notes.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "source": [
    "# Measuring overheads of some threading API"
   ],
   "metadata": {}
  },
  {
   "cell_type": "markdown",
   "source": [
    "You can find the code for benchmarking and plotting at\n",
    "<https://github.com/tkf/ThreadsAPIBenchmarks.jl>."
   ],
   "metadata": {}
  },
  {
   "outputs": [],
   "cell_type": "code",
   "source": [
    "using DisplayAs\n",
    "using ThreadsAPIBenchmarksAnalyzers: TaskOverheads, NotifyOverheads"
   ],
   "metadata": {},
   "execution_count": 1
  },
  {
   "cell_type": "markdown",
   "source": [
    "## Overhead of `@spawn` and `@sync`\n",
    "\n",
    "Measuring the overhead of `@spawn` and `@sync` is not entirely trivial.\n",
    "`@btime wait(Threads.@spawn nothing)` does not reflect the actual overhead\n",
    "since `@spawn` may use the current thread to run the task. That is to say,\n",
    "the following check likely to pass even if `nthreads() > 1`:"
   ],
   "metadata": {}
  },
  {
   "outputs": [],
   "cell_type": "code",
   "source": [
    "let n = 0\n",
    "    for _ in 1:1000\n",
    "        n += fetch(Threads.@spawn Threads.threadid()) == Threads.threadid()\n",
    "    end\n",
    "    @assert n > 0\n",
    "end"
   ],
   "metadata": {},
   "execution_count": 2
  },
  {
   "cell_type": "markdown",
   "source": [
    "ThreadsAPIBenchmarks.jl contains a benchmark for measuring the overheads of\n",
    "`@sync` and `@spawn`. That is to say, it measures `@spawn` overhead `t1 - t0`\n",
    "and `wait` (sync) overhead `t2 - t1` of\n",
    "\n",
    "```julia\n",
    "t0 = time_ns()\n",
    "wait(@spawn t1 = time_ns())\n",
    "t2 = time_ns()\n",
    "```\n",
    "\n",
    "while making sure `@spawn`ed task is executed in a different OS threads.\n",
    "\n",
    "The distribution of the above measurement is shown below for different number\n",
    "`N = nthreads()` of threads:"
   ],
   "metadata": {}
  },
  {
   "outputs": [
    {
     "output_type": "execute_result",
     "data": {
      "text/plain": "DisplayAs.Showable{MIME{Symbol(\"image/png\")}}(Plot{Plots.GRBackend() n=12})",
      "image/png": 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5eWPHjr19+7ZAILC2tt6+fXvPnj11+A5U0OiUnZ2dnVAoZCagcnFxiY+PZ/oLCgrkcrlcLtdiggAA0GAUFxenpKTs27ePWVSUhpeJiIjIzMzMysrKzMxMTU3dtGmTXC6fM2dOWVlZQUFBZGRkRESEVCrVSe4vpdERYatWrfh8/tWrV8PCwoYNGzZ58mQ3NzcbG5uVK1d26tSJ+V0AQAgpyy94jzJW7o+OveHu31b3+QBAvVu4cOHixYtHjx6tyaN0zKlEQoiFhUW7du3y8/M9PT09PT2ZznfffXf27Nl5eXlOTk5azPhVNCqExsbGGzdurKysJIREREScOXNm0aJFUqnUz8/v22+/1XKG0EA5+3gHDhlECJEIhb//72t9pwNgEGQiobi0QFd7o/h2Lsq9ffr0OX369LZt2+bMmcP0pKWlzZw5Uzly9erVrVq1SkxMvHDhwtOnT2/evHn48OGaAYcOHfLz89NvFSSaPz7xwQcfVK/A4ezbt2/Hjh1FRUV6z77heL+rb1R6vlRG6zsR3XFv2+bdtasIIWX5BSiEALpRmHAzYc8y3eyLYnG6bjqv8qXo6OiBAwdOnjyZWbSyslJMyVSTs7MzIaS8vPzp06ePHj3icrk1z4LeuHFjyZIlp06d0kLudVOHAdLi4+O3b9+ekJCQl5fXpEmT9u3bz5w5087OTnvJNSLmJjyKUIQYUCEEAN2z8w+1+/IvfWdBgoODu3TpsmnTJmZRLpeXl5crh8lkMkKIv7+/v78/IWThwoXz58//7bffCCGxsbFDhgzZt29fx44ddZi4apoWwu+//37atGl8Pj8gIKBFixbp6emrVq3atm3bH3/80bp1a62mCNp27adDwtIyNQE+3UKcfbxf9qqZrc0Bukq5f2FAh+dx8fWQHwA0PGvXru3YseOAAQOsrKxKS0uPHDmiHOPn51fzYMnDw+PSpUuEkLt37/br12/Lli0DBgzQXcYvp1EhzMvL++ijjwYPHrxr1y7FMOGPHz8eMGDAhx9+ePnyZW1mCFr386KlucnP1ARM2fGNmkIIAAbI29t7yJAhBw4cmD59uqur608//aQybPPmzYGBgQ4ODo8ePVqzZk1kZGRKSkqvXr3Cw8NtbGz++OMPQkhwcLB+HyjUqBDevn1bJBLt3r275vSJ3t7ea9euHTVqlFQqxRwUAACGIDw83MLCgmkvW7assrIyICBATbxUKl28eHFBQYGTk1NUVNSkSZPi4uK6d+9eWFi4Y8cOJsbDw6MRFEILCwsjIyNmNuGaLC0tBQKBAVZBCwGvk7ezvrNoTAozMvlKH3RTG2uTf/+LAoBGYf/+/Yp206ZNDx06pD7+k08++eSTT2r2BAQEvHItHdOohgUHBzdp0mT79u01b5CVy+VfffXVe++9p7XcGi5jLtvN1kzfWWhFp9Ej+eZmhJBHf1/OfPSY6Tyz+X/XDx0hhJTk5L7eZtcPHKbc+d766IHz57xupgAA9UOjQiiRSCZPnvzpp5+ePHmyZ8+elpaWGRkZhw8frqysXLFiheK5kF69eul9omEDQcuk0qoK5X42z4TF4Sr3a27U6uX2Hs0IIbumzVAUwoyERxkJj95kswAADZZGhbCoqGjBggWEkLNnz549e7bmS+PHj1e0b926FRQUVL/5gUr5dy/f2TBNub9t5JeOHfu/bK3ywsLfvtikqr+oPpMDAGhUNCqEDg4OSUlJrwxzcVExBgGoJ6koEZdWz98kl9MySfWEFZZe/mxjk/rdV2VxyW/rNtTvNtWwdnEW/js+u0J5QWFljYmdAQD0TqNCyGazFePFMa5evZqSkhISEtKkSRPtJGYoSlMScmIuKPd3jv7NrIk+n1joN2dWx5Ej1ARYONir38InJ39R7jzwycKTGza/UWYAAPVKo0IolUo9PT3Xrl377rvvEkLWrl27cOFCQoiZmdm5c+cawrgAUO9cfH1cfH30nQUANCwhISFOTk6HDh1iZt/bvHmzRCL59NNP1axy9erVefPm3bt3z9raev369aNGjWL68/Pzhw4d2rFjxw0bdHemSiWNCuH9+/dTU1P79OlDCKmsrFy5cuXYsWOjoqLmzp0bFRXFPBEJmpNWlj3YFSUuyZcKy3U4fu5/mFpbD/p0rqp+3O4EAC8VGxsbHx9//PjxYcOGEULS09PFYnUzkD9+/HjgwIFbtmwZNmxYYWFhzZHYIiMjxWKxJtfdtE2jQpidnW1ubm5tbU0IuXjxYmVl5ZIlS7y8vGbPnj18+HAtZ/j2KHp8W1ScRwiRVpZn3zij32RMLC0GLZiv3xwAoDH6+OOPFy5cOGjQIE0eIt+0adOoUaPGjh1LCDE1NVX0nzx5sqysbNiwYTdv3tRirprRdBomkUjEjCBz6tQpd3d3Ly8vQoipqWl5eTlGltFQ8q/b8uP/1ncWANC40TqbC52imPOftYwcOfL06dP79++fOHEi05Odnb1mzRrlyMjIyLi4uH79+vXt2/f58+fdu3ePjo62tLQsKSn59NNPz507V/PxfD3SqID5+fkRQrZs2dK7d+9Dhw5FREQw/cnJyTY2NqiCDCMiMaIlTHuQ5Lbi85N0qJxFUYSQisxkfeUGAG+HG4eP/m/UGN3si8Xh7BerGI6foqjVq1dPnz5dMaAKj8dr2bKlcqRAIMjMzNy5c+fx48ddXFymTZs2Y8aMAwcOzJ49e9asWa6urtp9AxrTqIbZ29tHRUXNnz+fEGJjY8M0CCHHjx9v3769FrNrVMZV/dVNck+5//nJW2rWYhnxnDtVj7+eF/e3qCRfK8kBwFuhQ8TwHyP0f0Gqb9++np6eionZjY2NVY44amZmZm1t3bdvX6ZSLFmypGfPnn///ffVq1c/+uijmJiYzMzM4uLi+Pj4tm3b6vQN/JemB3NRUVHh4eEpKSkdOnSwsbFhOgcMGODr66u13BquQA+HN9yCRbNWtFxGCGEb8czdq/8NCx/dJv8+Ypdx6SjP0pYQYmRh69It/A13BwBQv9auXTtw4MAhQ4YYGxtnZ2d//PHHyjFfffWVt7e34qwhh8Ohabq4uNjc3JyZyDc7O7uiomLevHn6vemyDmc1/fz8mHOkChMmTKjndBqJzt5vOnSAW8/RcolQTcDz3/cwDfOmfiiEANDQBAcHd+7c+eDBgxMnTmzWrNnVq1dVhk2fPn3SpElTpkxxdHRcv359//79Bw8ePHjwYObV6Ojomzdv/vKLimeOdQmX97RCTLgSik0I4dBSHpHW12bjvpwpFZYTQsRlGBQNAPQgICCAz+cz7VWrVqWnp7u5uamJDwsLmzt3bvfu3cVica9evbZu3VrzVScnJ09PTy2mqxkUQq343qj7RU4rQkgX2aOZojd6UqI8I/HvOWFMuyo/kzmhCgCgFzVnYm/VqtXt27dfucrs2bNnz56t8qUGcloRhbDe2JjzyZs9HG/nH8oy4hNCxCX5GX8fYzrlErEwN41pp6UL5XJazRbcc/Id3ygFAACDg0JYb+wtTJQLYRLLcZdRL0dLwYJB/5mXw8TRvTyt9sRGjh36WXoHEUJKUx4qCmFNV24UiETqHiFy6/PIZwghhGQkPHr8z5Var5blN6xbUh/+dYmW1T7Atfdo1qEB3BQHAIYDhVC7sinLbI6lj7m1a89RNfsrM5OVC2FZygNjW2djG+c33+/jf67smv7Rm29Hq+JO/x53+vdanf79+qAQAoAuoRBqRc+WbuEdu8/ae/H1Vjd18eq2uXpKiqTj32ZcOlJvmQEAwH+hEL4RSlTGzqkeMZYlfHEnp6OFSas3eNaQxTXi21ffiMUxMVMZEzCgr5GJgBCS8MfZ0qJylTEAAPBKKIRvhJ2XYnbsc+X+svIqmezFxbyCcuGW32OZdoi3c2CzN30enxAy5ZvNVk2aEUJWBrYqLUpUE+ni6+PdtUutTjNb2zfP4TX49Qil2OxanbnJz24cPqqXfAAAUAi14uhvMc16RCgW80qFy49eZ9pLh3esl0KoOe+uXaZs/1qXe1TDv39f//59a3XGnTmLQggA+oJCqDtGwjKOVCzKzsxNthTmpBdn1b6H01jA10tiAACGDIWw3siMBAmy6lFYCyXGygFtLh2wTX8U9zNRMSQfIYSQ0BG9x/ccSgjJSUza/WEk01mRlVJVkMu0JRJ1DxECAMBrQCGsN5WWTVaXV5/0q6x49iabEpaV3f/jT/UxFBt/O4C3XLt27YKDg9lKl9UNUFlZGTNOtzbgy7Sx4hgL9J0CAGjXwYMHCwsL9Z1FQ2Fubq6lLaMQvg7jnEecIooQws5XfeQ3NO6rHQH/q31PSA0W9rbMj7yqCmFlaUV9Jfbn3p/vXrxBCCnIyKmvbQKAvggEAoEAP3m1DoXwdThc/JJTnkcIqRLJn+dUMZ3SstxJPqVMO/NVW5i4aY2TLU0IuXTk3Old6m6YdPDynPztVuV+vrmK5wszEjMyEjNemT8AACigEGrKPOfeu5LqYddZpPoYrqREcvGy4ubPfPJbbL3vl29m1qpXz3rfLAAAMFAINWVbmjxYckvfWQAAQD1DIdS6c5M2yFkvbvpaOrzj7L4BlZnJBff+qRWZm559+9fTXDOr3Gcpmm+/x9jh3m1jCCE0TZckxjOdFJvT5qONTNveo9mb5A8A8HZDIaw3PCsrm3bBTDv5SVZeQRnXwYIQQlOUhltIuH434frMuu435OPlTEMuEZ+f0Ipps7hGmMMBAEATKISvQ9KknbRJW0KI6Olz8sceptO0mWdQdPVB2J1Np65de2Ie1kpfGQIAgIZQCDWVHPuEjitm2tK8XGlmOiEk51m6XpMCAIA3hUKoqdK0rOcPq5+OIA+vEnL19bdF0zJJ9UMX9q6OrbsGKodQbDbfzo0QYt+s6evvCAAAXgWFUCPZuSU1p1V6pWlzB9z/IFNcISKE8I25xmb8kkqR4lWZRFT8qPoGVN+ObXw7tlHeApvHd+4+8s2yBgCAV2PpO4FGoLhSdOZGorQuhZAQIi8Xlfx+t+T3uzaPsge1bqKl3AAA4A3hiPDV/k5In3fi5kTOi0cgHH08rHsNIYTEPcvllle1bN2EEGLs4Khy9QePMtyS6jzgmUxcVfz4tqV30OtmDQAAGkEh1EgzBwvLNF7Wv4u2nq4e4yYTQm78ncDJLfEa0fH1N01RFItFy2S1+2laLq567a3KpZJrUeFM2yHoHY+h2hq1HQCgsUMh1Aiboiii6eOAjIXR786fsv2VYSwuz8jMuqrglaOT1hFNlz67zzTNm7Ws541rU9r9B7umf6RYlMlkFEVxuNxJ3/xPj1kBwFsMhRAaloK09D937K7VyUYhBACtQSF8Hfmlwg07zjNt26e5+RlFTPvdyd0Fpnz16x6+/vRpes4CN+1mCAAAGkIhfKmSShFNCCGkQiSt9VJhcYWsqHoCiqQnmU/vPmfaw97roiiExrwX/7ZFxZVM49IgPotVSdGVpI4nWjXB4nA7rTrGtHNun08+/m297wIA4O2DQvhSLT/dXymSMG0vR8uaL0kKy0v/fKi8SvTCgxt2TWfaAgFP0X/3QZqxtxMhxJxHafGBFYoyb1Y9qFvpswfa20+9c2vVcsr2r2t1ymWy72bM0ks+AGBQUAjVsaLLZ4jPEkL4WZySl0xG/+YoDldlv6goR1SUw7Ny0NJ+Gw4bN9ee0ybX6pRJJCiEAKADeKBeHWNa0kqW2kqW6ilMpkQVdVqXZ8ILf78L0xanFUwN8GjtZqsy0ta/u8p+qbBcJqzbTlUqe57w7LcdzP+qCrPffIMAAG8THBG+lEhc+9JgnVAUZW1jzrRlJcLvNp86sK6TXn53lCTdLUm6y7QtWwQaW6t+8B8AwDChEKqwe0xEVtKzAdnFbFp2kS5hOotLJCqD3d1sju6tfu5NTNPPpS8ejbe0MNF2qnX1YOfnbGMBIcTYyiFgHu6mAQBAIVTl4d9XstIKmfZzVQHJZQLy74BrxjxuoH9Tpl0qFD+/n6oIa9ux+YZd08VVYkIIh8M2NSuZzoEAACAASURBVM4iRKy9tDVRkVV9pVNSUaLfTAAAGggUwtdRLuEQtop+U2NuS2frB5nVRdSYLe9vnk6qz48SvlxI6LrtKL9MKM8rVSxamxqb8400WdHM3bfZoGlMO+vKCeVLgzKRMPvGmeq0XbxMXZvXLTMAgLcFCuHrWzrWK9jHvImrTc61k4QQ+w79WSwWj/PiOiBFE1NZucp1HxXLS8R0p+ZOxsbqHsCPOnT1ZOqLS5WrR3b+8J22muRm4dnGwrN6dqfiJzHKhVBckh//v9lM2zM80qthF0JaLr9x+Khyv2/3UHM71bcgAQBoCIXwFTr19LV3sSeEUFwe38mDECISSaa5OX55rsLThd/aw4wQsbi0gBCSH3uBlsl4VaK2YikhhKZIEdf6ZZvd9ZScfy7a7O4urpRnHr0+RsAihEjlNE1oYxZh//u0/epgo6s5skJRHQ8k/6vl1DWyqgpCSFVRTuxGFaNvP/ttR+rZfdXvd/Vxvp3Lm+xOG+Qy2ZaR7yv3L7543jy0q+7zAYC3CQrhK/h16diii4rJJbZ61+6pys8khLAIMf23h0O/dArD0V28TR2Fc/ZfYha31HhpdbDRwCYv/i4bOhqdTJUdeyYlhNxMzjH5+2GfNu6OlgLN34LAqRnT4AosVAbIJSK5pHre4DsbprO4RoQQ86a+Laes1nwv0LhsGjYy9e49NQFt+/b2696NECIsLct6mqgccP+PP9XvwrG5F9/cTHmz7YcNqWOyANqFQqhFfFnly14y4XGb2nNNjLhVEqmcVnfAF2jHNuWy/KxYq+6If72d9OvtpOPzBtepECqweXzHDv2Ydnn60/IMFd9u5elPFAEFD64z7Raj5jl27E8IkVVVMoe/tRhZ2rKNXjHIqjbc+e1U1uMntTqbtvP3CArUfTKak5QXC/PSa3XSMplQ1SQkpi6epq4tanXmp6aV5eWp2YWJpaWDpwchhKbpyuJi5YD856m5yerGiDj/zfbz37x6+hQ1nsXcUe5ksVjubdvU7uRw+GbVPyAri0totf9FWDjY8wSv8/kHeBkUwmpZV397evhLmhBCE5nopQXsDYlYPAnFLTCyKeZaNneiNkzo/t2Fe7kllQXlwooq1Y9nEEK8LakWFpzEEvkfGbIizU6TysUiadWLy5MUm0OxWBwT87azqg8+E49uLT+2Vd0WJCJhbhrTfnZyV87Ns4SQqoKs4sQ45eAmvceYuXkTQiSVZZJyFV+77n3G8azsCSFVhdniknzlALMmvhT7PzcgUSxWh4jhcrmcEMJivbjymnDxUmle9RZObfxSeVMhY97tNn5srU6+hbln++pZjmmalshe/DOyWRSbRRVn54gr1f3dTSwsTG2sRYXZVQWZ5N9v6uLE+Pz7V5jpJOOuPZWIpRxjE47Ji8OgqoJsSWXtG3SlIlFVRe190TSRSFScQigs58ip2mMPVZZWKG+hJmsX5+adOxFCZBLJ7eMn1ETq2B/bdv6xbeebbKH1O2F2zZoqFiUSCZfL9Q3t2uW90W+YGxgsSv2PL21LSUkJDQ19/lzlQwo6lXbh4MPvljLtM+eyc/Orn3OYvHiiylOjr+epoHkuz165XyyRbTsfV1klzS2trBJL/xrEt+apHpU7uZSmuUYyllFspTmbwwnxsOJKKgkhliY8a1NjKYsr4/KEj25QEhWT+tLGZuVsMzlNJDK5XCYpYZlVck15sirq0AJZcW59vUeVBC6ezCHjywphkz5jmQBhXrqilEoqSpnPJ0W9+Nc4tv96RmphXRNgczhcgUAmp2mallWUv8bH3srVtmlASzOOjIiFRanVx1K0XE7+PQH+6Em5VPrSk+Gge