Created
March 28, 2021 22:34
-
-
Save amaarora/6ff337e2823f06ac74a88ac03b5e2576 to your computer and use it in GitHub Desktop.
Downloads/plot_spp.ipynb
This file contains hidden or bidirectional Unicode text that may be interpreted or compiled differently than what appears below. To review, open the file in an editor that reveals hidden Unicode characters.
Learn more about bidirectional Unicode characters
{ | |
"cells": [ | |
{ | |
"metadata": { | |
"gradient": {}, | |
"trusted": false | |
}, | |
"id": "noticed-degree", | |
"cell_type": "code", | |
"source": "import timm \nimport copy\nimport torch \nimport fnmatch\nimport torchvision\nimport torch.nn as nn\nfrom matplotlib import pyplot as plt", | |
"execution_count": 1, | |
"outputs": [] | |
}, | |
{ | |
"metadata": { | |
"trusted": false | |
}, | |
"id": "suspected-death", | |
"cell_type": "code", | |
"source": "def avg_sq_ch_mean(model, input, output): \n \"calculate average channel square mean of output activations\"\n return torch.mean(output.mean(axis=[0,2,3])**2).item()\n\ndef avg_ch_var(model, input, output): \n \"calculate average channel variance of output activations\"\n return torch.mean(output.var(axis=[0,2,3])).item()\\\n\ndef avg_ch_var_residual(model, input, output): \n \"calculate average channel variance of output activations\"\n return torch.mean(output.var(axis=[0,2,3])).item()", | |
"execution_count": 2, | |
"outputs": [] | |
}, | |
{ | |
"metadata": { | |
"trusted": false | |
}, | |
"id": "outside-humidity", | |
"cell_type": "code", | |
"source": "class ActivationStatsHook:\n \"\"\"Iterates through each of `model`'s modules and matches modules using unix pattern \n matching based on `layer_name` and `layer_type`. If there is match, this class adds \n creates a hook using `hook_fn` and adds it to the module.\n\n Arguments:\n model (nn.Module): model from which we will extract the activation stats\n layer_names (str): The layer name to look for to register forward \n hook. Example, 'stem', 'stages'\n hook_fns (List[Callable]): List of hook functions to be registered at every\n module in `layer_names`.\n \n Inspiration from https://docs.fast.ai/callback.hook.html.\n \"\"\"\n\n def __init__(self, model, hook_fn_locs, hook_fns):\n self.model = model\n self.hook_fn_locs = hook_fn_locs\n self.hook_fns = hook_fns\n self.stats = dict((hook_fn.__name__, []) for hook_fn in hook_fns)\n for hook_fn_loc, hook_fn in zip(hook_fn_locs, hook_fns): \n self.register_hook(hook_fn_loc, hook_fn)\n\n def _create_hook(self, hook_fn):\n def append_activation_stats(module, input, output):\n out = hook_fn(module, input, output)\n self.stats[hook_fn.__name__].append(out)\n return append_activation_stats\n \n def register_hook(self, hook_fn_loc, hook_fn):\n for name, module in self.model.named_modules():\n if not fnmatch.fnmatch(name, hook_fn_loc):\n continue\n module.register_forward_hook(self._create_hook(hook_fn))", | |
"execution_count": 3, | |
"outputs": [] | |
}, | |
{ | |
"metadata": { | |
"trusted": false | |
}, | |
"id": "medieval-price", | |
"cell_type": "code", | |
"source": "def extract_spp_stats(model, \n hook_fn_locs,\n hook_fns, \n input_shape=[8, 3, 224, 224]):\n \"\"\"Extract average square channel mean and variance of activations during \n forward pass to plot Signal Propogation Plots (SPP).\n \n Paper: https://arxiv.org/abs/2101.08692\n \"\"\" \n x = torch.normal(0., 1., input_shape)\n hook = ActivationStatsHook(model, hook_fn_locs=hook_fn_locs, hook_fns=hook_fns)\n _ = model(x)\n return hook.stats", | |
"execution_count": 4, | |
"outputs": [] | |
}, | |
{ | |
"metadata": { | |
"gradient": {}, | |
"trusted": false | |
}, | |
"id": "attached-electricity", | |
"cell_type": "code", | |
"source": "model = timm.create_model('nfnet_f0')\nstats = extract_spp_stats(model, hook_fn_locs=['stages.?.?', 'stages.?.?', 'stages.?.?.attn_last'], hook_fns=[avg_sq_ch_mean, avg_ch_var, avg_ch_var_residual])\n\nfig, ax = plt.subplots(1, 3, figsize=(25,5))\nax[0].plot(stats['avg_sq_ch_mean'], label='avg_sq_ch_mean');\nax[0].legend();\nax[1].plot(stats['avg_ch_var'], label='avg_ch_var');\nax[1].legend();\nax[2].plot(stats['avg_ch_var_residual'], label='avg_ch_var_residual');\nax[2].legend();", | |
"execution_count": 10, | |
"outputs": [ | |
{ | |
"data": { | |
"image/png": "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\n", | |
"text/plain": "<Figure size 1800x360 with 3 Axes>" | |
}, | |
"metadata": { | |
"needs_background": "light" | |
}, | |
"output_type": "display_data" | |
} | |
] | |
}, | |
{ | |
"metadata": { | |
"trusted": false | |
}, | |
"id": "thrown-flour", | |
"cell_type": "code", | |
"source": "model = timm.create_model('resnet50')\nstats = extract_spp_stats(model, hook_fn_locs=['layer?.?', 'layer?.?', 'layer?.?.bn3'], hook_fns=[avg_sq_ch_mean, avg_ch_var, avg_ch_var_residual])\n\nfig, ax = plt.subplots(1, 3, figsize=(25,5))\nax[0].plot(stats['avg_sq_ch_mean'], label='avg_sq_ch_mean');\nax[0].legend();\nax[1].plot(stats['avg_ch_var'], label='avg_ch_var');\nax[1].legend();\nax[2].plot(stats['avg_ch_var_residual'], label='avg_ch_var_residual');\nax[2].legend();", | |
"execution_count": 12, | |
"outputs": [ | |
{ | |
"data": { | |
"image/png": "iVBORw0KGgoAAAANSUhEUgAABasAAAEvCAYAAABL6Z0hAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjMuNCwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8QVMy6AAAACXBIWXMAAAsTAAALEwEAmpwYAABPUklEQVR4nO3deXyddZ3//dcnSfc9SYHShaRpWQotBUpLW0AUUByV5R5UcMaBucfhdkYU9edPGWduXGacG/l5I6Lco4wLjhsyKAoK4wDCD7rSstOytGkLbdnSdA1t2ib53n/ktIaS0pM2yXXOyev5eOSRcy3nyvtKc/o953O+53NFSglJkiRJkiRJkrJUlnUASZIkSZIkSZIsVkuSJEmSJEmSMmexWpIkSZIkSZKUOYvVkiRJkiRJkqTMWayWJEmSJEmSJGXOYrUkSZIkSZIkKXMVWQfoDtXV1ammpibrGJKkEvXoo49uSCmNzjpHKXDMliT1JMfs7uF4LUnqSW83XpdEsbqmpoalS5dmHUOSVKIi4sWsM5QKx2xJUk9yzO4ejteSpJ70duO1bUAkSZIkSZIkSZmzWC1JkiRJkiRJypzFakmSJEmSJElS5kqiZ7Uk9Zbdu3ezbt06mpubs46iHjBw4EDGjRtHv379so7Sp/i46j3+jUuSJKk7+Vxeb+dgXn9YrJakLli3bh3Dhg2jpqaGiMg6jrpRSonGxkbWrVtHbW1t1nH6FB9XvcO/cUmSJHU3n8trfw729YdtQCSpC5qbm6mqqnIQLkERQVVVlTMCMuDjqnf4Ny5JkqTu5nN57c/Bvv6wWC1JXeQgXLr8t82Ov/ve4e9ZkiRJ3c3nmNqfg/nbsFgtSZIkSZIkScqcxWpJUo+7/PLLuf3227OOIRWEBx98kPe///1Zx5AkSZJ0EIr9+fydd97Jtdde2+m2oUOHHvRxu+t1vxdY7OA3j69nx+7WrGMcsv7lZbxv2hgG9ivPOookScpQa2sr5eU+H5BK0e7WNn731Ms0727LOsohqygLPjhjfNYxJEkqOPk8n29paaGiIv8S7/nnn8/5559/qNF6jMXqDv717md5fdvOrGN0i5a2Nj586oSsY0jqIRdeeCFr166lubmZq666ira2Nurr6/lf/+t/AXDLLbewdOlSvvOd7/DP//zP/PSnP2X06NGMHz+eU045hc997nOdHvfGG2/ku9/9LhUVFUyZMoVbb72VxsZGLr30UtavX8/s2bO59957efTRR6muru70GP/xH//BN77xDSKCadOm8ZOf/ASAhx56iOuvv55XX32V6667josvvrjT+z/44IN86UtfYuTIkTz99NN86EMfYurUqXzrW99ix44d/OY3v6Guro6GhgY+/vGP89JLLwFwww03MHfuXB555BGuuuoqmpubGTRoED/60Y845phjuOWWW7jzzjvZvn079fX1XHTRRVx33XWH+k+hEtFTj6mVK1fy8Y9/nIaGBsrLy/nP//xPAJqamrj44ot55plnOOWUU/jpT3/aaT+3//qv/+IHP/jB3vs9+OCDfOMb3+B3v/sdf/d3f8eSJUvYsWMHF198MV/5ylcAqKmp4cMf/jD33nsvn//857nkkkt64lcmKWN3P/0Kn/nlk1nH6BZD+pdbrJYkHZK+9nz+rLPOYvr06cybN49LL72Us846i89+9rM0NTVRXV3NLbfcwpgxYzp9jd/xd7F69Wo+8pGP0NTUxAUXXLD3+B1zAlx55ZXMmDGDyy+/nK9+9avcdddd7Nixgzlz5vC9732vW/uWW6zu4HefPJ22lHWKQ5NIvP/GeSxetdFitdTDvnLXMpa/vLVbjznlyOF86QPHH3C/H/7wh1RWVrJjxw5OPfVU7r//fubOnbt3IP7lL3/JP/7jP7JkyRJ+9atf8eSTT7J7925OPvlkTjnllP0e99prr2X16tUMGDCAzZs3A/CVr3yF008/nWuuuYbf//73/OAHP9jv/ZctW8a//Mu/sGDBAqqrq9m4cePeba+88grz5s3jueee4/zzz99vsRrgySef5Nlnn6WyspKJEyfysY99jEceeYRvfetbfPvb3+aGG27gqquu4jOf+Qynn346L730Eu95z3t49tlnOfbYY3n44YepqKjgvvvu44tf/CK/+tWvAHjiiSd4/PHHGTBgAMcccwyf/OQnGT/eF8eFJKvHVU89pv7iL/6Cq6++mosuuojm5mba2tpYu3Ytjz/+OMuWLePII49k7ty5zJ8/n9NPP/0t9z/nnHO44ooreOONNxgyZAi//OUv9z5Z/drXvkZlZSWtra2cffbZPPXUU0ybNg2AqqoqHnvssYP9lUkqAg+9sIGRg/txz1VnEBT3ha28LpcklYZSfI1cyM/nd+3axdKlS9m9ezfveMc7+O1vf8vo0aP3nusPf/jDTl/jd3TVVVfxd3/3d/zVX/0VN9100wF/z9BeuL7mmmsA+OhHP8rvfvc7PvCBD+R133xYrO7gsOEDs47QLWbWVrJ49cYD7yipaN14443ccccdAKxdu5bVq1czceJEFi1axOTJk3nuueeYO3cu3/rWt7jgggsYOHAgAwcOPOAAMm3aNP7iL/6CCy+8kAsvvBBonxH961//GoD3ve99jBo1ar/3/+Mf/8gHP/jBvbOuKysr92678MILKSsrY8qUKbz22mtvm+PUU09lzJgxANTV1fHud78bgKlTp/LAAw8AcN9997F8+fK999m6dStNTU1s2bKFyy67jBUrVhAR7N69e+8+Z599NiNGjABgypQpvPjiixarBfTMY2rbtm2sX7+eiy66CICBA//0PGPmzJmMGzcOgOnTp7NmzZpOn9xWVFRw3nnncdddd3HxxRfz+9//fu8nAm677TZuvvlmWlpaeOWVV1i+fPneJ7cf/vCHu+cXI6kgpZSYt7KBuZOqGTNiUNZxJEnKXF98Pr9nn+eff55nnnmGc889F2hvHbLn9XRnr/E7mj9//t7JXR/96Ef5whe+cMCf+8ADD3Ddddexfft2Nm7cyPHHH2+xWm9vVm0l9zzzKus2bWfcqMFZx5FKVj7v7vaEBx98kPvuu4+FCxcyePBgzjrrLJqbm7nkkku47bbbOPbYY7nooosO6mM4v//973nooYe46667+NrXvsbTTz/dbbkHDBiw93ZKb/8xlo77lpWV7V0uKyujpaUFgLa2NhYtWvSmJwzQ/i7vO9/5Tu644w7WrFnDWWed1elxy8vL9x5LhSOLx1VPPqb2pyt/i5dccgnf+c53qKysZMaMGQwbNozVq1fzjW98gyVLljBq1Cguv/xympub995nyJAh3ZZVUuFZ8XoTr23dyRmTOm/JJUlSFkrxNfL+FMLz+T37pJQ4/vjjWbhw4Vv2yec1fme/l4qKCtra/nRdjD3Zmpub+fu//3uWLl3K+PHj+fKXv/ym3N2hrFuPpoIws7YKgMWrnF0tlaItW7YwatQoBg8ezHPPPceiRYsAuOiii/jtb3/LL37xi70fK5o7dy533XUXzc3NNDU17e031Zk9H2d65zvfyde//nW2bNlCU1MTZ555Jj//+c8BuOeee9i0adN+j/Gud72L//zP/6SxsRHgTW1Autu73/1uvv3tb+9dfuKJJ4D238/YsWOB9r5k0oH01GNq2LBhjBs3jt/85jcA7Ny5k+3bt3c53zve8Q4ee+wx/v3f/31vjq1btzJkyBBGjBjBa6+9xj333NPl40oqXg+v2ADA6ZMtVkuS1Nefzx9zzDE0NDTsLVbv3r2bZcuW7fc1fkdz587l1ltvBeBnP/vZ3vVHHXUUy5cvZ+fOnWzevJn7778f+FPRurq6mqamJm6//faDzr0/FqtL0LFHDGP4wAoesRWIVJLOO+88WlpaOO6447j66qs57bTTABg1ahTHHXccL774IjNnzgTa22mcf/75TJs2jfe+971MnTp1bxuMfbW2tvKXf/mXTJ06lZNOOolPfepTjBw5ki996Us89NBDHH/88fz6179mwoT998M//vjj+cd//Efe8Y53cOKJJ/LZz362+38BOTfeeCNLly5l2rRpTJkyhe9+97sAfP7zn+cf/uEfOOmkk5w5rbz01GMK4Cc/+Qk33ngj06ZNY86cObz66qtdzldeXs773/9+7rnnHt7//vcDcOKJJ3LSSSdx7LHH8pGPfIS5c+cexJlLKlbzVjQwsXqIn6KUJAmfz/fv35/bb7+dL3zhC5x44olMnz6dBQsW7Pc1fkff+ta3uOmmm5g6dSrr16/fu378+PF86EMf4oQTTuBDH/oQJ510EgAjR47kb//2bznhhBN4z3vew6mnnnrQufcnDvRR7GIwY8aMtHTp0qxjFJSP/XgJ9Q1v8MDnzso6ilRSnn32WY477risY3RJU1MTQ4cOZfv27Zx55pncfPPNnHzyyQd9vJqaGpYuXbq3L3Wp6ezfOCIeTSnNyChSSelszC62x1V3P6Z6W7H9viW92c6WVqZ/5V4+OGMcX73ghKzjFBzH7O7ha2xJ+SrG55bF/ny+2HT1NbY9q0vUzNpK7nv2dV7f2lwyF46UdHCuuOIKli9fTnNzM5dddpmDsHSIfExJytJjL25mx+5Wzpg8OusokiQVJZ/PFzaL1SVq1p6+1as38oETj8w4jaQs7ek33dEnPvEJ5s+f/6Z1V111FX/91399wOOtWbOGxsZGpk+f/pZt999/P1VVVXnlevrpp/noRz/6pnUDBgxg8eLFed1fykp3P6b2uOiii1i9evWb1n3961/nPe95z8EFlVSS5q1soLwsOG1iZdZRJEkqSsX0fL47chUbi9Ul6vgjhzOkfzmLVzdarJb0FjfddNMh3b+qqmrvBQ0P1tSpUw/5GFKhONTHFMAdd9zRDUkklbqHV2zg5AkjGTawX9ZRJEkqGYX6fL47chUbL7BYoirKyzilptKLLEo9oBR6/atzpfxvGxHnRcTzEbEyIq7uZPvHI+LpiHgiIuZFxJR9tk+IiKaI+FyHdWs63OeQGluW8u++kPh7lorbpjd28fT6LZw+yRYgkqTC4XNM7c/B/G1YrC5hs2oreeG1Jja+sSvrKFLJGDhwII2NjQ7GJSilRGNjIwMHll6f/4goB24C3gtMAS7dtxgN/DylNDWlNB24Drh+n+3XA/d0cvh3ppSmH8rFrHxc9Y5S/huX+or59RtICU6fXJoXOZYkFR+fy2t/Dvb1h21AStjM2vY+do+s3sh5JxyRcRqpNIwbN45169bR0NCQdRT1gIEDBzJu3LisY/SEmcDKlNIqgIi4FbgAWL5nh5TS1g77DwH2PtuMiAuB1cAbPRHOx1XvKeG/calPmLdiA8MGVnDiuBFZR5EkCfC5vN7ewbz+sFhdwqaNG8GAijKL1VI36tevH7W1tVnHkLpqLLC2w/I6YNa+O0XEJ4DPAv2Bd+XWDQW+AJwLfG6fuyTgvyMiAd9LKd3c2Q+PiCuAKwAmTJjwlu0+riTpwFJKPLxiA3Pqqqgo9wOykqTC4HN5dTef5ZSwARXlnDRhJItXN2YdRZJUBFJKN6WU6mgvTv9TbvWXgW+mlJo6ucvpKaWTaW8v8omIOHM/x705pTQjpTRj9Gj7rErSwVi94Q3Wb97B6ZP9f1SSJJUui9UlblZtFctf2crW5t1ZR5EkZWc9ML7D8rjcuv25Fbgwd3sWcF1ErAE+DXwxIq4ESCmtz31/HbiD9nYjkqQeMG/lBgDOtF+1JEkqYRarS9ys2kpSgkfXbMo6iiQpO0uAyRFRGxH9gUuAOzvuEBGTOyy+D1gBkFI6I6VUk1KqAW4A/jWl9J2IGBIRw3L3HQK8G3imx89Ekvqoh17YwPjKQRxVNSTrKJIkST0mr2J1RJwXEc9HxMqIuLqT7WdGxGMR0RIRF++zrTUinsh93dlh/dm5+zwREfMiYlJu/eUR0dDhPh871JPsy06aMIp+5cEiW4FIUp+VUmoBrgT+ADwL3JZSWhYRX42I83O7XRkRyyLiCdr7Vl92gMMeDsyLiCeBR4Dfp5T+q2fOQJL6tt2tbSxa1cgZtgCRJEkl7oAXWIyIcuAm2i+stA5YEhF3ppSWd9jtJeBy3nrhJYAdKaXpnaz/N+CClNKzEfH3tPfGvDy37ZcppSvzPQnt36D+5UwbN5JHVm/MOookKUMppbuBu/dZd02H21flcYwvd7i9CjixGyNKkvbjybWbadrZwhmTbAEiSZJKWz4zq2cCK1NKq1JKu2jvY3lBxx1SSmtSSk8BbV342QkYnrs9Ani5C/dVF8ysreTpdVvYvqsl6yiSJEmSuuihFRsoC5hTZ7FakiSVtnyK1WOBtR2W1+XW5WtgRCyNiEURcWGH9R8D7o6IdcBHgWs7bPvziHgqIm6PiI4XhNJBmFVbSUtb4rEXN2cdRZIkSVIXzVvRwLRxIxkxuF/WUSRJknpUb1xg8aiU0gzgI8ANEVGXW/8Z4M9SSuOAHwHX59bfBdSklKYB9wI/7uygEXFFrgi+tKGhoWfPoMidctQoygIW27dakiRJKipbduzmibWbOWOys6r7ujyuJTUgIn6Z2744Imr22T4hIpoiorP2nZIkFYR8itXrgY6zm8fl1uUlpbQ+930V8CBwUkSMBk5MKS3O7fZLYE5uv8aU0s7c+u8Dp+znuDenlGaklGaMHu2FRt7OsIH9OGHsCBbbt1qSJEkqKgvrG2lLcLr9qvu0DteSei8wBbg0Iqbss9vfAJtSSpOAbwJf32f79cA9PZ1VkqRDkU+xegkwOSJqI6I/cAlwZz4Hj4hRETEgd7samAssBzYBIyLi6Nyu5wLP5vYb0+EQ5+9Zr0Mzs6aSJ9Zupnl3a9ZRJEmSJOVp3soGhvQv56QJo7KOomwd8FpSueU9n0y+HTg7IgIg15JzNbCsd+JKknRwDlisTim1AFcCf6C9cHxbSmlZRHw1Is4HiIhTc72nPwh8LyL2DIDHAUsj4kngAeDalNLy3DH/FvhVbttHgf+Zu8+nImJZbv2ngMu762T7spm1lexqaePJtZuzjiJJkiQpTw+v2MBpE6voX9EbHRxVwPK5ltTefXKvubcAVRExFPgC8JVeyClJ0iGpyGenlNLdwN37rLumw+0ltLcH2fd+C4Cp+znmHcAdnaz/B+Af8sml/M2srQTgkdUbmTWxKuM0kiRJkg5k7cbtvNi4nb+eU5N1FBW3LwPfTCk15SZadyoirgCuAJgwYULvJJMkaR++Pd9HjBzcn2OPGGbfakmSJKlIPLxiAwCnT/YaPcrrWlJ794mICmAE0AjMAq6LiDXAp4EvRsSV+/4ArwslSSoEFqv7kFm1lTz64iZ2t7ZlHUWSJEnSATy8ooExIwZSN3pI1lGUvXyuJXUncFnu9sXAH1O7M1JKNSmlGuAG4F9TSt/ppdySJHWJxeo+ZGZtFTt2t/LM+i1ZR5EkSZL0NlrbEvNXbuCMydW8XesG9Q35XEsK+AHtPapXAp8Frs4mrSRJBy+vntUqDafWtl9BfPHqjV5NXJIkSSpgT63bzNbmFluAaK88riXVDHzwAMf4co+EkySpmzizug85bNhAJo4ewiP2rZYkSZIK2rxcv+q5dV4cXZIk9R0Wq/uYWbWVLFm9kda2lHUUSZIkSfvx8MoNnDB2OFVDB2QdRZIkqddYrO5jZtVWsW1nC8++sjXrKJIkSZI60bSzhcde3MTpk2wBIkmS+haL1X3MzNpKAFuBSJIkSQVq8apGWtoSZ06uzjqKJElSr7JY3cccOXIQ40YNYvHqxqyjSJIkSerEwys2MLBfGafUeFF0SZLUt1is7oNm1VbxyOqNpGTfakmSJKnQPLyigZm1VQyoKM86iiRJUq+yWN0HzaqtZNP23ax4vSnrKJIkSZI6eHnzDuob3rAFiCRJ6pMsVvdBsya2961ebN9qSZIkqaDMW7EBgNMtVkuSpD7IYnUfNKFyMIcPH+BFFiVJkqQC8/DKDYweNoBjDh+WdRRJkqReZ7G6D4oIZtVWsXhVo32rJUmSpALR1paYv3IDZ0yqJiKyjiNJktTrLFb3UTNrK3l9205ebNyedRRJkiRJwPJXtrLxjV22AJEkSX2Wxeo+albtnr7VjRknkSRJkgTw8J5+1ZMsVkuSpL7JYnUfNemwoVQO6e9FFiVJkqQC8fCKBo49YhiHDR+YdRRJkqRMWKzuoyKCmTWVXmRRkiRJKgA7drWydM0mZ1VLkqQ+zWJ1HzZrYiXrNu1g/eYdWUeRJEmS+rRH1mxkV2sbZxw9OusokiRJmbFY3YfNzPWtfsS+1ZIkSVKmHn6hgf7lZcysqcw6iiRJUmYsVvdhxx4xnGEDK1i8ylYgkiRJUpbmrdzAjJpRDOpfnnUUSZKkzFis7sPKy+xbLUmSJGXt9a3NPPfqNs6YbAsQSZLUt1ms7uNm1layasMbvL61OesokiRJUp80b+UGAM6Y7MUVJUlS32axuo+bNbEKaL+giyRJkqTeN2/FBiqH9GfKmOFZR5EkScqUxeo+7vgjhzO4f7mtQCRJkqQMpJR4eOUG5k6qpqwsso4jSZKUKYvVfVy/8jJOOWqUF1mUJEmSMvD8a9to2LaTMybZAkSSJMlitZhVW8nzr21j0xu7so4iSZIk9SnzVrT3qz7dftWSJEkWqwUza+1bLUmSJGXhoRUbqBs9hCNHDso6iiRJUuYsVosTx4+gf0WZfaslSZKkXtS8u5VHVjdyxuTRWUeRJEkqCBarxYCKck4aP9JitSRJktSLHn1xE8272zjDFiCSJEmAxWrlzKqtZNnLW9javDvrKJIkSVKf8PCKDVSUBbMmVmUdRZIkqSBYrBYAsyZW0ZbaZ3dIkiRJ6nnzVjZw8lGjGDqgIusokiRJBcFitQA4acJIKsqCxatsBSJJkiT1tMamnTyzfitnTLIFiCRJ0h4WqwXA4P4VTBs3gkdWN2YdRZIkSSp58+vbn3efbr9qSZKkvSxWa6+ZtVU8tW4LO3a1Zh1FkiRJKmkPv9DA8IEVTBs3MusokiRJBcNitfaaNbGSlrbEYy/Zt1qSJEnqKSkl5q3cwNxJ1ZSXRdZxJEmSCobFau11ylGjKAtYvNq+1ZIkSVJPqW94g1e2NNsCRJIkaR8Wq7XX8IH9mHLkcBavsm+1JEmS1FMeXtEAwJmTR2ecRJIkqbBYrNabzKqt4vG1m9nZYt9qSZIkqSfMW7GBo6oGM75ycNZRJEmSCorFar3JzNpKdrW08dS6LVlHkSRJkkrOrpY2Fq5q5AxbgEiSJL2FxWq9ycyaSgBbgUhSiYmI8yLi+YhYGRFXd7L94xHxdEQ8ERHzImLKPtsnRERTRHxun/XlEfF4RPyup89BkkrB4y9tYvuuVk6fZAsQSZKkfVms1puMGtKfYw4f5kUWJamEREQ5cBPwXmAKcOm+xWjg5ymlqSml6cB1wPX7bL8euKeTw18FPNu9iSWpdM1buYGygNl1VVlHkSRJKjh5FavzmI11ZkQ8FhEtEXHxPttac7O0noiIOzusPzt3nz0zuCbl1g+IiF/mftbiiKg5xHNUF82sreTRFzexu7Ut6yiSpO4xE1iZUlqVUtoF3Apc0HGHlNLWDotDgLRnISIuBFYDyzreJyLGAe8Dvt8zsSWp9Dy0YgPTx49kxKB+WUeRJEkqOAcsVuc5G+sl4HLg550cYkdKaXru6/wO6/8N+IvcDK6fA/+UW/83wKaU0iTgm8DX8z8ddYdZEyvZvquVZS9vPfDOkqRiMBZY22F5XW7dm0TEJyKinvaZ1Z/KrRsKfAH4SifHvQH4POC7m5KUhy3bd/P0us2cPtkWIJIkSZ3JZ2Z1PrOx1qSUnqJrL1YTMDx3ewTwcu72BcCPc7dvB86OiOjCcXWIZta2961+ZLV9qyWpL0kp3ZRSqqO9OL3nTeQvA99MKTV13Dci3g+8nlJ69EDHjYgrImJpRCxtaGjo7tiSVDQW1G+gLeHFFSVJkvYjn2J1XrOx3sbA3AvURbmPEe/xMeDuiFgHfBS4dt+fl1JqAbYANnTrRYcNG8jE6iEsXmXfakkqEeuB8R2Wx+XW7c+twIW527OA6yJiDfBp4IsRcSUwFzg/t/5W4F0R8dPODpZSujmlNCOlNGP0aGcTSuq7HlqxgaEDKpg+fmTWUVRk8mjN2Wk7zYg4NyIezV1E+dGIeFevh5ckqQt64wKLR6WUZgAfAW6IiLrc+s8Af5ZSGgf8iLdeyOltOUurZ82sreSRNRtpbUsH3lmSVOiWAJMjojYi+gOXAHd23CEiJndYfB+wAiCldEZKqSalVEN7249/TSl9J6X0Dymlcbn1lwB/TCn9Zc+fiiQVp5QSD69o4LSJVfQr9zr3yl+erTn3105zA/CBlNJU4DLgJ72TWpKkg5PPs6SuzsZ6k5TS+tz3VcCDwEkRMRo4MaW0OLfbL4E5+/68iKigvUXIW/pROEurZ82srWRbcwvPvWrfakkqdrlPKl0J/AF4FrgtpbQsIr4aEXuuJ3FlRCyLiCeAz9L+glaS1E1ebNzOuk07OPNoW4Coyw7YmpP9tNNMKT2eUtrTcnMZMCgiBvRKakmSDkJFHvvsnY1FeyH5EtpnSR9QRIwCtqeUdkZENe0fGb4O2ASMiIijU0ovAOfS/uIZ2md6XQYsBC6mfaaW03t72ayJ7Z1XHlm9keOPHJFxGknSoUop3Q3cvc+6azrcviqPY3x5P+sfpP0NaUnSfjy8cgMAp0+yWK0u66w156z97ZNSaomIPe00N3TY58+Bx1JKOzv7IRFxBXAFwIQJE7onuSRJXXTAmdX5zMaKiFNzvac/CHwvIpbl7n4csDQingQeAK5NKS3PHfNvgV/ltn0U+J+5+/wAqIqIlbTP7HpLPy71vLEjBzF25CD7VkuSJEndYN6KBsaOHERt9ZCso6gPiojjaW8N8n/tbx8/vSxJKgT5zKzOZzbWEtrbg+x7vwXA1P0c8w7gjk7WN9Ne9FbGZk2s5MHnG0gpERFZx5EkSZKKUktrGwtWNvK+aWN8Xq2DkU9rzj37rNu3nWZEjKP9tfdfpZTqez6uJEkHzyt7aL9m1Vay8Y1d1Dc0ZR1FkiRJKlpPrtvCtp0tnD7ZFiA6KAe8UDJ/aqcJHdppRsRI4PfA1Sml+b0VWJKkg2WxWvs1q7a9b/UiW4FIkiRJB+3hFQ1EwNw6i9XqujwvlLy/dppXApOAayLiidzXYb18CpIk5S2vNiDqm46qGsxhwwbwyOqN/OVpR2UdR5IkSSpK81ZsYOrYEYwa0j/rKCpSebTm7LSdZkrpX4B/6fGAkiR1E2dWa78igpm1lSxe3UhKKes4kiRJUtHZ1rybx9du5vRJzqqWJEk6EIvVeluzJlbx2tadvLRxe9ZRJEmSpKKzsL6R1rbEGZNHZx1FkiSp4Fms1tuaVVsJwOLV9q2WJEmSumreyg0M6lfOyUeNzDqKJElSwbNYrbc1+bChVA7pz2IvsihJkiR12bwVG5g1sZIBFeVZR5EkSSp4Fqv1tiKCU2tG8ciaxqyjSJIkSUVl3abtrNrwhi1AJEmS8mSxWgc0s7aKtRt38PLmHVlHkSRJkorGvBUbADhjshdXlCRJyofFah3Qnr7Vj9i3WpIkScrbwys2cPjwAUw+bGjWUSRJkoqCxWod0HFjhjNsYIUXWZQkSZLy1NqWmF+/gdMnjSYiso4jSZJUFCxW64DKy4JTaypZvNq+1ZIkSVI+lr28hc3bd9sCRJIkqQssVisvM2srWdXwBg3bdmYdRZIkSSp4D+f6Vc+dZLFakiQpXxarlZeZ9q2WJEmS8vbwigaOGzOc0cMGZB1FkiSpaFRkHUDFYerYEQzqV84jqxt537QxWceRJEkqKstf3sr3H15FW0pZR1EvefTFTfz13NqsY0iSJBUVi9XKS7/yMk45apQXWZQkSToI1/7Xcyxe1cgRIwZmHUW9pKZqCOefeGTWMSRJkoqKxWrlbVZtJdff9wKbt+9i5OD+WceRJEkqCitfb+KhFxr4H+cezSfPnpx1HEmSJKlg2bNaeZtZW0lKsGTNpqyjSJIkFY3/WLiG/uVlXDprQtZRJEmSpIJmsVp5O3H8SPpXlLF4VWPWUSRJkorC1ubd3P7oOj5w4pFUD/VCe5IkSdLbsVitvA3sV8708SN5ZI19qyVJkvLxn0vXsX1XK5fPqck6iiRJklTwLFarS2bVVvLM+i007WzJOookSVJBa21L/HjBGmYcNYqp40ZkHUeSJEkqeBar1SWzaqtoS7DU2dWSJElv68HnX+eljdu5fG5N1lEkSZKkomCxWl1y8lEjqSgLHlltsVqSJOnt3LJgDUcMH8h7jj8i6yiSJElSUbBYrS4Z3L+CqeNGsNhitSRJ0n6teG0bD6/YwEdnH0W/cp9yS5IkSfmoyDqAis/M2kp+OG81P1/8EhFZpyl8J44byZQjh2cdQ5Ik9aJbFqyhf0UZl5w6PusokiRJUtGwWK0uO+vow/je/17FF+94OusoRaGmajAP/s93Zh1DkiT1ki3bd/Prx9ZzwYlHUjV0QNZxJEmSpKJhsVpdNruuisf+73PZ1dKWdZSCd/uja/nGf7/Auk3bGTdqcNZxJElSL7ht6Vp27G7lsjk1WUeRJEmSiorFah2UyiH9s45QFM6dcgTf+O8XWFDfyIdmWKyWJKnUtbYlfrxwDTNrKjlh7Iis40iSJElFxau9SD3o6MOHUj20PwvrG7OOIkmSesH9z77Guk07+Ou5NVlHkSRJkoqOxWqpB0UEs+uqmb9yAymlrONIkqQedsuCNRw5YiDnTjk86