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Created October 26, 2016 05:38
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evalrpc_ipc_trace.ipynb
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{
"cells": [
{
"cell_type": "code",
"execution_count": 1,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"import os.path\n",
"import collections\n",
"import numpy as np\n",
"import matplotlib.mlab as mlab\n",
"import matplotlib.pyplot as plt\n",
"%matplotlib inline"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"LogTuple = collections.namedtuple('LogTuple', ['time', 'session', 'event'])\n",
"def get_log_tuple(line):\n",
" line = line.strip()\n",
" if not line.startswith('!!!trace_ipc'):\n",
" return None\n",
" splited = line.split()\n",
" if len(splited) != 5:\n",
" return None\n",
" if not splited[-1].startswith('@@@hash=') or not splited[-1].endswith('^^^'):\n",
" return None\n",
" try:\n",
" hash = int(splited[-1][len('@@@hash='):-len('^^^')], base=10)\n",
" except:\n",
" return None\n",
" h = 5381\n",
" for c in line[:line.find(' @@@hash=')]:\n",
" h = (((h << 5) + h) + ord(c)) & 0xFFFF\n",
" if h != hash:\n",
" return None\n",
" return LogTuple(time=float(splited[1]), session=int(splited[2]), event=splited[3])\n",
" "
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"def read_all_events(filename):\n",
" with open(filename) as f:\n",
" for line in f:\n",
" t = get_log_tuple(line)\n",
" if t:\n",
" event_names.add(t.event)\n",
" event_times[t.session][t.event] = t.time "
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"{'nnserver:cnn_enter',\n",
" 'nnserver:cnn_exit',\n",
" 'nnserver:enter',\n",
" 'nnserver:exit',\n",
" 'nnserver:get_batch_enter',\n",
" 'nnserver:get_batch_exit',\n",
" 'nnserver:goreply_enter',\n",
" 'nnserver:goreply_exit',\n",
" 'rpceval:build_request_enter',\n",
" 'rpceval:build_request_exit',\n",
" 'rpceval:cq_next_enter',\n",
" 'rpceval:cq_next_exit',\n",
" 'rpceval:enter',\n",
" 'rpceval:exit'}"
]
},
"execution_count": 5,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"directory = '/home/abcdabcd987/tmp/ai-platform-dev/yi/test/testlog-bak'\n",
"log_files = ['branch.1.log', 'branch.2.log', 'branch.policy.log']\n",
"log_files = map(lambda x: os.path.join(directory, x), log_files)\n",
"event_names = set()\n",
"event_times = collections.defaultdict(dict)\n",
"for f in log_files:\n",
" read_all_events(f)\n",
"\n",
"event_names"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"def gather_time_difference(st_event, ed_event):\n",
" ts = []\n",
" for session in event_times.itervalues():\n",
" if st_event not in session or ed_event not in session:\n",
" continue\n",
" ts.append((session[ed_event] - session[st_event]) * 1000)\n",
" return ts"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"def plot_time_difference_distribution(st_event, ed_event, st_percent, ed_percent):\n",
" x = np.array(gather_time_difference(st_event, ed_event))\n",
" x_min = np.percentile(x, st_percent)\n",
" x_max = np.percentile(x, ed_percent)\n",
" xx = x[np.logical_and(x_min <= x, x <= x_max)]\n",
" x_mean = xx.mean()\n",
" x_median = np.median(xx)\n",
" x_std = xx.std()\n",
" n, bins, patches = plt.hist(x, 50, range=(x_min, x_max), alpha=0.75)\n",
" plt.axvline(x_mean, color='g', label='mean')\n",
" plt.axvline(x_median, color='y', label='median')\n",
" plt.ylabel('count')\n",
" plt.xlabel('time elapsed (ms)')\n",
" plt.title(r'from %s to %s' % (st_event, ed_event))\n",
" plt.grid(True)\n",
" plt.legend()\n",
" plt.show()\n",
" plt.clf()\n",
" print 'mean = %.6f, std = %.6f, median = %.6f' % (x_mean, x_std, x_median)"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {
"collapsed": false,
"scrolled": false
},
"outputs": [
{
"data": {
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sEpHZxphyrAFqXYFrjTENwCYROQvrPLN/MOQtwOvGGP9guHx7hP0MYhytr1Q76HlfFSt9\nrygVRbIcoWmR3cl5FnjEGLMpQpVxwAF/Z8b2Z6wP/zn2/bHAersz47caGBowDXac/TxC6ozrYApK\nRWSOXx5Ax8+oFhnr8gDtWXFXKU9IiQ4N1tWR640xC6M83h9rBkMzY0wj1lTY/gF19oY8b2/AYy3V\nCVvTQymllFLJIylOObVERMZgrRcSun5GTE+n5UO0EmOdiI/bC4ZdjDVlsK4d8SmllFJelYm1DMFq\nE379vDZL+g4NcB7QB9gZMLwmHZgnIrcaYwZhrSEQdKEyexXJHPsx7H/7hWy7L1ZnZW8rdUKP2vhd\nTMcXylJKKaW87MdYE3I6JBU6NM8Sfv2TNXa5/yrBfwd6ichZAeNoLsI6uvJeQJ2HRCTdPh0FMB7Y\nbI5fbffv9vP8K10CfMsuj2QHwHPPPcfw4cPbmlfKmTVrFvPnz3c6jE6nebbPkSOb2LRpMsOHP0f3\n7sc/D5v2bWLyHyfz3PeeY3ifxH9OtD3dRfN0j02bNjF58mQIuO5ZRyRFh8ZeL+YrHF86fZCIfBWo\nMsbsxFpSO7D+MazrzmwB65o09rLVT4nINKyluRcAhfYMJ7B6f/cBz4jIXKyrsd6MNbPJ73+At0Xk\nNqwVUSdhXS32uiih1wEMHz6c0aNHtzv/VJGdna15uki886ypgcZGOPPM4fToEbDdPcC7MPyM4Yw+\nKfGvq7anu2ierhSXIRvJMij4bKwl3DdinQL6DdbF+O6PUj/SmJYrgVKsWUp/wrqU/Q3NTzDmENYp\nooFYy9//CigwxiwOqPN3rE7M9Vjr4nwP6+qx/2x/au5RXl7eeiUX0DzdRfN0F81TRZMUR2iMMW/T\nhs6VPW4mtOwg1lozLT2vBOv6Mi3VeQXrarUqxO7dkdYzdB/N0100T3fRPFU0yXKERqWAMWPGOB1C\nQmie7qJ5uovmqaLRDo2K2aRJk5wOISE0T3fRPN1F81TRJMUpJ5UavPIB0zzdRfNMTmVlZVRWVrb5\neUOHDqW4uLgTIkoubsmzd+/e5OXlJWRf2qFRSimVUGVlZQwfPpza2lqnQ1GdLCsri02bNiWkU6Md\nGhWzKVOmsGTJktYrpjjN0100z+RTWVlJbW2tZ9bw8ir/OjOVlZXaoVHJZfz48U6HkBCap7tonsnL\nK2t4qcTQQcEqZql2jr69NE930TyV8gbt0CillFIq5WmHRimllFIpTzs0KmYbNmxwOoSE0DzdRfNU\nyhu0Q6Ni9sgjjzgdQkJonu6ieSrlDdqhUTFbtmyZ0yEkhObpLpqnUt6gHRoVs6ysLKdDSAjN0100\nT6W8QTs0SimllEp52qFRSiml4qigoIC0tDS2bNnC5MmT6dWrF3379uW+++4DYOfOnUyYMIHs7GxO\nOukk5s2bF/T8+vp68vPzGTx4MJmZmeTl5XHnnXdSX18fVG/JkiVcdNFF9OvXj8zMTEaOHMnvfve7\nsHgGDhyIz+fjnXfe4ZxzzuGEE07g9NNP5w9/+EPnvQgO0A6NitmcOXOcDiEhkiHPiooKtmzZ0uKt\noqKiQ/tIhjwTQfNUiSYiAEycOBGAuXPnMnbsWB5++GEeffRRxo8fzymnnMLcuXMZPHgwc+bMaZ6l\nZozh8ssvZ968eXznO99h4cKFfPe732X+/Pn86Ec/CtrP7373OwYOHMjdd9/NvHnzyMvLY/r06fz2\nt78Ni2fLli1cccUVjB8/nnnz5pGbm8uUKVPYtGlTAl6RxNBLH6iYJeqKqU5zOs+Kigq++92rqao6\n2mK93Nxu/O//Pkvfvn3btR8n8qyoqKC6urrFOtnZ2e3OKRKn2zNRvJJnKhk7diyPP/44ANdddx0D\nBw5k9uzZzJ07l9tvvx2wVng++eSTeeaZZzjvvPN4/vnnWbt2LevXr2fcuHHN2xo5ciTTpk3j3Xff\nZezYsQCsX7+ebt26NdeZPn06l1xyCfPmzWPatGlBsXz66af89a9/5etf/zoAV1xxBaeeeipLlixx\nzQw57dComM2cOdPpEBLC6Tyrq6upqjpKRsbdZGZ+OWKdurrPqKp6mOrq6nb/+Cc6z6qqKmZe//NO\n76iFcro9E8WtedYeq6W0srTT9zOs9zCyusZvYLWIcO211zbfT0tL4+yzz2bFihVMmTKluTw7O5uh\nQ4eybds2AF5++WWGDx/OkCFD2L9/f3O9Cy+8EGMM69ata+7QBHZmDh06xLFjxzj//PNZs2YNNTU1\n9OjRo/nxESNGNHdmAHr37h20XzfQDo1SSSoz88tkZQ2O+njI6fSI4nVEJJbtZGRUtfj44cOHE9JR\nU+5SWlnKmCfHdPp+Nl6/kdEnxfdCmaFHzbKzs8nMzCQ3NzesvKrK+vxs2bKF0tJS+vTpE7Y9EQk6\n1fzOO++Qn5/Pu+++S21tbVC96urqoA5NpCN4OTk5HDhwoH3JJSHt0CjlUvE6dRXrdv7t345y002t\nxxWPjpryjmG9h7Hx+o0J2U+8paenx1QG1tgZgKamJkaNGsX8+fObywKdeuqpAGzbto3//M//ZPjw\n4cyfP59TTz2VjIwMVq1axaOPPkpTU1Ob9usG2qFRMSstLWXYsPh/6JNNquTZ0FDPjh07oj6+Y8cO\nKipqycq6L+IRkS++2IpIFyoq8vnoo48YOHBgu7YD1pGV6uq72pNGp0uV9uwot+aZ1TUr7kdOktnp\np5/Oxx9/zIUXXthivVdffZX6+npeffVVBgwY0Fz+1ltvdXaISUs7NCpmd9xxBytXrnQ6jE6XCnke\nO7afXbs+48YbC8jIyIhYp76+lj179jNs2EkRj4hs3Xo7eXk/7/B2kl0qtGc8eCVPt/vhD3/Ia6+9\nxlNPPcV1110X9FhdXR1NTU1kZWU1H3EJPBJTXV3N0qVLExluUtEOjYrZwoULnQ4hITozz1jGouzY\nsYOGhsYW6zQ21tDU1I2MjJ/Rs+fQiHWqq9+hsfFBmpoib2vw4IXU1m7u8HaOx3QMgLKyMjIyjp+7\nL6sqA+Dzzz9vNa/OoO9blUquuuoqXnzxRaZNm8a6des499xzaWxsZNOmTbz00kusWbOG0aNHM378\neLp27cq3v/1tbrjhBmpqanj66afp168f5eXlTqfhCO3QqJh5ZVpoZ+UZ61gU/xGRHj1aH0zSrVte\n1KMmdXU7WnxuZmYetbWbO7wdsI4Y7d27B4BZsx5i587jHZq6nBq4GH7xi8ep2l0XU17xpO9blUz8\na9REKxcRVqxYwfz583n22WcpKioiKyuLQYMGMWvWLIYMGQLAkCFDeOWVV7jnnnuYM2cO/fv3Z/r0\n6XzpS18Kml3l32Zr+3UD7dAolSCxTMe26sV2RCSZNDbWYIx1yqp793vo2XNk82Pp3T8BvkuXLj+g\nsfEPrebV2tggiP9aNUrFU35+Pvn5+WHlS5YsYcmSJWHl69atC7qfnp7O7NmzmT17dov7ueyyy7js\nssvCyn/yk58E3Y82NTt0v6lOOzRKJVhrs3xiOSKSzDIzg4/2NGbWANA1o/UOSCxjgyD+a9UopVKf\nXvpAxWzu3LlOh5AQXsmzrCz58gweG/RkxFtGxt1UVNTw0UcfxXRpCK+0p1fyVCoaPUKjYha4cJOb\neSXPxsbkzbOlMT1tPYrjlfb0Sp5KRaMdGhWz+++/3+kQEiJSnk5cg6iznXba/VRVvel0GG0Wywyv\nwBWHvfy+VcpLtEOjVCtinZ104omwYMF/86UvfSni47FMx1axa+koDuiKw0p5jXZolGpFLLOTDh/+\nkP/3/2bx4x/f3uoCdYmetqyUUl6gHRoVs8rKSnr37u10GJ0uWp4tzU6qq9sRtwXqEqW+vtLpEDqV\nf/p3VVVV2MUA/VLtNGFLvPL5VCoa7dComE2dOtUTS6t3JM+OLlCXSJs3T2XAgJlOh9EpAgcOV1Rs\n5pRTRkWs56bp3175fCoVTVJM2xaR/xCRlSKyW0SaRMQX8FgXEZkrIh+LyGG7zu9F5KSQbeSIyPMi\nUi0iB0TkaRHpHlLnDBFZLyJfiMhnIjInQixXiMgmu85HInJJ52WeWgoKCpwOISG8kufAgQVOh9Bp\nAgcOf/nLT0ed/l1VdbTVwd6pwivvW6WiSZYjNN2BD4FngFdCHssCzgTuBz4GcoDHgBXA1wLqvQD0\nAy4CMoClwBPAZAAR6QGsBtYANwCjgCUicsAY87RdZ5y9nTuBVcCVQJGInGWM+WdcM05Bo0e784q3\noTOYevTowZYtW5rvu3Uwb48eo1NyllNbdOuWR07OGVEfd9PAYbd+PpWKVVJ0aIwxbwBvAEjIhSWM\nMYeAiwPLRGQG8A8ROcUYs0tEhtt1xhhjPrDrzARWichsY0w5VsemK3CtMaYB2CQiZwG3AU/bm74F\neN0YM8++ny8i44EZwPS4J64cF8sMJh3Mq5RSyS8pTjm1Qy/AAAft+2OBA/7OjO3Pdp1zAuqstzsz\nfquBoSKSbd8fZz+PkDrj4hi7SiKBM5iirUzbtes0GhtN0gzmVUqplqSlpfHAAw8031+6dClpaWmU\nlZU5GFXnS7kOjYh0A34JvGCMOWwX9wcqAusZYxqBKvsxf529IZvbG/BYS3X6o1i8eLHTIXQa/wym\nrKzBVFevb/5/VtZgunUb4HR4nWLPHve2ZyCv5Onmz6fqmJautu0mKdWhEZEuwEtYR15iOQUkdt2W\nHo+lTkuPe0ZxcbHTISRETY3m6SZeydMrn0/VdldffTVffPEFeXl5TofSqVKmQxPQmTkVGB9wdAag\nHOgbUj8dawBxeUCdfiGb7YvVWdnbSp3QozZBLr30Unw+X9Bt3LhxFBUVBdVbs2YNPp8v7Pk33XRT\n2F9XxcXF+Hw+KiuD1wrJz88PuwhdWVkZPp+P0tLSoPIFCxYwZ07wRK7a2lp8Ph8bNmwIKi8sLGTK\nlClhsU2cOLE5j0WLFrkiD781a9Zw4403htWF8L/qm5qOsn37zWFrt2zfnh92kce6ujJKSnwcORKc\nR2VlEQ0N+4PKGhtrKSnxcfDghpDyw5SV3RsW1yefTGTfvuA8qqrWUFIS3h67dy+gsfFQUFlNTTEl\nJT7q6ysZMmRRc3l5+eNR86irCz5MvWvXArZuDW6PpqY6ysr2U1ISHMPevYXs+LAg5jy2b78vrO6n\nn97UofbIy7szYnuUlz9LRcXWoLJ4va+c+Hz4P5+pkMett94atl3VeUSkxeueJUJhYWHzb2P//v3x\n+XzMmjUrrvsQY5Lr4IOINAETjDErA8r8nZlBwIXGmKqQ5wwDPgHODhgUPB54DTjFGFMuIjcCDwH9\n7NNRiMgv7H2NsO8vA04wxnwnYNvvAB8ZY8KOCInIaGDjxo0bdYZBkmrtGkw7duxg+vQHyc1dHHX9\nmKqqNyktvZHhw/836oyZeNVJ9P7iWaehYQqLFu3miSc2Ul5+/PNQc2IxG88ew1fWLqLs3d8kTcy1\ntVs4dOh6Vq58ksGDo19CQcVfcXExY8aMwa3fnQUFBTzwwANs3ryZ+++/nz/96U9kZGRw44038sAD\nD7Bz505mzpzJunXryMrKYs6cOdx2223Nz6+vr+fhhx/mhRdeYOfOnfTt25dJkybx4IMPBnVM6uvr\nufPOO3n++eepq6vjm9/8JosWLeLUU0+loKCA++6z/kBYunQpU6dOZceOHc1HaVauXMmTTz7JBx98\nwP79+znllFP4yU9+ws9//nPS0o4f6/jGN75BVVUVy5cvZ/r06bz33nvk5ORwyy23hP2hGaq1dvY/\njjWhp8OHGJNilpO9XsxXsE7vAAwSka9ijYH5HGsq95nAt4GuIuI/ilJljDlmjCkVkdXAUyIyDWva\n9gKg0J7hBNZ07PuAZ0RkLta07ZuxZjb5/Q/wtojchjVtexIwBriuM/JWnUtnMCmlnOAfrzJx4kRG\njBjB3LlzWbVqFQ8//DC5ubk88cQTXHTRRcydO5cXXniBOXPm8LWvfY3zzjsPYwyXX345f/vb37jh\nhhsYNmwYJSUlzJ8/ny1btvDHP/6xeT/XXnstL7zwAj/+8Y8ZN24ca9eu5bLLLgsbLxNpDM3SpUvp\n0aMHt99+OyeeeCJr167lvvvuo6amJuiomohQVVXFJZdcwve+9z1+9KMf8fLLL3PXXXdxxhlncPHF\nQZOQHZULAkKeAAAgAElEQVQUHRrgbGAd1ukfA/zGLv891vozl9vlH9rl/nEtFwLr7bIrgYVYs5Sa\ngJcJ6KwYYw6JyMV2nfeBSqDAGLM4oM7fRWQS8LB92wJ8R9egSU2xXIMp2S5HoBLLf3mElrjp8ggq\nscaOHcvjjz8OwHXXXcfAgQOZPXs2c+fO5fbbbwdg0qRJnHzyyTzzzDOcd955