6bW1j2mTtIw2NXP18rZqVansampub1drU4Wm23r3qQe8gPtk8vlMpmMy1U9jKWCQRdCUVnpwpYtZXK6SiJl0zK2rPo6WWmpVPLvN1p9FcJtJ9N/uFjQLsR71KQwNWE5eaUsNqsfecAjbzSujSZkFFtO2FxaLCrOZY5phIU5WddOaXu/b+j3P3JyckX6zuKt0qObrZWlESEkM6sqK0fFTyjCqX5ox4jHtbCtfh6ILntxktzJ0ZhplFbSEro6mGViSbhGhCZpSdmpjzK0lr6ucbgcj9a151GjCCHy6vMMMonsxU8iikUoqnYkLSfMo1Q0ETGngpgQSnFS5KVfy0ygEd/IyJhbK4iSyxXnKlRPb1NzBRabiZFJpFKxTDmWYr3InK7x/+o+muYZsWhCEUKkEqlMsQEWVWvfFEXYFM3mstW+rVr7JoQQmVQuU/ywlP/nJybzLtkcFof3igpHCOm8cE3vEcPUxxj0qVGZTJKdpu5Cy+vhCiz49tX/nVBsrrGdi1jO6sXPupN9NulJjvp1HezMCSEJslZGcjFPLvKsSKr39BTYtIxNZIQQnmX1QSrP0s7UsSnTzon9qzRFxQwbeufmwrcwr/3pLyyU5BcaaHU0FbB5PDYhRCyWl5Wr+/1EEcI1UjHMn6mAY2bKIYR4Nzf1bm6qHPBfinP45sqv2fznRunqc8IyM2GRae2vGpqmxZJXfC8aGbGY71RhlbzhHG1LJdInd7Q1BD/UO69nKm6GqMWgC6EmjCxs1AdwTMyllS+eeafYbIsWgYpCWL0RQnp0s+rRze/8pYfzPjsweVY/B2crNdusYAsq2AJCiIms0kacz5VLqbo+iv9aKDaHa1Y94ZRty47m7j5MWy5ScZQgLiuUSkSEEFomK097qhwgl4jol983+9pa+qr4/k1OqUxMrv0bWCyhCwpepzryjVkcDosQIpbIRaLXeQs+Lcw4HIoQwubxjf/9nUFxuBSr9kAMXBMTU6vaj9lUFefKy5R+otG0nb0xh1N7CyxhAYdLEUIqK2V5+ereL8UiTVz1MOyfZvVVnczsqnKlGp+TK0pOqYdR6QFQCF9B+ZtL4N6SzXrxncvmm4pqPK5ubOtSqwrW1KFds42LhxeWCqUiaXlFlRGPy68xbaGyZBOPZBMP56pMY7nQSC41kVVQNE0Rmiev/X1HE0ITFou8+NYuZ5sSQko55jRF2UgKjGWqTnm9nLGNk7FN7UsmdSIuzpfLXnoHECGkLP2pXFb7nAyLYrH+PaHPNbVk8/iEkIqslKInscpbsPQO4AksCSHWvvmti6srh6g4jznTK5fTisMIuUxMy1SUNMe2nZibdMqePxKX1b70mJcvySxQdY6Ja8xctmQZGVt4+BBC2LSUiCoVJ6Y69A7m8owIISwuz8j8pY+T1jO5XCat/mDkxf9dmZtBCCE0Lfv3gjEtFkvV3ghGUSwWt/oDKRdX0Tr5+aUJ539PvdbUwsu0a+fav1NFYtnTRE2rY3GJpFJY+xMokcpFVbU/KnKarqhQcf4Q3g56vkaYmJgYGhqakaGf6wdyqeTOj9srxdJnuSWEkNLCYq5ESLEpOd9CJqieBdC1idvAEX0Uq7CN+BS73n49SGTy7JJKQohYJk/PLMrJKyGEEJom//3PUCiW1vozcSgZnxJXSmQVEhkhREqzxDKayOTmXJrHYRvxOBKpLK2CzeKwqX/P17NYNJERDiXnsWQCloRDKAs+14glF4tlBUKRjKYlhE0Ii8OSc1mE8+9dmjJCE5pQFMUicjZFE0L4HDZFiJRmMQlJ5TQhJF/M4bFkFCFcSsalaIpFswnFrFsT+78XS2Q0TWi61rcLRQjr3zAZTUulMooi7Bo3lDIBMg0+tzKpTE4Ii6J47H/fjkjCIRSPTXHZbD7/xflVmqJoURklkxhx2YRFEUKMuByZTF5SJiICa7GMJZGzzC3NnBytRRwTZtfZOSWVQrEiIUKIES2mKJrQNEtOs6Qi5rIJLSdyFlUukrCJ1IglJ4TQcprNYZsZcWRyWkbTFEXYbBbz9zVms1gURVOk5lUloYyWSqVlcp4RkVI1fliwWRSLzaIoIpPKCU3E/72IIqdpmhCKUDX/BixRGUtYTBHCoVgq/zpyNodl7cI8z0NVFFI0zWFTLKmIlOUy/+xsNksmk7MowqIoEeESNpswH1jBvwUpP5UWVcgJIRp8s8i5xsw7pWQSSqbipK4i4AWaZv33RjCpVMrhsF9yTazeSCWS1JiE11iRbcRlczSddcaIr6LeK4iFVeJK7Z7/Z3M51RfzXpqDSP2vI44Rh8VhE+YKn1jF72Cazan+o8vlRK7pbwvFP6NcKpPWZV4gmtD+4z7sNbi/+jA9F8LLly/36NFDIlF33ACG7LPPPjMxMVmyZIm+E4EGys7O7sGDB/b2Km7GBvjll1++//77Eyde8QSRnk+N2tvb29jYeHh46DcNaLDKy8tZLNaePXv0nQg0UCKRKDg4uOaTpgAKYrF4zJgxrwzT8xEhISQvL6+srEy/OQAAwFvJ1dXVyOgVk/bovxACAADoEc4nAACAQUMhBAAAg4ZCCAAABg2FEAAADJo+C+GFCxd8fX3NzMx69uyZmpqqx0zgbTJjxowuXbr06NFj3759+s4FGqhr166NHDmypKT2DFlgmPR212h5ebmbm9vOnTuHDBny6aefPnjw4Ny5c3rJBN4yd+7cadmyZUFBQY8ePY4ePdqqVSt9ZwQNi1AoHDZs2IMHD27fvu3g4KDvdED/9HZEeOzYsWbNmo0YMYLL5S5evPjixYs4KIR60a5dOx6P5+DgYG1tLZc3lCkLoOFYunTpnDlz+Hy+vhOBhkJvhfDJkyetW7dm2tbW1k5OTk+fqpjBAOA1hIaGurq6du7cuU2bNvrOBRqWmzdv5ufn9+nT59WhYDD0VgiLiopMTV/MzGJubl5QUKAmHkBzly5dio+Pv3r16qVLl/SdCzQgcrl89uzZH3zwQXJyskQief78uUxp/hMwQHoba9TGxiYlJUWxWFxcbGtrq69kQKuKi4u3b9+uWOzRo0dwcLBisaSk5Ntvv01LS+vateuoUaMo6qXTCNA0/eTJk5iYmLS0tEmTJtnZ2TH9Fy9e/OWXX0xNTadNm+bu7s502tvbh4SEPHr0KDQ0VDtvC+rN8+fPb9++nZiYGB4e3rx585oviUSiXbt23b9/39/ff/LkyRyOuq8slduJi4vbv38/i8UaN26cr6+vm5vbhg0bCCH5+fmrVq3av3+/hYWF9t4avDmZTPbgwYOYmJjc3Ny5c+dyuS/mjXn27NmhQ4cUi8qfn5oqKytjY2Pj4uLMzMzGjRvHdIpEop07d+qtELZo0UIxInh+fn5OTo6aNwCNWkFBwbJly2bPns0sVlW9mEaHpulevXo1bdq0b9++y5cvT0pKWrRo0cu2U1pa2q1bt8DAwLNnz/bv358phKdOnRo7duzKlSufPXvWoUOHM2fOHDhwoG3btmlpaceOHcMRYaMQFhbm7u4eExPj7e1d63tg3Lhxubm5Y8eO3b17982bN3fv3l2n7cTHx3fr1m3RokUymSwkJOTatWuK780WLVrs3LkTVbDhu3v37pAhQ7y9vf/444+ZM2fWLISPHz/esmWLoqqpn8ho165d27ZtY85EKlZ5//33CwsLCa0nFRUV1tbWP/74Y0VFxcyZM/v27auvTEDbEhMTraysVL507tw5V1dXiURC0/S1a9dsbGyEQqFcLp82bVpiYqIibMuWLcePH1cscrncu3fvMu2uXbt+/fXXTHvAgAFr1qz57bffNm3atH///oKCAm29JdACHx+fX375pWbP06dPjY2Ni4qKaJrOysri8XgZGRk0TX/++efXr19XhB07dmzr1q0qtzN+/Ph58+Yx7cjIyGnTpinCTp8+LRQKtfZuoJ49f/6cEFJeXl6z88yZM8HBwbUiExISIiMjZTIZs1haWjp+/HjmU0TT9N69e9u3b8+0Hz9+zOfzi4uL9XaN0MTE5Pjx4+vXr3dzc0tOTt61a5e+MgEdEIvF0dHRmzZtunfvXs3+y5cvd+/enTnf1aFDB7FYnJCQQFFUp06devbsmZiYSAjZvn37119/HRQUpLxZmUx29erVXr16MYthYWFXr14dOHDgnDlzxowZY22tq6nhQTuuXLkSEBBgaWlJCHF0dPTx8bl27RohpHv37kOHDr1+/Toh5NSpU5GRkS87AX758uWwsDCmHRYWdvnyZcVL/fr1MzZWNxEuNAp5eXkrV678+uuvFdfaPDw8nj179v7778tksoqKisGDB/N4PJWH/leuXAkMDLSwsNDnA/Vdu3aNjY0tKCg4deqUi4uLHjMBreJyuf3795dKpU+ePOnSpcv333+veCkrK0txqY+iKFtb28zMTELIhAkTli5d2qtXr6ioqA0bNly4cEHlJyQvL08mkymuLtvb22dlZWn/DYGO1Px4EELs7OyYv+8777yzd+/eoUOHrl69eurUqadPn1bcgl5LdnZ2zY8H8+mCt4apqWm3bt0oirp+/Xrr1q0vXLhACDEyMjp8+HBhYeHEiRP79OnTsmXLbdu2qbz5QPEB0/PEvGAImjRporgw071791mzZk2cOJFZNDIykkqlikiJRMLj8Zj2pEmTzp8/v3r16osXL7q6uqrcMjPNmGILYrFYsTq8BZQ/HoqJ5Xr37j1lypSoqKjvv/9ezUMyXC4XH4+3WEhISEhICNNetWrV4sWLmRMAxsbGP/zwQ7NmzVxdXbds2fKyW/AUHzCMNQo61aFDh7y8vIqKCmbRxcUlLS2NaYtEory8PMWR39atW+/cubN+/frx48cnJyer3JqVlRWfz09PT2cW09PTcWrhbeLi4qL445L//n2PHz/+/ffff/XVVwsXLrx586YmW8DH4+3WoUMHxdnR8vLy8PDwCRMmNG3adMqUKS8bWEPx/YNCCFpXXl6uaB87dszDw0MgEMTHxz98+HDw4MF//vlnXl4eIeSXX35p2rSpj48PIWTHjh1fffXVn3/+OX