yiSJElS0bFYLfWwOXVVvL5tJ/UNb2QdRZIk9aDnX93GgvpGPjq7hopyn2ZLkiRJXeWzaKmHza2rBmBB/YaMk0iSpJ50y4I1DKgo45JTx2cdRZIkSSpKFqulHja+chBjRw5iwUr7VkuSVKo2b9/FHY+v46KTxjLKC1FLkiRJB8VitdTDIoI5dVUsXNVIW5t9qyVJKkW/XLKW5t1tXDanJusokiRJUtGyWC31grmTqtmyYzfLX9madRRJktTNWlrb+I+FL3LaxEqOGzM86ziSJElS0bJYLfWC2XVVgH2rJUkqRfc9+zrrN+/g8jm1WUeRJEmSiprFaqkXHD58IJMOG8p8+1ZLklRyblmwmrEjB3HOcYdlHUWSJEkqaharpV4yp66KJWs2squlLesokiSpmzz7ylYWrdrIX80+iopyn1pLkiRJh8Jn1FIvmVNXzfZdrTy1bnPWUSRJUjf58YI1DOxXxodPHZ91FEmSJKnoWayWeslpEyuJwFYgkiSViE1v7OKOx9dz0UnjGDm4f9ZxJEmSpKJnsVrqJSMH9+f4I4d7kUVJkkrErUvWsrOljcvn1GQdRZIkSSoJFqulXjS3rprHX9rMjl2tWUeRJEmHoKW1jZ8sXMOcuiqOOWJY1nEkSZKkkpBXsToizouI5yNiZURc3cn2MyPisYhoiYiL99nWGhFP5L7u7LD+4Q7rX46I3+TWnxURWzpsu+YQz1EqGLPrqtjV2sbSFzdmHUWSJB2Ce5e/xstbmp1VLUmSJHWjAxarI6IcuAl4LzAFuDQipuyz20vA5cDPOznEjpTS9NzX+XtWppTO2LMeWAj8usN9Hu5wn6926YykAjaztpKKsrBvtSRJRe5HC9YwbtQgzj7u8KyjSOoj8phENiAifpnbvjgiajps+4fc+ucj4j29GlySpC7IZ2b1TGBlSmlVSmkXcCtwQccdUkprUkpPAW1dDRARw4F3Ab/p6n2lYjO4fwUnTRjJQvtWS5JUtJa9vIVHVm/kstk1lJdF1nEk9QF5TiL7G2BTSmkS8E3g67n7TgEuAY4HzgP+v9zxJEkqOPkUq8cCazssr8uty9fAiFgaEYsi4sJOtl8I3J9S2tph3eyIeDIi7omI47vws6SCN7uumqfXb2HLjt1ZR5HUh+QxG+vjEfF0rgXXvH1fAEfEhIhoiojP5ZYHRsQjufF6WUR8pbfORcraLfPXMKhfOR+aMT7rKJL6jgNOIsst/zh3+3bg7IiI3PpbU0o7U0qrgZW540mSVHAqeuFnHJVSWh8RE4E/RsTTKaX6DtsvBb7fYfmx3H2aIuLPaJ9xPXnfg0bEFcAVABMmTOix8FJ3m1tXxY33r2DxqkbeffwRWceR1Ad0mI11Lu1vOi+JiDtTSss77PbzlNJ3c/ufD1xP++yrPa4H7umwvBN4V2687gfMi4h7UkqLevJcpKw1Nu3kt0++zAdPGceIwf2yjiOp7+hsEtms/e2TUmqJiC1AVW79on3u25UJaAftK3ctY/nLWw+8oySpKEw5cjhf+kDPzivOZ2b1eqDjtJFxuXV5SSmtz31fBTwInLRnW0RU0/6O7u877L81pdSUu3030C+3377HvTmlNCOlNGP06NH5xpEyN33CSAb2K2NBvX2rJfWafFp6dXwlOQRIexZyn4xaDSzrsH/aM14D/XJfCanE3bpkLbta2rywoqSSExFX5D4VvbShoSHrOJKkPiqfmdVLgMkRUUt7kfoS4CP5HDwiRgHbU0o7cwXnucB1HXa5GPhdSqm5w32OAF5LKaWImEl7Qd2qnkrGgIpyTq2pZIF9qyX1nnxmYxERnwA+C/Sn/XoSRMRQ4Au0z8r+3D77lwOPApOAm1JKi3sivFQodre28ZOFL3L6pGomHz4s6ziS+pZ8JpHt2WddRFQAI2h/LZ3XBLSU0s3AzQAzZszoljege3r2nSSp9BxwZnVKqQW4EvgD8CxwW0ppWUR8NfcxYSLi1IhYB3wQ+F5E7Jl5dRywNCKeBB4Art3nI8eXAL/Y50deDDyTu8+NwCUpJWdqqaTMqavmhdeaaNi2M+sokrRXSummlFId7cXpf8qt/jLwzQ6zqDvu35pSmk77i96ZEXFCZ8d1ppZKxR+WvcqrW5udVS0pC3snkUVEf9pfS9+5zz53Apflbl8M/DH3WvpO4JKIGJCbhDYZeKSXckuS1CV59azOteO4e59113S4vYT2F6r73m8BMPVtjntWJ+u+A3wnn1xSsZo7qQqABfUbuGB6r7SLk9S3dbWl163Av+VuzwIujojrgJFAW0Q058ZrAFJKmyPiAdp7XD+z78F6YqaWlIVb5q/hqKrBvOvYw7KOIqmPyfWg3jOJrBz44Z5JZMDSlNKdwA+An0TESmAj7QVtcvvdBiwHWoBPpJRaMzkRSZIOoDcusChpH8cfOYJhAytYWN9osVpSbzhgS6+ImJxSWpFbfB+wAiCldEaHfb4MNKWUvhMRo4HduUL1INrbhHy9x89EysjT67aw9MVN/N/vn0JZWWQdR1IflMcksmbaP+3c2X2/BnytRwNKktQNLFZLGSgvC06bWOVFFiX1ijxnY10ZEecAu4FN/OljxPszBvhxrm91Ge1twn7Xc2chZeuWBWsY3L+cD854y4cJJUmSJHUTi9VSRubWVXHv8tdYu3E74ysHZx1HUonLYzbWVXkc48sdbj8FnNSNEaWCtaFpJ3c9+TKXzBzP8IH9so4jSZIklawDXmBRUs+YM6kagIXOrpYkqaD9YvFL7Gpt469m12QdRZIkSSppFquljEw+bCjVQwcwv35D1lEkSdJ+7G5t4yeLXuTMo0cz6bChWceRJEmSSprFaikjEcGcuva+1SmlrONIkqRO3PPMq7y+bSd/Pacm6yiSJElSybNYLWVoTl0VDdt2Ut/QlHUUSZLUiVvmr6amajDvOHp01lEkSZKkkmexWsrQ3Fzf6vkr7VstSVKheXLtZh57aTOXzamhrCyyjiNJkiSVPIvVUobGVw5m3KhBLLBvtSRJBefHC9YwpH85F58yLusokiRJUp9gsVrK2Ny6ahbWN9LaZt9qSZIKxevbmrnrqZf54IzxDBvYL+s4kiRJUp9gsVrK2JxJVWxtbmH5y1uzjiJJknJ+sXgtu1sTfzX7qKyjSJIkSX2GxWopY7PrqgCYbysQSZIKwq6WNn66+EXOOmY0E0cPzTqOJEmS1GdYrJYydtiwgUw+bCgL6r3IoiRJheCeZ16hYdtOLp9Tk3UUSZIkqU+xWC0VgDl1VSxZvZFdLW1ZR5Ekqc/70fw1TKwewpmTR2cdRZIkSepTLFZLBWDOpGp27G7libWbs44iSVKf9vhLm3hi7WYum1NDWVlkHUeSJEnqUyxWSwXgtNoqygIW2LdakqRM/XjBGoYOqODPTxmXdRRJkiSpz7FYLRWAEYP7ccLYESxYad9qSZKy8vrWZn7/9Ct8cMY4hg6oyDqOJEmS1OdYrJYKxOy6Kh5fu4ntu1qyjiJJUp/008Uv0dKWuGx2TdZRJEmSpD7JYrVUIObWVbO7NbF0zaaso0iS1OfsbGnl54tf5J3HHEZN9ZCs40iSJEl9ksVqqUDMqBlFv/Jgvn2