PP/886xdu5b169cz\nbtzxCbYjR45k2rRpvPvuu4wdO5aPP/6Y559/nhkzZvDYY48BMG3aNCZPnkxJ6LnfCAoLC+nWrVvz\n/euvv56cnBwef/xxHnroIbp27dr82J49e/jDH/7AlVdeCVirUufl5bF48WLt0IQyxrxNy+N5Wh3r\nY4w5iL2IXgt1SoALWqnzCuGL+ynA5/Ol5NLqrV2DKVRJiY9Ro1Ivz7YqKfG59tIHgaK1Z+DlEVoa\nX5Aql0dI1c9naxoba6mtLW29YgdlZQ0jPT0rbtsTEa699trm+2lpaZx99tmsWLEiaBxTdnY2Q4cO\nZdu2bQC8/PLLDB8+nCFDhrB///ExdxdeeCHGGNatW8fYsWNZtWoVIsLMmcGf4VtvvZUXXnih1fgC\nOzOHDx/m6NGjnHfeeTz55JOUlpYyatTxy4V07969uTMD0LVrV84555zmmJNFUnRoVGqYMWOG0yEk\nxIABmqebRMsz8PII0S4oWlf3GVVVD1NdXZ30HRq3fj5ra0vZuHFMp+9nzJiN9OgR3/E8obOKsrOz\nyczMDLtYanZ2NlVV1tDQLVu2UFpaSp8+fcK2JyJUVFgrlJSVlZGWlsbpp58eVGfo0Mjv5VD//Oc/\nufvuu1m3bh2HDh2fPCAiYeMOTz311LDn5+TkxHQkKJG0Q6NiNn78eKdDSIjcXO/k6fZLH0Dr7dnS\nBUUhdS6P4NbPZ1bWMMaM2ZiQ/cRbenp6TGUA/gk6TU1NjBo1ivnz5xNp0o6/c9GRCT3V1dWcf/75\n9OrVi4ceeohBgwaRmZnJxo0bueuuu2hqampTzMlCOzRKKdUCHWfjrPT0rLgfOUlmp59+Oh9//DEX\nXnhhi/UGDhxIU1MTW7duDZqlFzqtP5K//OUvHDhwgBUrVnDuuec2l2/durWFZyU/7dAopVQUbhtn\no5LfD3/4Q1577TWeeuoprrsueIJtXV0dTU1NZGVlcckll/Dzn/+cxx57jAULFjTXefTRR1tdFTg9\nPR1jTNCRmPr6+uYBzKlKOzQqZkVFRUyYMMHpMJrFssZMe66SvW9fEX36JE+enWXfviLS07s7HUan\n60h7ptI4m2T7fKr2ueqqq3jxxReZNm0a69at49xzz6WxsZFNmzbx0ksvsWbNGkaPHs1Xv/pVJk2a\nxOOPP87Bgwf5+te/zltvvcXWrVtbPRX09a9/nZycHK6++mpuvvlmAJ577rmUvzyCdmhUzAoLC5Pm\nC7Mz15ipqCj0RIemoqKQk076qdNhdLp4tGcqjLNJps+nii5ap8FfLiKsWLGC+fPn8+yzz1JUVERW\nVhaDBg1i1qxZDBkypPk5S5YsoW/fvjz//POsWLGCiy66iFWrVnHqqae22DnJzc1l1apV3H777dx7\n773k5ORw1VVX8c1vfjPiNOzWYk4W2qFRMVu+fLnTITTrzDVmRo5Mnjw708iRyz0xKNgr7ZlMn0+v\ny8/PJz8/P6x8yZIlLFmyJKx83bp1QffT09OZPXs2s2fPbnE/GRkZzJ8/n/nz5weVNzYGf+ddc801\nXHPNNUFlY8eO5Z133gnbZuhzQ2Pzi5SH07RDo1JaW9eYUUop5U7aoVFJqbPGxyillHIn7dCopKPX\nYFJKKdVW2qFRMZsyZUpczpvGcvSloqKWrKz7HLkGU2npFIYNS77zw/FWWjqFvn2vbL1iivNKe8br\n86lUqtIOjYpZPFYibcvRl2HDTnJkfExOjjtXXA2lecZPLIvvQecuwOfWlYKVipV2aFTMJk2a1OFt\npMIVsPv163ieqaBfv0memOXU2e0Z6+J70LkL8MXj86lUKtMOjXKEzk5SbhHL4nuQPAvwKeVW2qFR\nSqk4aG3xPYDaWr0ulFKdRTs0KmYbNmzgvPPOczqMTnfw4AZ69fJGnl6QLO3Z2deFSsXP56ZNm5wO\nQXWiRLevdmhUzB555JGU+8Jsj507H0mKH8DOtnPnIwwYMNPpMDpdsrRnZ18XKpU+n7179yYrK4vJ\nkyc7HYrqZFlZWfTu3Tsh+9IOjYrZsmXLnA4hIUaM8E6e1dXhS5+7TbK1Z2ddFyqVPp95eXls2rSJ\nysrKNj/3iy++4IQTTuiEqJKLW/Ls3bs3eXl5CdmXdmhUzLKyspwOISHS0zVPN/FKnqn2+czLy0vY\nD53yhjSnA1BKKaWU6ijt0CillFIq5WmHRsVszpw5ToeQEFu3ap5u4pU8vfL51DxVNDqGRsUslvPd\nbrhKdrdu3jivr3m6i1fGo2ieKhrt0KiYzZzZ8hRft1wl+5RT3D+VGaw8vXDpA6+0Z2ufT7fQPFU0\n2qFRcZMK12lSSinlTtqhUXGn12lSSimVaDooWMWstLTU6RAS4sgRzdNNvJKnVz6fmqeKRjs0KmZ3\n3HGH0yEkxLZtmqebpFqeDQ3WBSy3bNkS9VZRURH2PK98PjVPFY2eclIxKygoYMuWLVEfT4UZTLEY\nPHih0yEkxODBC6mt3ex0GJ0uldqzIxewXLgwdfLsCM1TRaMdGhWTiooKZs78ecrPYIpFZqY3pktm\nZuZ5okOTSu3ZkQtYemWar+apotEOjYqJzmBSKnE66wKWSrmZdmhUm+gMJqWUUslIBwWrmO3fX+Z0\nCAlRVjbX6RASQvN0l7lzNU838Uqe8aQdGhUzr5xKamysdTqEhNA83aW2VvN0E6/kGU9J0aERkf8Q\nkZUisltEmkTEF6HOAyLyuYjUisibIvKVkMdzROR5EakWkQMi8rSIdA+pc4aIrBeRL0TkMxEJu/qX\niFwhIpvsOh+JyCXxzzg19elzmtMhJMRpp93vdAgJoXm6y/33a55u4pU84ylZxtB0Bz4EngFeCX1Q\nRO4EZgDXANuBh4DVIjLcGOMfHvcC0A+4CMgAlgJPAJPtbfQAVgNrgBuAUcASETlgjHnarjPO3s6d\nwCrgSqBIRM4yxvwz/mknDzdcVFIpr/CvVdOS7OzsoFlQSrldUnRojDFvAG8AiIhEqHIL8KAx5lW7\nztXAXmAC8KKIDAcuBsYYYz6w68wEVonIbGNMOVbHpitwrTGmAdgkImcBtwFPB+zndWPMPPt+voiM\nx+pMTY933snCLReVVMoLOrJWjVJulhQdmpaIyGlAf+Atf5kx5pCI/AMYB7wIjAUO+Dsztj8DBjgH\nWGHXWW93ZvxWA3eISLYxptre3m9CQlgNfCe+WSWXWKdkNzQUeGIcTX19JRkZvZ0Oo9PV11c6HUJC\nuK09o61Vc+xYFV275gLR16pxg8rKSnr3dk97RuOVPOMpKcbQtKI/Vsdkb0j5Xvsxf52gtcCNMY1A\nVUidSNsghjr98QD/lOxIt27dBtDQsM/pEBNi8+apToeQEJpnavOvVeO/lZU93Pz/aH+YuMHUqe5s\nz1BeyTOeUqFDE41gdXQ6UkdirNPifi699FJ8Pl/Qbdy4cRQVFQXVW7NmDT5f2HhnbrrpJhYvXhxU\nVlxcjM/no7Iy+K/o/Pz8sOl8ZWVl+Hy+sIuZLViwgDlzgsc919bW4vP52LBhQ1D5oUN72bbtrrDY\nPvlkIvv2WXmkp+cAUFW1hpKS8Dx2715AY+OhoLKammJKSnxhRwPKyx8Pm05bV1dGSYmPurrg6eG7\ndi1g69bgPJqa6jh2rJzDh4uDyvfuLaS0dEqLefhVVa1h+/b7wuqmpWWyZ09wezQ1HWX79pvD8ti+\nPT9qHqEXRaysLKKhYX9QWWNjLSUlPg4e3BBSfpiysntjzqM97TFwYEFzeTzao6xsPyUlwTHs3VvI\njg8LCNWW9vj005s61B4nn3xDh9vjwIHXo76vqqvfCcvDic9HYHs2Nn7Brl0lvP/++0F1CwsLmTIl\nPI+JEyemzPdVQUGBK/KAltvjggsucEUe/vYoLCxs/m3s378/Pp+PWbNmhT2nI8SY1voEiSUiTcAE\nY8xK+/5pwFbgTGPMxwH1/gJ8YIyZJSJTgF8bY74U8Hg6UAd83xizUkR+D/QwxnwvoM43sE5l5Rpj\nqkXkM+A3xpjHAuoUAN8xxpwVIdbRwMaNGzcyevTo+L0ICbZlyxZ8vuvp2fPJqIvmVVW9SWnpjQwf\n/r/k5JyhdTqpTjLGFGudhoYpLFq0myee2Eh5+fHPQ82JxWw8ewxfWbuIsnd/k1Qxu7Vda2u3cOjQ\n9axc+SSDB0dfcVgpJxUXFzNmzBiwxr8Wt1a/NUl/hMYYsx0ox5q9BICI9MQaG/M3u+jvQC97kK/f\nRVhHV94LqHO+3dHxGw9stsfP+OtcRLBv2eVKKaWUSlJJ0aERke4i8lUROdMuGmTfP9W+/yhwj4hc\nLiKjgGeBXViDfTHGlGIN3n1KRP5dRM4FFgCF9gwnsKZj1wPPiMgIEZkI3EzwIOD/AS4RkdtEZKh9\ndGYMoJc9VUoppZJYUnRogLOBD4CNWONVfgMUA/cDGGMeweqgPAH8AzgBuCRgDRqw1owpxZrd9Cdg\nPdZ6M9jbOIQ1tXsg8D7wK6DAGLM4oM7fgUnA9Vjr4nwP63STq9egiVXo+X+3Ch2v4Vaap7t4Jc/Q\n8SJu5ZU84ykpOjTGmLeNMWnGmPSQ29SAOgXGmJONMVnGmIuNMf8K2cZBY8xkY0y2MSbHGHOdMaY2\npE6JMeYCext5xphfR4jlFWPMMGPMCcaYM4wxqzsv89QS3H90r5qaDp/KTQmap7t4Jc/iYs1TRZYU\nHRqVGrp08caaCEOGLHI6hITQPN3FK3kuWqR5qsiSfmE9pZRSbaeXR1Beox0apZRyGb08gvIi7dB4\ngF54UilviXZ5hEBuvjyC8ibt0LhcPC88eexYeYuPu0VJiY9Ro1Y6HUanKynxMWDATKfD6HReas/Q\nPP2XR4imPgXH+ft8PlaudH97eiXPeNIOjcvFeuHJxsYHW73wZHp6z84IMekMGDDD6RASQvN0F6/k\nOWOG5qki0w6NR/gvPBlJXd2OmLaRlpYVx4iSV27ueKdDSIjc3PFUVb3pdBidzkvt6QXjx2ueKjKd\ntq2UUkqplKdHaFKcDvhVSimltEOT0uI54DcWTU1HOryNVLBvXxF9+kxwOoxOt29fEenp