/+/LVr14aFhSUlJSlvmaKoIUOG/PTTT4QQiURy7NixIUOG6OptgRY9ffo0Jiamd+/eiYmJDx48IITcunUrPz+/e/fuhJDTp09HRkb+/vvvH3300c8//zxs2LAbN26o3M6QIUN+/vlnpv3zzz/j4/HWuHbtWkpKSs3vll9++YU5N1BRUTFo0KCWLVtu3br1xIkT+fn5zPVC5Y307t378ePHCQkJertrFAzH0qVL27RpEx4e3qVLFzs7uwsXLtA0/d5773300Uc0TX/wwQeenp7vvvuura3tiRMnmFXmz5+fnp6u2MKePXt+//13mqb79esXGBhIUZSfn19gYGBBQcGDBw8cHByGDRvWvn37bt26VVVV6eMtwhuZOnVqYGCgsbGxp6dnYGDg3bt3Fy9e3K9fP5qmv/jiCycnp/fee8/BwUFxe/CaNWsUtw3TNH3u3Lndu3er3E52draXl9c777wTFhbm4+OTn5+vlzcIb0IsFgcGBjKXgQMCArp27UrTdIcOHTZt2jRmzJjg4OCIiIg2bdo0a9bswYMHNE0/ffp08eLFcrmcWV0oFM6ePbukpOTatWuBgYFNmzYVCASBgYEff/wxTdPR0dFOTk56G3QbDIdEIomNjU1PT7e2tg4MDDQzMyOEpKamstls5lTV7du309LS2rdv/7JrgQr37t0Ti8WKxbZt23I4nOLi4n/++cfMzKxr165sNlur7wW04cmTJ2VlZYpFHx+f8vLyysrKZs2aEUIePXr04MGDNm3avPJRY+XtCAQCoVB48eJFFosVGhqK20QbI5qm79y5o1hksVgBAQGJiYmWlpYmJiaxsbGZmZkuLi6BgYHqrwGXlpbWHMjTwsLCy8uLEJKQkIBCCAAABg3XCAEAwKChEAIAgEFDIQQAAIOGQggAAAYNhRAAAAwaCiEAABg0FEIAADBoKIQAAGDQUAgBAMCgoRACAIBBQyEEAACDhkIIAAAGDYUQAAAMGgohAAAYNBRCAAAwaCiEAABg0FAIAQDAoKEQAgCAQUMhBAAAg4ZCCAAABk3PhVAmk+Xl5ek3BwBovGia1ncK0OjpuRCmpaUFBQXpNwdoyEQikVgs1ncW0HCVl5frOwVouORyuUQieWUYTo0CAIBB4+g7AQCDc+TE7QXLDr/JFvxbNzm696P6ygfAwKEQAuhaWVlVcsobXRq3tzWvr2QAAIUQAKCBmj17dmFhob6zaCgGDx4cERGhjS2jEAIANFBHjx799NNPrays9J2I/v3222937txBIQR4C40YHLRumUb/bcfdSx0+/mtt5wMNTXh4uKurq76z0L/09PTS0lItbRyFEECfzMyMPZraaRKZm6+tbwEAA4fHJwAAwKChEAIAgEFDIQQAAIOGQggAAAYNhRAAAAwaCiEAABg0FEIAADBoeI4QAAA0dezYMXt7+5CQEGYxPj5eLpcHBAS8LL60tPT8+fPPnj1zcHAYNmyYqamprjKtAxwRAgCApsaOHdu7d++MjAxmcd++fd99952a+J49e3733Xe5ubkHDhzw9fXNysrSSZp1g0IIAAB1EBAQsHr1ag2Df//991OnTn3xxRdnzpxxd3fft2+fVnN7PTg1CgAAdbB06dKRI0fOnTvXy8uL6ZHJZEVFRcqRFhYWtra2ikU+n89ms3WUZV2gEAIANBr3EzJ+OnZDN/tis1nLPxuq3O/s7Dxt2rSlS5f++OOPTE9SUlKPHj2UIw8fPty5c2emffbs2ZiYmL1792ov4deGQggA0Giw2SxjHlc3+2KxqJe9tHDhwubNm8fGxjKLLVq0UFw1VCk2NnbcuHE//vijs7NzPWdZH1AIAQAaDd8WTlHzB+k7C2JlZTVnzpzFixd7e3sTQlJTU6dNm6Yc9sUXX7Rp0+b+/fv9+/f/9ttv+/Xrp/NMNYJCCAAAdfbxxx9v3bo1Nze3Q4cONjY28+fPV45xc3N7/Phx3759N27cGB4ervskNYRCCAAAdSYQCKKioiIjIzt06CAQCHr16qUyrFu3boSQ48ePHz9+nBASFhY2ffp0nSaqARRCAADQ1P79+93c3Jj2tGnTHBwcFPeOqrR27drKykrFooeHh3bzey0ohAAAoKmaZziNjIwiIiLUxw8YMEDLGdUDPFAPAAAGDYUQAAAMGgohAAAYNBRCAAAwaCiEAACgqdjY2OTkZMVienp6WlqaJis+e/bs7t27WsvrjeCuUQAA0FRISIiRkVFSUpK1tTUhZPPmzWKxeOvWrerXysjIaN++vbGxcXp6uk7SrBscEQIAQB24urpu3LixTqvMnDnz/fff11I+bw6FEAAA6mDFihVbt25VP8p2TT/88INAIBg4cKBWs3oTODUKANBopOSVXkrQ0dlFFkWN7eqr3N+8efPRo0dHR0d/9dVXTE9CQkJQUJBy5JkzZ3x9fVevXn3p0qX4+HjtpvsGUAgBABqN4kpRbEqebvbFZqkuhISQZcuW+fn5zZkzh1n09fUtLS1VsQU2e8SIEZ9//rm9vb0WE31jKIQAAI2Gv7vdl+NC9Z0FcXZ2njp16tKlSx0cHAghWVlZy5YtUw4bMWLE6dOnbWxsLl++nJGRUVxcPH369NWrV9ectr4hQCEEAIA6++yzz5o3b96uXTtfX18+nx8cHKwc4+bm9uWXXzJtExOTK1euBAYG8ng83Wb6aiiEAABQZzY2NnPnzl28eLGvr6+lpeXkyZNVhvn4+DCN8+fPHz58WOX8vXqHQggAAJraunWrs7Mz0/7444/t7e1btmypyYp+fn7r1q3TZmqvD4UQAAA0NWnSJEXb1NRU8yM8FxeXBvsoIZ4jBAAAg4ZCCAAABg2FEAAADBoKIQAAGDTcLAMAAJoqLi7mcrkCgYBZFAqFNE2bmJioWUUkEiUkJNA07evra2xsrJM06waFEAAANOXi4mJpafn06VOm+EVFRamfhunBgwf9+vVzd3dnsVhJSUknTpxo166dDvPVCE6NAgBAHRgZGX399dcaBq9Zs2bAgAH//PPPpUuXRo0atWrVKq3m9npQCAEAoA6WLVsWHR1dVFSkSTBFUTY2NkzbxsaGoihtpvaacGoUAKDRqJLIiipFutkXRRFHcxUX/wIDA8PCwjZu3Kg4vEtMTBw0aJBy5N69e5ctWzZx4sTIyEgWi3Xr1q3vvvtOu0m/FhRCAIBGo6xK/DinWDf7oojqQkgIWb16dXBw8MyZM5lFd3f3U6dOKYc5Oztfv349Pz9fIBCwWKyioqKUlBTF6KMNBwohAECjYWfG727G13cWpEWLFhEREatWrWKmkigpKfnpp5+Uw8aMGTNr1qwFCxZMmDCBENK2bduZM2cmJibqONtXQiEEAIA6W758uZ+fX2hoaJMmTWiarqqqUo6RyWRlZWXW1tbMorW1dVlZmW7T1AgKIQAA1Jmzs/OUKVM2bdr00Ucf2dnZrVixQmXYiBEjFi5cSNM0i8VavHhxRESEjvPUBAohAABoau7cuXZ2dkx74cKFHA6nU6dOauKjo6N9fHyOHDkil8s//PDDmpNXNBwohAAAoKmVK1cq2jY2NmvXrlUfz+FwJk+e/LJpexsIFEKABkEkkV1PzFITkJBRQLFZtEyus5QADISmhTAzM9PIyMjW1rZmZ1pampmZmaWlpRYSAzAs+WXCYZt+Ux/D4hvJylXckgAAb0KjkWXEYnGrVq3Onj1bq3/x4sUN/IAXAABAPY0KYVxcXFFRkfLAAYMHD7548WL9JwUAAKArGp0azcvL4/P5ZmZmtfptbW0LCwslEgmXy9VCbgAGisdld/RyYto3k7KFYql+8wHQhqKioqqqKkdHR70PQKrREaG9vb1QKHz8+HGt/tjYWEtLS1RBgPpla8b/Ze4g5n8u1qb6TgfgBYFA0KJFC4lEwizOmzcvMjJSTfz58+d79OhhYWHRoUMHRWdubm6fPn1cXV2DgoJ8fX21m7EGNCqEAQEBbm5u06ZNy83NVXTGxsauXLly8ODBWssNAAAanJKSkj179mgYbGVlNXv27EWLFtXsHDFihKenZ0lJSUZGxh9//FH/KdaRRoWQw+Hs53ZBfQAAIABJREFU3Lnz5s2bXl5e77zzzvvvv9+pU6egoCBzc/NXPkQCAABvkyVLlixbtqyyslKT4KCgoKFDhzo6Oip6YmJi7t69u379ehaLRQhxdXXVVqIa0/TxiT59+ty6dWv9+vXXr1+Pi4tzcXFZsGDB/PnzFYPIAQCAttFSiVSkUQV6cxQhHIGFcn9oaOjx48e//vrrTz75hOlJTU2dNm2acuQXX3zRpk2bWp0JCQnNmjWbOHHi5cuXKYpasWKF3p8+qMMD9a1bt966dWtaWppIVD0b1rNnz3JychrCGV4AAEMgKs4tenRLN/uiKMqxyxCVL0VHR/fp02fKlCnMoq2t7YIFC5TDmjRpotyZl5cXFxcXGRl56NCh2NjYkJCQ9u3bK9dLXdK0EP7zzz+RkZHx8fG1+v39/WNjY+s7KwAAUMHY1sUpxEXfWZCgoKCePXtu3LiRWZRIJBkZGcphfn5+yp329vampqYTJ04khAQEBHTq1OnixYuNoBCWlZUNHDjQwcHhf//7X7NmzYyNjRUvKT9TAQAAbz1mbt4BAwZYW1tXVFSovOclKCjIwcGhVqe/v79EIhGLxcxchhUVFSYmqqf/1RmNCmFcXFxpaWlMTIyXl5e2EwIAgIavRYsWI0aM2Lt37wcffODs7Pyy+0izs7P/+eefW7duFRYWHj582NnZuUuXLl27dp03b97s2bMvXLjw6NGjgQMH6jb32jS6a1Qmk7HZbHd3d21nAwAADVl4eLiFRfUdNEuXLh02bFhAQICa+JycnMOHD+fk5AQEBBw+fPjy5cuEkIMHD0ql0vfee++vv/66dOlSzXtK9UKjI8JOnTo5OjqeO3duwIAB2k4IAAAarP379yvabm5uhw4dUh/ftm1b5RhbW9tt27bVf3KvS6NCyGKxlixZMmXKlE8++aRjx47MiV2GiYkJ7hoFAIDGS9OxRqdPn04ImTdvXq2XcNcoAAA0ahoVQhsbm/Pnz6t8CXeNAgBAo6bpqdFOnToJBAJtZwMAAKBjGt01mpeX5+zsPH369Li4OG0nBAAAoEsaFUIrK6sJEyYcPnw4ICCgc+fOe/bsEQqF2s4MAAAamlatWvXt25emaWZx9erVy5YtUxP/zTffNG3alMvl2tvbz5w5UywWp6enDx8+3N7ens/nd+3a9c6dO7rIWy2NCiGfz9+yZUtWVtahQ4cEAsGkSZMcHR2nT5+uPOIaAAC8xZ49e3b16tUjR44wi4WFhQUFBWriO3fufOnSJbFYfPPmzYsXL27ZsqWsrCwsLOzevXvFxcU9evQYNGiQXC7XSe4vpVEhZPB4vIiIiPPnz9+/f3/ixImHDx/29/cPCQn54YcfxGKx9lIEAICGY+7cuVFRUVKpVJNgf39/d3d3iqKaNm3avXv3lJQUX1/fGTNmODg48Hi8yMjIzMzM7OxsbeesXh1mn1Dw8vLq3LlzTEzM5cuX79+/P3bs2IULF+7evbt37971nh8AACjQcplcKtHNviiKYnF5yv0jRow4e/bsnj17FLNPZGVlqTxBOm/evBYtWqSmpt64cSMlJeX8+fOKQ0nG77//3rRpUycnJy2kXwd1K4RPnz7duXPn3r178/LywsLCjhw5MmTIkIcPHy5YsGDEiBEZGRl4mgKg8dr55/2DVx+pCWjXzH7D+910lg8oy425cPfr2s9zawnFZvfarfoGyZUrV44fP/69995jFvl8fqdOnZTDzM3NCSGpqamHDx9OTk5u0qSJlZWV4tWEhIQ5c+YcPHiQoigtpF8HGhVCmUx25MiRHTt2/PXXX5aWlhMmTPjggw9atGjBvNqmTZv9+/fb2dklJSX5+/trM1sA0KLskoq453lqAixMVBwfgC45tO/9zp57+s6C9OrVy9fX95tvvmEWjYyMPD09lcP4fD4hJCQkJCQkhBAyc+bMOXPmHD58mBCSmJjYu3fvzZs3v/POOzpMXDWNCmFOTs7o0aPbt2+/e/fu0aNHM++tJktLy4iICBwOAgAYiLVr1/bp02fIkCECgSA3N3fJkiXKMZs3b655dBQYGLh9+3ZCSGpqau/evRctWjR27FjdZfxyGhVCCwuL27dvBwYG1uwUi8VGRkbVW+FwXjn0KgAAvDWCgoK6d+/+008/TZ48uWnTpn/99ZfKsH379nXs2NHe3j4hIWHjxo0RERFZWVmhoaG9evVq3759TEwMIcTX11e/UxJqVAgFAsHBgweLi4vDwsIIIVevXh09enRmZmavXr0OHDhgbW2t5SQBQNem9mz1bmcfQsidZ7nzf/xb3+lAQxEQEKA4Kbhq1arnz5+7ubmpiX/w4EF0dDQzKst777336aef3rhxw8bGJjY2lhnCmhCyf/9+/U7eoFEhTElJ2bhxI3ODEE3T48ePFwgES5Ys2bFjR1RUlOI0MQC8CSMWMWZThBBTDpFLxBSbQ7Hq8IBT/XK0EPi72xFCSipF+soBGiBmQkGGr6/v7du31cevW7du3bp1NXu6dOnyyrV0TKNC+OzZMx6P5+3tTQiJjY1NTEz8888/e/To4eXlNXfuXBRCgHoxoAlnWRBzuUGe8edBm7ahJo5N9ZsSgCHQ6PemSCTi8XjMHa7nzp0zMzPr2rUrIcTLyys3N1fDxyoBAAAaII0KYdOmTUtLS+Pi4miaPnjwYI8ePTgcDiEkOzvbxMSEaQMAADRGGhVCHx+f0NDQnj17tmnT5u7du1OnTmX6r1696uPjo830AAAAtEvTS/EnTpyIjIwMCAj46aefBg4cyHSmp6ePHz9ea7kBAABonaZnNc3NzZcvX16r84cffqjvfAAAoOEaOHCgm5vbt99+yyxu27ZNKpXOnDlTzSoPHjxYvHhxfHy8jY3NkiVLFIdSpaWlY8aMCQgIUC4uOobLewAAoKm//vpLJpOFh4czQ6M9ffpU/exDaWlpPXv2nD9//rp164qLi2u+tGDBgqSkJDabrd2MNYBCCAAAdfDhhx8uXLiwV69emgyWvX79+r59+37yySe1+i9evPj48eP333//1q1b2kmzDlAIARooqbCM/DsPOEDDMWHChLNnzx49enTEiBFMT35+PjOIaC1jxoy5ffv2kCFDJkyYkJKS0r17988++8zY2LiysnLmzJlHjhz55ZdfdJu7aiiEAA1UyZM7pq7e+s4CGpaYEyd3TJ6um32xOZxvsp6r6GezV6xYsWjRoqFDhzI9NE3LZDKVG0lPT9+8efOuXbtcXFxmzZqVlZW1ffv2zz//fOzYsQ3noQMUQgCARqNNn3fWP4zXzb7UnPkcPnz4hg0b9uzZwywy0/Mphzk4OFhYWLzzzjvMDTLR0dEDBgyYOnXqyZMnT58+nZycXFRUVFFR8fz5c3d3d628B82gEAIANBpcHo9rp/9ZISmKWrly5YQJEwYPHszhcFJSUvr06aMcduDAAU9PT8UMfWZmZiKR6Nmz/7d353FNnHkDwH8zSSYHhIT7siBg8eDwKqJVURAQvK23lbW2rq1rXdv13LW6rX1bu1Xbum231lq7brG2ntVqba33VeUQEW8FAbnkDCSEXDPP+8fEMQ0xBhAS4Pn+4efJk2eeeYJJfplnnuMeQig5ORkAFAqFVqudNGmSfVcfxYEQwzoyhJCiVm1jYY1Gz6UbNLoaRT0AqFSaVmkZ1s4lJCT06NHj+++/nzVr1rPPPpuXl2ex2Jw5c5YvX/7Xv/7Vzc1t06ZNcXFxU6ZMmTJlCvvs2rVr09LS7H6nEAdCDOvI6pQat+CFNhYWh3cRdfdl0++u+2nl3M0AIPBycR6Kb1ViRnK5nJvwsHbt2qSkpMZbtZsaN25cWlpaaGioQCCIiIj45ptvTJ8Vi8VOTk6t2Fzb4ECIYa1CrTMwD8d8EgThROHPGtYRFBcXc+kBAwZUV1dbL08QxHvvvbdmzRqaprm93DlvvPHG029i0+EPJ4a1itN3ShRq40RjkYA3oU+QfduDYXbE4/EcYeL84+BAiGGdBUEQcpnEWgmRwKRwq7cHwxwEDoQY1v5kXL5n450/ZDIl30Uqqs771Erhd/dd/PjnS2xa6ixqaEkTMaz9wIEQw9ofg4Fhh3RiGNZytm7DhGEYhmEdEg6EGNbqDAwqwRdwGOaocNcohj1910tr6hoeTU430ExhjcpP3tL5UmlHVwV5uTT7cFv2CsCwTggHQqylNErll6+8Zr2M2EVKNho8HT35hYiEEa3WLnvSGWimFTaOcHERu7Y4mmIYZgYHQqyl9FrdxV17mnGgz7PdOmogbA6G7u+Jb1VgmB3gQIhhba1ao6f83dh0Cc3sz8gFALWqbmwg/jxifxAaGjp69GiBQPDkoh1dWVlZSkpKK1WOP3gY1hb2pt+d+ckhNq3W6p0GhrDpNL0+7csjAOAjIX4dZW3NRsyMVmtQN2hVKrWBbuaVNJ/PkzqLnm6rnq6dO3fm5+fbuxWOwtfXt5VqxoEQe5pEUumrX29i0w11SqbRXp0Xd+/N+e1Ym7fL/nQGWqHW2rsVHcrXqacXLE1tSQ0BXdxnTIpu6lFSZ9HKxWNacl7beXh4eHh4tM25OjMcCLEmyPnt2Pd/X2WWyRgMXFogpKKnTLJSQ9mdu50zEGIOqLCo6l8bf27qUT5esjYLhFjbwIEQawJVdfW9zEtPvVp1be2Du7kWn9LpdARBCCgqqF/fp35eRyAhiIT+wQAg49MA5fZuDoZ1RjgQYvZ3+/yFD0eNt1KAJxB8q1O2WXtayUezhk2ICgGA7bsuLFy+nc0cOzn6m1cTAYDW1Jec2t1mjblTpqjX6s0yHyhs3cLX0QiFfInYpn3bDQZaibcaxv4IB0KsHWAMhpXPPd84f+7mz9vRlaJEyJdLhAAg4fOQztifzLPTJPfXvj6Wld9xLkBfmRXz+bpZtpQsLKrasediU+tXqjTvbTjY9HZh7QMOhO1JyZkfGb35gAuRu69H75i2b0xEwojpa981yyT5TXhH1RSXsB2tj+sX5SCELHbJapQq20+HYQAQ0MV9+aJRTT2qrLwWB8IODAfC9uRm6vt6lcIs07Pv8MaBUKes0VQaN5K++tVKZcENswJir2diPm7RoBVnN7eg/v1aUsPhTz49/In5rkASmcy7WwgAAEL3LmW1pH4Maw31am0zhtgAwKLXEkRCPCPQEeFAaGe1D8qri4qsFKAkEv+ePZpabXn6kWtfmw/v/APE6Otr2SQpEPIoR5lNFfr8wGU/7wcAWq9PoaT2bk5zVKk0+VXt6Y7msz5yp0Zf0NfuljUumZaZ91zcGhur/c/6lAH9glraOMejVGlWvNOcu7nzZg/DgdAx4UBoB3qV4vdVxjkGlzOLL5zJt1K4a98+71+6YKVAfUne7e/Xm2UqC29ab0NDRfHxeVFs2ic62Ts6iU179hnOEzrEtG6Sz38v47xx1KjJyhpb5i1w8CtFPc1o9OYTKB3ZpldG9O3qZZbp/935xiVVejqnoq5xvq64unFmnRLv7Iu1DzgQ2gFi6Iby+2xar7LwtdIk6geF937a3JIayi4eLrt4mE3HfHxM7PVMC5tkhau/n/UOVWO/KABBEEH9+2m1WoIgKIriCoikzq3XPMw6nkzMrYljSrfHQiDEsPYCB0JHZxo1EcM0owZK6iry8AcARq9TFd228ajKgkJlZaVZZsW9/GY0wFTyGwuT31jYwko6D02ltW5zrM04SYTNGGIDABs3/aZpNE0FczQ4EDoQsYiUSPgAQBuQos744dFWPzj9Zou2aPCKSgx75V0AaKgo/n3lBDaT1mkaD0A19eN7Hxz/amtLzou1XONRTm3m8K439XoaALKKqpbtT7NeOOP4ajbxlyXfpl261+qNa3NSZ9EH/5zcjAM3bzuFA6Hjw4HQgYQEOffvKweA6hrdT4eNQxV0KgWAj4XCL7zOjnDJPpVRll8CAAih2twrjUs2eOSHAQCA2NM/bnM6m1l28fCDi7+w6YrLJ2ktvp3TDkz8+CcBz3yB6RXjoqYODH3q54oMM/aQiz2l44urGhdgN81g9e/TlU24SB3iBjOGNQkOhHZG8h/d/eKJJLYfGDjyTwJnOQAc3H7m9z1HrZT0iLawp7lPdLJPdDKb/qu3R93DJUV2HewHJAkA+gYcGh1OcbWFeZNKjc7KIXqa+TnLwiWaot7W1VV6+buza9+Yccv4wsYaMMzB4UBoZyT/0XhIHiUCsHYXUOAs50uMMwoI8qlt4qrTGnQ643l1llYy8wgMkDZaAt8zqOvTakBnIBLwwR5ryDToDHO+PGKHE2NY+4EDoQPhiSRiL1cAoAw1ABZmcYVMmB+YPKep1ZbcuHl889dmmWIX6aDpU22sYcLKFXF/frmp58VM9enqhRhk71ZgGGYBDoQOxDtqZMy6tQBw7dBe2DmzGTUMnjk9IDIcAO6mZaTv/ZHNvHnm3M0z58xKCoTCg+s/YdP1Kmt9a1jrCfGThPkS6rJ8AHjc2KV9b47V0+b9BB8cSN95wdYBwI7v6KnrmZfzm3rUhYy8VmgL1hnhQNh2Lh/+tfp+EQAYNPW37xpv9lRUWugLpWSP+iHF7r5hrxjX8lj38lvqun+YFdbW13PpfuNGD5o2BQCOb/6aC4QW6bVai6t3jk32cXbiA4C8W59+y74ytkfShJuXnRZCwEYsg82zXJKiPKb2J6uyT1kp4+9mYd6kVEQ1znwiAY8c1dfCUi9yJzuvK3Tg8OVPN1u7z41hrQoHwrbz678/z/7Fprs1AqdHw1sEUtcucdPYdIPqzfqamlZpHHc6AUlRJAAIxZSTq2urnqvl3h2e0DjzhdUrJ79jdXm51lHboPvlWmHbn9d2YopvcdgLhnVyOBB2TH49e8TNe8Uss6FO+fv3O+3Sns7A9gtBDMMcCg6Ejq7sbu77CcYlLRrqbF3KucfQwT2GDjbL1Gu1Y5a8YeWouoLrxbveaUYjMQA4e7e0SeU9ZVR0T1krNab9ih/Wi5uVaAudTkdR1MDnglutRVjHhwOhfXTxE0skPAAgKaHfEONqLyHRUY1LapTKq0ePN87/+O51Zzfzrkuhk5OVkwqEQuvrfNY4M2V7jGP81Q8KuP0r/IZMcO3e38qBWDP4uAuH93azXsZQX1uRYexOJwUiec8oHtVuZqxv+d/poyev21LyfNpdLj0uuc/CefG2n0WpVEql7XKXEsxx4EBoHz26S/19RQBAubjHfvF5M2pwkstb9R6eVlFRdPwHNi0LjnCcQLjq5G+NM/eueW/3P813Ce4AGINeU/XoQlPWrTe0n0D4w74nLMxmdwcyc7PyK6wUiAzwmBjVranVFlerKridN6Qi3sP5ozlFVS61agBwEVPBXrgzwIHgQIhhT0FGQYX2SVsvIZK4V6l0lQjbpknYE/2WU7j9nLUNy6YODG1GIPz8SPamYw8XOxwQzI18m7DxEJtI6t31u9eTm1ot1npwIGw7OqWtW9X4dAv5x29P2AJb7IK7gxyIgbFptvzFew8AQBjg3trtaWPbThu7QCtFfGGQJ5vWl9UyDY4yRXXw2z+U1tSbZap1T1gO+2ZJ9cZfzDe/lFCCP8eFt6Qxej1dozBvzONIncV8/lNbRgqzCAfCtqOpLLGxpEgqDY+Pa9XGWCTxDmT3qQCAkrM/1tzKbPs2tC8XM/Oyr94HAJG/KyWzdbYlIexon7s3v304FdJZKOnXlU36iChhoyXCe8mdIl2t7Sj5/IAmX4HZoq5Bp1Bb227FoiuFlVcKzTcj45HEF0ezGxdeNvY5X7kTABRVP2FQ2y/Hctze3WtjG8798o9W+ptgnI72gWynGINeW11G6x6tcy3xDiQFbd2HJpR7cnMWa/NyuECoKs6tumrcr9wtbCBB4N+nRnt/yvzw34cBYP7SsTHxETYehVAz11qryDruHhkDAF58bS9XMl+J1AZ0t0xx6ob5toUeUnFYFztfd5ZZWg38hWG9lk+MbvvGPNG4/iF9u3oCwJXCyn3pd62UpBmUX2FhP+2/bLUwqA20elqtAwBCwCedjZ9oQsgXeJkvhY8QMlTYOiwce7pwILQzPc2cuFUi0VT5lf1hnRehzJMUCLWKcsWNRyMOpF17SXztMEy84PA3BYe/YdORCzYQPD4A6BSVppGbRVKiwJF/slKVxX0Q9SpFXb6F4YXybr0J53bQiyh3dXa1tP4LAPx+OT+yZxenP14CkiS56K2JLwc8aOqJDPV1D34/CADT5TB9hOilE9qsKvrLYzlfHssxKzm2X/C2+SObVLnO8GgeJEkAv9HFXLtwt0wxYNWOZhyYEBHw4uAeALDzwm3rgbBpCqvqrtwHAIGv3Pn5Z9k8vpuz89DuZgURzSh+xH0w9oEDYauouJfP/upnaAOjbSioVpXU1qsbTAKAZ5Bz92cAgOQL5fd/5yHzcRZFebe9vb31ympd3aOt4OruXRO6evNEFuZINDwoYJesZLmE9GY3aXrqrny+2MqzPKGY0Rn391EV57JpxNCGBuOScuqy/Aabu4htd+/Wo02FlIU3uetXDl8ilQXbesXGUdfWqqrM7+xqVKq7F4y/TuozM7tp73aT+7sUZBQUZHBlxL5+BMkDgAPfnPB/cYiaEgCANKSbyN0DAAzqem8JraysRioed4hOq72VZoxnPJGE1qif2LzxWhjFIJFUKhALr1Qzx0toACCAoPjkpQe53c5nCfhkoKcsxsu4w4mAT5aXlQMAQRAZ+w7UVVQAAIMQ22dYXa/lLlSdhYIeAd6UyNrSaxNzLQzfLS2r0mis9UDer8w8WH3HLNPFwz1mvLXBI/cq6mof07GpVqslEo2HVNzlMb9FGjv39jRfV/MPkYQy/pV6+LktSuprfhad/qvjV22s35RYJAC5EwCA0xM6eAgAV7mxVUpVg+Hh75L9P2ddvVHc1PMOG9y9ezcL+5hiFhHN7qV5KvLz84cNG1ZQUGDHNrSGFEpK663dh39hyazo+KHNqJng8cSez/CdXBi9jgs5LNNAyHeS8cXOxj2eEGIMjzqpeEKJyN0PSJIvkVIuj73eurblraIT7WYZmuyrtZev1LJpsZgnEfPMCnj4yP70gXFa5IP7FWyUMnXgP9/dy+k4y1i3LxqZBzneQkdCZN9efB4PAH67WpBfbuyNVLt46CkxAPD1GkpjHHLi5SLp6ukCAFo9nV1onBHBkDyNk4Wfgzn/SrG4gqsVNIPuV1not/zwp4xSq8NeXokNH9M3CAB+yc6f+dlhKyUJAmRiY7BUqjQGg/HHsersbUNNPQAQFJ8QmL9vzVrJaJ4w/Me6uSkxf39zdFOPkkgoH0edDcIwDE3TAoHAejEHDYS0tkFVYNJXRvLY7jgAyCuouHXHwhZFtuPxSCH1dC6F64qLr+zdwz3kUyQBBADknfsdrP5hZ745pffIJswabg16RDTQPABw5tEkYWytARFleiEA6G6dN5TcRgAIgHmQB+DQWwiZBkKsYxNLBHwBHwD0OoOmwdr3Pp8S+D/rx6Z1Gh03rpfikwCE2Vvaxc1FxC4+bvLJNS1BEDbtJ0kA6HV6mg1jBAEPd6FkGEZPG2MbSfJIoQAQAEIGg45tDRBAiSx9XxN8ZPHcBAAAYpBeawAABAiAQCSPfFgUAcG+ZOphfKU1WoY2GF8iMtaKAIDkAQCDgM/n8RrHWmTh5fMItg4EAAQQxMOzImT5m4IAIAkAQOxChIh7AexRxJO+XxBw/xvEHzb2fPL3Uv8FK5MmJFkv46Bdo4xOU3fPckeEO8DzAW3cnMfKK3twKO2ivVvRTAICCfgGs0w+gbpQGgCAiH4QYVyGJv/wNoYx77zl8SmeSAIAiKaVRc25liJ5Au73DYcx6FCjc2EYp0GtB7Dpuseg0xdcs723qcndj1i7EJiYA9A+A2FH4uzMf/QD5uGvKkrUnmZVd02ebeVZxqCvuHKWTdMNKr3aQg+SS2APnlAMAECQPIFxCyHKxU3gZN6jUplzrr6s0ZcXQcgCepifF9H6euO5hEUZAK17RUgJSKHQfPwIn096ehhfjqre0LgXQKHQNWisLcbNF5BiC9US/n7WVpDRaGm93vxkeh2jVJn/skEAOt0TVgMPfEYsFPIAgKYRTTfn0t/dzcK2UHw+wV6e1NbpqxXmoUunY0rLNI2PwrC2hwNhq5s4xpckCQCQBYX5D51gvXBpLe0re9Q1UUl5VFIetQJZV3UBAHhqy0mw9qVGEyRD8HSkUEhb/ophgKBQi+4iNEbyBd79Yp9WbR4Rgz0izJcLf6KErv2ipyjMMotu3t37+RNuc3p4Ohk7WhiGu00Q1Vfm7dWefqm0R0qVIfOy+X8ZAKjq6ca3FZQqg/VwLhCQIiEJAAyD6tW4RwFrGjvfI8zLyxs+fHhhofkuboxOo7p/C9HmP28BoKRMUVhU1TjfOoZB+ietgNUMGqWy4uajJZooiZCNeaj+UQu7PNeXvRBElJOOdK5WGBr0BAAwNK01gIEhTFeNUGhIPQ2kk6gUMUKKJ6QEACAQGFcrdBKRAgLxCQYAJDz2fiRRoSctXIlYhIAkGBnPYNrbLwCGu6ngyddy3e8CAvFN+t/ZQ/5wHsLWuyYAgB6z7oqxWnhsV7/xJoTNJ3oKEAK9+bQQAACDlmBfP0MTDY++wRkGDDRtoGmhXimieGwRZ5GAbTPdoISH00UkQr6Qb/yVI3CS0YjR04yBRogvREInRBAkQRAEQTMMAIlETqZ/E4Iw+eMjmodooIxDOvlCCSXgU8AwNA20lgAQ8njG9yFDA8OI3Lx5IjEA6FV1DY9WLkXc54tHiQg+BQxjaFAaR6sSpEFTD4hh/x4MQgxCCCGCT3GjkXWKcoIgyIf/NQgQwyCSLwBKQjd6Q/KAYAAhAEanYWsDBrH1AwDB4xGUhIA/vMMYxCD2T4cYdW29QafjygMAAMkwNKL1DE2TPB4losROIgDQa7T3b5cAyX2oCPTwPU08/BFJiYXs/05tebVGaWGoCyFozr46oI8wAAATWklEQVTHHEQb4OGeXHxKwOOzV9s0TRvf8VwBBKBp+MNANq4GhGzb1QsBTRt/2vJIkhIa7zI2mIxR