rJUnqdb9/6hU2NO3i8jk1WUeRJEmS+iyL1VKBGNy/gpPGj2JhvX2rJUnqTSklfjR/DXWjh3DG5Oqs40iSJEl9lleOkQrInElVfOv+FWzZvpsRg/tlHUeSVOQ+f/uTPPfqtqxjFLzWtsSyl7fyzxeeQERkHUeSJEnqsyxWSwVkTl01N9y3gkWrG3nP8UdkHUeSVMTWb97BbUvXMWXMcA4fPiDrOAVv8vQj+fOTx2YdQ5IkSerTLFZLBWT6+JEM6lfOgpUbLFZLkg7JnrZS/++HTuS4McMzTiNJkiRJB2bPaqmA9K8o49TaShbYt1qSdIgW1jcyanA/jjl8WNZRJEmSJCkvFqulAjOnrooVrzfx+rbmrKNIkopUSolFqxqZXVdFWZk9mCVJkiQVB4vVUoGZW1cN/Onj25IkddVLG7ezfvMOZk+syjqKJEmSJOXNYrVUYKYcOZzhAytYsNJitSTp4Ox5w3N2ncVqSZIkScXDYrVUYMrLgtl1Vcyv35B1FElSkVq4qpHRwwZQN3po1lEkSZIkKW8Wq6UCNKeumnWbdrB24/aso0iSikxKiQX1jcyeWEWE/aolSZIkFQ+L1VIBmjup/WPb81c6u1qS1DX1DW/QsG2nLUAkSZIkFR2L1VIBqhs9lNHDBrDAiyxKkrpo4apcv2ovrihJkiSpyFislgpQRDCnrooF9Y2klLKOI0kqIgvrN3DkiIEcVTU46yiSJEmS1CUWq6UCNbeumg1NO1nxelPWUSRJRaKtLbFo1UZOq7NftSRJkqTiY7FaKlB7eo0usG+1JClPL7y+jY1v7LIFiCRJkqSiZLFaKlDjKwczoXIw8+1bLUnK08LcmOHFFSVJkiQVI4vVUgGbU1fFolWNtLbZt1qSdGAL6huZUDmYcaPsVy1JkiSp+FislgrY7LoqtjW3sOzlLVlHkSQVuNa2xOJVjbYAkSRJklS0LFZLBWxOXTUA81faCkSS9PaefWUrW5tbbAEiSZIkqWhZrJYK2OhhAzj68KEsqPcii5Kkt7dnrLBYLUmSJKlYWayWCtycumqWrNnIzpbWrKNIkgrYwvpGJo4ewuHDB2YdRZIkSZIOisVqqcDNqauieXcbT7y0OesokqQC1dLaxpI1m+xXLUmSJKmo5VWsjojzIuL5iFgZEVd3sv3MiHgsIloi4uJ9trVGxBO5rzs7rH+4w/qXI+I3ufURETfmftZTEXHyIZ6jVNRmTayiLGB+vX2rJUmde3r9Fpp2tuy91oEkqXRERGVE3BsRK3LfR+1nv8ty+6yIiMty6wZHxO8j4rmIWBYR1/ZuekmSuuaAxeqIKAduAt4LTAEujYgp++z2EnA58PNODrEjpTQ993X+npUppTP2rAcWAr/ObXovMDn3dQXwb106I6nEjBjUj6ljR7DQvtWSpP1YkHtD87SJlRknkST1gKuB+1NKk4H7c8tvEhGVwJeAWcBM4EsditrfSCkdC5wEzI2I9/ZObEmSui6fmdUzgZUppVUppV3ArcAFHXdIKa1JKT0FtHU1QEQMB94F/Ca36gLgP1K7RcDIiBjT1eNKpWR2XTWPv7SZ7btaso4iSSpAi1Y1cszhw6gaOiDrKJKk7ncB8OPc7R8DF3ayz3uAe1NKG1NKm4B7gfNSSttTSg8A5F7PPwaM6/nIkiQdnHyK1WOBtR2W1+XW5WtgRCyNiEURcWEn2y+k/V3ird3086SSM3dSFS1tiUdWb8w6iiSpwOxqaWPJmo3MrrNftSSVqMNTSq/kbr8KHN7JPgd8HR0RI4EP0D47+y0i4orca/elDQ0NhxxakqSDUdELP+OolNL6iJgI/DEink4p1XfYfinw/a4eNCKuoL1NCBMmTOiepFKBmnFUJf3Ly1hY38hZxxyWdRxJUgF5Yu1mmne3WayWpCIWEfcBR3Sy6R87LqSUUkSkgzh+BfAL4MaU0qrO9kkp3QzcDDBjxowu/wxJkrpDPsXq9cD4DsvjcuvyklJan/u+KiIepL1PVj1ARFTT3mbkoq7+PAdS9SWD+pdz0oSRzLdvtSRpHwvrG4mA02otVktSsUopnbO/bRHxWkSMSSm9kmuR+Xonu60HzuqwPA54sMPyzcCKlNINh55WkqSek08bkCXA5IiojYj+wCXAnfkcPCJGRcSA3O1qYC6wvMMuFwO/Syk1d1h3J/BX0e40YEuHjzxJfdacumqWvbyVzdt3ZR1FklRAFq7awJQxwxkxuF/WUSRJPeNO4LLc7cuA33ayzx+Ad+deg48C3p1bR0T8CzAC+HTPR5Uk6dAcsFidUmoBrqR9oHsWuC2ltCwivhoR5wNExKkRsQ74IPC9iFiWu/txwNKIeBJ4ALg2pdSxWH0J7R9F6uhuYBWwEvh34O8P+uykEjJ3UhUpwaJV9q2WJLVr3t3KYy9uZo4tQCSplF0LnBsRK4BzcstExIyI+D5ASmkj8M+0TzZbAnw1pbQxIsbR3kpkCvBYRDwRER/L4iQkScpHXj2rU0p3015E7rjumg63l9DJFYVTSguAqW9z3LM6WZeAT+STS+pLpo0byeD+5Syo38B5J3TWzk6S1Nc89uImdrXar1qSSllKqRE4u5P1S4GPdVj+IfDDffZZB0RPZ5Qkqbvk0wZEUgHoX1HGqTWVLKhvzDqKpCIUEedFxPMRsTIiru5k+8cj4uncjKt5ETFln+0TIqIpIj6XWx4fEQ9ExPKIWBYRV/XWuehPFq5qpLwsOLWmMusokiRJknTILFZLRWTupCpWvt7Ea1ubD7yzJOVERDlwE/Be2j8GfOm+xWjg5ymlqSml6cB1wPX7bL8euKfDcgvwP1JKU4DTgE90ckz1sIX1jUwdO4JhA+1XLUmSJKn4WayWisicumqgvTghSV0wE1iZUlqVUtoF3Apc0HGHlNLWDotDgLRnISIuBFYDyzrs/0pK6bHc7W20X9dibE+dgN7qjZ0tPLF2sy1AJEmSJJUMi9VSEZkyZjgjBvVj/soNWUeRVFzGAms7LK+jk8JyRHwiIuppn1n9qdy6ocAXgK/s7+ARUQOcBCzuvsg6kKUvbqKlLTF7osVqSZIkSaXBYrVURMrKgtkTq1hQ30j7tUglqfuklG5KKdXRXpz+p9zqLwPfTCk1dXafXDH7V8Cn95md3XGfKyJiaUQsbWho6IHkfdPC+kb6lQczakZlHUWSJEmSuoXFaqnIzJlUxfrNO1i7cUfWUSQVj/XA+A7L43Lr9udW4MLc7VnAdRGxBvg08MWIuBIgIvrRXqj+WUrp1/s7WErp5pTSjJTSjNGjRx/sOWgfC+s3MH38SAb3r8g6iiRJkiR1C4vVUpHZ07d6fr2tQCTlbQkwOSJqI6I/cAlwZ8cdImJyh8X3ASsAUkpnpJRqUko1wA3Av6aUvhMRAfwAeDaltO/FGNXDtjbv5un1W2wBIkmSJKmkWKyWikzd6CEcNmwAC7zIoqQ8pZRagCuBP9B+IcTbUkrLIuKrEXF+brcrI2JZRDwBfBa47ACHnQt8FHhXRDyR+/qzHjoF7WPJ6o20JTjNiytKkiRJKiF+blQqMhHB3EnVPLyigZQS7ZMbJentpZTuBu7eZ901HW5flccxvtzh9jzA/4