIlEE4Lpwk8fqyP\nTojr/PXXX+pIzJkzpw70CfEGWMXeu3evpkMYDnLiH8CZ8OKLL6puChwIiFBA/xId1+9fj7UqDJ7H\nfoQQ4k80atRItevgWGDZSWJaxAIiCRwjD4wNOdIgTZo0kS7kSGtwtn/UMpSIVrCaU8EIJ2revLme\nlIxaIMR1vvvuO7toY9T+gBBPp0MsXryYpUb9CGi1YJECToVOnTppukNMTgWQNmnaWDVW8HzqxKwg\nQgjxLxDZlT17djl37pxTHRoSWPisxkIg0rlzZ/0/efJkp9EZhJDIXLt2TctMYtDeoUMHNg/xGtDF\nyZIli5w8eVJ2797NlvcDUMoaOi1Iu0SKw6RJk5wKPUelVs46dqHG6MDze/bnkCMXbrnRYkIIMReM\nv5gOQQzoWPAhatasKQULFlRtCaySEEJiZtasWRIWFib16tXTCCZCvAWUsCHsB5AOQawN9JogEA3x\nZ2gojBkzxuVKL3nT5NWSksFBzodUNluQ3D2fRS5dSi6TVx+VBw8j3Gw9IYSYmw5hpJGRwIaOBR8C\ngxiEXjqGdxNCnIO0IawoGuKuhHib5557zl61iFgXVPZo2bKlhvJWr15dxWDhOIoLvcr3lkrZKtuF\nGoMkyC7oeP9iFrm8r7IcO7BHrtwOk5v3WUmEEOI/QGcI0V3Qw7t8+bLZ5hAToWPBB6tDIE8cFS2M\niheEkMfZunWr7Nq1S3VVjHx3QswaTEE4mFiTQYMGydq1azVPeO7cuS6lP0QlSUgSeb/ihzK2zjhp\nUqCpVMlcVZ7L10QKhr8lmcJelaBHEXI3JJWcP3VEUieN+/sTQoivAtF8RF1jwWfZsmVmm0NMhI4F\nHwNVMRBei5qwUKImhDjHiOpp27atXfSVEG+SMmVKHUxFRERwMGVRNm7cKCNGjNCIwTlz5kjWrFkT\n9H55UueVdiU6SKfCnaVjqY7yRs0qkjdLWilcIJ9EPLgvf/86R9at/ctt9hNCiC9g6CwwHSKwoWPB\nBzHCujFxiq2EFSGBCPKgZ8+erbeN9CFCzICiVdbl7t27GiUIx9C7776raRDupmCWVDK4eWkZ36Wm\n1M1wUVJkKyRtu77FcGFCiF9eC3///XcK0AcwdCz4IPXr15ccOXLI4cOHZc2aNWabQ4jPMW/ePLl1\n65ZUrlxZSpQoYbY5JIDhYMq6fPzxx3qdRR8yePBgj31OotBgyZAyiYwY+J5kD74mwXkryVs9e3ns\n8wghxNsULlxYBeivXr0qGzZs4A8QoNCx4IOEhobaS+dRxJGQxzHOC4o2El8YTOXPn19XoLds2WK2\nOcRFDh48KKNGjbL3J0mTJvV42+HaPu3z/iLhd2XFvkuy+OelKubIKhGEEKuDdDJD74qVkgIXOhZ8\nFIR34ySdP3++XLt2zWxzCPEZ9u/fL+vXr9f8dii5E2ImrOFtPZBi+NZbb2k1CFxrK1Wq5LXPLlCg\ngLzRuKKkKVBeBv18SN6fvVUG/bRLjly45TUbCCHEExiOhcWLFzOVO0ChY8FHyZs3r9StW1fu378v\ns2bNMtscQnwuWqF169bqXCDEbKizYC0WLVqkYptp06aV4cOHe/3ze775hmTIkl1C0uaQk8ePyL/X\n78nk1UcZuUAIsTRVq1aV9OnTa4oZosJI4EHHgg9jhHl/++239PwRIiL37t2TqVOnalt07tyZbUJ8\nglq1amkoPVIhLly4YLY5JAZQcen999+3ayxkypTJ6+11JzxCChUtLuG3r8m/F69JYluYXL0TLjfv\nP/C6LYQQ4s50r0aNGtmjFkjgQceCD9O0aVPJnDmz7N69m0IohIhojXkIA5UvX16efPJJtgnxCZIl\nSyZ16tSxK2IT3wWOyUOHDqnIWJcuXUyxIXXSRJIrczrJmCG9JEqVXnYfPiXpUyTWxwkhxMo0adJE\n/9OxEJjQseDDJE6c2F5Kb/z48WabQ4jpTJgwQf9369bNbFMIiQTTIawR8WRUfxg6dKgkSmTORB5V\nIjrWKiDli+WVoIiHcuvWTckZflQfJ4HBsWPH5IUXXtC0V2h8ID0nJlASdfTo0epQL1KkiAwYMEA1\nQgjxxcp2mL/8/fffjOALQHgV83G6du1qF3G8ePGi2eYQYhrbt2+XTZs2SZo0aeSll17iL0F8igYN\nGuj/P/74Q8Ptie8BB/2ZM2ekbNmypgu/FsySSoa/VEFeKvxI7l44LiM/GaqaSsT/we9cr149SZ06\ntfz666+6gIRrGkSJowPOdKTFIn3nt99+U32hn376yat2E+IKODaffvppTeFeunQpGy3AoGPBx8mT\nJ4/mK4WHh8vkyZPNNocQ06MV2rVrJylSpOAvQXwKlJwsWrSo3LhxQzZu3Gi2OSQKt2/ftgs1Dhs2\nTIKDzR/+IEKhd7cOkib8goSlKyTjxo0z2yTiBZYsWaILRRMnTpTixYurXhDU9MeOHet0/127dsn3\n338vCxYs0NVg9DV9+/aVVq1a8fciPp0OwbKTgYf5V1YSK2+88Yb+/+abb+TRo0dsMRJw3Lx5U2bP\nnq23X3/9dbPNIcQpTIfwXbDae+XKFalcubI9usQXCAkJkcHdX5Gk6bPLyPFT1DFF/BuIvD7xxBOq\nzeKopr9161an+yMKqlChQhqpgDQIvHbIkCHRpkLgcaT9OG4AK8jc2AbeOAaee+45PeaWL18ud+7c\n4XFn84/jzhVC49EnEi8DD3W+fPnk+PHjKgzmzZrbhPiKaOPdu3dVfb9YsWJmm0OIUzBh/eKLLzS8\n2YwyhsQ5YWFh8vnnn+vtDz/8UNMLfYnnGz0rIyfPl+O5npARn30mnwwbZrZJxIPAeZQuXbpIj6FE\n37Vr15zuj0ozR48elc2bN+sK8Llz56R9+/YahfPZZ589tj8icgwtEUfgWHN0ZvgimLxgIQH42nka\nG7T9/0mSJIk6wJDCikgbTzpz2e7ewXBQ+qxj4YcffrBf6I3QsGzZssX4mpUrV8pXX30lly9f1lWH\n/v37a761q89bFYRsYpUWoW8InaNjgQQSuGgYJSYp2kh8merVq0vy5Mk1dBmD/9iuacQ7TJ8+Xf79\n918pXbq0vRSaL4EJ1PA+r0mboTNl4qxF0uPNN3ns+DHoI27duhXpMUymo0vxw/6IQsD4D2NaRC28\n99578umnnzp1LPTr10/Hi44TggwZMuhmBccCgK1WdCwA2v4fECeFY2HVqlXSpk0btrvFjxlXHQum\npUJA2AOd5AcffKDhX1hRiAmI2iDMtEqVKuowgIgbctJcfd7qdOjQQVVWsRJ28uRJs80hxGusXbtW\nDh48KFmzZtUSrIT4KlilQVQNWLZsmdnmEBEV0hwxYoS2xfvvv++zg7dqVSpL8QwiKQtWksFDhpht\nDvEgJUuWlL1790ZKbYUzskSJEk73L1WqlC4wJU2aNJKzAdpbzkC1EzgQHDeAY58b28Bbx4AxXoOA\nI6qa8NgLsnwb+LRjIXPmzFKhQoVoO9KowCv74osvqpf22WeflTlz5si6det0c+V5q5MpUyZVsYZ3\nC6svhAQKcEACKGfDuUaIr6euGXnRxHygnI8w8gIFCugYwZcZ+UF3CQoOkR9/3yCnTp0y2xziITDh\nglNg1KhROuGC5gLGrFhAAlevXlVHOpzqAItmGDMjQgFjQKQ0oMKJL0bfEOLoQEMa96VLl2TDhg1s\nmADBMuKNqIdap04d+/3s2bNrOBged+V5fxC2MUTrZs2apeWKzLaHG9vA08cAcksxMcBqDZSzff2Y\nI8RwLEC0CpMGYi5ffvml/u/Tp4+Ehvq2rFSJEsWlfI6kkqZIFRn+6X9RFsT/gJ4C8s4hyI3SfIhy\n6t27t93xhX4D1z4jkhcpEtBWmDdvnu6fK1cuKViwoOq5EOKrYIW7WbNmepulUQMH377KOgAPbcaM\nGSM9hvt43JXn/UHYpnDhwhrhgRC6adOmSYsWLcRKYOJFUR62fVwYPXq0OgKROoXQT2fns9Xyz4h/\ng34aZYKRsrZt2zaNzCPmgJRIbBDKa9u2rSV+hqF9usqzPUbKvD/3S78zZyRnzpxmm0Q8QO3ateXY\nsWMq2JgqVapITi/kW0OjBQ4IgyeffFL27Nmjwo9wLqCaCCG+TvPmzVVPD440OHl9NRWNBKBjAbmr\nKFniCO4bOWexPe8vwjbdu3fX8pMzZsyQrl27ipWwkkiJP9luVfvhUIADzRBt9HXb6VggAMcoohZQ\n3hDpEHQsmMeYMWP0P6Kd4Ji0Alg8qJAjiexIVlGGjxgp48b+9x2IfxK1OoTRhyAVwhn+IEhOAoen\nnnpKI8hPnz4t//zzj1SsWNFsk4iHsUwqRNGiRWX//v2RJh3w9iLdwZXn/UXYBsqqqVOn1nwliF6a\nbQ83toGnjgGEzmHVpnjx4lKjRg1LHGuEAOosmA+qQCB0HCu7cMhbiaF9e0j4zUsyb/VO2XfkpDx4\nyJQaQoj1QBorohYA0yECA591LGCl0rGqQ+vWrWXKlCmadwYmTJig/43aqLE97y8gBM4o22KsxhDi\nj6B0LOjRowcn7V5g9+7dmuNbvnx57U9RiSM6sPIAYSbH7ZVXXvGGmZYAqTuY0G7cuNGe/kW8C8YA\nqAiBkme5c+e2VPPjfCqbP6tkr91e3pqyQQb9tEuOXIhcnpAQQqyA4ViYP38+tagCgHg5FiAceObM\nGbl48WKkcjlxAavtCBE1dALgRMB95JABrFSi/I5Bz549pWrVqpI/f35VGR0yZIiKGBphYbE9709A\nHR9ewB9//FHbiRB/Y/PmzSq8mjZtWo/WP/ZVMCHCuY1VV0RfeRp8Vs2aNSVHjhzqsERUFKJEoE7u\nDKSZnT17VpXMjW3o0KEet9Mq4LpTqVIl/R1XrlxptjkBB8YoEMYDb731llgNRCjkrdpUgoKC5eKl\nq3Ly0k2ZvPooIxd8AAgrXr58WUO7mf5GSOxUq1ZNq5oginznzp1sMj/HZccCyjV98MEHUrp0ac1V\nhCptlixZdABVr149+e677x7TOIhN4Apl5KZOnaqrX5MnT9b7cAqA9u3by5IlSyKlL/zwww9y5MgR\nfRyDWpTgcfV5fwKrL02aNNEJh1GKjxB/jFZAbjQUsQMBDFYhclSlShX9zshLxEQf/S3yFFFq7Pz5\n8x75bOgB4PMglolBAPoVfC765+jAirxjxAKcuuT/YTqEeSAFAiXOnnjiCT2ercbN+w/kUWhySRUS\nLsFJUsi186fl6p1wfZx4HzgQUOYbpczh7Eb5b4zD0E9DE+Pdd9+VAwcO8KchJJqxAkqsAqZD+D+x\nOhZu376tK+RQpMWqFkriINoAiteHDx+WX3/9VTvbmTNnavkbOBhcASq4iFCIuhmTCAjXlCpV6rHX\nZcuWTQexEGt0RmzP+wvGKgwmAEZJIkL8AfQzc+fO1agcCJUGAoiwgh7MX3/9Ja+++qr+hzP3+PHj\nsn79eq1vDgcs9CYgPOvuMoZQzkfEggH0IhCxgMej49atW1K9enXd75133rGnoTnDqiV+E7I988wz\n+h0h4Ijfy2x7AmmDo8wQfbXicZYqSaikT5FYMufIIxGPwuTczQeSKnGQPm62bb62eRosWBUqVEiP\nKaQ4oezjoUOH5NSpU7J9+3ZdcENlBziwkA4WXZQXIYEMdRYCh1irQqC8Gyb4X3/9tdOKCXAmYGAJ\nhwPCXLBSQDwP2rxMmTIaVoQw5Hbt2rHZiV+AEGZMRJEbnTdvXq8MHs0G3xfiswgXjAraAErKr7/+\nug5gUbIJIfaJEyd22+djMAznsSOowgHdBWdgXziYAdI1jEgLDLSRRuEvJX4TUiIXvxsU3+EcglOo\nQIECYhXbfYH42g9tkHXr1ukiBaIpzShR6462b1Ymg8wJD5MzpxPJ/UcR8uDwKrl547+ITk9ipePG\nG6kIiBJbsWKFCoRHBZG7GIchXW/cuHGq84X9HctEEkL+K6+K6yHGOdiKFSvGZglUxwLqcb/99tsu\nvRlCYR3LOBLPgQs+dCU6duyo4cuo0e3rgwBCYgPRN4bwqhVzo+OLq/oEuDAjusHdoCyvq+V6ASZt\niAwD+A9HJ1IpkIbmTMTRqiV+DadWfEudImoBWjjQDPF2ma2E2m428bXfWNzAcYjxixm4o+0zZBAp\nXSC7LEx1RfqMnS+Lrx+XTz94y+PRmFY6brzhWOjVq5dL++F3gfOXEPI4SFdHCjfSK5EO0b9/fzaT\nnxIn8UaIqY0dO1a++OILDVVGhAIxDyi3I9dvx44dsnbtWv4UxPKgX4EoLLRcHEPzAwWklyG9CREA\nM2bMUAFbb0RsYPVg3759kR7DfVdXFeCAgNPjxo0bTp+3confhGyGzsKyZctMtyUQNjgmcd6Arl27\nmm5PQrfEiUKkZZMGkuHRRYnIUFBmzJhpuk2+tnkLXJdQrWzUqFGa8ouS3+Hh4V77fEKsDtMhAgOX\nHQvwxNaqVUtDvXDhRug9QjshXIPQZXfn/BLXBvMYPAGWniRWBxNo4zhGtII3B42+AHJ4oaGAkNrZ\ns2drRBLCbHPmzCkfffSRahp4CqzuItwX5RHBn3/+qbfhvDScyohMuH79ut6H8wNOEANcA6CSjmsE\n+X8MnYVVq1ZxEuIFFixYoGk95cqV080fQD/4bueXRYJC5Mvv58S7EheJP9C5wXgX0WKIQBo0aJBW\nIcPCDsbGqJJGCIkZpKZBXw+LoRDaJwHsWICnFoq4KAW5bds2zaNFrXMot6PGPKIYcMDEpSoEcQ8Q\npwoNDZVFixbJiRMn2KzEsiDqBnn7CMF9+eWXJdCADgHCuKFrgHZAehPOb0QvIGccCveeOschPIbP\nhzgZ8oYRsoj+HZ9piPju3btXtR0AHMpYfYDTI2PGjPLxxx+rgC8cI+T/QVUPOGRwbcTkhHgWQ7Sx\nS5cuftXUrVq1lKS3TsrNpNlk8eLFZpsTcCBKF45eCOpCL2XEiBGa/gUnA85tOIBXr15ttpmE+DRI\nF8LYAuDcIQHsWEA0AsRoINQYtQIDvLUI10WZSKjjEu+CvOZWrVrpb2SU6CPEiowcOVL/d+/e3afz\n7j0FViIrVaoU6TEIIb700ksaTYDKC550uKBkGpzIiFbAf8eKHJUrV1aHB9IdAKpBoN/fsmWLOhwQ\nrdCyZUuP2WZlWHbSO0C0EdVUoP9hRNr4C1g8eKN1I0mUIp2MGPtdQAja+nrfjPQuVERDBC8iZeAI\nNkQvCSHOwXgGQHSeBLBjAaUf4VSA19bpmwQHa411VoQwB0w4wKRJk+yhyoRYCagEL126VNN74FgI\n1Avue++9F22oMyb6qMDgybDblClTSuHChSV58uROxRpRjzrqtSFLliwes8cfwOTDKDtJPMfkyZPt\n55GzyiRWp3OnjmK7fFhO3U+mDhTiPXBMIQ0iOg0Z6AFBnHXlypX8WQiJAUS3Y4ECEfDYSABrLMAr\nizBDrFQhLSKqGi/CPOFVJ94HuaR16tTRcGXkOhNiNQynJbRbnJVcDJTKEIgUQDoBtCZw2xHkJF66\ndIn9rMVAmgkicJBXeuHCBbPN8UvgjEMqDujQoYP4I3D2tWtUTZJlyiOffD7WbHMCzrGAsS8W2AYO\nHBhJXwagDDCc44hiIIRED8pkGyKOTIcIcMcC8m6hr9CwYUMVrsFtrCyinnmpUqWkRYsWLB9iIghj\nBpiQQBmbEKuAut9wVkKkzNXSXv4IJp+//fabfPjhh9oeP/zwg5behOMQmjaIGEC4LaIEiHVAFI4h\naonqEMT9IFUI0TyY+FWpUsVvm7jnm90k7PxB2XH2rqYiEe8BrRuEb0PIFpoy0L1B9SJEKiAVOG3a\ntLoaSwiJGSNVDecT07r8j9C4esyho4Dt0KFD9hUYhMkiFAyqucS8PF44eJAHDUV5f121If7BiRsn\nZPWZlXL9/nXZ/c8eSZI1iTR4ooEUKVJEAhk4VxC1gQ0TJWgYQL8AKQhwLsCRS6zZP8NphHSIV199\n1Wxz/A6UAQRwvPlzNRloXTWtWkJ+P/ZIPv18tMye9l/6B/EOELfFhpRTiDii5DoEbZE+hqjRqKli\nhJDHwXwRKZSIwoRQdYUKFdhMfkS8cxfQkWIjvgEGU3369NEJCeos4z+0LwjxJcIehcmXWz+XDf+u\nl5CgEPVWP8z4UGqNqS4FE+fX55OEJDHbTJ8RZm3cuLHZZhA3CjgiYgFCu+yb3Qfy3hcuXKi3A8Fp\n897b3WVBq56y/NgNOXnypOTJk8dskwIORicQEn/ggIPYMyoKImqBjgX/ItaZJ8rrIEIhar6vMzZv\n3qziY8S8PECUN9u3b5+ujhHia8Cp8Pe5jXr7ke2RREiEBIf+1w0deXBYnw9EUB4Pqvaxcfz4cena\ntauEh4d7xS7iHhCJkzt3btXIQLlm4j4gGn3//n1NN8mbN6/fNy0cCTWKZpFUecvK51+OMdscv2fA\ngAFaCjk2rl69KoMHD9ZIXkKIa+kQ0FmAs50EUMQCJqpYDS9UqJCKUNWuXVtzfVFrHoPbc+fOaSjL\nkiVLNLffKBlHzBFFefvtt1VvAb9Do0aN+DMQn0p/QKRCdETYIvT5kzdPSJ7U/j9BcAQ6CpgYIVcX\nVQTKli2rIpboezEZxWAVq90QCIOjlyJh1gK/I6IWULkH6RBIayHuTYNAlF6g8GGvN6Thm8Nl7oqz\nMujKFR2PEc+AcS/KqkMgFBFkWF1FNFmSJElUtBHldlGlY9WqVdKpUyemBBPiAijfCicpoq42bNig\n5xkJkIgFCE998sknmkv2zDPP6KAItdQhWIM8GYTfIwd4+PDhcuDAAWnatKl3LCfRrnyi1BYudMgB\nJMRXgKYC0h9iAs+vOh14JbswcEU0AkpKwomAqASI0FWuXFkHqziXoZuCizDKy/pzHrm/p0Ow7KT7\nQEQlRPSg/2QojQcCZcqUkeIZQyRprtIybvwEs83x+/MW2lUQxoamGBy7WGDDGBjh3FhUw6QIlSJQ\n3ShVqlRmm0yIz4MxTKtWrfQ20iFIAGoswCPes2dP3cCDBw+07BkHuL4FnAqYpHz22WcatTB37lyz\nTSJEgVBjbArAeB77BSJw4rZp00Y3gBUyQEEw/wCib/gtsTpz8+ZN7atJwkD1FACnQqBN6D7o0Una\nD5sp383/Xd7t01uryhDPAE0UOBgM56BqAz18yMgxQhKYvo25CtLZRo8ezVLafkJwXASSMCC6c+eO\n3kcoLp0KvgmcP/h9fvrpJ1VdJcQXSJs0bax9Bp7HfoEKwmmRqwswCaVTwb8E3xD+iQnJypWBF5Xj\nbpCXazgWAikNwgCr5lmCr4tkKiJTpkw12xy/Z9OmTXLmzBn7dYrpaIQkDKR8Qn8IGn5//vknmzPQ\nHAsofYZwL6yyFC9eXFfVEPa1evVqdToQ3wH5f1DHxsDr008/NdscQpRaOeuoYGNM4PnaueoEbIs9\n//zzGh0GEbpmzZppvfRff/1Vzp8/b7ZpxA1APwP8/vvvbM8EgoWOEydOSM6cOXWSHZCVoDq3luDQ\nJDJ68hx7hBPxDH379pVcuXKp9g3O4w8//FBXWpGOE1skHiHEeR/2yiuv6O0ZM2awiQLNsVCsWDEV\nqoFX6bXXXtPHvvvuO6lbt66kS5dOChYsqGEtWEG4e/euS++JKhLt27eX5557ToYNGxbj67p3766f\nFXUzdATQwUd97uuvv5ZA5f3339fwPQhbnTp1ymxzCJG8afJKlexVJUicRy0EBwXr84Em3OjI5cuX\ndWUM52/GjBll0aJF6mDIli2bbugrv/rqK831JdZ1LEBngZORhDF79mz9D82nQC3f2aJ5M0l6+7Tc\nSZ5DFixYYLY5fg3GvtBaQDnvokWLyvr163UsjLEvxsBwbqEqhCvVfQgh/2GkfqL/unXrFpvFDwiy\nJXB0A2cAxMa2bdum2/LlyzXXD50wvLvRgUoSiIDo1auXlC5dWjtreIKxOhedEwJ5qQZY8fnmm280\nkgK5lXg9ypZARNIAn48wm9i4d++eij/hu/h6niJ+riv/U4GOLawcnkAMvuCU8QUnS1xs9zWsbLsv\n2R/2KExeGPeyhOa+LxIRJMHBQWoPIhXgVOhVvrckCUnik7ab1Y9AzwYlZI0+FukS6PcWL14s1atX\nFytilT7X3cceosiyZMmiDiSIHbtyfYovVjlv4mM/zglE5qEdUb4TIbW+hDfb/uvxE+SLXw9I+lsH\n5Y+liyR1ssSS6H8lfP39uDG7H0FbId3U6JvhbNiyZYuMHTtWOnfu7HV7fLWd/PX4iwptjx8oBLBm\nzRqZMmWKLjaz3X0TV/uRBDsWooJwPExkMYD69ttvo92vRYsWmj8MZwCA2jlKrW3cuFGeeuopl4Sw\n4CmGcwHAsbBixYp4hZj6a6eLMkgoDYqySFCcx4qnmbDTZdtv2bpVmn84SWx3tsgHoztKWNB91VRA\n+kN0kQpWOW682Y9MnDhR+1cMZq2IVfpcTxx7hsMXYlWGGLInsMp5Ex/7cZ1v0KCBrhzD6eZr38+b\nbY9zqfTzr0vS/BWlRNFCkj9HZulYq4AUzJLK748bX+xHkKKDUt+olpYyZUrxBXyxnfzh+IsKbY8f\n33//vUb/IOonPvpDbHff6kfcHj8IZwEOkJ07d8a4Hzy7KF9pgHqmhQsX1sdjA2V9sGqH6geOYICB\nOsPQF4DnC84NZ2C1Aw3kuBkHpz9t0MJ44YUXJCwsTB0vZtvDjW0weOx0iXhwX5pXrCGvl+8mPcv1\nknbFO0juVHn84vjwFuhj9+/fz7xqC0KdhYTzww8/6P/WrVtbbvLhbkITJZHi1Z6VxKkzyemTx+Xf\n6/dk8uqj8uCh8/EP8SwoE1ygQAEdpxJCYgcLzaiKhXkdFplJgJSbjAvly5dXzYOYuHTpkmTKlCnS\nY7iPx11ZratQoYI88cQT9sdQTxjhkHAmoEMfNGiQpmUYeZiOQM8BuXBRgZfUCt5cIyXElQEVokcW\nLlyobdalSxf1AlvFdl/Cyrb7iv37DxyUPRcfyq3Df0unr+br+WYV213BcFB6A5T6RS5voOaWWxnD\nof7XX3/pMePr1xxfA22Ga5rhWAh0bt5/IJmy55YT23bLjYfhkijivly9E6KPZ0gZOa2MeAdoqCBS\nlBASO2nSpJEmTZpoBPusWbNUGJVYF484FjD4z507d4z7JE6cWO7fvx/pMdyPrTPG6jsECVH71BF8\nnvGZGLghneLJJ59UVfX8+fNH2rdfv36q8Os4UMGEG5uvD/KMVVFXw8Tq1KmjIaO//fabqq4OHTpU\nrGK7L2Fl233F/jEzl8qDuzelZcOaUqJECUvZ7muOBRBbH0t8E2gswCkObYC1a9dGitwjsQMdJoh8\nYQGjUKFCAd9kqZMmksxpUkiGDOnl2u0wOXjyvFR7opg+TszBzAUcQqxI27Zt1bGAecoHH3zg02M9\nEjOmLXdhQHDo0KFI2gzQAYBuQkzMnTtX64CjAkVs7w+cqaej/jAcCI4bwIHsjxscKQCCQigNarY9\n3AKvDQ4cPiLbzt6V6wfWyft9+5puj6c2QlyB6RDuSYMgokKN0FQoXTCnRDwMk2tXr0qDwskSJOBI\nPA+qrL377rtawQzK+BA0dwWEikPsrk+fPh63kRBvAQc7BPwhagwBVGJdTLvyIHVh6tSp2rkCRCEg\nGgGr62DOnDn2MiSOIKQfni0ISDgyadIkfb2xwvnll19K2rRppVSpUhLoVK1aVWrVqqXh5L5QHYIE\nHgNGT5Ow6xfkxQa1HosgIiSQy04S18E1bOnSperEa9WqFZvuf0CoceSrlaTInS1y58IxmTVtsuXa\nBlEo3tSpMROk7NavX1/Fd9966y3JkSOH1KhRQ3XCYgLt06FDB10w27Nnj9fsJcQb6Z0oHQymT5/O\nBrcwpjkWevfurVEF2BAW+vbbb6syqBFCduLECVm3bl2k16AjheJu165dH3u/27dva1WJypUr63+I\nNyKsxldUec2mf//++h8OF8eynYR4mj37D8r2M3fl+v51MmDAADY4CXhwnUKZZEwkTp06FfDt4SqL\nFi3SBQSUWc2ZMyfbzQFEKPR/5w25cWSL/LrthMsaNr4CqqVgISgQVitR1QQC5/Pnz1fB8REjRmgU\nAkS2YwJRp1jVNRyThPgTWDQ2otKMhWJiPUxzLEABFHn/yDFFZ4nSPIhiMECYI0Q8ogp8QPDKWX52\nr169VLQRJbzQaaO2MHNXI2stVKtWTa5evaptRIi3GDBmhty9dFJaN32W0QqE/C8dDyWTAaMWXIdp\nEDFTunRpeTJvGglNk11GjfvOMufa+fPnVTsDYdC5cuUSfwcLZNAISZcunf0x9Acotx4dGN9+8cUX\nOl6OjUCpfMbNv9qgTJky2ofBKbp48WLT7eFme6wNTBNvjAvFihVz+jjKT2JzBBecmC46KVKkUNFG\n8jgIHYVwI+rE4uLUo0ePSBc1QjzBjj37Zde5e3Lz0Ebp/8MGNjIh/wOrjliBhyO8c+fObJdYQMUo\nVHpCyCzKkxHn9O3TS5p36y/z7xeSAXfvPpY26ovMnDlTdbagDA9xU3/n8uXLkjFjxseqouFxZ6Bt\n2rVrp5ENUaupOSOQKp/5ErQ94UA/b9euXTJhwgRdEGW7W0+g3HTHAvEe0FnAibpy5Ur5/PPPtWIG\nIZ5k4NhZcufcEWnT4nnJmzcvG5uQ/4Eca7BixQpdYUQUA4kehI1jgtWwYcPHJmUk8nW+QJoIuZIk\njYyaMFUG9n7D5ydjSF0F0A8IBFD9LOog/e7du9FWRRs5cqQ6XFzVFQmkyme+BG1POF26dFGnGKLT\nobviyriR7e5bjgXKBgcYRrnJMWPGROsdJ8Qd/LNjj+w9f09uHv7bXpmEEPIfGDAVKVJEV+c2bdrE\nZokFpkG4BiZjA/p9INcO/S2zVuzQCasv888//6jWCLQD4DQKBAoXLhypKho4ePCgPu4MpAUjFQLp\nrNjmzZunfQZuo9JXoFc+4+Y/bQCHUvPmzdVZAIF/s+3hFhSpDVyBjoUAo0qVKhqCC7FLeMEJ8RQf\njf9Rbp85IO1eaia5c+dmQxMSBZaddA0IXEKPCdpMCJcnMfP8889LgbQi4cFJZMS4/6IBfBUjWgFV\nwAIlaqdp06Za2QEC4+Ds2bPqODPKqMNZAKeBIWQJlXxURPv00091Q6UvOCVxGynAhPgTr732mr1v\nQJQasRZ0LAQgQ4YM0f8oPYmLGyHuZuPWnXLgwl25fXSzfPjhh2xgQpxAx4JrGBMwTJhRTYPEDFaW\nPho4QK4d3ChzVu/RhQRfBNEURiRKoKRBAJSX/O6773QCBTFyOAkgNt6pUyd9HqlR69evl+vXr+t9\nVE4zohWwZc+eXcup4zY0RwjxJ1AhpUCBAirqD10dYi3oWAhAnnzySS1xhIs6PN6EuJuB436Umyd3\nS4c2rQJC5ZuQ+IDa9cir3rp1q1y8eJGNGA1Mg4g7jRo1ksIZQiUsIkiGj5vqs78rVuchul2yZEkJ\nJBChgUgFhHvv379foxJCQkL0OTgNEKGDsZozevbsqTpZhPgjwcHBdicbHHDEWtCxEOBRC1BePXPm\njNnmED/i1z/XytHL9+X+qR3Sv39/s80hxGeBYj9WZwBXZpyD3PPt27dL6tSppUGDBl79fSwftTBo\noFw7sF7mr9vvc1ELyKFG1CTo3r27BCI4puE8iOp8RxQCohFQYt0Z+fLlc1p2nRB/AVVQ4GBA2Uk6\n3a0FHQsBCurFtmzZUsLCwmTQoEFmm0P8BAwWP/5uodw8vl3e7t5VsmbNarZJhPg0TIdwLVqhWbNm\nqrFAXAeOmGJZksv98Icy9Cvf0lrYsGGD7NixQ8snvvjii2abQwjxIZDug6irhw8fajQPsQ50LAQw\nqHUMzzhC8fbu3Wu2OcQPmLXgFzl/RyTo8mF59913zTaHEMuUnVy2bJlERESYbY7POSrnzJmjt1u3\nbm22OZaMWhg8+CO5un+9LNxwUC5fuSK+ghGt0LlzZzqMCCHRijh+++23vDZaCDoWApiCBQtK165d\n9YR9//33zTaHWByo934x6w+5cWSLfPhebw3zJITETLFixTQUGuGeWMEl/8+uXbu0LB9KEdapU4dN\nEw8gCvhkoSxyPyxMPvh0vE+04blz52T+/Pka6owxCCGERAXlZ3FtRKnVFStWsIEsAh0LAc7AgQMl\nZcqUsnTpUlmzZo3Z5hALM37qHLn+IERS3j8n3bp1M9scQiyzqmykQ/z2229mm+NTLFy4UP8jbY/q\n9/E/vkaNHClX962RP/eek6NHj4nZjB49WkOcUXaRpYgJIc5An//666/r7XHjxrGRLAIdCwEOVoL6\n9Omjt9977z0NPSUkrty/f18mLFwr1w5tkiGD+jO0lZA4YIgS/vrrr2y3/4FIukWLFultpkEkjHLl\nyknTOhXlQdg96T1srKnHGEooQjQa9O3b11RbCCG+DapDJEqUSBc/T548abY5xAXoWCDSu3dvyZIl\ni2zatEkWLFjAFiFx5tOvv5d7tsSSM+k9LaNFrAdy/FEvHUrkUCr/66+/3Lo/iZ66detK4sSJZePG\njXL58mU2lYisX79ey/HlyZNHKleuzDZJIMM+/lhuH/5bdpwLk41/bzKtPcePHy+3bt3S1JaKFSua\nZgchxPfB3ATirnA0f/PNN2abQ1yAjgWiqRBGZYgPPvhAHjx4wFYhLnPlyhWZ9edOuXZwg3zy8VB7\nLW5iHZDH3rhxY10dQHk/XMiR33j69Gm37E9iJlWqVFKrVi2NGGM6RORqEK1atdJwfpIw4KDp8nIT\neXj/tvQcOlYu3bgrDx56Vyz0zp07mgZhjDUIISQ23njjDf3/3XffaSU74tvQsUDs6quFCxdWkRQo\nsBLiKn2HjZYHkkjK5U0nzz33HBvOguCCjeiDN998U0uEIi0KtdJRMcYd+5PYMc4dhHwGOnBuQ9wP\nvPTSS2ab4zf079dPkoZdk/D8T0unsctk0E+75MiFW177/K+++kouXbqkEU5PP/201z6XEGJdqlSp\nImXKlNG+Y968eWabQ2KBjgWiIIdp+PDhehvRC9euXWPLkFg5cOCALN/1r0YrfPn5KK4sWpTt27c/\nFpaM+9FVKYjr/pgo3rt3L9IGsELP7b82QMQH+P333yU8PDyg2+XPP//UlJBChQpJ6dKlTbfHX7Yk\nSZNLleZdJCg0sZw8fUZOXbopk1cflfAHjzz+2VevXpXPPvtMj/FPPvnEbec/IcS/QcSaEbWAVCri\n24SabQDxHV544QWpWbOm5koPHjzYHrJISHS8PWiUSEiotKz7pHqUiTW5efOmpE2bNtJj6dKlk1On\nTrll/2HDhmmf4iyNJlmyZOKrYOKC7wo8HY4PrQpEjSHNBCKO1apVs4zt7saIfIGzBRNSq9nvq21/\n7e4DSZQynSR99K/cS5xSTh8/KkkSFZaT5y5KuuSJPGr7kCFDVLixRo0aUrZsWT33E4rhoCSE+Dev\nvPKKRkZCh2jbtm0qSEt8EzoWiB0MIuBMKF++vHz99ddaXxo11gmJCnJzf/59uey7Fixhp7bJx9MZ\nvm11nRVjMmFw48YNzf13x/79+vWLpACPCUGGDBl083XHAoCd3pggQrdi1KhRsnbtWmnSpImlbHdn\nhRlDZwJpEFaz35fbPnWaCMmS9oLcLVBYdu/aIbeSZJcHd29KnmyZJVFosMdsP378uEyaNElvjxw5\nUt/bHdCxQEhgkCJFCmnfvr2MGTNGU6qYdum7mJoKAdEvlDrEwQK1T9Q1jg7knWKQ4bhNmTIl3u9H\nnIOVBOgtPHr0SN555x02E3kM5OQOnL9TPl1+VtIVqigdX31FlXuJdUG0ydatWyM9hlUBhKG7Y3+k\nWsGB4LgBTFy4/X8bPP/889ouv/zyS8C2C5wKcFphRapgwYKm2+NPW+JEIdKxVgHJlzWd5M2TR8Ku\nnZct61fbo0I8sYG33npLHUZYdUTKlLvfnxDi//To0UPP+dmzZ8u5c+fMNof4mmNh//79UqFCBR1A\n4P+XX34ZY5k65HJja9q0qX1zDL2O6/uR6Pn44481LBe5vqyrTqJGKiAnd9eR0/IgIkgShYZKRP4a\nXlcXJ+6lQ4cO8vfff8vMmTN1AgAB171790rbtm31+VWrVknSpEnt4cu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7776TXLlyqb4C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\n62S+AAAAAElFTkSuQmCC\n"
          }
        }
      ],
      "source": [
        "fig, axes = plt.subplots(1, 3, figsize=(11, 3.2))\n",
        "overview = [\n",
        "    ('Référence convexe', lambda t: t**2, lambda t: 2*t, 0.9, 0.1),\n",
        "    ('Minima locaux', lambda t: 0.8*np.sin(4*t)+0.5*t**2,\n",
        "     lambda t: 3.2*np.cos(4*t)+t, 0.5, 0.05),\n",
        "    ('Région plate sous-optimale', lambda t: (np.maximum(0, t)-1)**2,\n",
        "     lambda t: 2*(t-1) if t > 0 else 0.0, -0.8, 0.1)\n",
        "]\n",
        "for ax, (title, objective, gradient, start, rate) in zip(axes, overview):\n",
        "    trajectory = gradient_descent_1d(gradient, start, rate, steps=60)\n",
        "    plot_landscape(objective, trajectory, ax, title)\n",
        "axes[0].legend(fontsize=8)\n",
        "fig.tight_layout()\n",
        "plt.show()"
      ],
      "id": "8cd3d3c9"
    },
    {
      "cell_type": "markdown",
      "metadata": {},
      "source": [
        "L’exemple convexe approche son minimum. L’exemple non convexe atteint un\n",
        "minimum local déterminé par le point initial. La valeur initiale\n",
        "négative de l’exemple ReLU ne reçoit aucun signal de gradient pour\n",
        "quitter sa région plate. Un gradient nul ne garantit pas à lui seul une\n",
        "règle de prédiction globalement optimale.\n",
        "\n",
        "En dimension supérieure, un point stationnaire peut aussi être un point\n",
        "de selle : la fonction objectif augmente dans certaines directions et\n",
        "diminue dans d’autres. Les illustrations unidimensionnelles ne peuvent\n",
        "montrer toute cette géométrie.\n",
        "\n",
        "## Un atlas de fonctions objectif simplifiées\n",
        "\n",
        "Les autres exemples comprennent une pointe, une marche et des sauts pour\n",
        "illustrer les cas où la différentiabilité ordinaire fait défaut. Les\n",
        "réseaux composés de transformations affines et d’activations continues\n",
        "comme ReLU produisent des prédictions continues; les exemples\n",
        "discontinus ci-dessous sont délibérément plus pathologiques."