3Z0Oo9N5\nqT3bmmcqrlVTVFTEhAnub0+v5BlP2qFJYfEc8BuLpqbDHd5GKqioKPTED2BFRSEnnfRTp8PodF5q\nz7bkmapr1RQWFnrih94recaTdmhcIB4DfmPRpUu/uG0rmY0cudzpEBJi5MjlnhgU7KX2bItUXatm\n+XJvtKdX8own7dAopZSHuXGtGuVNOstJKaWUUilPOzRKKaWUSnnaoVExa2iocDqEhCgtneJ0CAmh\nebqLV/KcMkXzVJFph0bFTMQbKwXn5HhjhU7N0128kqdXVtD1Sp7xpIOCk1RrC+ZB4hfNS08/MWH7\nclK/fpOcDiEh+vWb5IlZTl5qTy+YNEnzVJFphyYJxbJgHsR30TyllFIqlWmHJgnFsmCeVS9+i+Yp\npVQkqbiasPIm7dAksZYWzIP4LpoXi6amuoTuzykHD26gV6/znA6j0x08uMHpEBLCS+0Z7zyTcTXh\nDRs2cN557m9Pr+QZTzooWMWssfGg0yEkxM6djzgdQkJonu7SGXkGryb8ZMRbRsbdVFUdbXXMX7w8\n8og32tMrecaTHqFRMevSxRuHlEeMWOZ0CAkxYsQyqqvfcTqMTuel9uwsybSa8LJl3mhPr+QZT3qE\nRsVMxBtvl/R0b0xP1zzdxSt5ZmVpnioyPULjgNamZCd6OrZSSimV6rRDk2CxTMnW6dhKKaVU23jj\nHEISCZySHW2QXdeu02hsNEk3HbuhYb/TISTE1q1znA4hITRPd/FKnnPmaJ4qMj1C45CWpmQnejp2\nrES88Xbp1i3P6RASQvN0F6/kmZenearI9AiNill6erbTISTEKafMdDqEhNA83cUrec6cqXmqyLRD\no5RSSqmUpx0apZRSSqU87dComBnjjVlXR46UOh1CQmie7uKVPEtLNU8VmXZoVMwaGqqcDiEhtm27\nw+kQEkLzdBcn8/RfwHLLli1RbxUVFXHZ1x13eKM9vZJnPKXEtBWxlqi9H/gx0B/4HFhqjHkopN4D\nwE+BXsA7wDRjzL8CHs8BFgLfBpqAV4BbjDFHAuqcYdf5d6ACWGiM+VXnZZc6unTp7XQICTF48EKn\nQ0iIwYMXUlu72ekwOp2X2tMJib6A5cKF3mhPr+QZTynRoQHuAm4Argb+CZwNLBWRg8aYhQAicicw\nA7gG2A48BKwWkeHm+LmSF4B+wEVABrAUeAKYbG+jB7AaWGPvbxSwREQOGGOeTkCeSc0r07YzM70x\nXTIzM88THRovtacTgi9gOTRinbq6z6iqepjq6uoOd2i8Mp3ZK3nGU6r8Qo0DVhhj3rDvl4nIlcDX\nAurcAjxojHkVQESuBvYCE4AXRWQ4cDEwxhjzgV1nJrBKRGYbY8qxOjZdgWuNMQ3AJhE5C7gN8HyH\nRimlokmmC1gqb0qVDs3fgOtEZLAxZouIfBU4F5gFICKnYZ2Kesv/BGPMIRH5B1Zn6EVgLHDA35mx\n/RkwwDnACrvOersz47cauENEso0x0S/ABHz++efcdVcBtbV1UevU1Bxi375KevQwseaulFJKqVak\nyqDgXwLLgVIRqQc2Ao8aY/zXV++P1THZG/K8vfZj/jpBo9KMMY1AVUidSNsgoE5UH3zwAW+/vYWP\nPx4X9VZSchKHD9di7Tq1NDYedDqEhCgrm+t0CAmhebqLV/KcO1fzVJGlSodmInAl8CPgLKxxMnNE\n5KpWnidYHZ2O1BH736h1Lr30Unw+Hw888AD79pVQVfU65eXPkpFxEgMGTGu+nXDC6dTUvBf2/E8/\nvYk9exYHlTU1HWX79pupr68MKt++PT/si6u+fg8lJb6waZu7di3g88+fDCprbKylpMTHwYMbQsoP\nU1Z2b1hsn3wykX37iqwXwDQBUFW1hpISX1jd3bsX0Nh4KKispqaYkhJfWB7l5Y+H5VFXV0ZJiY+6\nurKwPEKvU9PUVMexY+UcPlwcVL53byGlpVNazMOvqmoN27ffF1a3ouLlDrWHP4/Q9qisLAq7HlZH\n2iMwj/a0R2NjbXN5PNqjrGw/JSXBMezdW8iODwtiziNSe3T083H0aOTPR1va48CB16O+r6qr3wnL\nw4nPR2B7dubno6PtUVZWhs/nC5uWvGDBgrDrF9XW1uLz+diwYUNQWWFhIVOmhOcxceJEioqC81iz\nZg0+X3h73HTTTSxeHJxHcXExPp+PysrgPPLz88M6GB3NA2gxj+Li4LZL1Tz87VFYWIjP52PcuHH0\n798fn8/HrFmzwp7TEWJM8p/6EJEy4BfGmN8FlN0N/NgYM8I+5bQVONMY83FAnb8AHxhjZonIFODX\nxpgvBTyeDtQB3zfGrBSR3wM9jDHfC6jzDaxTWbmhp5xEZDSwcePGjYwePZpVq1YxffqvGTRoXdRc\n9u59gW3b7mXUqD9x4onDI9apqnqT0tIbGT78f8nJOSPqtmKpp3VSq04yxhRrnYaGKSxatJsnnthI\nefno5sdqTixm49lj+MraRZS9+5ukilnbNTF1amu3cOjQ9axc+SSDB0cfZ6O8pbi4mDFjxoA1trW4\ntfqtSZUxNFmEHyFpwj7CZIzZLiLlWLOXPgYQkZ5YY2MW2fX/DvQSkbMCxtFchHUE5r2AOg+JSLo5\nfk5oPLC5tfEzSimlovOvVdOS7OzsDs+CUt6VKh2aV4G7RWQn8AkwGmtAcODMo0eBe0TkX8AO4EFg\nF9ZgX4wxpSKyGnhKRKZhTdteABTaM5zAmtZ9H/CMiMzFmrZ9M9YMKqWUUu2Q6LVqlDelSodmBlYH\nZRHQF2thvd/aZQAYYx4RkSysdWV6AX8FLjHB6/VfibVo3p+xjvC8TEBnxZ4ZdbFd532gEigwxgSf\noPSoVBzI3B719ZVkZLh/EcHQ8Q5u5aX2TNY847lWTWVlJb17J2ee8eSVPOMpJQYFG2OOGGNuM8ac\nZozpbowZbIzJD5lejTGmwBhzsjEmyxhzceAqwfbjB40xk40x2caYHGPMdcaY2pA6JcaYC+xt5Blj\nfp2IHFNBQ8M+p0NIiM2bpzodQkJonu6SCnn616qJdMvM/HJM25g6NfnzjAev5BlP7erQiMhaEekV\nobyniKzteFgqGaWn5zgdQkIMHFjgdAgJoXm6i1fyLCgocDqEhPBKnvHU3iM038AagxIqE/iPdkej\nklpaWjenQ0iIHj1Gt17JBTRPd/FKnqNHa54qsjaNobEv3Og3QkQCF5tLB/4L2B2PwJRSSimlYtXW\nQcEfYk2fNkCkU0tfADM7GpRSSimlVFu09ZTTacDpWGu3fM2+778NAHoaY56Ja4QqaYSucupWoaug\nupXm6S5eyTN0VVy38kqe8dSmDo0x5jNjzA5jTJox5n37vv+2x3hlXq9HBc+Ad6+amg4vWJkSNE93\n8UqeoZcEcCuv5BlP7V6HRkSGYA0O7ktIx8gY80DHwlLJqEsXb6yJMGTIotYrucCQIYuoqnrT6TA6\nnZfa0wsWLdI8VWTt6tCIyHVYC9tVAuUEX5bAANqhUUop1SZ6eQTVEe09QnMPcLcxRq9vrpRSqsP0\n8giqo9rbockBXopnIEoppbwrnpdHUN7U3oX1XsK6CrXykGPHyluv5AIlJT6nQ0gIzdNd3JJna5dH\n2LWrxOkQE8Lnc0d7JlJ7j9D8C3hQRMYCJcCxwAeNMY91NDCVfNLTezodQkIMGDDD6RASQvN0F6/k\nmZMzwOkQEmLGDG+0Zzy1t0NzPXAYuMC+BTKAdmhcKC0ty+kQEiI31xsHH3Nzx3tilpOX2tMLunfP\ndTqEhBg/3hvtGU/t6tAYY06LdyBKKaWUUu3V3jE0SimllFJJo10dGhF5pqVbvINUyaGp6YjTISTE\nvn1FToeQEJqnu3glz5qafU6HkBBFRd5oz3jqyLTtQF2BfwN6EfmilcoFmpoOOx1CQlRUFNKnzwSn\nw+h0FRWFnHTST50Oo9N5qT29kGd1dbknFt8rLCxkwgT3t2c8tXcMzXdDy0QkDWv14K0dDUolpy5d\n+jkdQkKMHLnc6RASYuTI5Z4YFOyl9nS7Y8f209CQ6YnF95Yvd397xlu7r+UUyhjTJCLzgL8Aj8Rr\nu0oppRTo4nuqZXHr0NhO74RtKqWUUs38i+9FU1+fwGBU0mjvxSnnhRYBJwGXAb/vaFBKKaWUUm3R\n3mnbZ4XczrDLbwdujUNcKgk1NFQ4HUJClJZOcTqEhNA83cUreXrle2jKFG+0Zzy1d1DwhfEORCU/\nEW+sFJyT440VOjVPd/FKnl75HtKVgtuuQwvriUgfETlPRM4VkT7xCkolp/T0E50OISH69ZvkdAgJ\noXm6i1fy9Mr30KRJ3mjPeGrvwnrd7QX09gDrgb8Cn4vIYvFK91kppZRSSaO9R2jmYV2U8nKsxfR6\nAd+xy34Tn9CUUkoppWLT3g7N94FrjTGvG2MO2bfXgOuAH8QvPJVMmprqnA4hIQ4e3OB0CAmhebqL\nV/L0yvfQhg3eaM94am+HJgvYG6G8wn5MuVBj40GnQ0iInTu9sS6k5ukuXsnTK99DjzzijfaMp/Yu\ngvd34H4RudoYUwcgIicA+fZjyoW6dPHGqpsjRixzOoSEGDFiGdXV7zgdRqfzUnt6QSzfQw0N9Sl/\nvadly7zRnvHU3g7NrcDrwC4R+QgwwJnAUUDnmrmUdbku90tP98ZBRs3TXbySZ2vfQ8eO7WfXrs9S\n/npPWVneaM94au86NCUiMhiYDAzDWil4GfC8MeaLOManlFJKxUyv9+Rd7b30wc+AvcaYp0LKp4pI\nH2PM3LhEp5RSSrWDXu/Je9p7DuEGoDRC+SfAje0PRyWzhob9ToeQEFu3znE6hITQPN3FK3l65Xto\nzhxvtGc8tbdD0x9rUb1Q+7AuUhl3InKyiPxBRCpFpFZEPhKR0SF1HhCRz+3H3xSRr4Q8niMiz4tI\ntYgcEJGnRaR7SJ0zRGS9iHwhIp+JiL6rbCLeuJB6t255ToeQEJqnu3glT698D+XleaM946m9HZqd\nwLkRys8FPm9/OJGJSC/gHaxBxxcDw7EuhHkgoM6dwAyso0dfA44Aq0UkcFTYC/ZzL8K6Mvj5wBMB\n2