526qIYS4T5qA4pM8HgAYDAa60XejlY8kVxX3mUbcP7a09w/vagufa/7DtxQyqdQ0TjUpZCGAoSveGZr8hAXt7HxFWFJSUlpqYfMakhK5hPS2eIgsFHq2cqswx7FixQqJRLJ69Wp7NwRzUJ6enteuXfPy8rJ3QzBHtG/fvnVffOHogVAul0ul0kGDBtm3GZjDKi8vJ0ny8GFr486xzoxhmDFjxvB4VucVYJ2VUqmMjX3yjRs7d40CQG5ubnl5uX3bgGEYhnVIvXv3lkiesA6w/QMhhmEYhtlRu1xOEMMwDMOeFhwIMQzDsE4NB0IMwzCsU8OBEMMwDOvU7BkIMzMzhw0bFhwcPHPmzMpK822gMax53n777YkTJ86YMQNPusAe58qVK6+++mpdnYX9dbFOyG6BUKvVjh49eurUqefOnRMIBPPmzbNXS7AOZuDAgZ9++umyZcsWLFhw54751ncYZjAYVqxYceDAgYYGS0sIYZ2P3QLhjz/+6O7uvmDBAl9f33/9618HDx60uMQMhjVVUlJSly5d+vbtGxAQUFuL92bCzH3wwQcvv/yyVCq1d0MwR2G3QHjt2rX+/fuzaR8fH29v75smi3ZiWEuMHz8+MjKyT58+zz33nL3bgjmWmzdvXr58efLkyfZuCOZA7BYIq6qqTH+RyeXyiooKezUG62C2bdu2ffv206dPp6en27stmANBCC1atGjjxo32bgjmWOy21qhcLi8qKuIe1tXVubm52asxWKtSqVSm41YiIyO7d+/OPdRqtTt27Lh///6QIUOeuCqgQqHIzMysrq5OTEyUyYx7GV69enX//v0ymWzGjBnu7u4AIJfL5XJ5QkJCRkZGVFRUK7wm7Gmqr6/PysoqLS19/vnn/f39TZ9iGGbPnj03b96MiIgYP3689X1ILNaTn5+/a9cukiSnTp3q4+NTVVU1fvx4ACgsLExMTDxx4gT+5nF85eXlly5dUiqVEydO5PMfha2ysrIzZ85wDwcPHuzn52elntzc3JycHKlUOmLECDaHYZjdu3fbLRCGhIQcPXqUTdfW1paWlgYHB9urMVirevDgQUpKyuzZxt195XK5aSAcM2aMwWCIj4+fPXv2ihUr/vKXvzyunrq6Om9v7/Dw8KysrOzs7IiICAA4ffr02LFjFy1adOHChY8++ujnn38+dOhQeHh4SUnJrl27jhw50tqvDmu5bt26ubu75+fnp6ammgXC+fPnp6enT5ky5a233jp79uz69eubVM+dO3eio6Nnz57NMEzfvn3T09MzMjLYwqGhoUeOHMFR0PFlZ2cPGjQoNDQ0OztbpVKZBsLLly+//vrrEyYY93kNDQ21Egg3btz47rvvuru7y2SytLQ0NvPVV1+9dOkSIDtRKBRSqfTo0aMMw6xevXro0KH2agnW2u7evevq6mrxqTNnznh5eTU0NCCEjh075ufnp9PpGIZ56623ysrKuGI7duw4evQoTdMajQYhJBAIrly5wj6VmJi4bt06Nh0bG7thw4atW7f+/e9///DDD/Py8lr3hWFPiVqtRgj16NFj3759pvmFhYUikai0tBQhdO/ePbFYXFFRgRBav379jRs3uGInT5783//+Z7Ge+fPnv/baa2z65ZdffuONN7ijvv/+e7Y85uB0Op1ery8oKAAAlUpl+tThw4cHDBhgVj4vL++9997jHmq12uXLl9fV1bH/3du2bYuKimKfys/PF4lEZWVldrtHKJPJUlNTU1JS3NzcDh48uGXLFnu1BGsDer3+v//973fffXf//n3T/GPHjsXFxYlEIgAYNmxYbW3t9evXCYJwdXUdNmxYSUkJAOzcuXPJkiW+vr4kSQqFf9g4nmGY48ePjxo1in2YnJx8+vTpOXPmvP/++0uXLg0KCmqr14e1iFgstph/8uTJiIgIHx8fAOjatWtwcDDbDxYYGBgfH3/t2jUAOHv27LRp05555hmL9Rw9epR7e4waNYrrhQKAadOmPe68mEMRCASmV4FmFArFli1bdu3aVVVl3A7dzc3twIEDixcvBgCdTjd16tS8vDyxWNz4v/vkyZN9+vTx9va254T6cePGsRvzZmZmhoaG2rElWKsiSbJPnz4ZGRm7d+/u1avXjz/+yD1VWlrq7e3Npnk8nqenJxv8/va3v82ZMyc+Pv6zzz5bvHjx0aNHe/Xq1bjmyspKg8HA1eDj48MejnUMpm8PMPn/nTx58oYNG5KSkr7++uvJkyfv2rVr+PDhFmsoKyvDb48OjKKooKCgy5cvf/XVV6GhoezgOJlM9uuvv549e3bJkiWTJ08WiUTfffedxVDKvcHsvDEvALBXA1gHFhQUxN3Q3rJli2mfPkmSyGQjMJqmuR1Wly9fnpWVtXDhwpMnT/bo0cNizSRJAgDDMOxDhmHwBq0diZW3x7Rp065cuTJ37tytW7cOHTr0cTUQBIHfHh1YXFxcXFwcm16xYsWyZctOnDgBADKZ7KeffgoJCfH397969erjLii5NxheaxRrUyNGjCguLlapVOxDX19fbiEFvV5fWVnJ3evesWPH+fPnlyxZMn/+/AcPHliszd3dnaKosrIy9mFpaamvr28rvwKs7Zi+PQCgtLSUe3ucOnVq69atq1atWr16tZUpyH5+fvjt0UnEx8ffunWLTet0urlz544ePVoul//jH/943CHcGwwHQqzV0TTNpY8fP+7v7+/s7Jyfn19UVJScnHzs2DGlUgkAR44c8fLy6tmzJwDs2rVr6dKlv/zyy7p16+bOncvdLzRDEERSUhLb14oQOnDgQHJyclu9LKwVlZaW5ubmjhgx4vr16+woiZs3bxYVFcXExADA2bNnp0+fvmPHjjVr1nz88cfc/cLGkpOT9+/fz6b379/P3S/E2rtbt26Vl5ebfrccO3aMvcXG3hcUi8Wpqam//vrrmTNn2PuFjcXHx+fk5BQWFtpt1CjWeaxZs2bEiBELFy6cOHGiVCrds2cPQmjmzJkLFixACE2aNKl///5vvvmmt7c3O/YPIfTSSy/dvHmTq2HdunXsUdOnT4+PjycIYuDAgfHx8TU1NWlpaXK5fP78+aNGjYqIiDAbVIa1C3/729/i4+OdnJx69+7NRrVVq1YlJycjhJYtW/bss88uXrw4KChozZo1bPmlS5eePXuWO/yHH374+OOPLdZTUFDg4+OTkpLy4osv+vv7FxUV2eUFYi2h1+vj4+OHDBkCALGxsWPHjkUIRUdHf/TRRy+//PLYsWMXLlyYmJjo7u5+8eJFhNC1a9fmzZtnMBjYwxUKxfTp02tqajIyMuLj48PCwlxcXOLj49966y2E0OLFi0NDQwlk0gWPYa2hpqbm7Nmz9+/fd3Nzi4mJYXu3cnJy+Hx+z549GYY5dOgQO6E+MjLSelVnzpzRarXcw5iYGIqiCgsLDx8+LJPJxo0bJ5FIWvfFYK0gMzOzpqaGexgVFVVRUVFXV9evXz8AOHHixI0bNyIjI9mvwibVI5PJKisrf/rpJ4Igxo0bh2cNtkfs4HDuIY/Hi42NvXjxoo+Pj1AoPHPmTEVFhbe394gRI+RyuZV6qqqqsrKyuIceHh59+vQBgOPHj+NAiGEYhnVq+B4hhmEY1qnhQIhhGIZ1ajgQYhiGYZ0aDoQYhmFYp4YDIYZhGNap4UCIYRiGdWo4EGKYnU2cONHKLowtd+7cuZCQkKtXr5rlX7lypddD+fn5zah55cqV7OEvvfRSy9uJYfZi/0W3MayTKy4uZlcPbyUNDQ15eXmmCxGw1Gr1jRs33n///bCwME9Pz2bUPGXKlOjo6Lfffrt5cRTDHAS+IsSwTm3w4MHjxo1zcnJqxrF9+vQZN25c84IohjkOfEWIYdbodLpdu3ZdunSJoqiYmJikpCSCILKzsy9evJiSkmK61adZZnZ29oEDB6qrqwMDA2fOnOnl5QUAFRUV+/btGz16dE1Nzd69exUKxYYNG9jD1Wp1amrq7du3Q0JCpk6d6u7uzuY3NDTs3r07OztbIBAMHz585MiRXMNOnz6dnp5eVVUVEBAQGxsbERHBNea33347cuSIRCLhdrx6ojt37pw4ceLFF1/Mzs4+ePCgWCyOi4sbPHgw++zVq1cPHjxYXl7u4uISGRmZmJjo7Ozcor8shjkOuy2kimEOr6KiIiIiQigUDh8+PCoqiiCICRMm6PX6zMxMANi+fbtp4ZEjR4aFhbHplStXEgQRHh4+ZswYPz8/Nze39PR0hFBaWhoAzJs3z9nZecCAAT179qRpOioqasSIEZGRkeHh4cOHDxcKhUFBQfX19Qih3NzckJAQFxeXhISEmJgYkiRnzpzJMAxCaNmyZS4uLkOGDBk/fnxQUBBJkl9++SV79qVLlwJAZGRkcnKyXC6fM2cOAGRkZJi9ut9//x0ATp06xT7ctm0bALzxxhseHh5xcXEBAQEEQfzwww8Ioa1btxIE0bt37ylTpsTGxspksr1793L1JCYmDhs2rBX+/BjWRnAgxLDH+tOf/iQUCs+fP88+3LRpEwBs3LgRIdS7d+/ExESuZHFxMY/HW79+PUKI3Rbq3//+N/uUUqkcPHhwr169GIZhA6G3t7fp3hpRUVEA8Nlnn7EPT548CQD/+c9/2Ke6d+9eUlLCPsUuHp2amooQunHjBhssEUIGg+HPf/6zs7OzUqk8f/48QRBLlixhn7p9+zZ7cWljIBw4cGBNTQ1CqKGhYcCAAb169UIIde/effbs2dyBarW6qqqKe4gDIdbe4UCIYZYxDOPk5GQaABiGCQsL69+/P0Jow4YNJEkWFhayT33wwQd8Pr+0tBQhlJSUFB4eblrVoUOHACAvL48NhP/3f/9n+iwb7UxzunbtOn/+/IyMDAD4/vvvTZ8aNGjQzJkzTXPq6+urq6tPnToFAOnp6YsXL2YjIldgxYoVtgfCX3/9lSuwfv16kiS1Wm1AQMALL7ygVqst/qFwIMTaO3yPEMMsKy0tra+vZ3cCYhEE8dxzz+3evRsAZs2atWLFiu3bt7NhJjU1NSkpycfHBwCuXLnC4/GSkpK4XUNVKhUA3Llzx9XVFQDCw8PNzsVuKMrx8PCoqKjIzs4GgE2bNm3ZsoV7Ki8vj622oKBg9erVBw4cUCgU3LOFhYW5ubndunUzvYHXt29f21+1aUs8PT0Zhqmqqlq6dOmiRYu8vb1HjRo1cuTICRMmsC8EwzoGHAgxzLLa2loAoCjKNJOiKDYOeXl5JScnf/PNNytWrEhLS7t69eo///lPtoxer/f29o6NjTU9cMKECUFBQWzQajxEUyAQmD4kCIKtBwD69evHDrRhxcfHe3h4AEBycjLDMN9++214eLhMJrtz5050dLTBYNDpdGa1mb0E68yOZb3++usxMTG7d+8+duzYvHnzli1bdujQoQEDBtheLYY5MhwIMcyyZ555hsfj3bx50zTz+vXrQUFBbHr27NmTJk1KS0vbtm2bm5vb2LFj2fzg4GCdTrd8+fLGdaanp9vegODgYAB4/vnnJ02aZPZUcXHxjRs3vvvuuzFjxrA5paWlbCIoKOjixYsGg4HPN366zV5C80RGRkZGRq5ZsyY/P3/QoEFr167dt29fy6vFMEeA5xFimGXOzs7x8fHffvstF2NOnz597ty5iRMnsg/HjBnj6em5efPmnTt3zpw5UygUsvmzZs3Kysravn27aW1FRUVNbcCwYcMCAgLeeecdpVLJZdI0XVpayk7Af/DgAZup0Wg+/PBDNp2QkFBVVfXf//6XfVhXV2fas9oMCKGSkhLuYWBgoI+PD9fri2EdAL4ixLDH+uSTT4YMGRIVFTVt2jSVSpWamhoWFsZd6lEUNWPGjE8//RQhNHv2bO6o+fPnnzx5MiUlZceOHf369VMqlTk5OefPn1er1U06O0VR7DVfjx49xo8f7+3tnZ+ff/To0Xnz5q1atSohIWHlypW5ubkuLi4HDhzw9vZmjxo3btyYMWNee+21s2fPdunSZc+ePX5+frm5uc3+IxgMhpCQkMTExIiICCcnpzNnzuTk5Kxdu7bZFWKYo+G9/fbb9m4DhjkoDw+PGTNm1NfXZ2Vl1dfXp6SkbN682cXFhSsQEhIikUhGjhw5Y8YMLpMkySlTpoSHh9+7d+/atWtqtToyMvLdd98NDAxECFEUFRcX5+bmxpXXarV9+/aNjIxsnBMQEJCSkkLT9PXr13Nzc6VS6axZs1JSUpycnNiZ8tnZ2VVVVS+++OLq1atJkoyNjfXx8Zk0aZKzs3NWVlZ1dfXcuXMXLlwokUhGjBhh2nIAKCoq+vrrr+fMmRMYGAgANE27urrGx8dzl7ZsTkJCQlhYmEKhuH37dn5+frdu3b744ouhQ4dy9aSmptI0jZcbxdovAiFk7zZgGGYHFy5cGDRo0Ouvvx4cHPzSSy81YyDokSNHrl279uWXX/r4+LDTHzGsPcL3CDGsk2IH+BQUFJw4caKp3basGzdunDhxIjQ0lFuJDcPaI3xFiGEYhnVq+IoQwzAM69RwIMQwDMM6NRwIMQzDsE7t/wF+5xq9PIxQOgAAAABJRU5ErkJggg=="
     },
     "metadata": {},
     "execution_count": 3
    }
   ],
   "cell_type": "code",
   "source": [
    "begin\n",
    "    task_overheads = TaskOverheads.analyze()\n",
    "    task_overheads.hists\n",
    "end |> DisplayAs.PNG"
   ],
   "metadata": {},
   "execution_count": 3
  },
  {
   "cell_type": "markdown",
   "source": [
    "Here is a more direct plot of the raw data to show that the multimodality of\n",
    "the distribution comes from the temporal proximity of the measurements (some\n",
    "state transitions in Julia runtime, OS, or hardware?):"
   ],
   "metadata": {}
  },
  {
   "outputs": [
    {
     "output_type": "execute_result",
     "data": {
      "text/plain": "DisplayAs.Showable{MIME{Symbol(\"image/png\")}}(Plot{Plots.GRBackend() n=12})",
      "image/png": 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"
     },
     "metadata": {},
     "execution_count": 4
    }
   ],
   "cell_type": "code",
   "source": [
    "begin\n",
    "    # task_overheads = TaskOverheads.analyze()\n",
    "    task_overheads.seq\n",
    "end |> DisplayAs.PNG"
   ],
   "metadata": {},
   "execution_count": 4
  },
  {
   "cell_type": "markdown",
   "source": [
    "## Overhead of `notify` (`schedule`)\n",
    "\n",
    "Following distribution describes the overheads of `wait` and `notify` on\n",
    "`Threads.Condition`. It is essentially the overhead of re-`schedule`.\n",
    "\n",
    "The first two rows (`max` and `min`) shows the distribution of the time took\n",
    "for `notify` to end the `wait` of the peer threads. The first row `max` shows\n",
    "the slowest among all threads and second row `min` is for the fastest. The\n",
    "last row `notify` is `@time notify(...)`."
   ],
   "metadata": {}
  },
  {
   "outputs": [
    {
     "output_type": "execute_result",
     "data": {
      "text/plain": "Plot{Plots.GRBackend() n=18}",
      "image/png": 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      ]
     },
     "metadata": {},
     "execution_count": 5
    }
   ],
   "cell_type": "code",
   "source": [
    "begin\n",
    "    notify_overheads = NotifyOverheads.analyze()\n",
    "    notify_overheads.hists\n",
    "end"
   ],
   "metadata": {},
   "execution_count": 5
  },
  {
   "cell_type": "markdown",
   "source": [
    "Compared to `@sync` and `@spawn`, there are not much temporal irregularities\n",
    "especially for `N > 2`:"
   ],
   "metadata": {}
  },
  {
   "outputs": [
    {
     "output_type": "execute_result",
     "data": {
      "text/plain": "DisplayAs.Showable{MIME{Symbol(\"image/png\")}}(Plot{Plots.GRBackend() n=12})",
      "image/png": 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"
     },
     "metadata": {},
     "execution_count": 6
    }
   ],
   "cell_type": "code",
   "source": [
    "begin\n",
    "    # notify_overheads = NotifyOverheads.analyze()\n",
    "    notify_overheads.seq\n",
    "end |> DisplayAs.PNG"
   ],
   "metadata": {},
   "execution_count": 6
  },
  {
   "cell_type": "markdown",
   "source": [
    "---\n",
    "\n",
    "*This notebook was generated using [Literate.jl](https://github.com/fredrikekre/Literate.jl).*"
   ],
   "metadata": {}
  }
 ],
 "nbformat_minor": 3,
 "metadata": {
  "language_info": {
   "file_extension": ".jl",
   "mimetype": "application/julia",
   "name": "julia",
   "version": "1.7.0-DEV.1089"
  },
  "kernelspec": {
   "name": "julia-1.7",
   "display_name": "Julia 1.7.0-DEV.1089",
   "language": "julia"
  }
 },
 "nbformat": 4
}