      ],
      "id": "f018f720-9c81-47f0-8a58-39d91f316fd8"
    },
    {
      "cell_type": "code",
      "execution_count": 4,
      "metadata": {},
      "outputs": [],
      "source": [
        "def cusp_gradient(theta):\n",
        "    if theta == 0:\n",
        "        return np.nan\n",
        "    return 1.1 * np.sign(theta) / np.sqrt(abs(theta))\n",
        "\n",
        "scenarios = [\n",
        "    dict(title='Référence convexe', objective=lambda t: t**2,\n",
        "         gradient=lambda t: 2*t, start=0.9, learning_rate=0.1),\n",
        "    dict(title='Minima locaux', objective=lambda t: 0.8*np.sin(4*t) + 0.5*t**2,\n",
        "         gradient=lambda t: 3.2*np.cos(4*t) + t, start=0.5, learning_rate=0.05),\n",
        "    dict(title='Région plate sous-optimale', objective=lambda t: (np.maximum(0, t)-1)**2,\n",
        "         gradient=lambda t: 2*(t-1) if t > 0 else 0.0, start=-0.8, learning_rate=0.1),\n",
        "    dict(title='Dérivée singulière à une pointe', objective=lambda t: 2.2*np.sqrt(np.abs(t))-1.2,\n",
        "         gradient=cusp_gradient, start=0.75, learning_rate=0.05),\n",
        "    dict(title='Saut discontinu', objective=lambda t: np.where(t < 0, 0.5*t-0.2, 0.5*t+0.6),\n",
        "         gradient=lambda t: 0.5 if t != 0 else np.nan, start=0.8, learning_rate=0.1),\n",
        "    dict(title='Plusieurs minima locaux', objective=lambda t: 0.5*np.cos(2*np.pi*t) + 0.25*t**2,\n",
        "         gradient=lambda t: -np.pi*np.sin(2*np.pi*t) + 0.5*t, start=0.6, learning_rate=0.01),\n",
        "    dict(title='Fonction en marche', objective=lambda t: np.where(t >= 0, 0.5, -0.5),\n",
        "         gradient=lambda t: 0.0 if t != 0 else np.nan, start=0.7, learning_rate=0.1),\n",
        "    dict(title='Pentes opposées avec saut', objective=lambda t: np.where(t < 0, -t-0.2, t+0.4),\n",
        "         gradient=lambda t: -1.0 if t < 0 else (1.0 if t > 0 else np.nan),\n",
        "         start=0.8, learning_rate=0.15)\n",
        "]"
      ],
      "id": "05325e84"
    },
    {
      "cell_type": "code",
      "execution_count": 5,
      "metadata": {},
      "outputs": [
        {
          "output_type": "display_data",
          "metadata": {},
          "data": {
            "image/png": 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pXr26jB8/XooWLRrl9egrHBoaGmHMQcD4hNGNUZgQly5dUv2h4lOL7Qj0bU7s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\nr6ujl4m9sFzsUyar122S1Yduy71jW2Xt3AmSNXPE1i2Oxl1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9RERERA6CgS9RMihXrpwK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veEvkd0gTOOtXGdhySmzOPaBrw3JrxP5MBX7ydMzouBL5EDQBZCXLVEc2KM3+vocEUVO3/b4BLZ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\nhqR5J/r27WtuSufKlcvJpfeM+vXz8zPXtZEdqyJ+9zwNga8P0i+09vWPz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PFi+/vRk4wG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\nQgAl+epu/a+44goxETqHOPfcc0UPMrp4PBT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cF98RoefT09PlqKgo8ZrJZJIfeeQReUe+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yft8WVmrCfWl9bj0kc+gs0yExZlPW647EQcffTBvBEZY2yA0Tg8iFlbjsg15SIQphZin0x1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\n2QK9Xis7yiqpbJSdZ7ndLhjColDX5kJaYjR+zG/Fv44ehmDjkP2p8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WjsGIpIlKIK3FDJ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\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HH3+83+v7g2effVb2tPnBBx/IIb0mTJggh1jwuOSSS5RZs2Z5X4thTd59911lzZo1svdi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22+Tjjz/OMv3tt9+WJUuWFMsyhbqtW7eabeXQoUPFvSgAUCB68c71eKd1JLp/K1WqVKbpMTEx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\nrlw50zTtp6Kfof1GtX9NbubTvqW5+bs5rVNuy6Ywy1D98ssvpk+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B3Nc4vEdqJOySGod3\nSc0ju6Tqsb0SkdGSIL22NqP22eWxqcEN7OufASUgAt+1a9fKzJkzTbOpb7/9VjZv3ix169b1Ov+C\nBQtMcGvT/kdLly41wa4Gvh9//LE8/vjjzoO06tu3L4EvAAB5dOONN8pjjz0m7dq1M8fYm266SXr3\n7i0NGjSgLAEUGw1q91WOkb2VK8ve2FjZXbmK7I2tLHti7UC3itegtuqh/VL90F5p8scvEndor9Q4\ntFuqH9oj1RP2SM2E3VLl6H6JtJKdNcvuAa39mKDWvwRE4Nu/f39zW79+vTRt2jTH+Z944olMz8eP\nH28yfLkm2WjTpo0JgAEAQP7dcsstpob3qquuksTERNMq6+mnn6ZIARSaY2VKy/7KsbKnSqzsqxwr\neyvHmuca5O7JCHSPl/YQ1KamSpVDByQufp80+n2TxMXvl7iDe6T6wX1SPV4D271S5fB+iZSUHPv4\nEtQGnoAIfAtCD8ZvvfWWTJ8+PdN0rT3+6quvTB+kFi1amAyUAAAgb7RP1T333GNuAFBQx0tHyYFq\nMbK/yn+3vVXSA9t9GYHu8TKlPQa1lQ/GS7UDB6Thti1Sbf8+E+DGHdgn1eI1sN0rlQ/HSwkrJYc+\nvmnOfrUILkEf+L733numtnfw4MHOaTq+YGxsrDz33HPyzz//mEzFb7zxhmnu7M596AUNpO1ET3aW\nwVBhr3OorXd2KBPKhW2F309+9x0AEGoSy2hQGy3xVaLlQNX02/6qMXKgckaQWzVGEr0EtTEHD0nV\nfful09atUnX/fqm2/4C5r3pgvwluKx+Kl0grNcesztTUhq6gD3xfeuklGTlyZKb01gMGDDA32yOP\nPCKXXnqpbN++PcuQDN6GXgjV4YyOHDkSFJlIfYUyoVzYVvj95Id9ERUAgkVimVJyqFq0HNRb1UoS\nrwFu1UpyoGqMM9A9UdZzUBsdnyBV9h2Qusu2m/sqGtTu06BWg9sDEnPwoESmpeaY1ZmgFiEb+K5a\ntUp+/fVX09Q5O9dff73cdddd8tdff2VKeJXd0Atm+IUQDHwV4/hSJmwr/H5CdZ+SlJQkJUqUKPDn\nEPgCCCQnSpeUhOqVJKFqJTkUV8kEtulBbiWJr5oe6J4o5ymoTZNKBxIkdt9Babt0jVTeFy+V9x0w\n91X2aoAbL7EHD0p4alqOwxkR1KKggiLw1ebKmulZE2q4evHFF+Xcc8+Vxo0bZ6mt1RMtmwa8Ki4u\nLtdDL+hJWqCcqPmSvd6huO7eUCaUC9tKaPx+/v77b+nXr5/JYHzRRRcV6LMCYX0BhIaTZUrKkWqV\nJCGuohw29xrgVjT3h6ql3zwFtY6MoDZ67yFpteQvidl7UGL3xpsgt7K5j5eY+EPpQW0uxvEFCltA\nBL4HDhyQn3/+WXbu3Gmea1KqKlWqyNlnny2VKlWSOXPmmCbNW7Zscb7n6NGjMnv2bHnttdeyfN6w\nYcPM0EU6xqB+5jPPPGOaQ2c3RBIAIHQtXrxYLrzwQnPh9KmnnjLdZQheAfi7U6VLyJHqleRoXCU5\nHFdRjlSrKEc0wNXn1Sqa2tuT5T0EtWlpUmH/Yam055A0XbxOYvYcNAGu3sfsOygxe+KlUvxhiUxN\nH6c2zFlT6/qYoBb+JSAC3z179phxfJWebHz++efmcbNmzUzg26hRoyy1vatXr5Y+ffrIxRdf7HGc\n39dff12++OILk9VZk1x5mg8AAL24etlll8nJkydNEsT333+foBdAsUsqXUKOxVWUYzUqydFqFeWo\nCXArmEDXBLjVK3oNasvtOyIV9x6SRovXS8U9CRK956AJcqPN7aBUPPBfUJteQ2sHtJKp1pbmxwgk\nARH46nBD2Y25O3DgQHNz1aVLF3PzRBNdjRs3ztwAAPBGWwTpOLXaH3nMmDHmQmlEREAcOgEEMEuH\n2axRQ6RWDZGaNWVps14myD1avaIcq17RBLqnKmYNaiUjqC2/J0Hq/7JBKuxOkAp7EqTS7kNSYe8h\nqbTrkFQ8kCARKdqnVjIFtu4BLkEtgg1HbwAA3KSmpsqtt94q06ZNM8+nTp1qEh3SvBlAQVmlS4tV\ns6pYNePMTWpUF8sEuHEmyJWa1UUqVcr0niX6X1qalNl3VMrvPiR1Fv8t5XYlmAC3/O4Eqbj7kHlc\nYW+CRJhEUenvS+9LK1kCWyAUEfgCAOCWcVmbNs+dO9ckN9SuNjrkHQDkR1rDupLy6CSx6tYSywS1\nFT3MlCayZ6/I9h0i3/0gsnOHyLbtIjt2mGlXJZ0rZfcdlsgUHZf2v+A1vemxHdimB7rU1AKeEfgC\nAOCSTFFzSWgyK80Bod1szjnnHMoHQP7Fxkha5w4isdGeX09OFlmzVkSTtGrga4LdbemPt28X2b1b\nyldubQJbAPlH4AsAgIhs2rRJevfubYbIq1WrlixcuFCaN29O2QAokLClK6Rk9VaSVibKNGdOq1FN\nrBrVRGrFiVUjTqxaNUVqxIl0P1ukoufa4Ff2HpFyuxOk3O7DpqlzOW3ivOuQaeZc5e/dUvroSb4l\nIAcEvgCAkLds2TLp37+/7N+/X1q3bi2fffaZVK9ePeTLBYDvOI4dF1m/UcLW/y2WpRmT08Sy0sxr\nluh9mlhlSqcHxbVrirRqKdK5o0jnTnI8Lk6Ox1WUPR4+N/bv3XLdeVP5qoAcEPgCAELaJ598IsOH\nDzd9e3v16iUffvihlCtXrrgXC0CQ0t65Vky0SM1qps+vfUtPblXjv1tUVJb3hiWlpNf8mhpfrQFO\nkHq//F0s6wEEGgJfAEDIev755+XGG280wxVdddVV8uKLL5qEVgDgK5q5Ofl/E8SqW/O/ANdDUCtJ\nSSI7dqbffl2efq99fHfskOEnO5tmzWXjj5kEVu7JrQDkjMAXABBy0tLS5M4775THH3/cPH/ggQfk\nnnvuYbgiAL7f3zSsJ2kjBoqUKOE9udWqNSK/rxLHtm1iaXKrHXZW5+2aal6qxdU0ya0YXxfIPwJf\nAEBIOXnypFx55ZXy/vvvS0REhLz22msycuTI4l4sAEEqfNFicVRqLFZc5YxmzdrE2U5sVd2M4ys6\njm+HtqYZdBbx8fL2npOmWbPW+pbTpFYuya0q7TwoYcnaZxhAdgh8AQAh4+DBg3LRRRfJTz/9ZPrx\n6li95513XnEvFoAg59Ba3a07xLF1h0lk5Sm5lRUZLlI9vd+vaEBcu7ZIh3YmudWB5jXMzZO41Vvl\nqv5PFvEaAYGHwBcAEBK2bNlihitav3691KhRQz7//HNp1apVcS8WgBBkhYWJVKtqan4lU4IrvdVI\nrwGOixOJyHqqHnn8VHqtrxneKEHq/7S+WNYBCDQEvgCAoLdixQrp27ev7N27V1q2bGmC3po1axb3\nYgEIAVZstKRMuEasOrVM02YzXFH1ah6DWjl2TGT7DpH1f4t8/W16X9/tO+SixNYm0NVbqaMnJJzk\nVkCeEfgCAIKajsk7ZMgQSUxMlB49esicOXOkQoUKxb1YAEJEWrtWknr7OO8zaDPo1X+KLF0mjj//\nEstkct6entwq4ZCZpV7c9Sa5VZg2myaLM5AvBL4AgKD1yiuvyNixY00W5yuuuEJeffVVKeEtsyoA\nFILwLxeJo2ZrSauV3qw5LSO5lWhyKzNmb3WR01uItG+TNbnV8eOm1vejfZKe3Cpj7N4Kuw8576OO\nnOB7A3KBwBcAEHR0XN5JkybJ1KlTzfN7771X7r//foYrAlAsHPsOSNjefSK/rRaHh+RWaVqVWyXG\n2d/X9PHVbM8NG4h06ijbG8d5/ezai/+RK4Y9W4RrAwQmAl8AQFBJSkqS0aNHy6xZsyQ8PFxefvll\nueqqq4p7sQAgE6tEifT+vnYW5xrVXYY3qpme5KpKFY+lFhV/zNT46q3BD+soWSAXCHwBAEEjISFB\nBg4cKN9//72ULVtWPvzwQ7nggguKe7EAhDCrXFlJuWqYWHVrOcfxNcFulcqe37B/v8iOnSJLf81I\nbrVdeh1rIuX2JEgFbeq897CUPJVkZtXuvmH0+QVyhcAXABAUtm3bJn369JG//vpLqlWrZjI3t2nT\nprgXC0CIS+t+lqQ+dm/uklst/VWsf/4R2b5NZO9ekTRtEi3SzD25FcEukGcEvgCAgLdq1SoT9O7e\nvVuaNWtmgt46deoU92IBgIR/8qXI6eeKVbuGczij9DF74/7rz9u+TXpyqxuuyxwQ79xpan8/i4/K\nGLv3sJTffUjK7zlkEl2V3X9U65QpZSAXCHwBAAHtyy+/lEsuuUSOHTsmZ599tsybN08qVapU3IsF\nAE5h6/4Ra+0G89hyS26lYatVqYJIRhPo/5Jb1Ujv69usqfzdxXNyq7DkVDnt6zUy+LoZlDaQA20x\n4fc0MUlsbKzztl3HN8vGCy+8kGl+vd15552Z5nnzzTeldevWUrNmTRk8eHCOnwkA8D8zZsyQvn37\nmqB3+PDhJggm6AUQKKxy5USaNhbp0FakQzuxOrQz99K+vUiHjFtc1qDXkZpmaoCr/bFNqq7dWSzL\nDgSagKjxHTlypAwaNEg2btwonTt3ltTU9P4O3iQmJsrpp58u77//vnNaVFSU8/Gnn35qxnWcOXOm\ntGrVygxzoU3ktKmcZgAFAPj/cEU6PNEDDzxgnuvFzSlTpkhYWEBczwUQYtmbU4f0FatOLbemztVF\nKpTP+gY9z921Kz3B1ZdfiWzfId2O1JHyOo6vuR2ScvuPSFhqGsmtgGALfEuVKmVuBw4cyPV7IiMj\nTU2vJ9OnTzfB9JAhQ5w1ylWrVpXvvvtOevbs6bPlBgAUznBF1157rWm5o4Hu888/L9dd59IvDgD8\nSNqAXpIyY5r3GbQv76o1Ist+FceSZWItXy6ybas4Tp0SK6P/bju35FZhDvr1AkEZ+ObH0qVLpXbt\n2lKhQgXp3r27qdWNiYkxr61YsUIuu+wy57zaLK5x48Zmunvgm5ycLCkpKc7nJ06ccNY26C2U2Osc\nauudHcqEcmFbKdrfz5EjR0x/3m+++UZKly4t7733nvTr1y/g9kuBtrwA8i/swwUSuWevpNWpkdGH\nN73G16oRl96XN7pSRlPntpmSW1l79qTX+m7fLt8fis6S3KrcnsMSkZx9K0gAQR74jhs3Tq688kpJ\nS0uTf/75R26//Xbp37+//Pzzz6Z24PDhw1n6gEVHR5vxH91p07nJkydnmR4fH5+p+XQo0BM1PelU\nDpNLH5QJ2wq/n6Lbp2jGZu3Hq8MVVa5cWWbPnm1yNej+ONDYF1EBBD8z1u5PS8XxY5rn5FalS2eM\n7RsnUrOGWHqvSa1qaJKrWiLnnC2rvCTsK7PviJz2zRrpd+d/3fsAhFDgqwGpHZRWqVJFZs2aJfXr\n15d169ZJ8+bNTS3B0aOa/v0/evJVtmzZLJ81adIkmThxYqaTFa051lsoBr5K153AlzJhW+H3U5T7\nlDVr1pgkVjt27DAtdHS4onr16kmgIvAFoMxesExpkTJlRPQ81H5cOuNen3s53ww/mSyRiack8kQy\nhQmEauDrzg5oT548ae5btmxpElldeumlzmRYWjPcokULj32F9eZOT9JCMfiz1zsU190byoRyYVsp\n3N/Pt99+KwMHDjQXKLt06SIff/yxs+tKoGIfCoQOKyxMUs8/R6y6NdObOGtTZ23mbCe4Klky65v0\nnHXHDpPYShYvlQ4JVaScJrbalZ7cqsKeBIk6eMz0+Q3jlAwIncBXk1VphuaVK1ea5xMmTDCJT5o0\naSIHDx6UG2+80dT4asCrRo8ebWpxtZ9v06ZNTVNm7Qvcq1evYl4TAICrt99+2+yzNdeCJiTUhFaa\n7BAAAkXaJX0l5Z3nc05utXRZenKrpUtFtmwWh+ZAyEhu1YXkVkBoBL6//PKLDBgwwDmMUdu2bU1f\nXR2vsV27dqbGVgNcmwawWpv7999/m6Z055xzjnz22WdSokQJ87qeRNlDI+nJ1GmnnSaffPJJyDVd\nBgB/pfvuhx9+WO655x7z/NZbb5XHHnuM4YoABJywOZ9LRPK1YtWukTGcUZxYteLS+/DGVdXmhf8l\nt7pxbPqbDh0SSxNbZdT6Lj1cXcqZ2l67xveQlEhMKu5VAwJKQAS+Z5xxhqxfvz7L9IoVK5r78ePH\ny5gxY5zTL7jgAnPTPlRaM+DepEyfT506VR566CEzj6e+vQCA4qHZ9K+//np57bXXzP562rRppuUO\nAAQiR2qqhM/73CSyck9ulRYeJhJXLT0Qdia30ibQmgG6hsjprUR6nS9LPIxRXjIhUcrvSZCG3/4l\nPR5dUAxrBgSWgAh8sxuT1z2Zlfv07ISHhxP0AoAf0cSD2qT5iy++MBcu3333XbnooouKe7EAoFA4\nUlLE2rXbBMGigbEm/TMBst5nDHsWEaHZWrO891TF0nIkzCFHq1Xg2wGCJfAFAAQ/Ha5IMzf//vvv\n5mLnggULpFOnTsW9WABQIBq+prU7XdLq1sw8jq+p4a0uUq2q1sZkfePhw2YMX1n5u7SILyflzBi+\nCVIuI7mVJrsqdewkya2AXCLwBQAUu7Vr10rv3r1l27Zt0rBhQ1m4cKG5B4BAlzaoryS/+2L2ya1W\nrv4vudXq1SI7tovjyBFncqueJLcCCozAFwBQrH744Qe5+OKLJSEhwdTwzp8/XypXrsy34kdOnTpl\nLk5oTgy9IOFpOKa//vrLJJs8/fTTnckkAYiEff6tRIy7U9Lq1BSxk1vZtb36W3FPbpWYKLJjp1ia\n2EoTXG3fLquPNshIbKVDGh2S0oePC6MYAXlD4AsAKDZz5841iauSkpJM8PvOO+9I6dKl+Ub8yAMP\nPCDPP/+81KhRQ/bs2SPR0dEyZ84cady4sXk9Pj7eWVuvQwMePnxY5s2bZ0ZOACDiOHFSwl99R8Lc\nkltZDkus2Oj05s+1qouYbM810rM9633dOiJdzjLB8XduBRlxIsk0ddZbw0Vr5cyX3ecA4I7AFwBQ\nLMMVPfroo3LXXXeZ5zfddJM89dRTJukg/IsOH6hDAJYrV85k3B40aJCMGzdOvvnmG/P6HXfcYZJQ\nbt26VUqWLCkTJ06Uyy67TP755x+GnwKyoeP0yr795matXWeyOjvsvr8mAK4hUruWSNs2InFxmd6b\nElVCDtWvYm6RJ5MJfIFcIPAFABQpHT9dA90XX3zRNJl94okn5JZbbuFb8FP2WMpKA9yzzz5bXnrp\nJecFjA8//FBefvllE/Qq/S51zOXly5dLx44di225AX9i1a0lac5xfDW5VfrwRZYZtqi6SGyM5zfu\n3WuaOzdYvV/KmmbOCWYIowq7D6XX+O45LCWSU4p6dYCAROALACgyx48fl+HDh5uMzRoovfDCCzJq\n1Ci+gQChNb6zZ882TZuVNn3WIagaNWrknKdq1aqmybPW+LoHvvp+vfBhO3HiRBEuPVA8UvueJ8nz\nZmSf3Oq339OTWy1fIdaWzSKmf+8OkaRTZpYLvSS3Mv186ewL5AqBLwCgSOzdu1f69+9vagK1n+jH\nH38sTZs2pfQDRGpqqowcOdI8fvjhh51Jr1RUVFSmebWftv2aqylTpsjkyZOLZHkBfxH2y3IJv/9x\nserUTB/GqIY2Za4uUq5s+gya3Kp9G3Oz9MLQ7j3pwxhlJLbS+7+PN08fxmh3gpTdd0TC7DF+AeQa\ngS8AoNBt2LDB1BJu3rxZ6tWrZ4Yr0lpCTYwE/6c1tdpvd8uWLaZvr2Z3Vjrestq/f79z3rS0NPO9\nesrMPWnSJNMH2LXGNybGSxNPIEg4Eg5LxMPTxHJJbpVmpYqUL2MCYTu5VXpAbCe3qinSqqVIxm/t\nM9fPS0k1wW85bfa8O0Hq/7hO2r6/tJjWDggcBL4AgEL1888/y4ABA+TgwYPSoUMH08xZm8Nq/1D4\nv5MnT8rgwYNNtmYNejXJlU0D4FatWsnXX39t+v6qH3/80TRn9tS/V/sI6w0IdaZ18pGjIn+tMzcN\nhh0VyqUHwXZyq5o1RZo3FencKVNyKysiXI5Wr2Ruu0TkWFwFAl8gFwh8AQCFRhMfXX755abZqzZz\nfvfdd6VMmTKUeAA1b+7bt6/J6qzJyFasWOHM9NytWzfz+H//+5/5jrWGVy9oaK3umDFjzGMA6azy\n5SStZrWMwLaapGlwa4Yvqv7f8EUZtbuZaNPnnTslbvm/JrGVJrRKH89Xk1sdMo/LHThKMQO5QOAL\nAPA5rc19+umn5bbbbjOPx44dK9OnT5eICA47gUTHV9bgV5una6ZmW4kSJeSrr74yjy+55BIpVaqU\nzJw5UxITE824zDfccEMxLjXgX1LP6yrJC94S8TZcmya3WrVG5Nfl4vhno1gmsdV2kW3bRfbu0f4D\nMiyb5FZhJLcCcoUzEACAT2mgpEPaaKCrdLze22+/3QxdhMCiSasWLVqU43z9+vUzNwBZhf25QcJf\nfFPS6tQ0Sa1MX97KLn3btfl/h7bmZum4vhr4bs/I6pzxePuJhqaWt/yewxKZxPBFQH4Q+AIAfEZr\n/DQJ0rx580ytoNYC6vBFABCqHHv2ScQt92ZOblUyUqRGVdOf1x7LN31s34xxfc/qrNnjnJ/xkcvn\nlT5wNH0M34xmz/V+Wi9Nv1pTDGsGBBYCXwCAT2hm3wsvvFCWLl0qFStWNMMV2QmPAAD/cZw8KbJp\ns8jGTaa5sgbDos2XK8dmJLeqLtKwoUinM7Ikt0qMLWdue1vWMs93tK9H4AvkAoEvAKDANPmRDlek\n97Vr1zbDFTVr1oySBQANbB0OsapUzhi2qFr6rZYmuNKa3oxaXm0CXaJE1vJKTJSKm/b9V8u7S5s8\np9/r89gt/w0nBsA7Al8AQIFoDa9mbD5w4IC0adNGPvvsM4lzqZ0AgFCW1uUMSdLkVmVKZ5/c6qdf\nMvr0bk+/1+RWmuTq4EEZRXIroMAIfAEA+aZ9eS+99FIz1qvW+H7wwQdmbFcAQIYduyXs06/EqlNT\nLK3ZjauaOcOzndyqccOMpFY70wPe7TudgfCBU9VMcquoY6coViCfCHwBAPny7LPPyvjx481wRVdf\nfbUZ55XhigAgs7At2yXy8hucya3Swh1iVY0RqRVnMjxrU+f0fr010sf0bdZU5LzumYLjtzPuSxw9\nKeW0ibNp6pze9Lne4g1S99d/KXYgGALfJUuWmKZzNh0XUhOnZGfVqlVmCIbw8HA599xzpUWLFs7X\nfvnlF9P/zFWnTp0YigEAciEtLU3uuOMOefLJJ83zhx56SO6++26GKwKAXHCkpors3C2yc6eIlfZf\ncitJEysiXKzqVUXq1RFp11akc8dMya2SypWS+MZx5mZbd2Fbub77FMoeCIbAV4PXUqVKmf5j06ZN\nMzUL2QW+o0ePltWrV5tsokePHpWJEyfKlClTZMKECc5AWpvjXXHFFc73RGozEwBAtrRJs+47P/zw\nQ1O7O2PGDLn88sspNQDIgaXnmtWrSlrN9ORWYoYy0uRW1f8bxqhqFZGwsCzvLXnouJTbfTgjwdV/\nya10OKNqa3dS9kCwBL5nnHGGua1fv94Evjm59tprTQ2urW3btnLnnXeaJnlhGTuT+vXryz333FOo\nyw0AwSQ+Pl4GDBhgWs2UL19e5s6dKz169CjuxQIAv5bW/nRJeu8lE+h6CmpNcqv1f4usWp3Rxzcj\nwdX2jPudO+X68iPF4RDRd5t7HfpIH2tTav0PQHAEvnnlGvSqChUqmD5ornbt2iUPP/ywee2cc86R\n5s2be/ys5ORkSUlJcT4/ceKEudfPc//MYGevc6itd3YoE8olVLaVf//9V/r27SsbNmyQmjVrmu4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GnTHH1ahJAbiHR4dRk0BpnBDVAh5QDWLZ+njF5BjF3J6aXRSwghxRdTjy7I/PhtmCY8AdP9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\nQmCC\n"
          }
        }
      ],
      "source": [
        "fig, axes = plt.subplots(len(scenarios), 2, figsize=(10, 3.5*len(scenarios)))\n",
        "for index, scenario in enumerate(scenarios):\n",
        "    row, column = index, 0\n",
        "    trajectory = gradient_descent_1d(scenario['gradient'], scenario['start'],\n",
        "                                     scenario['learning_rate'], steps=100)\n",
        "    theta = plot_landscape(scenario['objective'], trajectory, axes[row, column],\n",
        "                           scenario['title'])\n",
        "    iterations = np.arange(len(trajectory))\n",
        "    values = np.broadcast_to(scenario['objective'](theta), (len(iterations), len(theta)))\n",
        "    axes[row, column+1].pcolormesh(theta, iterations, values,\n",
        "                                   cmap='inferno', shading='auto')\n",
        "    axes[row, column+1].plot(trajectory, iterations, color='cyan', linewidth=1.2)\n",
        "    axes[row, column+1].invert_yaxis()\n",
        "    axes[row, column+1].set(title='Trajectoire du paramètre', xlabel=r'$\\theta$', ylabel='Itération')\n",
        "fig.tight_layout()\n",
        "plt.show()"
      ],
      "id": "1a7c239e"
    },
    {
      "cell_type": "markdown",
      "metadata": {},
      "source": [
        "Chaque carte thermique répète la **même fonction objectif\n",
        "unidimensionnelle fixe** de haut en bas. L’axe horizontal représente le\n",
        "paramètre et l’axe vertical l’itération. Il ne s’agit pas d’une surface\n",
        "de perte à deux paramètres. Les limites des graphiques englobent la\n",
        "trajectoire consignée, y compris les excursions hors de l’intervalle\n",
        "initial.\n",
        "\n",
        "La fonction avec saut et pente positive constante n’est pas bornée\n",
        "inférieurement. L’exemple aux pentes opposées possède une valeur limite\n",
        "inférieure non atteinte lorsqu’on approche zéro par la gauche. Ces\n",
        "exemples illustrent des hypothèses d’optimisation non satisfaites, sans\n",
        "affirmer que les pertes usuelles des réseaux possèdent toujours ces\n",
        "propriétés.\n",
        "\n",
        "La fonction à pointe possède une dérivée non bornée près de zéro, où\n",
        "elle n’est pas définie. Il s’agit d’une **dérivée locale singulière**.\n",
        "Dans un réseau profond, les **gradients explosifs** (*exploding\n",
        "gradients*) peuvent plutôt résulter de produits de transformations\n",
        "pendant la rétropropagation; aucune dérivée d’activation individuelle\n",
        "n’a besoin d’être singulière.\n",
        "\n",
        "## Écrêter le gradient d’une fonction à forte pente\n",
        "\n",
        "Utilisons $J(\\theta)=20\\theta^2$, avec $J'(\\theta)=40\\theta$. Au taux\n",
        "d’apprentissage $\\alpha=0.08$, la mise à jour sans écrêtage multiplie la\n",
        "valeur courante par $-2.2$; sa valeur absolue augmente donc.\n",
        "L’**écrêtage du gradient** (*gradient clipping*) scalaire à $[-5,5]$\n",
        "limite la taille de chaque mise à jour à $0.4$."