+gBrAa2A6OBOUCBiPw03jmlovT0bKdDSIhTTpnpdAgJoXm6i1fy9Mr30MyZ3mjPeGpvV/cp4FER\n6QqstcsuAh6hc1YKvgsoM8YEdiw+C6lzC/CgMeZVABG5GmutnAnAiyIyHKszNMYY84FdZyawSkRm\nG2PKsQY5d8VaNLAB2CQiZwG3AU93Ql5KKaWUioP2HqH5FbAYeBzYZt8WAI8ZY/47TrEFuhx4X0Re\nFJG9IlIceNRERE7DOg32lr/MGHMI+Acwzi4aCxzwd2Zsf8aacn5OQJ31dmfGbzUwVES88WeBUkop\nlYLaO23bAHeKyINYp3C+ALYYY47GM7gAg4BpWEd/HsbqgDwmInXGmOewOjOG8NWL99qPYf9bEZJH\no4hUhdTZFmEb/seqO55K6jLGG9MCjhwppXv3YU6H0emOHIk0rt99vNSeXsgzXt9Dyb74XmlpKcOG\nub8946lDo6uMMYeB/4tTLC1JA94zxtxr3/9IREZidXKea+F5gtXRaUlrdcT+t7XtuF5DQ5XTISTE\ntm13MGrUSqfD6HTbtt3BgAHuP0/vpfb0Qp7x+B5KhcX37rjjDlaudH97xlOqLP26B9gUUrYJ8A8D\nL8fqePQLqdOX40dYyu37zUQkHcixH/PXibQNiHztKgAuvfRSfD4fDzzwAPv2lVBS4mPjxnHs21cU\nVOKe1Q4AACAASURBVK+qag07d4YPMfr005vYs2dxUFlT01G2b7+Z+vrKoPLt2/MpKwte5qe+fg8l\nJb6wv7h37VrA558/GVTW2FhLSYkv7EJ2jY2HKSu7l1CffDKxOY8uXXo351FS4guru3v3AhobDwWV\n1dQUU1LiC8ujvPzxsDzq6sooKfFRV1cWlkfolNSmpjqOHSvn8OHioPK9ewspLZ3SYh5+VVVr2L79\nvrC6Xbr06lB7+PMIbY/KyqKwKacdaY/APNrTHoMHL2wuj0d7lJXtp6QkOIa9ewvZ8WFBzHlEao+O\nfj7y8n7W4fY4cOD1qO+r0MtHOPX5CGzPzvx8dLQ9Ovr56NKld4fbo7Gxhvr6Gmprx9Cz55PNt/T0\nWygvT+OEE35JRsbdVFUdpbq6mvz8fObODc6jrKwMn89HaWlwHgsWLAibcl1bW4vP5wu74GRhYSFT\npoTnMXHiRC6//PKgsjVr1uDzhb+vbrrpJhYvDm6P4uJifD4flZXB7eFEHkVFRc11fD4f48aNo3//\n/vh8PmbNmhX2nI5Ilflv7wChSz4OxR4YbIzZLiLlWAOTPwYQkZ5Yp6YW2fX/DvQSkbMCxtFchNUR\nei+gzkMikm6MabTLxgObjTFRTze99tprjB49mlWrVjF9+q8ZNChyrzo3dzzHjlWybVvwD9WQIYvC\n6qaldeO00x4jI6N3UPlpp90fVjcj46SIf5mdcspMsrKGcejQ8aWB0tOzItZNTz+RvLwHw8pHjlwO\nQFXVm83TJXNzx5ObG36FiwEDZlJT80lQWY8eoyPur3//6eTknBFUlpmZx6hRK6mqejMsj1BpaZl0\n7dqfE08MmrlPv36T6NdvUtQ8Alk5CKWlwUsnDR/+bIT9tdwegTH78wjVu/cEKivfCCrrSHsE5tHe\n9qit3QzEpz3y8r7EqFG7+dvfjpf36zeJrNOHsp9XI+YRKFp7tOfzERhzdva4DrdHTs4l5OTcGVY+\ncuRyqqreZM+ePwTl4ebPR0fbo6OfD5EucWmPLl1606/fT4MW38vKGkyfPhMAqK3d0rz43v33h3/v\n5uXlRTyCEml2UlZWVsS6kyZNYtKk8PZYvjy8PcaPH8/48eF5LFoU3h6jR4+OuD8n84hUp7i4mDFj\nxoQ9r71S5QjNfGCsiPxMRE4XkSuBnwILA+o8CtwjIpeLyCjgWWAXsALAGFOKNcD3KRH5dxE5F2sg\nc6E9wwmsad31wDMiMkJEJgI30zkzt5RSSikVJylxhMYY876IfBf4JXAv1joxtxhjlgXUeUREsrDW\nlekF/BW4xASPILsSqxP0Z6AJeBlrurd/G4dE5GK7zvtAJVBgjAk+nqeUUkqppJIqR2gwxrxmjDnD\nGJNljBlpjHkmQp0CY8zJdp2LjTH/Cnn8oDFmsjEm2xiTY4y5zhhTG1KnxBhzgb2NPGPMrzs7t1TR\n2HjQ6RASIvScv1tpnu7ilTy98j0UOtZFtS5lOjTKecY0OR1CQjQ21rZeyQU0T3fxSp5e+R6qrfVG\ne8aTdmhUzLp0yXU6hISINPDajTRPd/FKnl75Hoo0gFe1TDs0SimllEp52qFRSimlVMpLiVlOKjkc\nX5rH3errK8PW03Cj0EXQ3MpL7emFPBP5PRTL5RGgcy6RUFlZSe/e7m/PeNIOjYpZQ8M+p0NIiM2b\np3piCfnNm6d64tIHXmpPL+SZqO+hWC+PAJ1ziYSpU6fqpQ/aSDs0Kmbp6TlOh5AQAwcWOB1CQgwc\nWMCxY/tbr5jivNSeXpCo76HGxhqamrqRkfEzevYMXaj+uLq6z6iqepjq6uq4dmgKCgriti2v0A6N\nillaWjenQ0iIHj1Gt17JBXr0GB22jL4beak9vSDR30PduuUFXR4hkvr4XAA8yOjR3mjPeNJBwUop\npZRKedqhUUoppVTK0w6Nillj4yGnQ0iIPXu8cekuzdNdvJKnV76HFi/2RnvGk3ZoVMyCr/PpXjU1\nxU6HkBCap7t4JU+vfA8VF3ujPeNJBwWrmHXp4o01EYYMWeR0CAkxZMgiTwwK9lJ7ekEyfg/Fsl5N\nW9eqWbTIG+0ZT9qhUUoppdop1vVqOmOtGhVMOzRKKaVUO8WyXk1nrVWjgmmHRimllOqg1tar6Yy1\nalQwHRSsYnbsWLnTISRESYnP6RASQvN0F6/k6ZXvIZ/PG+0ZT9qhUTFLT+/pdAgJMWDADKdDSAjN\n0128kqdXvodmzPBGe8aTdmhUzNLSspwOISFyc8c7HUJCaJ7u4pU8vfI9NH68N9oznrRDo5RSSqmU\np4OClVJKqU7WGWvVqGDaoVExa2o64nQICbFvXxF9+kxwOoxOt29fEenp3Z0Oo9N5qT29kGcqfg+1\nZ62aoqIiJkxwf3vGk55yUjFrajrsdAgJUVFR6HQICaF5uotX8kzF76HgtWqejHjLyLibqqqjVFdX\nA1BY6I32jCc9QqNi1qVLP6dDSIiRI5c7HUJCjBy53BOXPvBSe3pBKn8PtWWtmuXLvdGe8aRHaJRS\nSimV8vQIjVJKKZUEdOBwx2iHRimllHKYXuSy4/SUk4pZQ0OF0yEkRGnpFKdDSAjN0128kqdbv4dC\nBw5XVua2OnBYBdMjNCpmIt5YoTMnxxsrdGqe7uKVPN3+PeQfONynzw8iDiDWi1xGp0doVMzS0090\nOoSE6NdvktMhJITm6S5eyVO/h1Q02qFRSimlVMrTDo1SSimlUp52aFTMmprqnA4hIQ4e3OB0CAmh\nebqLV/LU7yEVTUp2aETkZyLSJCLzAsq6icgiEakUkRoReVlE+oY871QRWSUiR0SkXEQeEZG0kDrf\nEJGNIlInIp+KyDWJyivZNTYedDqEhNi58xGnQ0gIzdNdvJKnfg+paFKuQyMi/w5cB3wU8tCjwGXA\n94HzgZOBVwKelwa8hjWzayxwDfAT4IGAOgOBPwFvAV8F/gd4WkS+1Rm5pJouXbyx7sGIEcucDiEh\nNE938Uqe+j2kokmpadsiciLwHPBT4N6A8p7AVOBHxpi37bIpwCYR+Zox5j3gYmAYcKExphIoEZF7\ngV+KSIExpgGYBmwzxtxhb3qziJwHzALcf9GbVoQczHKt9HR3Twv10zzdxSt5ev17SFcTji6lOjTA\nIuBVY8xauzPidzZWLm/5C4wxm0WkDBgHvId1VKbE7sz4rQZ+C4zEOuIzFvhzyD5XA/PjnYhSSinV\nFrqacMtSpkMjIj8CzsTqvITqB9QbYw6FlO8F+tv/72/fD33c/9hHLdTpKSLdjDFH2xm+Ukop1SHB\nqwkPjVinru4zqqoeprq62nMdmpQ4dicip2CNkZlsjDnWlqcCJoZ6LdWRGOp4QkPDfqdDSIitW+c4\nHUJCaJ7u4pU89Xvo+GrCkW6ZmV9OYJTJJSU6NMAYoA+wUUSOicgx4ALgFhGpxzqK0s0eSxPo/7d3\n73F2lfW9xz/fmSEJIVwS0iSYOBKUgNCIJopSRVQ01pAzarVgausFPUcEgs3rVNBjbSDYc4QqcgmU\nWrAKVQRBESUiF5UjIYomgnNCEpCETiAXMplcJhnC3J7zx1oT9nVmZy5rzV77+3699ivZz372Xr/f\nPLOe/Zt1ncLLW1y2Em3JyTU157VyfaYAe0IIZS84PX/+fJqamli6dCnbtzfT3NzEqlWnsX373Xn9\n2truZ9Omrxe9/6mnLmDLlpvz2np7X2Ljxovo7GzNa9+4cQktLVfktXV2bqG5uYl9+9bltT/33HVs\n3vzNvLaeng6am5uKTgns6dlLS8uXKbRmzTkH8pAaDuTR3NxU1Pf556+jpyd/I1l7+2qam5uK8ti6\n9YaiPPbvb6G5uYn9+1uK8ihcuXt799PVtZW9e1fntW/bdlvJe9rk5tGnre1+Nm78p6K+e/b8Zkjj\n0ZdH4Xi0tt5dNBkPZTxy8xjMeIwd23igfTjGo6VlB83N+TFs23Ybzz5+acV5lBqPoa4fdXUThjwe\nO3f+rOzv1e7dK4rySGP9yB3PkVw/hjoeQ10/pIZhGY/u7lZ27PhhXlu58egvj5Gar7q68s/mOpjx\n2L+/nfPOO4/W1vw8lixZwhVX5OfR0tJCU1MT69blj8d1113H5z+fn0dHRwdNTU088kj++nHbbbfx\nyU8W53HOOedw9913H+jT1NTEaaedxrRp02hqamLx4sVF7xmKatnl9CAwu6Dt28Ba4KvA80AXcCbw\nIwBJs4BG4NG4/0rgf0manHMczTxgd/w5fX3eV7CceXF7WcuXL2fOnDnce++9nH/+1zjuuHtK9ps0\naR5dXa1s2JD/RTVr1vVFfevqxjJz5rWMGTM5r33mzMuK+o4ZcwyzZxcvc8aMRYwffyJ79px3oK2+\nfnzJvvX1E2hsvLyo/eSTbwegre0B6uuPPJDHpEnF942ZPn0R7e1r8toOP3xOyeVNm3Y+Eye+Lq9t\n3LhGZs++h7a2/OOvZ8xYVPT+urpxHHLINCZMmJPXPnXqwpKXDO/LI1eUg1i37ry89je84dclltf/\neOTG3JdHocmTP0Br6315bUMZj9w8BjMeM2YsOvA5wzEejY1HM3v28zz66MvtU6cuZPyrT2AHPymZ\nR65y4zGY9SM35pkzlxS9Hw5uPCZOfB8TJ15S1H7yybfT1vYAW7bcmpdHltePoY7HUNeP+vojh2U8\nGhomc/TRf5XXVm48Ss27o3k8xo07nBtvvJHJk/PH47LLivNobGzknnuKc160qDiP8ePHl+y7cOFC\nFi4szuP222/vt8/q1auZO3du0fsGqyoKmhDCPuDJ3DZJ+4AdIYS18fObgask7QTagWuBFSGE38Vv\nuT/+jFslXQIcA1wOLMvZjXUjcKGkK4BvERVIHwbmj2R+ZmZmNjRVUdCUUXhMy2KgB7gTGAvcB1xw\noHMIvZIWEJ3V9Ciwj2grz5KcPs9KOgu4CrgIeA74VAih8MwnMzMzG0WqtqAJIbyr4PlLwKL4Ue49\nm4AFA3zuw0TH7FiBfg4jypR9+9Zx2GEnph3GiCs8hiGramk8ayFPz0MDq9Vr1VRtQWPJ6+5uSzuE\nRGzYcHHJ/ehZs2HDxUyfXrb+z4xaGs9ayNPzUP9q+Vo1LmisYg0NkwfulAHHH78s7RAScfzxy+jo\nWJ92GCOulsazFnge6l8tX6vGBY1VrO+07awbN65x4E4ZMG5cY00UNLU0nrXA81Bl+q5VU05nBvfc\nVct1aMzMzMzKckFjZmZmVc8FjVWsp2fXwJ0yoPCKoFnlPLOlVvL0PGTl1MbOSBsWIfSmHUIieno6\n0g4hEc4zW2olT89DwyOLp3a7oLGKNTRMSjuERJS6zHkWzZx5WdFl27OolsazFngeGrqsntrtgsbM\nzKyGZPXUbhc0ZmZmNShrp3b7oGCrWAg9aYeQiM7O1oE7ZYDzzJZaydPzkJXjgsYq1t29Pe0QErF+\n/blph5AI55kttZKn5yErxwWNVay+fmLaISTi2GMvTTuERDjPbKmVPD0PWTkuaKxidXVj0w4hEYcf\nPiftEBLhPLOlVvL0PGTl+KBgMzMzK1Jt16pxQWNmZmZ5qvFaNd7lZBXr6dmTdgiJ2LLl5rRDSITz\nzJZaydPzUDLyr1XzzZKPMWO+RFvbS+zevTvVWPu4oLGKhVBlFyUYpPb21WmHkAjnmS21kqfnoWT1\nXaum1GPcuFelHV4e73KyijU0TE47hETMmnV92iEkYtas62vi1ge1NJ61wPPQ6DKajrNxQWNmZmYH\nbbQdZ+OCxszMzA7aaLsnlAsaMzMzG7TRck8oHxRsFevq2pp2CIlobm5KO4REOM9sqZU8PQ9ZOS5o\nrGL19UekHUIipk+/MO0QEuE8s6VW8vQ8ZOW4oLGK1dWNTzuEREyaNC/tEBLhPLOlVvL0PGTluKAx\nMzOzqueCxszMzKqeCxqrWG/vvrRDSMT27XenHUIinGe21EqenoesHBc0VrHe3r1ph5CIF164Le0Q\nEuE8s6VW8vQ8ZOW4oLGKNTRMTTuERJx88u1ph5AI55kttZKn5yErxwWNmZmZVT0XNGZmZlb1XNCY\nmZlZ1XNBYxXr7n4h7RASsW7dJ9MOIRHOM1tqJU/PQ1ZOVRQ0kr4o6TFJeyRtk/QjSbMK+oyVdL2k\nVkntku6UNKWgzysl3Stpn6Stkq6UVFfQ5x2SVknaL+kpSR9PIsdqINXGFTonTqyNK3Q6z2yplTw9\nD1k5VVHQAKcD1wFvBt4NHALcL+nQnD5XA2cBHwLeDrwCuKvvxbhwWU50h/G3AB8HPgEszelzLPBT\n4CHgFOAa4CZJ7xmRrKpMff2EtENIxNSpC9MOIRHOM1tqJU/PQ1ZOQ9oBVCKEMD/3uaRPAC8Ac4FH\nJB0BnAt8JITwcNznk8BaSaeGEB4D3gucCLwzhNAKNEv6MvBVSZeGELqBzwIbQggXx4taL+ltwGLg\ngRFP1MzMzAalWrbQFDoKCEBb/HwuUXH2UF+HEMJ6oAU4LW56C9AcFzN9fg4cCZyc0+fBgmX9POcz\nzMzMbBSquoJGkoh2Lz0SQngybp4GdIYQ9hR03xa/1tdnW4nXqaDPEZLGDjX2atfbuz/tEBKxa9cj\naYeQCOeZLbWSp+chK6fqChrgBuAkoJIdjCLakjOQ/vpooD7z58+nqamJpUuXsn17M83NTaxadVrR\nvTja2u5n06avF73/qacuYMuWm/PaentfYuPGi+jsbM1r37hxCS0tV+S1dXZuobm5iX371uW1P/fc\ndWze/M28tp6eDpqbm4pWlp6evbS0fLkotjVrzjmQR0/PrgN5NDc3FfV9/vnr6OnJrynb21fT3NxU\nlMfWrTcU5bF/fwvNzU3s399SlMczz3w+r623dz9dXVvZu3d1Xvu2bbeVPDsgN48+bW33s3HjPxX1\nXbv274Y0Hn15FI5Ha+vddHfvyGsbynjk5jGY8di06coD7cMxHi0tO2huzo9h27bbePbxSyvOo9R4\nDHX9ePbZS4c8Hjt3/qzs79Xu3SuK8khj/cgdz5FcP4Y6HkNdP3p6dg3LeHR3t7Jjxw/z2sqNR395\njNR89cwzi4vyGI3jAf2vHzt3Rkdr/PSnP6WpqYnTTjuNadOm0dTUxOLFi4veMxRVcQxNH0nLgPnA\n6SGEzTkvbQXGSDqiYCvNFF7e4rIVeFPBR07Nea3v38Lrak8B9oQQOsvFtXz5cubMmcO9997L+ed/\njeOOu6dkv0mT5tHV1cqGDflfVLNmXV/Ut65uLDNnXsuYMZPz2mfOvKyo75gxxzB7dvEyZ8xYxPjx\nJ7Jnz3kH2urrx5fsW18/gcbGy4va+y6/3db2AA0NUw7kMWlS8RH406cvor19TV7b4YfPKbm8adPO\nZ+LE1+W1jRvXyOzZ99DWln+40owZi4reX1c3jkMOmcaECXPy2qdOXVjyYLpSlxGPchDr1p2X137q\nqWuor88/k2Kg8ciNuS+PQpMnf4DW1vvy2oYyHrl5DGY8Tjrp+wcm/+EYj8bGo5k9+3keffTl9qlT\nFzL+1Sewg5+UzCNXufEYzPqRG/Ps2fcUjScc3HhMnPg+Jk68pKj95JNvp63tAbZsuTUvjzTWj56e\njgNtI7l+DHU8hrp+NDRMGZbxaGiYzNFH/1VeW7nxKDXvjvR8lTuefXmMxvGA/tePjo6n2bPnByxY\nsKCogFm9ejVz584tet9gVc0WmriYeT/RQb0tBS+vArqBM3P6zwIagb7pdSUwW1LuCM8DdgNrc/qc\nSb55cXvNKzjDPbNKffllkfPMllrJ0/OQlVMVW2gk3UC0i6kJ2CepbyvK7hDC/hDCHkk3A1dJ2gm0\nA9cCK0IIv4v73g88Cdwq6RLgGOByYFkIoSvucyNwoaQrgG8RFTcfJtoqZGZmZqNUtZS65wFHAL8C\nNuc8zs7ps5joGjJ35vT7UN+LIYReYAHQQ7TV5hbg28CSnD7PEl3L5t3A4/FnfiqEUHjmk5mZmY0i\nVVHQhBDqQgj1JR635PR5KYSwKIQwOYRweAjhr0MILxR8zqYQwoIQwoQQwtQQwiVxoZPb5+EQwtwQ\nwqEhhONDCLdiAEUHiGVV4QF9WeU8s6VW8vQ8ZOVURUFjo4NUFXsoh2zs2Ma0Q0iE88yWWsnT85CV\n44LGKlZff2TaISSi1FkKWeQ8s6VW8vQ8ZOW4oDEzM7Oq54LGzMzMqp4LGqtYP9cWzJTCK2ZmlfPM\nllrJ0/OQleOCxirW3d02cKcM2LDh4oE7ZYDzzJZaydPzkJXjgsYq1tAweeBOGXD88cvSDiERzjNb\naiVPz0NWjgsaq1itnC45blxtnC7pPLOlVvL0PGTluKAxMzOzqueCxszMzKqeCxqrWE/PrrRDSERL\nyxVph5AI55kttZKn5yErxwWNVazgtleZ1dPTkXYIiXCe2VIreXoesnJc0FjFGhompR1CImbOvCzt\nEBLhPLOlVvL0PGTluKAxMzOzqueCxszMzKqeCxqrWAg9aYeQiM7O1rRDSITzzJZaydPzkJXjgsYq\n1t29Pe0QErF+/blph5AI55kttZKn5yErxwWNVay+fmLaISTi2GMvTTuERDjPbKmVPD0PWTkuaKxi\ndXVj0w4hEYcfPiftEBLhPLOlVvL0PGTluKAxMzOzqueCxszMzKqeCxqrWE/PnrRDSMSWLTenHUIi\nnGe21EqenoesHBc0VrEQOtMOIRHt7avTDiERzjNbaiVPz0NWjgsaq1hDw+S0Q0jErFnXpx1CIpxn\nttRKnp6HrBwXNGZmZlb1XNCYmZlZ1XNBY2ZmZlXPBY1VrKtra9ohJKK5uSntEBLhPLOlVvL0PGTl\nuKCxitXXH5F2CImYPv3CtENIhPPMllrJ0/OQleOCxipWVzc+7RASMWnSvLRDSITzzJZaydPzkJXj\ngsbMzMyqngsaMzMzq3ouaKxivb370g4hEdu33512CIlwntlSK3l6HrJyXNCUIOkCSRslvSjpN5Le\nlHZMo0FPz660Q0hES8sVaYeQCOeZLbWSp+chK8cFTQFJ5wBfB5YAbwCeAH4uqTaut92v+rQDSMSY\nMX+WdgiJcJ7ZUit5eh6yclzQFFsM/FsI4ZYQwjrgPKADODfdsMzMzKwcFzQ5JB0CzAUe6msLIQTg\nQeC0tOIyMzOz/jWkHcAoM5loe+a2gvZtwAmVfkhHx9NlX+vsfGFQgZmZmVl5LmgqIyCUaB8HsHbt\nWgB27tzJ2LHtvPDCwrIf1NW1H6mTXbse4sUX15fss3fv4/T2vsTu3b+gu3tD2c+qpN9w9gkhuWWl\n2Wf37pV5ZxgkGU+Sy9u9eyUTJswZtmXV1XXy1FOwdesv2b695cBrL3Y8A5th784nUhnXwvEcyWWl\nOa65eaa9Do1kn9E0D43k8kr93o7G8Rioz0svbaG7u501a9bQ3t6e91rfdyfxd+lQKdqjYnBgl1MH\n8KEQwj057d8GjgwhfLCg/