      ],
      "id": "541332da-ad0e-4f74-a690-0c66347ef2c0"
    },
    {
      "cell_type": "code",
      "execution_count": 6,
      "metadata": {},
      "outputs": [
        {
          "output_type": "display_data",
          "metadata": {},
          "data": {
            "image/png": 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Zrjl4PS4KEBzv2rWLHnnkEfrwww+tWk8iYEfGEzIYS7Ad8fHxkgTIFr6+vgPe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\np7X7KujcGamKb5/SYybJcCYkuPSeuCaYOyaOvtpdTr8cqqJRsaNIDVi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cqAKdfXVzJ+tE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IG80JX99eaYyV2n1wL7wsJCOnLkiM3lCQkJNHHiRFnvhSy9v78/k+Jwxo4dy4J6ZO/HjBlDp556\nKuXk5DBt/aRJk8jHx3rmccWKFbR8+fJBz8NFJzg42OMHsaHBmDlzZ0ETlMMPnz6Kbv7kEL38cx6t\nzymnnKo2Ns3P1o1AcVy4JpyEhhqziydHscD+v1uK6NIpkRQT4i/rPd/4xXienjkhmupq3NvhVClS\nAw2UFB7AHBbW7syj6anhTo1ZU0cP83HHRM2EaIOqz4EZqaH0e0ETfb0tn86Y6Lp05td8NIAimpAY\nQk31NdTk4c+lPdJDjIXC2wrqqLyignwU2hbo17mlZJJ/pyLHXKkxSwk27vOOghrFz0VsY45pv2N9\nO7x+rvMxSzDJoPeW1Lplm5C4QTYTNRsB3c1U6YFmWPaI9DXKQnPLGxzaZ0fOs53Fxou4lAh/rx9r\nENxrrKEoqG1x6/YcKjXOQkb797L1ePu7LCbEj+raemh/fgklhLuvfq/EdEET0IPxdb5exZvf/zzR\nrNrA/pdffqFVq1bZXH7yySezLLscOjs7KShoYIYuJCREWsaBPAe3oVi2bBktXbp0wEDGxsZSYmKi\nVwJ7gHW7+wQ6IzGR9tT00L/X59O+SoupwBFE93x9hD6/aS6NMmkf1cpQY5aYCFeXGubH/tWhVjYz\nYQ/UHfx0eAcrmr3mxPGU6GUXAUc4d2YDO54bijrotJljnBqzjTtKqddAdFxWLGVnGIty1cqCyW0s\nsN9V1UV/Psn1It+D24z6+nnjEtnYeONzORTYpOTIXHbx1jwilHVnVQK44XT1GpjOeYxCx1ypMZsb\nGkX02WE6XNNO8fEJimqEocFt7uxlTe0mZaV53R2Gj9lRzJ0nn4oaugach0rBjRNwvFOTjY5a3mYW\njjMdpOLGLpbkk3ssHDnPGguNscGYxCi3jKujJBgMFOS/l5o6eik4IoYiguUlnhylrrOU3Y8fmSDt\ntze/y9JiQqmurZE6/UIpMdE9ksfu3j6qaetmv+P4bLviaufN73/VB/bQxOOmBAjWm5ubqaOjQwrw\nq6uNmVVIbxwBmX/cLMEB9MaJz9friXWj2BJrsZzswXnc2tVLj397gF65ajapnaHG7MaTxrDA/t2N\nhXT9iaMpImjoL89PdhiLZk8Yi6JZdV/UWHPHQWD/zd4KenDxpCG/zGyN2boDRjechRO9G8TK4fix\n+Kzn0G+Ha9g562rQxwtnj82KG7Tvnvxc2tPZf727nLYXNdA4hTql8o6zqL1Rcv+UGLP48CBKjAik\nyqZOKqpvl4oslYBr2NFx1taMrqfBWKXHhFKQvw/bZ8ygocGOkvACVejrvX0+mztdwVMf+1vX1k1x\nYYGKn2eSh31cqCr223isQ9h5CJ/5yW5yn+Ma+7SYkAFj5bXAPjqYfedg1shd21DZ1Ml+E9ArIECB\n7uHeGjO561PHt5eLzJ49m+nozTvKrl27lrKystjVvsA+jW3dtHZ/5aCgnoOiWizH67TMzPRo5hrT\n3NlD720yFsQOWTRr6jR7uUo7zdqzB4Rmtq61iwW7joILmvUHjRfIC1TakMscBCbQT8LKLcfUPdRZ\nmjq6WYEm5AkzM9RVQGrNz367ggW0ai2c5Ux2UwEtP2fU0JjKHFygcp19rhsaVfFGdnwdagABTKap\nkNddjaoKa3jhrHpmYbkzTrEbC2j7u86qo4iUF9DyCw53UG4qnB0OVpeaCeyhlTd3xdm9ezf7f0WF\nsWlOVFQUK5a94YYbaPXq1fTyyy/To48+Sg8++KCXt1w71LR2Spp6W2A5Xqd1bjrJKEt5Y8ORIRsa\noWg2v7qVef2ePF57F4j4cez3tO+3fnWk4yq8zOEQogYHBTn7q5Q7ztaCOna+TxsZRSEB6vUYmMWd\ncYqUDOxNGfuR6rG6tNaBVgkrV3MOlJusLhWa+VCSsQnhbnPGkRxxEtQ1I5kV515nnAKT1aUaPOw9\n5WWP7/P6tm5mmhHvwCyIJwJ7bkfpDsqGkdWlZgL7lpYWycf+hBNOoG+++Yb9f+fOndJrnnjiCbr7\n7rvp/fffZ5n7d955h/7v//7Pq9utJeJCA5kd5FBgOV6nddCpdEpqJMvs/m9rsc3X8Wz9JUeNVG2n\nWXssnp7C7r/fV+FwV9Z1JptLyHC0glJ+9pJ/vQptLs2B3zp+pHEBipkZV2nr6mFNmuBOwa0l1cZE\nN2XsD6g0Yw+yTfUTvIGWW7rOqsTq0hNe9piN5cGzmgJ7d3vZ82w95C9qkB+BVFPdmjstL8tMzam4\nC4/eUW8qyoyYmJghPewBNJE33XQTuwkcJzLEnwVw0J9betkD/NAvmJDAXqd18IV244mj6YbV2+mV\n9fms6ZZl4I6i2TV7KlixDQJ7rYIfR1zEoCDy54NVdPpko7+9nB8+bnOpBRkOZ+4Y6OGJ/jhSz4JU\nZ7Ptm46oszGVJegrMC0tirYU1NGOono6xcVjhSw4Pv4Tk8JV1WnXWsZ+f1kTO0+VCFA6e3qZpS3e\nKtuUHVcTYxNNUhyFm1Thu55LXbJUGtgfqVF+lqK6pZO5AUWF+KvqN83tgX2dSV+vIhMIT3SfLRMZ\ne8Fw5Z5FE5ifr6WXLB7jeSzXC6dNSmL6c2QJvtg5uInTx9tLWIdLFM2q6UvQGRZPM2btv9glv1kV\nfMJRzAQZEi4MtEJMaADbXhy7zabg3JnpajiF4LyfbZK6qBklG1Vxfb1aZTg824gC0trWLlYUp5TO\nHEFuZmwo6+qrNrLdJMWBlhufFdSmhAX6qTSwVz5jX1irnsZUngzsi80y9mqhv/tsu9u84csbTBr7\nYdCcCmhTXyBwC3AH+GLJPJaZ57E97vEYz6vd6tLRgrTrTxjN/v+v9XmsC6HVolkNdJq1x1nTklkm\n8oecKmru6HZIhrNgYqLX2447iqSzP1TjtL4eQR4uEEJVFuwMqbNXILDvb0ylzsJZgAx9v86+UVF9\nvRplODwQQwO26uZOamhzXXKl1o6z1gL7gto2q7PIrlBgulgYpaLCWXONPbLXaNik566zHFykhwf6\nsRmUBjeZc5SaMvZ8dkDviMBeMAAE77C03HH/qfTD309g93isp6Cec+6MVPZBR7ZurSmQBcj0QrMM\nWz0tFs1agizFUaNiqLOnjzkbyWGtWbdZrXG8izp7numfk6Vufb15B1qwq6SB+TUr44ij3ow94IE9\nZpaU4KBJuw6rSzVi7oyjZNa+P7BX3/c7LqrxHQx3LqULK9WasYf8Dfvc02eQnFyUhLvtqCljb5m1\ndwflwhVHn6Co9rbbbqPHHnvM25uiCaA7RBZHTfpDpYGu/q/zjd2KX/7psDQN+P5mU9Hs7JHkp9Gi\nWUvOdkCOgx9RBEwhAb507Gh1a8ytMSM9mknHcqtaWNt4Z9yAwDEq19ebe34ju9nR3Sdlnp0BmWAE\nPPBMV6rZlbuYpHABbU65qXA2Sb37ne0GnT0vnFWT1aUn5Dj9jjjqyVx7wvJSytirTF6a4kbLy9bO\nHmps72b1SLGh7utsqyb0EbXIbGKVkpJCb7/9trc3RaAiLjkqnX3YIUFAlhp+4Gv2lBuLZnUgw+Gc\nMTmJacY35NbYdU/5wTR7gcy3WgsohwJf4PyCxFHbSxTc7ilpZBI0LejrzfszgG2FztUVmMtwEDSr\n3QVqcqqyGfsDFSary2R1ZuwBv9jKVTBjf1jFUhyQybruKh/YqzVj727LS3NXHDUhFdC6IWNfbuaI\noxYnIHej7m9vBTn11FPpxhtv9PZmCFQGCuXOm2H0ev/bu9vo/H/9Tt19Bhbsd/cor3H0ZlYXNp+Y\n4l2zd2hP+++5G46GbC5t2146FthDp44xmpwaSeF2uhKrCd5Ea1uRUUrjDLuLtSHD4QEfNOcIBOBg\n5Qo1LZ1Mu47iUTVrcLkzjlKWl5ih5M2pRqs0Yy952SsY2GO/ecZeTc2p3F1Ai6w1OvliJhYmA6qU\n4rghY19qKpwdLh72mgnse3p6qKGhQbrh8VDNrHp7HfPrFgxfUET1Xyte9shqL165QSqy0gOSO44V\nFyAOimshRUHGWsv1BbyAdkNu9YDCaL3JcCwLaF3pQMsz9rDPVDuYfeKFrvtNMhpnOWjK1iNwVnOh\nuNLOOPiOQ7CHCxq4X6kRd3jZo0FTc0cP2281SjPcFdir0cPeE02qyk3vOVwccTQT2K9fv55GjRrF\nbtHR0awBlSXl5eUsKx8aGkohISGsOVVHh/LFJwJ98diaHFaNbwliwdauXrZcL5w6KZE1M4LneYWN\nwqxfDtVQd6+BZmfEqC6r42hAgB8L/Ig7ItfQSmMqa0EfnCWQwXamrkBLhbODC2gbldHXq1iGA3A+\nI9uKGQZXZymAebZebYEeJzNeeS9782y9GvfbXRr7YhV62HuieLZMcsQZHs2pNBPYn3LKKVK23hZX\nXnkl+fv7U21tLeXn59P27dtZJ1qBwBaNbd1MV2/LSg3PYzlepwcgLUEWHjXCX+22nrVfu7+C3S+Y\nqN1sPcAP9vFjjVn7X2S647R39TJnGaavH6WtwB4Z7Okmd5zthY7LcXChV9XcSRFBfqrqxDkUk6UC\nWmUy9hNUXDg72BnHdTkOGnKp1RGHgyJPnNsoqkQTMSUolApn1bnf7s7Yj1SZvh6kuVFjXyY54qhv\nv92F+k2aZVBQUEA//vgj7dy5kyIiItgNQT260D7zzDOsK+23335LX375JVVVVTF3nOuvv57Gjx8/\n6L26u7sHSH3a29slXZ67mifYgq/T0+vVMo6MWXVLB8vMDwWW43URwbr4qNDZ05Jpzd4KJse5Zp7R\nEYiPV1dPL/14oIo9dwq7AND2eYeagv9sKWa2l+g0bA8UnmK2YnJKBAtwbe2/Wj+Xs9KjWU0B9uOM\nKUkO/e3OYqOEZ0paJCscV3rf3DFmE8287F153wMVxguDcUnhqjqm1sYsOyGMdpc0ssD+aBdnlfJM\n7joI7NW03+b4+45ggSi87AtrWinbjluTnPOMyyuRsVfjfseFBbCZVcw2NrZ3UYRCtT7ccQbZcb7f\navkugyQqwNeHycNaO7ud7hg+VMY+OTJIkf305pjJXafXopXOzk4paLZGQEAAk9TIYc+ePSx4nzJl\nivTc9OnTqampiYqKipiEJyoqirKzs+mBBx5gy4ODrV+9rVixgpYvXz7o+crKSpt/486DyGcp1Dhl\nqEYcGbO+jh6WnR0quGfL2xqpslIfWvuJ0UQhAT60u7SRth4spJFRQdKYbS9pZsVVGdFBFNrXqvl9\nHhPRx47f1oJ6OlJcxmQMQ/HjXuMsxuTEIPZ519rnMtOkJNmcVz3k9ltj40Hjvo+J9nf4b+XgjjGL\noj6CeQ96ThSUlLFiWkdBofQhU8Y+xqfDLfuu5Jglm34SdxVU0cJM16QF+0uNsrNY/x5V7bclKeF+\nVFBLtONwGUVQlMvn2UHTfkereL9TIgLoSF0H7cotobEJykhnDlcYL97Dfbqk/VbTd1lCuD+VNHTS\n7rwSyoxRLtYqrjXKuAJ78JvmuiGGN8dsqJhZFYH9iy++SI8++qjN5RdccAGtWrVK1nu1trZSWBgK\nn/qVRZGRxmnalhbjQT3mmGPYzR7Lli2jpUuXDhjI2NhYSkxM9EpgD7Bub3/otIIjYwbPl4UTK2hd\nTpVVOQ6mgNF1NzvD6JqjF06bVEWf7iiljaXdNHtchjRmWw8bf/BOn5LCxk/rYA+mphXSzuIGOtLq\nRyePHFpetKcyn92fPHnkkPuv1s/lSZExNOKzXDpU3UaRMXEOWZUeri9g98eOc8+xd9eYZSccZlaV\ndb3BNDPNcXvSvKoW6uw1MP366HRjcblasDZmM0ePINpQSqXNfS4fp+LG/ex+dnYaJarUFQeMT62l\n3wuaqK7Hz+4+yznPKlvz2P2UzGRKTFSn5C4zoZgF9q0jghX7PFa3HWL3k0dhvyNV912WEVvAAvtO\nn1BKTDS6mrmKwWCgqhajlHby6DRWMK3Ee3przFQf2N95553spgSQ3jQ3NzM3HF9f449ZfX39gABf\nLtDp42YJDqA3Tny+Xm9/6LSEI2N2z6IJtDGvlhXKmgf3COrR5AjL9Tb2i6ensMD+y11ldPPJY6T9\nW2eyuUSRrV72+fjsOBbYQ6JyyhBddDu6e2lXcSOToczJjLW7/2r8XEYEB9C4xHAW6O4ta2LdhuX+\nUMG7H0wbGeW2fXLHmMGWFPsLZ5xZTtRFHJA6zoar6ljaGrOxpjoANKlyZXtRTwI9s5/PCMqIC1Xl\nvls64xTUtMnaTnvnWaFJu56p4v2WCmjr5e2znM94iWm/4ZNv/p5q+S7jdpSlje2KbUtdaxfruA5p\npZL2xd4aM7nr00TxrD1mzJjB7jdv3iw9t3HjRoqPj6e0tDQvbplA7YyKC6UvlsxjmXnudId7PMbz\nWK43oD2PDvFnnVl5Yx5kh4rr25nWcfpI7TRmssf8sdzPfugC2h1FDdTV20fjkyI03W15psn2En78\ncoF+GRIsWB4mRWjLOYI74+wtda6Alnfq5daZagczC0g41LR02W00NxTwhUfiMT02RPXNyJRsUgV7\nT4wbuiur1eLTHQW0DW3dLHkF56zIYHV+v7nDy75sGHrYA01UBOJqs7GxcYD0BhonaPChxU9OTmbS\nndtvv53eeOMN9lrIfJYsWeL1q1CB+kHw/spVs5n7TU1rJ8WFBmo6uLMHfsjPmJJMqzcX0Re7ymh8\n0jj6Jc+oGYRrDmYr9ML0kVFs+hUOIMhQ2mpA1O9fr86peUcKaN/fXORQYL9Lakzlvmy9u0CXXLCv\n3DnLS35hiws6LYDjMyYxnB0zFNA6228hz9RxdoxKO85as7xUwsu+yNRxFo44aj7XeWDPO+QqWTir\n1v12R/fZMt51dpgF9uq+VDdRXV0t+dhDWnPNNdew/3/00UfSaxDQT506lXnZw/ryz3/+M913331e\n3W6BtkAwj9bqeg7qLZtVQY6DC+df842B0UINd5u1dRFz7Ghj8PPrIdtZ+81HjIE9ZDhaxrxRlVwH\nBVh8gmka8a83Z4Ip036oooW6e/ucdsTh76MFxpr08LkuWF6qveOsOckRQcwlBv79TR2uWQ+rueOs\nOZhJUdLLHpIeLsNRKzxjr2STqjLTe6UMIw97zWTsExIShvSwB+Hh4fTaa695bJsEAi0D/TVkF8jk\nQG+/r6KVAnxH0DxTx1Y9AZ09+hFAZ3/p0elW9fXbixo02ZjKEgQskFPVtnaxafwMGV7dsE8EU0eq\nv+OsJdDNQisNmUZuZYtkgSkHBIk4/wP8fFTraW6N7ETuZe980yaesUciQ+3Avx/HGLMrsKrEzJKr\nHvZyPhfe9u8HOD9R++XqLKp511m1khYVorgUp5x72A+jrrOaydgLBALlfyznm4L4v3+4m9139Rro\n9v/ulHye9cLxJp39hsM1Vt2PIGvo6oG+PpyiNdxtF2CafUa6fJ19T2+f1Ll1aqr2MvYD/Owd7EDL\nbS7HJoaRn8p15uZwL3dXmlRpoTmVtQJaV3X2qCfRQsY+OMCX1QDAjtXZTtJa6TrLSYoMYuYFFU0d\nTs2+WaNU6jorAnuBQKBzELx/s7d80POw/ly8coOugntk56BZReHcntLBwd/mI3W6yNZbynHkBPbI\n+nZ097FAR6sXNbyAdr+DHWhzTIH9uERt6Os5Y02BPYrfnQEXt/nV2pHimAf26Fmg566z7iqgVXPX\nWQ5mzhLDg1hfGXTCVoJys+ZUwwntpCkEAoFiPLYmhwV01n704Z6A5XqCz05Y09n3F85qW1/vTGDP\n9fWuyBtUU0DrYMb+QLn29PUgJTKIFYTD3aW2pdMp3TEsAJERVqqrqbsZbhn7AZaXigT26s/YD3DG\nUUhnXzZMXXGGVWDf1tZmV6svEOgduP9Ac25NlgLwPJbjdXphfja3vawZ8DwkONuLjAHw0TrJ2E9N\ni2T+5Acrm6nZTrHhbg0XzlrL2PcN1UZa4444A5xxEpzX2R/WkL6ek2WSDPHiV2do7eyh6uZOCvD1\n0YTmeqRCGXvmYc8DewU7urrVGUcBnX13bx9VNXcweQ9kPsOJYRPYP//88zRy5EhKT0+n66+/3tub\nIxB4DVh62ot/sByv0wtwxkEBGoJ482AXgS1mLrITwig2TL2+1o6AjrOTUiOZTzmacw0FmnJpPWMf\nF2b038dMk9zAD8HOQR7Yayxjz+sCeKMqZ7rtgtEJ6pejDPKyr4b/vvyLN3N4gDwyJlgTlr79UhzX\nglwU0rd39zL/erXP0CiZsa9s6mC/Y5iZUnuvBqUZNnvb0dFBpaWl7Pbdd99RQYGxhbpAMNyAT7+9\n3zUsx+v0An7U4GmPYrRN+UZNvR5lOOZ+9vbkOHADQlYfx3pyqray1ray9vtk6uyRwWzp7GEXBbhp\njbEuFNBqycOeg4Z6+Aw3d/aw5lx619ebW166mrHnUh41O+IM6j6rQMa+vHF4ynCGVWC/dOlSCgoK\nouDgYGaNia60AsFwBD798Ku3lbXC81iuNz9/SWdv1oVWKpzVeGMqm372JhtPayAIhuwKQWJIgCac\njxUL7LkMR2v6+sHOOI5LcfKqWjVVOMvlR67q7Pv19RoJ7BXS2HMZDrfQVDNpCjapKuMe9hqQXQ3L\nwH7Pnj109dVXSzc8tsY333zDus3+/e9/pz/++MPqa2699Va2PDRUGx9ugcAd3LNoAmtNbxnc4zGe\nx3K9YamzhwZza4G+9PWcmRlGac2OwnqbuvP+jrPa1ddzID1ypICWF87C4lSLSFKcymaHpSla8rA3\nJ0sK7Ftcy9jHqT/ABfFhgawxF4qk7dXKyCucVX+Aq2STqjKpcHZ46es1E9jHxMTQiSeeyG5vv/02\nk9NY8vTTT9Pll19OycnJ5OPjQ/PmzaM1a9YMeM3tt99O2dnZ9Kc//cmDWy8QqI9RcaH0xZJ5tGBC\ngiTLwT0e43ks1xsoEA0P8mMZP2TB0JgJ2lN4eSeE6+vLH8WBcE+BdMGWLSIvnNWyvt5axl5OoMsz\n9uM0VjjLQU1BeKAf1bd1OyRNqYeTTmsXhQT4as4CULK8dDZjX6OtjD16jfACWu5Dr9eus4OKZxva\nna6l4PCLAy0USiuNJuZfU1NTWaYe/PnPf7bqdvPQQw/RK6+8woJ74OfnR3fffTctWrSIPUYmv7Oz\nk8466yw6fPgwK6QNDBysrezu7qaenh7pcXu78eTASebqieYofJ2eXq+WEWMmH1i+/fvKWdTQ1kUH\nC8toXEYKRYUYvcz1eM5hNmLu6Fj6dl8l/ZJbLbn+wL/ekf3Vyjk2MyOaynaX09bCOinDa84u3nE2\nLdLt++LuMcNFDDTYyG6ioY+9H/OcCp6xD1PtcbQ3ZnDG2VHcQIcqmyguTF7H6MOmYlvemEqt+24N\nnmwYqoB2qDGTus7GBGtmv9Ojg+lwVQsV1bU6LRsrMUl5UqOCBu232r7LcMEZFexPDe3dzMEoPtz5\n+pcyU2MvZOyV3D9vjpncdWoisLcHZDctLS20ePFi6Tn8//HHH6e6ujqW8f/111+ptbWVfvrpJ7b8\no48+ounTpw96rxUrVtDy5csHPV9ZWcn0+Z4+iNyeExpDgRgzd51nkSM6qKOpjiqb9X2eTUsMpG/3\nEa3bU0LtJh//CbF+7POtt89ldrTx6/23A+V0SsbAH8jmjh42c+HvO4KiR7RRZaUyDWG8OWbZcUG0\ntbibfttfRPOzbM9CdPT0sQZsviOIwg3u33d3jVlahC/tQB3F4XIaHdYr6z135BllaCnhjp3zagDf\nUSC3otHmttsaMxzzssYOdsz9Opup0onaBG8Qawo59hVW0fQ45z43BTXGi7ngvvZB46bG77KEMD8W\n2O/JL6VJSc7PrhRVG/c7sLdN0XPdm2PGE82qDey//PJL+vjjj20unzNnDt1www2y3quiooJp5sPC\n+rNSkOTwZQjsd+3aJeu9li1bxgptzQcyNjaWEhMTvRLYA6xbLR86tSPGTIzZUJw5K5ye+LGI/ihu\nlnz8T52eSQkRQbo7x06cHEjPri+m/VXtbFvNOXy4RmrulJZi/K50J54Ysxmj6mhrcTOVtfkM2l9z\n0H0Yhx4Wp+mp7t93d43ZtFFt9OW+WqpoHzHk/ppTvc1YLD5pZJzsv1ELYVGYSc+h0sYuiotPsFr8\nb2vMUIvAGzSlpiSRVhif2ka0s5rqu4c+p22B+pqKZuPM5LQxaRQa6Kf677JR8SV0qLqd2n2CXTpH\nq1p3s/vJWamKOl95c8xUH9hnZGQwzbwtMjMzZb+Xr6/vAPkMl9TwZY7g7+/PbpbgAHrjxOfrVcuH\nTguIMRNjZgsEdCH+PtTS2Z/hfOCLfaxY2JG6Ai2cYxNTIinI34e5gUCLHRNqlFmZy3BQd+CpfXD3\nmE02FdDuLWsach1SY6rkCFUfP3tjxi0vcytbZO9HXrVRjoKLGrXvuyVhQf6stqCiqYNZGdrSjFsb\ns0KTRj0jLlRT+51uqgeAxt6Z7UYvEjThw2cf46eF7zLzAlpnt6m1s4ca27spwM+HBfVK75u3xkzu\n+rwW2E+dOpXdlAAXAdDPl5eXS5n6I0eOsKAeDakEAoEA8ovFKzdIEhzOupwq2phXq7uiYTRlQWHs\nliN1tL2wnhZMTNRl4ay1DrRDcaC8WdOOOIO87KuMzjhyfvQlRxwNWV1aFtAisEcBrSPFoP0e9uov\nILXepMo5y8sSXjirAUccJbvPlnN9fWSQai5YPIkmXHHsMWPGDBbAv/rqq9Jzr7/+Oi1cuNDj8hmB\nQKBOHluTw7qTWpYfQZKD57Fcb3A/+21FAxtVwREITBupfatL8+6kwf6+zFED7i+2OCAVzmo7sE+M\nCGQuTw1t3VTdYr9LNBqSwQ0KChYUzmuRTFPR7xHTBYpceEdirTjicNAllwfoXDronNWldo63uTOO\nq1aXycPQEUczgX1jY6PkYc+tLfH/DRs2sMewt0Qg/9RTT7FgHvp8LHvuuee8vOUCgUANwAFn7f5K\nmz+OeB7LuVOOnjvQVjUbpQxhgX6UFafNzK01oLnmziH7TT71liCzbS7F0TLIRJrLcexRWNvGpGjI\nAgf6OSZRVZ+XvWOWl9h3LWbs0TgOUpLuXgObqdBz11lLKQ6/KHGpOVWUdvZbSTThihMQECDp8c11\n+UlJ/UUwCOjz8vJo/fr1zMby5JNPHlBMKxAIhi/QmtpLeGE5XqenjruwvOTNqNCQC/Kc3cXGbP2U\n1Ejmla0nUAyMbrt7Sxtp7pjBFpDIbMMSE5luTNNrHWjlcdF2qLLZ6v6aA9tEbpOpVZz1sueBvdYy\n9gCzKzUtnVRU2yZlsx3O2GvAw57D99GVJlVljcO3OZVmAnvIaXi2figSEhLooosu8sg2CQQC7RAX\nGsgkCEMF91iO1+kJFM0hy4lACNrzaSOjaBfX1+tIhmOtUdVQ+voJSeovnJVDNtfZy8jYa7XjrLXA\n3pGMPYpHIWXB4ebSFi2BGRZcvCH7fuzoWKeaU2kpY4/vLBT9N3X0sI674TaKfoeibJhn7DUhxREI\nBAJXQBZ+4cREqxZ5AM9juZ6y9ZZZey7H6XfE0U/hrHnGHuwrM+6jTX29k81+1AZvPMbtHPUe2KNg\nFp9V6K9RMyAHvBYX9CmRwZqUII10oYCWZ+xHakhjjwtuV3X25abiWa11V1YKEdgLBIJhASwtQwN8\nBwX3eIznsVyPzDTp7LcX1TONeb8jjv4y9mOTwsjPZwSboWjrGmiBPNARR9v6eo6ksa9qsduVUuuO\nOABSMmSwsatyA11eODsqTjvBrRLOOKgb4plrLWXsQarpQsRZZ5wyU/Gso9IlvSACe4FAMCyAlSUs\nLRdMSGCyG4B7PNab1aU1ZxxYXsIPGy4qcWEBuvzRQ0YW8hQEfjlWCmhzpMJZfWTsE8IDKSLIj3l2\nVzd3DtmoKK/KGOCONjnLaF5nb/Lkt0ehSbajRX29K4F9ZVMHK7pF8W2Qv7ZmKlzJ2BsM/Rc0yTr8\njtONxl4JysrK6M4776Ti4mK67rrr6Morr/T2JgkEAg+D4P2Vq2Yz9xsUykJTr0f5jWWBZXigHyso\n+3ZfueRfrweNuS2dPYJ66OxnZcRIz6N4+HBV84BMt9bhzjhbWQFti80OyuVNHdTe3csu6KJC+huV\nDQedPRq0gQwNFZBaC+y5w43DMhwN1hXwGQZnMvZ1rV3U2dPHLnjh/DUcGTYZ+8cff5zOP/98euih\nh+i+++5jDawEAsHwBME8tMZ6D+oBnG9mmLL2r/96RLcynEEFtKUDM/YIBJHBRKCkpx/8/gJa2zr7\nPJMjTpaG9fWDA/sWh5pTaTVjj1kZdFCtbe2ils7B8jL7Vpfau6DhGfsSJzL25ZIjjvYuaJRCP99u\ndnjmmWfIz8+PTdNkZGSwTrUCgUAwHDrulprcMapMco1fDlXTudNTdSk/mpxqKqAtH1hAy6U5Wm9M\nZbOA1jQboVerS2cz9pKHvUY19rgwR+fYvOpWFqxPkNl/ob9wVnsBLg/KncnYlw5zRxzNZOyrqqro\ns88+k254bI3m5mZat24d/frrr9TVNbDzIIL6Sy+9lFJSUmjatGk0fvx4D229QCAQeC+oX7xyw6Ag\nCM44eB7L9QYCH6iMDlY0M6tDjl4aU1mSnWDf8lIPjjjOBPY9vX2S5SOXtAwXnT0sPjWbsedSHGcy\n9g3D2xFHM4F9aWkpvfXWW+x23nnn0fbt2we95rfffqNRo0bRPffcQ9deey1NmjSJCgsLB7xmxYoV\n9MEHH9CmTZusvodAIBDoicfW5FBrV+8g/344ZuB5LNcbkNmMig1lshvzLPYBU8Z+gk4z9pDi2HLG\n6Q/stT9DkxQRxHzOa1q6WNGwPVkGzoPEiEDWxVWrOKOz16KHPScxPJC5laEgvLNHnq3p4OZUwTRc\n0URgP2PGDClbbw18maGBFQL6P/74g3JycmjcuHF02223Sa/BRUFWVhadcMIJbFlBQYEH90AgEAg8\nCwqE1+6vZEG8NfA8luN1emOilUZVes3Yx4cHUmSwPzV39FBlk3WJKWQcepHiQJqCCzdgb8ZJyx1n\nXfWy7y+e1V7G3s/Xh13AgXKTdaXjzamCaLii3UtYM3bv3k2HDx+mJUuWsMc+Pj5000030eLFi5mW\nPjAwkPLz85kMp6+vj6ZOnUqLFi2y+l7d3d3U09NfoNLe3i5dPNjzCVYavk5Pr1fLiDETYybOMSPV\nLR1DdtoFWI7XRQT76epzOTklgr7eXU77ShvJMCuNGtq6WPYWmV5ojrXwnerImGUnhtHWAjjjNLHs\ntDlNJitM7HtyRJAm9l2OHAcXavnVLQMKwS3HrKDWOFMxKjZE0/stBfa1bbL2AxIknO+QpCVHBtr8\nGzX/XkKOAykOJEUZsfIvTsokKY57PufeHDO56/RaYH/o0CHav3+/zeVpaWk0e/ZsWe+FoD4gIIBG\njhwpPTd69GgWoBcVFVF2djY9/PDDdOutt7LnEhMTbb4X5DrLly8f9HxlZSUFBwd7/CA2NBibyejV\nmk5pxJiJMRPnmJG+jh7m0z9UcM+WtzVSZWWrrj6XKcFGbf2Owhr23b29xJitz4oJoppq6zVaasOR\nMRsZ7ktb0avgcDmNjeivKwB7y43BbXpUIFVrZN/tkWD6Kd5bWEXHpvjZHLP9RTXs/7EBfew80Cqh\nBmOwml/dJGs/yho72YxcfJg/NdQax0Brv5expoR7TlEljQmXL8cpqTN+lwV0t1BlpfKzkd4cM55o\nVm1gv2vXLlq9erXN5fPnz5cd2CNYR1beHP4YGXhObGys3fdatmwZLV26dMBA4u9wMeCNwB5g3Wr7\n0KkVMWZizMQ5ZgTpi4UTK2hdTpVVOQ40rGjOlZ2RqrsxmxsaRfRpLuXVdFB8fAJV5Rl/ECePjBky\nsaMmHBmzqaPa6dM9NVTePmLQ/v1aYvwNHJccpZl9t8eUjG6iPyqoqt04PrbGrLqjhD2eNCpR0/se\nFgUVwX6qaOqmuPiEQd2zLTnSWsvuM2LDhtxvNf9ejk5qJMqpo+Zef9nHDjMVNa3dbKZiUlYaswlV\nGm+OmeoD+4suuojdlCAhIYE54rS1tVFIiHHKhl/VYpkj+Pv7s5slOIDeOPH5etX2oVMzYszEmIlz\nzMg9iybQxrxaVihrHtwjMAgN8GXLPfXd4snPZVx4ENPoVjR1UGFdGx00ebwbHXO0810qd8zGmbzs\ncyubB722X18frql9H4pMk7vPkdrWQftkPmbcwx6afC3ve1iQP2suhoJhWNbaKwwtNunrUThrb7/V\n+nspNalq6JC9bVUtXWyGEt7/gW7stuutMZO7Pk0Uz9oDmf2goCD69ttvpefWrFnDLC3j4uK8um0C\ngUDgLeBT/8WSeSwzz5N8uMdjPK9HH3vO5NT+AtqcclPhbJK+Cmctm1TlVrYM0uFyD/vRCfo51lnc\n8rK61abuuK/PYFY8q70CUlcKaLVcODvY8rLNicLZYBrOaKJ4FgWwCNQ5GzdupI6ODpo5cyalp6dT\neHg43X333XT99ddTeXk5NTY2sk6z7733nle3WyAQCLwNgvdXrprN3G9qWjspLjRwWHTcnZgSyWRI\ne0obmae9HptTcZDNjQrxp4a2bjZLgcJBDgpM9eJhz4kO7d9fFAYnmBxUzKls7qDOnj6KDQ2g8CDt\nn+8ZMSG0o6iBBfbHZA0tKy6Rus5qN8CVmlQ54GUvHHE0FNhDVwS7SnDOOecwfT5uERERLLAHDz74\nII0ZM4a++eYbpq//6quv6JRTTvHylgsEAoE6QDA/HAJ6ziST5eW3eyuovbuXucUgINQjmKIfmxBO\nWwrqWKMqHtijQRekSJjB542d9AL2B4EuGlVZC+wLavSTrXfUy76/66x29z3VFNjD7hIyQnt1BaDM\nZI2ZYnZhOxzRRGAfFRVl08PenCuuuILdBAKBQDC84YE9ly7oKWNty/ISgT109ieMjWfPQWOOoAhB\nYZAbNcfeDuznWMlgm+vr9YBjUhztdp3l4HzldQWYlUmS0Um2vFFIcXSjsRcIBAKBwJzunj7yM8vy\noYj4une32m1qpFXGmuns9dhx1qbO3sbxLNBJcyrLjL29wB6zNOVNHayWJlnjTZp41l6uzl5IcYyI\nwF4gEAgEugLB+zkv/UY9Zk5A+B8094tXbtBlcI+MPThUZawnMHfE0eNsRWaccZ/ybRxLKWMfp92s\ntTnpsfKkOMhao54Ycix/X22HeLyAlkuLZEtxooa3FEfbR10gEAgEAgseW5PDLD4tgSwFz2O5XjP2\nh82ccfJMjjhjEvQY2A+vjH1ieBAF+PowaUprJ3ztrVNc1z4gKNZHxl5mYG+S4iQPc439sAvsX3/9\ndXrhhRe8vRkCgUAgcANw/1m7v9JqUy6A57Ecr9MTcWGBFBMaQM2dPVTeaMxcHuZSHB0G9jwTz+sI\nzMGFTZGksddHxt7HZwSlxRgD1mKThn4ofb2WC2cHBfYyMvZtXT3MJSnAz4c5IQ1nhlVgX1paSi+9\n9BL98ssv3t4UgUAgELgBWHraiOklsByv0xvZpgD+UGUzC255xl6PUpyQAD9Kjgyi7l7DoMCPZbW7\neiky2J+iQvQT5Ek6e9NshDW4bEXLVpecVNPFiZyMPZfhJEcGsYug4cywCuwfeeQR5ncvEAgEAn0C\nn357v+tYjtfpVWePAtrKpk4W3EaH+LNMvh7hcpz8mv6C4YGOONrPWjtaQMuz+boI7B3I2EuOOJHa\n3+9hEdjDx76goEC64bEtampqqKmpadDze/bsoZCQEBo9erSbt1YgEAgE3gJe/QsnJtr0vcbzWK5H\nT3+us0fGnjvi6FFfb09nX6gzfb0jXvZ66DprTWNvq8OwpSNOssadgIZNYL9lyxY68cQT2S0zM5PW\nr18/6DUI+I8++mjKyMig+Ph4Wrx4MTU397sDrFixgu69914Pb7lAIBAIPM09iyZQaIDvoOAej/E8\nluuR7ARTYF/VQod1LMOxF9jzwlm9ZezleNnzoF8PGfuIYD8KC/Sjtq5epp+XI8VJHeaOOJoJ7E84\n4QQpW2+Lyy+/nAX1DQ0NVFlZyfT0d955J1t2+PBh2rx5M9122230wAMP0B9//EGrVq3y4B4IBAKB\nwFOMigulL5bMowUTEiRZDu7xGM9juR4Za5LiHK5sHhaBfVa8rYy98XG6TjP2tgL7ju5eqmruZP0b\nkqx049ViR2W5zjhSxj5SBPaa6DxrDwTuGzdupH379pG/vz/rVHvXXXfRNddcQy+//DLL4ENfD44c\nOcLkOpMmTbL6Xt3d3dTT028lxWU/mAayNxWkNHydnl6vlhFjJsZMnGPqwxufy4zYEPr3lbOosb2b\nalo6mWsMiin59uhxzKClhyNIbWsX/ZpbLQW/WthfZ+BdZfOrWweMl2R1GROsq33nWfji+nbq7e0b\nVCRaatLXo4AUs1P29l0Lv5epUUF0sLKZ7RvvJj1kc6rIILfujzfHTO46vRbYNzY2Un19vc3loaGh\nLCCXAwJ6X19fmjChf3p1ypQp1NraSkVFRUy+c+WVV7Ln6+rqmKTnmGOOsfpekOwsX7580POYBQgO\nDvb4QcQMBL9yFYgxE+eZ9xGfS+2NGXLWHU2t1DG4/Ep3Y5YRbQzseXAb5dPBfr/0SECvgdCDCUFd\nYWk5BfqOYHHFEVN9QUhfG1VW6svWNDrYj+rbe2hffgklhA8sit5T0MjuE8P8ZB1zb38u5RBtqnE/\nUFxF0+Jsb2NxnfGYB/S2UmVln9u2x5tjNlR9qSoC+3fffZeeeuopm8vPPvtsevHFF2W9V1tbG7sQ\nMB/k8HCj1hDBvTkxMTE0f/58m++1bNkyWrp06YCBjI2NpcTERK8E9gDrVuuHTm2IMRNjJs4x9SE+\nl54bs0lpNbS9xBjk+PuOoGljRtosJNYD6TGhTIrT4RtG6Ylh1NjeQy1dvayWYkJmqu5+OzPiwqi+\nuIHafEMpMTFmwLLWAqOFa1ZiJDtv9PC5HJPSQrS7mpp6/GzuE/ajstl4ATc5K5XCg9xXGO/NMVN9\nYL9kyRJ2U4Lo6GhWKAsJjZ+fcZdqa2ulZY4AKQ9uluAAeuPE5+tV64dOjYgxE2MmzjH1IT6X7h+z\ngppW2lpYJz2Gx/tN729nxcJ6rSvIijMG9gW1rTQuKZxKGrskRxwfH02UETosMdtZ3MCKZI/Jih2w\nDBIdkBYdIvucUfvnEvsCShs6bG5jfVs3dfb0UXiQH0UEu9/a1VtjJnd9ujjrZ86cyXZ4w4YN0nP4\nf0pKCqWmpnp12wQCgUAgcDcI6hev3EAHK/rd4MC6nCr2PJbr28veuH8lpq67vDOt3hjK8lLqOmvq\nUKsHUqPtF89yfb1wxNFQYN/b2zvAFQfaMfy/pcU43ZiQkEBXXXUV3XLLLfTbb7/RN998w4plb7/9\ndi9vuUAgEAgE7uexNTmsIZVl193ePgN7Hsv1SCZ3xqk2BvalDZ269LCXY3nZ33VWPxc1aTJccfod\ncbTvBDRsXHF4wSuApeWDDz7I/g+N/oUXXsj+/69//YtZWf7tb3+jwMBAppO/4447vLrdAoFAIBC4\nm8a2blq7v3JQUG8e3GM5Xqe3xlyWXvYljZ269LCXY3kpZex1FNjDzSrA14fqWruorauHQgL8bDvi\nCA977QT2cMcZysMeoLD1ySefZDeBQCAQCIYLNa2dNoN6DpbjdboP7HWese8P7AdmsNu7eqmmpYsV\nTCeEm6xkdAAsPdFNFt2EEcCPMTVhM6fcJL8Sgb2GpDgCgUAgEAisExcaKDXisgWW43V6IzE8iIL9\nfZnFJ3oW8MCee9zrjcSIIJbBRm8GZLAts/XQmVv622sdrp3nUiNLuEwnJUpIcYAI7AUCgUAg0DDI\nwi+cmGjT1hLPY7nesvUAQSx3/Nld0sA83oP8fXSVtbY8llKjKrOsPQ96uQZfj4F9WYMxM28rYy+6\nzhoRgb1AIBAIBBoHlpbwbrcM7vEYz2O5XoHlJVh/sFqSq+gta22vgJZn7HnQryf6nXEG1xUA4Yqj\nQY29Evzxxx9UWFjI/h8REUGnnnqqtzdJIBAIBAJFQNb6iyXzmPsNL6RFbLtgQoKufezNdfY/HarW\ntb5+qAJacw97vWbsS61IcXp6+6iyCR73RpmSYBgF9s8//zxVVVWxoB7e9iKwFwgEAoGeQPD+ylWz\nmfsNCmWhqdej/Maml73J8hJNnPSMNS/74ZGxHxzYVzYbC8chvQrwEyKUYRXYg2eeeYYmT57s7c0Q\nCAQCgcBtIJgfDgG9pZc9R69Wl0NJcbjeXo8Z+7SoEJsZ+3LuYS+sLiWG1eXNpk2b6Oeff6bu7m5v\nb4pAIBAIBAIFNfbm3ufDTYqjx66znKTIICa1qWjqoO7evgHLeBY/VTjiaCuwRzdZZNr5DY8t6erq\noocffpiOOeYYOuGEE+jVV18dsPzoo4+mb7/9lu6++26aNWsWtbbqs722QCAQCATDiYa2bvI3K5a9\nYfV2uu7drVRg8rbXGzx4R2Df12egls4eqm/rpkA/H4rX4UUNJDaQ2kByU2FywOEIRxyNSnGmTZtG\nH3zwAfv/lClTqLm5edBrbrnlFvrpp5/ohRdeoIaGBrrhhhtYZv6mm26SluMGLr74Yvr9999p4cKF\nHt4TgUAgEAgESoHgffHKDdRt1qHLYCBal1NFG/NqWUGx3gqHw4P8KSY0gHVjrWrupIb2LklfPwKp\nbR2CAtrKpk6WoTe39BRdZzUa2IeFhQ2pja+traVVq1bRmjVraMGCBey58vJyeuKJJ6TA/ssvv6TO\nzk4qKSlhQf0///lPq++Fi4Genv6mD+3txmkeg8HAbp6Er9PT69UyYszEmIlzTH2Iz6UYM3cBF6DW\nrt5Bz/f2GdjzWP7vK2eR3hgZHcwC+8LaVmrq6Jb09Y7EC1r6XCKw317UwCRHBkPMoMA+OTLQI/th\n8OKYyV2nJgJ7e2zbto0F48cff7z0HOQ4t99+Owvwk5OT6dNPP2WZ/vj4ePrwww9p1KhRVt9rxYoV\ntHz58kHPV1ZWUnBwsMcPImYfgF6vwpVGjJkYM3GOqQ/xuRRj5g6aOnoka09rILjH8tzCUooI0kW4\nI5EQYlRS7y2ooJZO44VNTKCBxSp6/FxGBRi19YdKaqgytb8wvKjGqOAI6m13aN+dxZtjxhPN9vDa\nmQ4NPGQztli0aBE9+eSTst6rrq6O2VgGBARIz8XGxkrLENi/8cYbst5r2bJltHTp0gEDifdKTEz0\nSmAPsG61f+jUghgzMWbiHFMf4nMpxswdtFS32AzqOczPPySSEuPDSE+MTW2gtYfqqbHHj1pNIoOx\nqcZYRY+fy7GpHURbK6mxx3fAPla37mb3k7NSKd4D3YYNXhwz1Qf25513Hh133HE2l0dFRcl+r6Cg\nIGprw/SMQRpoXhyLZY7g7+/Pbpbgfb1x4vP1qv1DpybEmIkxE+eY+hCfSzFmShMfFsSacA0V3GM5\nXqe339CMmFCpMVVblzGyh/bc0f3UyueS23hCesO3tb2rlxUNB/j6MCckT+3DCC+Nmdz1eS2whyQG\nNyWYMGECk+Lk5ubS2LFj2XP79+9nGfaMjAxF1iEQCAQCgUA9wKt/4cREVigL2Y0lvj4jWOddPXr6\nm3vZI8Blz+nQw35QkyozL/uyRu5hH0Q+Zq5Iwx1N2F3aY9y4cczC8tFHH2VZe2Tvn376abrkkkvI\nz09fujqBQCAQCARG7lk0gUIDfFkQbw4e43ks1yPpsf2BvZ67zpoXzwK44nA5TH/hrGPKDL2jicAe\nrjfcwx5cf/317P+ff/659JrVq1fT1q1bKS4ujhISEpgEB51mBQKBQCAQ6BNYWcLSEpl5HtvjHo/1\naHXJSYoIIn/fEVTd3MmKiIP9fZkFpl4JDfSjqBB/6uzpo5oWo71neYPR0z5FdJ0dgCbS2ZGRkZKP\nvTlpaWkDsvaQ3xw5coQCAwMpJSXFw1spEAgEAoHA0yB4f+Wq2dTQ1kUHC8po3KgUigrRb5DLZySg\nOz9iasKFplVq18m7SkpkMGtGhqw9CmV511k8L9BYYA85zVA+9uZkZma6fXsEAoFAIBCoi8hgf8qI\nCWL3wwHo7Hlgz4tL9Qx09vvLm5jOfvrIKCo3aexFxl6DUhyBQCAQCAQCQT/pMf2Z6oRwfc9QDNTZ\nG2sKykxSHBTPCvoRgb1AIBAIBAKBhiioaaUtR+qkx//9o4Sue3cre16v8OJgHtBzVxwe8AuMiMBe\nIBAIBAKBQCMgeF+8cgMdrmqRnoNPDGw/8bxeg3sewJfUG51xhCvOMA/se3t76d5776Xx48dTUlIS\nFRcXe3uTBAKBQCAQCBzisTU51NrVO6gxF7z88TyW69rLvqGdFdF2dPdReJAfhQcNj5oKXRXPKsE/\n//lP2rBhA3388ccUGxurWHMsgUAgEAgEAk/Q2NZNa/dX2uy2i+Aey/E6vTXmkjT29W3CEWcIhk1g\n/84779D7779PkyZN8vamCAQCgUAgEDhMTWunzaCeg+V4nd4Ce/j0B/n7MN/+3Kpm9lyKKJzVZmBf\nUlJC3377rfT49NNPH+Bhz6moqKCff/6Z+difcsopFBERIS2rrKykL774gi688EKaP38+/fvf/2ZN\nrAQCgUAgEAi0QFxoIGvANVRwj+V4nd6ATz+y9nnVKByuZ88li8JZbWrsGxsbadOmTez217/+lfbu\n3TvoNd999x1lZ2fT22+/TU8++SRrWHXgwAFpeWhoKNPWr1u3jrq7u+n111/38F4IBAKBQCAQOA+y\n8AsnJrIGVdbA81iut2w9h3vWby0wOgIJRxyNBvaQzyAQtxWM9/X1sYB/6dKltGbNGvr999/phBNO\noFtvvVV6zZw5c2jixImsgVVGRga1tuqzalwgEAgEAoF+uWfRBAoN8B0U3OMxnsdyvVte5pocgZIj\nhfJCk1Ice2zfvp253Fx77bXSc9dccw2T7LS1tVFISAg9+uijtHjxYqqqqqKxY8eyCwBrIJvf09Mj\nPW5vN/qkwloJN0/C1+np9WoZMWZizMQ5pj7E51KMmTjPlCMjNoQ+v2kuPf7tAamQFjH+ggkJdPfp\n49lyOXGDFj+Xll1mEdh7cvsNXhwzuev0WmC/c+dO2rp1q83lo0ePppNOOknWexUUFDBdPaQ2nFGj\nRrFMPgJ+yHJgc3no0P9v7z6goyreNoC/gVAiTYoQOgJS/GiC9N4FAkiXIh2kShMQQRQ5IIKgdJCq\ngDSliqigoJSISAeDVCkhNGkhlFD2f573O3fdTbLJRpPs7r3P75wcsncvu8swd/adue/MnJC7d+9K\n2rRpXb7WuHHjZMyYMdGOI0c/ICAgyf8Tb926Zc8tI5YZ65nn8bpkmbGeeScrXZuIRsbUzSVDqgbK\nzXuPJeMz/pI+tb/Ik7ty5co/69ubrbzS+kU6PU75OEKuXPlnMDaxebLMjIFmrw3sQ0NDNWfeFQTl\n7gb2WKPe39/5n5IiRQr7c45iC+ph5MiRmtLjWJBYHjNbtmweCewB7+0rF52nscxYZqxj3ofXJcuM\n9SxxZLPYdfniPcR2f+nv+Mj/lz+npPJPnmTvb/NgmXl9YN+oUSP9SQjZs2fXnPnw8HBJly6dHgsL\nC7M/Fx/oEBidAkf4D/RExTfe11cuOm/AMmOZsY55H16XLDPWM+/ja9dlrkzPRFn+0t8yZebn5vv5\nxOTZuJQtW1ZH4tevX28/tm7dOilZsqRkzJjRo5+NiIiIiP6bv65HyPsb/lkV8e+7kfLGkt/1OPnY\n5Fncfli2bJnT0pZY2x4r32CJS6TIjB07Vvr27SunT5/W5TFnzpyp69YTERERke9C8N5kxk6JiHRO\nr94aclWCT/8tG/pVkXxZ0njs83kTnxixx0o1xjr2WO0GKTf4/dq1a/ZzBg4cKKtWrZIbN25ovn1w\ncLDUr1/fo5+biIiIiP6bDzeHaFD/JMrOXHiM43iefGjEHjvIurOhFAJ5BvNERERE5nD73iP7sp4x\nQXCP53FeBpNuzGW6EXsiIiIisp7rEQ9dBvUGPI/ziIE9EREREXmpLGlS6QZcscHzOI8Y2BMRERGR\nl0J6Td0Xs0lyF9E9juN5puH4UI59QujUqZPuHmsYPXq0VKpUyaOfiYiIiIhiN6JBUV39JuoEWgT1\naVIm1+fJYoF9165d7bt29e7dWwoXLuzpj0REREREccBSlljSEqvfGBNpMYBfp2hWDeq51KUFA3us\neQ9HjhyRUqVKSebMmT39kYiIiIjIDQje577+sq5+g4myyKln+o2PBvZ37tyREydO2B8XKlRIl8CM\n6unTp3peqlSp5Pnnn4/xtRYtWiTt27dP1M9LRERERAkPwTwDeh9f7vLYsWPSq1cv/Slbtqzs3r07\nxnMQ8NeqVUtKly4tlStXluvXrzud8/jxY9m0aZMEBQUl4acnIiIiIkp8PhHYV6xYUX7//Xf9caVD\nhw6abnPp0iW5fPmyJEuWTAYPHux0zrfffitVq1aV1KlTJ8GnJiIiIiJKOj6RihOXkJAQOXjwoKxa\ntUofIxUHQX27du1kwYIFkiLF/+9EtnjxYhkwYECsr/Xo0SMd2TcYE25tNpv+JCXjPZP6fX0Zy4xl\nxjrmfXhdssxYz7wPr0vfKjN339NjgX1YWJiEhoa6fD5TpkySP39+t17r+PHj4u/vLwULFrQfK1Kk\niDx48EDOnz8vBQoU0GP9+/eXatWqxfpa48aNkzFjxkQ7jqUyAwICJKn/E2/duqW/+/nFsTsDscxY\nz5IEr0uWGeuZd+K1yfIycx0zBpq9NrDfvHmzzJo1y+Xz9evX1yDbHQ8fPpRnnnnGqZDTpEmjfyK4\nN9SsWTPO1xo5cqQMHz7cqSCxgk62bNk8EtgD3puBPcuM9cw78LpkmbGeeSdemywvM9cxrw/ssa48\nfhICAm+snBMZGSkpU6bUY8bE2fgua4m0HSN1x/E/ER2EpP5PxHvjfT3x3r6KZcYyYx3zPrwuWWas\nZ96H16VvlZkxUB1XSo4pcuzLlCmjqTjbtm3TkX7A73nz5pXAwMAEKUiue09EREREnoS4FFkqPh3Y\nYzIrJscaTp48KVmyZNG16hFwIx8fS2H26dNHpkyZIrdv35YPPvhAJk2a9J/f+9lnn5W///5bV9Lx\nxG0X/Pvw/kmdBuSrWGYsM9Yx78PrkmXGeuZ9eF36VpkZdwsQl8bGz+YDS66gAI2ReEfvv/++fU16\nBP+TJ0/WJS2xKg6Wv+zYsaP4egVCr+zevXsM7FlmrGdegtcly4z1zDvx2mR5JTZfqGM+MWKP3lFs\na9gDUnEw6dVx4isRERERkVX4xAZVREREREQUOwb2Xgx3Id577z39k1hmrGfegdcly4z1zDvx2mR5\nJTZfqGM+kWNPRERERESx44g9EREREZEJMLAnIiIiIjIBBvZERERERCbgvdn/FhERESHr16+Xq1ev\nStmyZaVy5coJer4Z/frrr7Jv3z7dmOyVV16RjBkzujx3zZo1cuLECadjTZs2laJFi4pVfPrpp/Yd\nlA39+/eXNGnSuPw7+/fvlx07duhGGCivuDbEMBPsWr1nz55ox8uXLy81a9aMdvzy5cuyePFip2PP\nPfecdOvWTcwKyw9v3brV/rh3796SIUMGp3PCw8O1rbp+/bpUqFBBf2IT3/N9zVdffSWnTp3S39Fm\nvfHGG9HO2bVrlxw4cEA3YGzQoEG0MnW0atUqOXPmjNOxFi1ayAsvvCBmgQ0nIyMj9feSJUtqmTj6\n+OOPdQ8bR4MGDdK9bFzZu3ev7N69W78/0LalT59ezOLSpUvyxRdfuPyu27Jli353RoU4omrVqtGO\nX7x4UZYuXep0LHv27NKpUycxkz///FN++eUXSZEihdSoUUPy5cvn9PydO3dk3bp1cvPmTS2rl19+\nOdbXi+/5CY0j9h7eeKt06dIydepUOXbsmF6EI0aMSLDzzbgxBBqfIUOGSEhIiMyfP193H/7tt99c\n/h00cti07NatW/afR48eiZVgI7ejR486lUFsc+Y/+eQTDWAPHz4sCxculGLFism5c+fESvXMsazC\nwsL0OgsNDY3xfHz5jRo1yunvIEg1s4cPH+q/E4ElygZfYI6uXLkipUqVklmzZmnda9iwodZDV+J7\nvi/CoAzK7Keffoq2KzrqS8WKFeXtt9+W48ePy9y5c7Vtc9xxPSpcmz/88IOp2zbsIo9/FzrOX3/9\ndbTncd2hvNxt2z788EOpW7euHDlyRMu4ePHiGgybxZMnT+zlgOvn0KFDsbZtFy5c0OsX119M/vrr\nL30dM7dtPXr00A4xBisQK6Aj5DhQg3Yf9WTevHn6nVinTh2ZMGGCy9eL7/mJAqvikGcMHTrUVqpU\nKVtkZKQ+Dg4Otvn5+dmOHz+eIOebTUREhG3Xrl1Ox1q2bGlr2LChy7/TtGlT29ixY21WliFDBtuO\nHTvcOvfq1au2VKlS2dauXauPnz59aqtTp46tY8eONqtauHChLVOmTLb79+/H+PzevXu1zKwoJCQE\nUZTt7NmzTsf79+9vK1++vO3x48f6eNu2bbbkyZNHO+/fnu/Lpk+fbitQoIDTsdu3b9v27NnjdCwo\nKMjWvHlzl69Tv35926RJk2xW0KJFC1u3bt2iHcd1h+vPHRcvXrT5+/vbNm/erI+fPHliq1q1qq1n\nz542s7b7y5cvj/WcWbNm2QIDA+0xRVT43sDrmNnWrVv1e84wYcIEW9asWe2Pe/ToYatWrZrWF0D9\nSZEihS00NDTG14vv+YmBI/YehN5hmzZt9PYP4NZz/vz55bvvvkuQ880G2zhXqlTJ6Vi2bNnst2pd\nQa8Zo9C4dR11ZNEqUHemTZsmmzZtinbr2tGPP/4oqVOnlsaNG+tjPz8/ad++vf59q5ozZ4507txZ\ny8WVp0+f6ggNzo0pjcdqUF9ee+01SZ48uT7G7e3AwED5/vvvE+R8s0E6SLly5eLdtiFlDm3b6tWr\ndXTbijZu3Kht2+bNm3XE2hWkoSAFqn79+vo4WbJk0q5dO0u3bbhr0bVrV3tMERN8X+A8/GBU22xq\n166t33OurjvUj7Zt22p9AdQfpMihPsUkvucnBgb2HoTbYHny5HE6ljt3bj2eEOebHdIAli1bpkGX\nK7jFhs4PygiNf8GCBTWP1UqQc4rAE3mEAwcO1FxV5DHHBOWUI0cOe4Bl1DGcHzVP3wqQCoGc3Jjy\noR1zTgcPHiynT5/WoL5evXrSoUOHWFMCzI5t23+DeUErV66MtW3DIA++D86fP6+56GjbUFetZOjQ\noZoWhnScvn37SpkyZTRdxFWdzJUrl1MQh7YNqRNWvFaDg4M1Jalnz54uz0H59OvXT86ePavzEmrV\nqmXquUMRERF6LRnXHb43karlGHeh/qAexRR3xff8xMLJsx6ExsSxkQE8dtXIxPd8M0NeM3rCXbp0\n0RFlV15//XWnx2ikevXqpQ2aVWCXPANGInCnZ8yYMTJ9+nS365jxnNXMnj1b5xsUKlTI5Tk5c+Z0\nyqF89913Ncdyw4YNOg/Giti2/XvIa0bn8M0339SBCVfQ9jnq3r279OnTx1LB/dixY+2/Y+ABkxTH\njRsXbQ6DO21b1OfMDncXsfhE3rx5XZ6D5xzbtnfeeUcHhlq3bm2/82EW9+/fl2bNmumdQsd/sy+2\nZRyx9yD04qJOyMNjBAoJcb6ZR+oxiRZfeuhdx0dQUJBOvEXP2opSpkypQQMmKLqqYxhxcGyEUMdw\nCzsgIECsBJPEvvzyy1hH62OCO0SYgOWqjK2Abdu/H6lH24ZVRxCgxrdts3KdQ6ocJirG1rbF9P2J\nQM5Im7AKpKQiNTW+bVvhwoX1zpDZ6ll4eLiuuISUJAzIGKsqoV7gjmzUeoPvyJjirvien1isVZu9\nDGbnYwk0I8jEDHY07Ai8APlsM2bMcPt8K0BQji8+5AXGNNMc5fPNN9/o7/fu3dNbiFGXMkTgZZWG\nHKvZ3L171/4YdQfLejkuiYfOEeYhAEancT5W2zDgC8BKdcyAZd6wJChGcaI20qh7Rk7zH3/84dQR\nwio6SHsy07KD8YW2CnnfRrkgRQm3onHcWLIWd0PcPd8KcA1Wq1ZNR+pxRy2qFStWaB65EYggBSdq\n22alOoe2HW28Yy44luh1LIOJEyfqCnJGLvW1a9fk559/tj+POmfFtg2rvmBJ1UaNGjkdR51C24aU\nFDDKzvF5DKyZqZ7dvHlTO4RYohhLVEadS4U2CN+BBtQf1CPUJ9i5c6fOr3L3/KTghxm0SfZuFG39\na0yYwm1+LGOJfPEmTZrYv/Cw/jguMpznzvlmh+U+MRKaNWtWzWE2YGIK1tE2Rq2w5jqCMnz5oROA\ntAgE81gfGkvNIfjHLUgrQICEnEiUA9ZtxkRrNDLIrzRGENKmTat1DbfyAUEF5iPgVv/Jkye14UIg\nZqbG3B1YfhHLLo4fP97pOMoCSxMisMB6xygr1DdM+ERwgQAMt6vRwXScq2Am+ILH3QzUJXQMhw0b\npnd1OnbsqHM0kCqHtqpEiRJ6/S1ZskQnlGGiJ6BdQyoA0k4grvPNAEEn5vfg2sOfb731lt5Bw/wM\ntO0vvvii5uZiErEhc+bMuhwfIPhAfcMyvzdu3ND6hjqKY1ibHB12jDbGtNeCr8J3HDp4+BN3DJs3\nb64jxi1bttTyRLtfvXp1/Q7ApEWsH47yxQRI8Pf31yDW+L7A0o4LFizQOyLokGPwDNczlhY1A0we\nNtKQ0I5jUALXFOqO41rqRYoU0YnDo0ePdvr727dv1/qDwQncyUDHCHvBoIwxl2H58uXa9uGYWQbH\nypUrp/OjcB06ttcDBgzQOod2HnuY4DyUG5bQxncqlk4FLAeKNh/zPCCu85MCc+w9CBcOJufhYsGG\nU5999plTDxobUGEjIXfPtwKM1IPjBCnHfLZWrVrZe9zp0qXTNe7RC8dFh04QetZGo28FaGDQmUEZ\nIAjDZLNXX33VaVQC+wIgEHXMyUdHAIECGnmshoC6ZyUYxUHnz+gwOkKHaPjw4fbNgzDCikllWMEF\n4yQISpNydMYT0IHBNYhb1ygLwGNjVRKkPWAEGm0VOuQIrhw70wgOHK/buM43A2MNcQxO4Ae/G7f8\nURbGJEbHtg2BvwEdHWMzPnTS0batXbtWO98IeFFmGHU0EwzOoDyM7zn8bowmo43CJmnGpmbI/0bb\n5lhmqJvYh8OA4ArXKjpWyBFftGiRDhSZBdofo/4gMAU8RlBuwPcAysnoMDpCxxJlhsEeQIcd1yHu\n4KKOIoA1U8cRULdwbUZdn98Y80anD6lHaJvwvYBOpuOdxCpVqjhtchbX+UmBI/ZERERERCZgjnsp\nREREREQWx8CeiIiIiMgEGNgTEREREZkAA3siIiIiIhNgYE9EREREZAIM7ImIiIiITICBPRERERGR\nCTCwJyIi3f0Vu1NGRkYmSmlg1+P27dvLo0ePPP5ZiIjMioE9EZFJ3b59WwPkatWqOe0+CfPnz9fn\njK3OsWvpnDlzdDfZxIAdLCtUqKC7Rxu7OrqS2J+FiMisuPMsEZFJXb9+XYPkXLlyaQDfoUMHPY7A\nulChQvLgwQPdUh1BdFIJCQmRfPnySUBAQJK9JxGRVXDEnojI5Hr06CGzZ8+2P96yZYukSpVKKleu\n7DL95cmTJzJp0iSpV6+eNGjQQObNm+f0mrdu3ZIRI0ZI3bp1pUWLFrJ+/XqX73/37l19bfz07NlT\nBg8eLKGhofFKxcGxPn36SI0aNTSlJzg42P7cvn379I6Ao88//1wGDRqkv58+fVpfb8+ePdq5cfx3\nExGZCQN7IiKTa9asmZw9e1YOHz6sjxHk9+7d2+kcjN4jQH769Kk+njFjhgbz/fr1kyFDhsiBAwdk\n2bJl+ty9e/ekbNmyGpwjuEdg36tXL1m9enWM74/RedwVwM+4ceMkWbJkmh7kKt8+6me5efOmlClT\nRtOJRo8eLcWLF5datWrJrl279Pnw8HA5ePCg02uEhYXJyZMn9ff79+/r6/Xv319at24t06ZN+48l\nSkTknfw9/QGIiChxIVe9e/fuGtCPGjVKtm/friPaO3bscPl3Ll26pMF7kyZN9HGdOnXsefqLFi2S\nNGnS6Gv4+fnpMYyuT548WVq1ahXttZInT64j5gYE9UWLFtXPgRH/uCxcuFCyZMmi8wLwfgjqz5w5\nIx999JFs2LDB7XJAR6VkyZJun09E5GsY2BMRWQBSYDDSnTp1amnTpo2kT58+1vORxoIUHoyUV6pU\nSdNxGjZsqM8dO3ZMLly4oIG/Y7rNtWvXXL7e0qVLZc2aNTqSjpF6jPafO3fOrc9+4sQJ7RgYnQjA\n4ylTpkh8FCtWLF7nExH5Ggb2REQWgAm0yE+fOnVqtLSVmAQGBsrGjRs1LQa56cOGDZOdO3fK+PHj\nJVOmTDryPXHixGgj8zFBCs/w4cN1hB0TZ9G56NKli762OzJnziyHDh2KNjEYx407Eo8fP3Z6Huk5\nUbn6fEREZsEceyIii5g7d67s379fSpQo4VbayqlTpzQIr169ulSsWNEeXCOnHjnrCMyNSbEZM2aU\nvXv3ulwJB6PlmPRapUoV/XsYhXcXVu7BhF90MACj/vh8jRs31sf58+fXPHzMA4ArV67IihUr3H59\nIiKz4Ig9EZFFZM2aVX/cUaBAAQkKCtLceSyPiVVyVq5cqc+99NJLGlgjnx4TY/F8ypQpZebMmTG+\nVufOnWXJkiWSO3duzc3HT+HChd3+3FjFZsKECVK7dm3JmTOnrpDTsmVL+6o32bNn1zsCSBlCkI/P\njM6LO5thERGZCdexJyIyKaSnIO0Go+UYeY8KE1D9/f0lT548OjH2yJEjmlPvmMuO1XQQuOfNmzda\nKguOnz9/Xs/Ha8QGQTaWnUTaDDoNGLHHKD/W2Y8Kq9lgnX0E6I6bVOEz4vPkyJEjxjkCyPHHplwI\n7q9evap5/wULFtQ7BEePHnWawEtEZEYM7ImIyKsg7aZt27aaR09ERO5jjj0REXkNTM5FDj82sSIi\novjhiD0REXkNpPYg/QZ580REFD8M7ImIiIiITICpOEREREREJsDAnoiIiIjIBBjYExERERGZAAN7\nIiIiIiITYGBPRERERGQCDOyJiIiIiEyAgT0RERERkQkwsCciIiIiEt/3P0hBZqrf1WkrAAAAAElF\nTkSuQmCC\n"
          }
        }
      ],
      "source": [
        "steep_objective = lambda t: 20*t**2\n",
        "steep_gradient = lambda t: 40*t\n",
        "unclipped = gradient_descent_1d(steep_gradient, 0.8, 0.08, steps=20)\n",
        "clipped = gradient_descent_1d(steep_gradient, 0.8, 0.08, steps=20, clip_value=5.0)\n",
        "\n",
        "fig, ax = plt.subplots(figsize=(8, 4))\n",
        "ax.plot(unclipped, 'o-', label='Sans écrêtage')\n",
        "ax.plot(clipped, 'o-', label='Gradient écrêté à [−5, 5]')\n",
        "ax.set_yscale('symlog', linthresh=1)\n",
        "ax.set(xlabel='Mise à jour', ylabel=r'$\\theta$', title='Objectif, départ, taux et nombre de mises à jour identiques')\n",
        "ax.grid(alpha=0.3)\n",
        "ax.legend()\n",
        "fig.tight_layout()\n",
        "plt.show()"
      ],
      "id": "bcd9ed70"
    },
    {
      "cell_type": "markdown",
      "metadata": {},
      "source": [
        "L’axe logarithmique symétrique affiche de grandes valeurs positives et\n",
        "négatives tout en conservant la région près de zéro. L’écrêtage borne le\n",
        "pas; un taux d’apprentissage plus petit traiterait aussi ce cas\n",
        "quadratique. Dans un réseau, l’écrêtage par norme globale redimensionne\n",
        "le vecteur gradient lorsque sa norme dépasse un seuil.\n",
        "\n",
        "## L’écrêtage ne garantit pas la convergence\n",
        "\n",
        "La pointe de la fonction racine carrée fournit un contre-exemple :\n",
        "malgré l’écrêtage, une méthode à pas constant peut continuer d’osciller\n",
        "près du minimum. Comparons les deux trajectoires avec les mêmes\n",
        "réglages."
      ],
      "id": "0c42b351-1648-4876-a7f5-1aa77147f751"
    },
    {
      "cell_type": "code",
      "execution_count": 7,
      "metadata": {},
      "outputs": [
        {
          "output_type": "display_data",
          "metadata": {},
          "data": {
            "image/png": 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YgyK2I4CsvGJUIQtJtk4cP6jlB1QYv+juU4qtgoKCgoIC89Q+et1iy4b45oWz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\nR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7IVLAIScxDr6kYBNLKjBTCqBqJigWlnD6jvVGgT8Leciz2CLmnX7NkG+Sal2pi4F50C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\n/DXzAvpj+0HKbzOFRmkPdptAnyeeQa8c7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WFssWXFNsKRQmOxTvKo/UpGZP/ErrltsdW4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iyzAMwzAMwzAMwxgaVmwDCOp6LVy4UPzPcP/wGOJ7LNjwHMR9FKkYdWwbsd3cZu5rHh+hx4j3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\nAxlBgeoj3br3AAAAAElFTkSuQmCC\n"
          }
        }
      ],
      "source": [
        "fig, axes = plt.subplots(1, 2, figsize=(10, 3.6))\n",
        "for threshold, label in [(None, 'Sans écrêtage'), (2.0, 'Seuil d\\'écrêtage 2')]:\n",
        "    trajectory = gradient_descent_1d(cusp_gradient, 0.5, 0.05, steps=100,\n",
        "                                     clip_value=threshold)\n",
        "    axes[0].plot(trajectory, label=label)\n",
        "    axes[1].plot(np.arange(80, len(trajectory)), trajectory[80:], 'o-', label=label)\n",
        "axes[0].set(title='Trajectoire complète', xlabel='Mise à jour', ylabel=r'$\\theta$')\n",
        "axes[1].set(title='Dernières mises à jour', xlabel='Mise à jour', ylabel=r'$\\theta$')\n",
        "for ax in axes:\n",
        "    ax.grid(alpha=0.3)\n",
        "    ax.legend(fontsize=8)\n",
        "fig.tight_layout()\n",
        "plt.show()"
      ],
      "id": "694c000a"
    },
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        "Des mises à jour bornées n’approchent pas nécessairement un minimum. Le\n",
        "taux d’apprentissage et son évolution restent importants. L’écrêtage ne\n",
        "restaure pas un gradient évanescent, ne supprime pas les minima locaux\n",
        "et ne rend pas différentiable une fonction discontinue.\n",
        "\n",
        "Pour réfléchir : quelles trajectoires s’arrêtent parce que leurs\n",
        "gradients sont nuls, lesquelles dépendent du point initial et lesquelles\n",
        "échouent parce que la mise à jour est trop grande?\n",
        "\n",
        "[Retour à la présentation 14](index.qmd)."
      ],
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