98A3000SDMzs2z5aAjhe0P9EG+hyRFC6JK0CjgTuAdAkuLn15Z4y8+B\njwLPAvsTCtPMzCwLxgHHEn2XDpm30BSQdDbwHeAzwGNEZz19GDgxhLA9zdjMzMysNG+hKRBCuCO+\n5sxSYCrwOPBeFzNmZmajl7fQmJmZWdXzdWjMzMys6rmgMTMzs6rngmYYSPqipF5JV6Udy3CT9ApJ\nt0pqldQh6QlJc9KOazhJqpN0uaQNcY5/kvSPacc1HCSdLukeSc/Hv6NNJfoslbQ5zv0BSa9JI9ah\n6C9PSQ2SrpD0R0l74z7fkXRMmjEPRiXjmdP33+I+FyUZ43Co8Pf2tZJ+LGlXPK6/lTQjjXgHa6A8\nJR0maZmkTfH6uUbSZ9KKd7Di78jHJO2RtE3SjyTNKugzVtL18XdNu6Q7JU05mOW4oBmi+E7c/53o\nJpaZIukoYAXwEvBe4LXA/wR2phnXCPgC0Vlt5wMnAhcDF0u6MNWohsdhRAe2X0CJi0NKugS4kCj/\nU4F9RDdjHZNkkMOgvzzHA68HLiO64ewHia78/eMkAxwm/Y5nH0kfIBrP5xOKa7gN9Hv7auDXwJPA\n24HZwOVU3+UzBhrPbwDzgL8hmpuuBpZJWpBYhMPjdOA64M3Au4FDgPslHZrT52rgLOBDRGP6CuCu\ng1pKCMGPQT6ACcB64F3AL4Gr0o5pmPP7KvBw2nEkkOdPgH8vaLsTuCXt2IY5z16gqaBtM7A45/kR\nwIvA2WnHO5x5lujzRqAHmJF2vMOdJzAdaCH6A2QjcFHasQ53nsBtwHfSji2BPJuBLxW0/R5Ymna8\nQ8x1cpzv2+LnRxD94fzBnD4nxH1OrfRzvYVmaK4HfhJC+EXagYyQ/wb8XtId8WbC1ZI+nXZQI+BR\n4ExJxwNIOgV4K7A81ahGmKSZwDTyb8a6B/gt2b8Z61FEfxHvSjuQ4RRfCPQW4MoQwtqB+lejOMez\ngKcl3RfPTb+R9P60YxsBjwJNkl4BIOmdwPEM04XoUtS3/rXFz+cSXUYmdy5aT1SYVzwXuaAZJEkf\nIdqM/cW0YxlBxwGfJdoKNQ+4EbhW0t+mGtXw+ypwO7BOUiewCrg6hPD9dMMacdOIJpVSN2Odlnw4\nyZA0lmjMvxdC2Jt2PMPsC0BnCGFZ2oGMoClEW8cvIfqj4z3Aj4AfSjo9zcBGwCJgLfBcPDctBy4I\nIaxIN6zBiwvSq4FHQghPxs3TiH5v9xR0P6i5yBfWG4T4wLOrgfeEELrSjmcE1QGPhRC+HD9/QtLJ\nREXOf6YX1rA7h2gf9UeI9sm/HrhG0uYQwq2pRpaOcjdjrXqSGoAfEOV3fsrhDCtJc4GLiI4TyrK+\nP8TvDiH03ZLmj5L+AjiP6NiarLiI6LiTBURbK94O3BDPTdW6Z+AG4CTgbRX0Pai5yFtoBmcu8GfA\nKkldkrqAM4DPSeqMK9As2EL010GutUBjCrGMpCuB/xNC+EEIYU0I4btEB+NleesbwFaiCWNqQfsU\nirfaVL2cYuaVwLwMbp15G9G8tClnXnoVcJWk8reLrj6tQDcZn5skjQP+megYt+UhhP8XQriBmp1G\nQQAACEFJREFUaGvyP6Qb3eBIWgbMB94RQtic89JWYIykIwreclBzkQuawXmQ6Kj61wOnxI/fE221\nOCXERzRlwAqiA7NynQD8VwqxjKTxFP8V0EvG148QwkaiieTMvrZ4Qnkz0b77zMgpZo4DzgwhZO1M\nPYiOnXkdL89JpxAd9H0l0VmKmRBvFf8dxXPTLLI1Nx0SPwrnph6qcG6Ki5n3A+8MIbQUvLyKqEjN\nnYtmERWoKytdhnc5DUIIYR/RrokDJO0DdmTsQLxvACskfRG4g+iL7tNEp6lnyU+AL0naBKwB5hDd\nlPSmVKMaBpIOA15DtCUG4Lj4oOe2EMImol2n/yjpT0R3jb8ceI4qO6W5vzyJvtTvIvoDZAFwiKS+\nrVJt1bTbuILx3FnQvwvYGkJ4OtlIh6aCPP8F+L6kXxOdYfo+orE9I414B2ugPCU9DPyLpP1Exdo7\ngI8Bf59GvIMl6QZgIdAE7MtZ/3aHEPaHEPZIuploa+JOoB24FlgRQnis4gWlffpWVh7AL8jYadtx\nXvOBPwIdRF/256Yd0wjkeBhwFdEprvuAp4muWdKQdmzDkNsZRFubegoe38rpcynRl34H0dkTr0k7\n7uHMk2i3S+Frfc/fnnbswz2eBf03UIWnbVf4e/sJ4Kl4nV0NLEg77uHOk2iXy83ApjjPJ4HPpR33\nIPIslWMP8LGcPmOJrlXTSlTQ/ACYcjDL8c0pzczMrOpV3X44MzMzs0IuaMzMzKzquaAxMzOzqueC\nxszMzKqeCxozMzOrei5ozMzMrOq5oDEzM7Oq54LGzMzMqp4LGrMaJukMST0lbgqXOklLJP0h7TgG\nUmmckr4i6cYRjONoSdskvWKklmE2mrmgMasRkn4p6aqC5hXAMSGEPWnEVIFquZR5v3HG965ZBHxl\nxAIIYQfwHWDpSC3DbDRzQWNWw0II3SGEF9KOowZ8muhGe8+N8HK+DXxU0lEjvByzUccFjVkNkPQf\nRDfC+5yk3ng3U2O8y6m3b5eTpI9L2inpLEnrJO2TdIekQ+PXNkpqk3SNJOV8/hhJX5P0nKS9klZK\n6vfOx5KOlHSTpBck7Zb0oKTX9dP/jZLul7Rd0i5Jv5L0hoI+vZLOk7RcUoekZyR9KOf1QyQtk7RZ\n0ouSNki65GBikvQFSVvj128CxlUwBB8B7in4nF9KulbSN+Kf6VZJn5I0XtK3JO2R9LSkv8x5z1GS\nvhvH1yFpvaSP970eQniS6EajH6wgJrNMcUFjVhs+B6wE/h2YChxDdAdfKN5dMp5o98jZwHuBdwI/\nAv4SeB/wt8BngA/nvOd64M3xe2YT3Sn3Z5Je3U9MdwJHx8uYQ3TH5Af72bpwONEWiLfGy3oKWC7p\nsIJ+S+Plvw74LvB9SSfk/BwWxLHPinN5ttKYJJ0NLAG+ALwR2AKc30+OSJoInAT8vsTLHwO2A28C\nrgVujGNfAbwBuB+4VVJf0fQV4MQ4vhOBzxLdnTjXY8Dp/cVklklp31bcDz/8SOYB/BK4qqDtDKAH\nOCJ+/vH4+bE5ff4VaAcOzWn7GXBD/P9GoAuYVvDZDwBfKRPLW4GdwCEF7U8Dn47/vwRY3U8+dcBu\nYH5OWy+wrKDfyr424BrggSHEtAK4tsTn9xfnKfHPdHqJ8Xi4IJ924Ns5bVPjnE6Nn/8YuGmAcf46\n8FDav29++JH0o+FgCyAzy7yOEMKzOc+3Ac+GEF4saJsS///PgXrgqdzdUMAYirce9DmFaItLW/5b\nGAeU3KojaQrwz0RF2JR4mYcSFVS5flPwfGW8PIi28DwgaT1wH/DTEMIDFcR0XPz/1xIVeIWf/45S\nMccOjf/dX+K1P/b9J4TQK2kH0JzTti2Ope9n/a/AXZLmEm29uTuEsLLgM18k2spmVlNc0JhZoa6C\n56FMW98u6wlAN9Eumt6CfnvLLGMC0bEeZwAqeG1XmffcAkwk2h3WArxEVLyMKdO/MF5CCH+QdCzR\nrrN3A3dIeiCEcPZBxHSwZ171FXUTgR0Fr1Xys4b4Zx1CuE9SI3BWHP9DkpaFEC7O6TuJaDeWWU1x\nQWNWOzqJtmoMtz/Enzs1hLCiwvesBqYBPSGElgrf8xfAZ0MIPweQ9Epgcol+bwH+s+D56r4nIYS9\nRMep/EDSXUTH+hxVYUxr48/7bsHn9+cZol1JJwF/GqDvgEJ0evYtwC2SHgGuBHILmj8n2p1lVlNc\n0JjVjmeBN0t6FdGWk7a4vXBrxEEJITwt6XtEX7D/QFTgTAHeBTwRQvhZifc8KGklcHd8ltFTwHRg\nPvDDEMLqwvcQHcvyd5JWAUcSfZF3lOj313GfR4gO+n0T8EkASX9PdCDv40RbQ84GtoYQdhEd/DtQ\nTNcA/xF//or4808mKlrK/XyCpAeBt1FwptPBknQZsApYQ7QrbAHwZM7rhwJziQ5aNqspPsvJrHZ8\njejg1CeBF4BXxu3DcfG6TxBtNfgasI7orKg3Eu0aKmc+8H+BbwHrge8RHQ+zrUz/c4l226wmuoDc\nNUR5FFpCdJr0E0QFx0dCCOvj1/YClwC/A34bL29+pTGFEO4ALgeuIDpr6ZXADf3k2OemOKZcpX7u\n5dr62juB/x3n9iuiXX0Lc/p+APivEMKjFcRklikKoVouxGlm1j9JvcAHQghD2hIyEiT9BvhGCOH2\nEVzGSuDqkVyG2WjlLTRmZsn4H4zgbn5JRwN3uZixWuUtNGaWGZJ6gA+Oxi00ZjayXNCYmZlZ1fMu\nJzMzM6t6LmjMzMys6rmgMTMzs6rngsbMzMyqngsaMzMzq3ouaMzMzKzquaAxMzOzqueCxszMzKqe\nCxozMzOrev8f5NxZfMRyd4sAAAAASUVORK5CYII=\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7fc87eafcf10>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"mean = 10.933186, std = 3.885485, median = 10.718822\n"
]
},
{
"data": {
"text/plain": [
"<matplotlib.figure.Figure at 0x7fc85a1c5b90>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plot_time_difference_distribution('rpceval:enter', 'rpceval:exit', 5, 95)"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"image/png": 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vb3GUVDIeR9m1lhiLW9fR0mrbXUlKdApW1T+pag9VTYt4xUpmUNUzQvu5uGUH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\nl04/3eIWryFDYs/wcPz4fnb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MkPe/wGUiMhJARD4FXAz8xv35dJxHUW8G36Cqh4C/4CRD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\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7fc881fb8110>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"mean = 6.911158, std = 2.310345, median = 6.766081\n"
]
},
{
"data": {
"text/plain": [
"<matplotlib.figure.Figure at 0x7fc85a37de90>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plot_time_difference_distribution('nnserver:enter', 'nnserver:exit', 5, 95)"
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"image/png": 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EKudX8o+ww1v/LCI/w57/38Tme1zazn25+Tf2evo50BV7Pe3E5kaEmYG9VkpF5BHsD4aT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\n7oOrzVP9GRcAAAAASUVORK5CYII=\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7fc85a207150>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"mean = 10.825816, std = 3.882430, median = 10.611057\n"
]
},
{
"data": {
"text/plain": [
"<matplotlib.figure.Figure at 0x7fc85a06b610>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plot_time_difference_distribution('rpceval:cq_next_enter', 'rpceval:cq_next_exit', 5, 95)"
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"image/png": 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ERCRjKl4kY+mOJo8j5YwX5YwX5RRQ8SIt0FlGfFTOeFHOeFFOARUv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\ngg==\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7fc85a207590>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"mean = 2.384988, std = 1.908464, median = 1.861095\n"
]
},
{
"data": {
"text/plain": [
"<matplotlib.figure.Figure at 0x7fc859e25b50>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plot_time_difference_distribution('rpceval:cq_next_enter', 'nnserver:enter', 5, 95)"
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"image/png": 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JCv/QbeuChms983R1SVDiXxuFF1vaSHCDst+ltf8VeNzdr7DgomDXuPvMcFpPgu96z3b3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\nAElFTkSuQmCC\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7fc85a27a850>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"mean = 1.093276, std = 1.054084, median = 0.638962\n"
]
},
{
"data": {
"text/plain": [
"<matplotlib.figure.Figure at 0x7fc859bbc890>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plot_time_difference_distribution('nnserver:exit', 'rpceval:cq_next_exit', 5, 95)"
]
},
{
"cell_type": "code",
"execution_count": 13,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"image/png": 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F5H0RuTpOPDeKyEYROSAib4jIFzpny5VSSimViFQ4DfRFnJH3/o0Tzy+A1SIyLKJjVnjg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\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7fc85a107c10>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"mean = 4.090005, std = 1.811946, median = 3.825903\n"
]
},
{
"data": {
"text/plain": [
"<matplotlib.figure.Figure at 0x7fc859d32050>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plot_time_difference_distribution('nnserver:cnn_enter', 'nnserver:cnn_exit', 5, 95)"
]
},
{
"cell_type": "code",
"execution_count": 14,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"image/png": 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Pf6TWaO6Vij/9cu/V4TPYL+Ke2MC0BhuEEfJ5ehJ7ffwMO8z8ZX9miGVNw35Jn4Ht4Ar2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\n1PEYgp2PUymwaW/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PbBmJeOoPYs3P3Fy36kb1pC5doSU/P7/Lv/CUzCAlOg8riqIoiqKE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\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7fc859c77910>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"mean = 0.570854, std = 0.299402, median = 0.501871\n"
]
},
{
"data": {
"text/plain": [
"<matplotlib.figure.Figure at 0x7fc85a182050>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plot_time_difference_distribution('nnserver:goreply_enter', 'nnserver:goreply_exit', 5, 95)"
]
},
{
"cell_type": "code",
"execution_count": 16,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"image/png": 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I1PcLUdVNuE7Xl8TPLSYiX6Lha5YncT/sb0lx3C5J90KDutVKRolIfT8ZERmEG221RINe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\nG/8L0tGe2ctzOjoAAAAASUVORK5CYII=\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7fc859c85c50>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"mean = 0.726556, std = 0.315456, median = 0.669003\n"
]
},
{
"data": {
"text/plain": [
"<matplotlib.figure.Figure at 0x7fc85a319a90>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plot_time_difference_distribution('nnserver:get_batch_enter', 'nnserver:get_batch_exit', 5, 95)"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": []
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 2",
"language": "python",
"name": "python2"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 2
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython2",
"version": "2.7.12"
}
},
"nbformat": 4,
"nbformat_minor": 1
}
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