AysqC+kf4VZZw8wX7VkiRJkkqHM6ulIjS7rooNTbt44bVOr3cmSSpxC+sbOWXCKAb2K886iiRJkiR1G4vVUhGak/vY9/yV9q2WpL5m8/ZdPPvqVmbbAkSSJElSibFYLRWhcaMGc1TVYPtWS1IftGjVRlL60xuXkiRJklQqLFZLRWpOXRWLVzXS0tqWdRRJUi9aWL+BQf3KmTZuZNZRJEmSJKlbWayWitScumq27WzhmZe3Zh1FktSLFq5qZEbNKPpX+DROkiRJUmnxVY5UpPb0Kl1Qb99qSeorGrbt5IXXmphTV511FEmSJEnqdharpSJVPXQAxx4xjAUr7VstSX3FolXt/+d7cUVJkiRJpchitVTEZtdVsWTNRna2tGYdRZLUCxauamTogApOOHJ41lEkSZIkqdtZrJaK2Jy6ana2tPH4S5uzjiJJ6gWL6huZWVtJRblP4SRJkiSVnoqsA0g6eLMmVlIWcP29L3C8s+z6jKMqB3P53NqsY0jqZa9uaWbVhjf4yKwJWUeRJEmSpB5hsVoqYsMH9uN9047kwedf59lXtmYdR72gtS2xfVcrx40ZzqyJ9qyV+pKFq9ovqHuaj31JkiRJJcpitVTkvn3pSVlHUC9q3t3Kmdc9wDfve4Fbr5iddRxJvWhhfSMjBvVjyhg/SSNJkiSpNNnwUJKKyMB+5fzdWXUsWrWRhfWNWceR1IsWrmrktImVlJVF1lEkSZIkqUdYrJakInPpzAkcPnwA37zvBVJKWceR1AvWbtzO2o07mG0LEEmSJEklzGK1JBWZgf3K+fuzJvHI6o0scHa11CcsXNX+WJ9dV51xEkmSJEnqORarJakIffjU8YwZMZBv3uvsaqkvWFTfSNWQ/hx9+NCso0iSJElSj7FYLUlFaGC/cv7+nZNY+uIm5q3ckHUcST0opcSC+kZOq6siwn7VkiRJkkqXxWpJKlIfmjGOI51dLZW8NY3beXVrs/2qJUmSJJU8i9WSVKQGVJTziXdN4rGXNvO/X2jIOo6kHrKwfk+/aovVkiRJkkqbxWpJKmIfPGU8Y0cO4pv3rXB2tVSiFq5q5PDhA5hYPSTrKJIkSZLUoyxWS1IR619RxiffNYkn127mweedXS2VmpQSC+sbmT3RftWSJEmSSp/Fakkqcn9+yjjGVw7im/fZu1oqNStfb2JD005bgEiSJEnqEyxWS1KR61dexiffOZmn1m3h/mdfzzqOpG60cFV7v+o5ddUZJ5EkSZKknmexWpJKwEUnj2VC5WBuuN/Z1VIpWbCykbEjBzG+cnDWUSRJkiSpx1mslqQS0K+8jE+dPZln1m/l3uWvZR1HUjdoa0ssWt1oCxBJkiRJfYbFakkqERdOP5La6iF8874VtLU5u1oqds+9uo3N23czx2K1JEmSpD7CYrUklYiK8jI++a5JPPvKVv57+atZx5F0iBbUbwBwZrUkSZKkPsNitSSVkPNPPJKJ1UO4wdnVUtFbtKqRmqrBjBkxKOsokiRJktQrLFZLUgmpKC/jqnMm89yr2/ivZc6ulopVa1ti8eqNzqqWJEmS1KdYrJakEvP+aUcy6bCh3HDfC86ulorUspe3sK25hdl11VlHkSRJkqReY7FakkpMeVnwqbMn88JrTfz+6VeyjiPpICyobwTgtImVGSeRJEmSpN5jsVqSStD7po5h8mFD+db9K2h1drVUdBbWNzLpsKEcNmxg1lEkSRmLiMqIuDciVuS+j9rPfpfl9lkREZd1sv3OiHim5xNLknTwLFZLUgkqLwuuOmcyK19v4ndPvZx1HEldsLu1jSVrNjLHftWSpHZXA/enlCYD9+eW3yQiKoEvAbOAmcCXOha1I+L/AJp6J64kSQcvr2J1RJwXEc9HxMqI6GxgPDMiHouIloi4eJ9trRHxRO7rzg7rIyK+FhEvRMSzEfGp3PqzImJLh/tcc6gnKUl90Z+dMIZjDh/m7GqpyDy1bjPbd7Uye6LFakkSABcAP87d/jFwYSf7vAe4N6W0MaW0CbgXOA8gIoYCnwX+peejSpJ0aA5YrI6IcuAm4L3AFODSiJiyz24vAZcDP+/kEDtSStNzX+d3WH85MB44NqV0HHBrh20Pd7jPV/M+G0nSXmVlwafPmcyqhje488n1WceRlKeFuX7VsyxWS5LaHZ5S2nMhkleBwzvZZyywtsPyutw6gH8G/l9ge48llCSpm+Qzs3omsDKltCqltIv2ovIFHXdIKa1JKT0FtHXhZ/8d8NWUUlvuGK934b6SpDy85/gjOPaIYdx4/0paWrvyX7SkrCxc1chxY4ZTOaR/1lEkSb0kIu6LiGc6+dr3tXcC8v7IXERMB+pSSnfkse8VEbE0IpY2NDR0+RwkSeoO+RSr3+4d2nwMzA14iyLiwg7r64AP57bdExGTO2ybHRFP5tYf39lBHUgl6cDaZ1cfzeoNb/DbJ+xdLRW6nS2tLF2zyRYgktTHpJTOSSmd0MnXb4HXImIMQO57ZxO91tP+yeU9xuXWzQZmRMQaYB5wdEQ8uJ8MN6eUZqSUZowePbr7Tk6SpC7ojQssHpVSmgF8BLghIupy6wcAzblt/w78MLf+sdx9TgS+Dfyms4M6kEpSft5z/OFMGTOcG/+4wtnVUoF7/KXN7GxpY7YXV5Qk/cmdwGW525cBv+1knz8A746IUbkLK74b+ENK6d9SSkemlGqA04EXUkpn9UJmSZIOSj7F6v29Q5uXlNL63PdVwIPASblN64Bf527fAUzL7bc1pdSUu3030C8iqvP9eZKkN4sIPnPu0bzYuJ1fP27vaqmQLaxvpCxgZm1l1lEkSYXjWuDciFgBnJNbJiJmRMT3AVJKG2nvTb0k9/XV3DpJkopKPsXqJcDkiKiNiP7AJbS/s3tAuXd1B+RuVwNzgeW5zb8B3pm7/Q7ghdx+R0RE5G7PzGVszOtsJEmdOue4w5g6dgTf/uMKdju7WipYC1c1csLYEYwY1C/rKJKkApFSakwpnZ1SmpxrF7Ixt35pSuljHfb7YUppUu7rR50cZ01K6YTezC5JUlcdsFidUmoBrqT9Y0XPArellJZFxFcj4nyAiDg1ItYBHwS+FxHLcnc/DlgaEU8CDwDXppT2FKuvBf48Ip4G/h9gzyB7MfBM7j43ApfkLiIhSTpIEcGnz5nM2o07+PVj67KOI6kTO3a18vhL9quWJEmS1HdV5LNTrh3H3fusu6bD7SW0twfZ934LgKn7OeZm4H2drP8O8J18ckmS8veuYw/jxHEj+PYfV3LRSePoX9Ebly2QlK9HX9zE7tbEafarliRJktRHWamQpD4iIvj0uUezbtMObn/U2dVSoVm4agMVZcGpNfarliRJktQ3WayWpD7krKNHM338SG56YCW7WuxdLRWSBfWNTBs3gqED8vrgmyRJkiSVHIvVktSHRASfOfdo1m/ewW1L12YdR1JO084Wnlq3hdm2AJEkSZLUh1mslqQ+5szJ1Zw8oX129c6W1qzjSAKWrNlIa1tiTl111lEkSZIkKTMWqyWpj9kzu/qVLc38comzq6VCsLC+kf7lZZxy1Kiso0iSJElSZixWS1IfdPqkak6tGcVND6ykebezq/uCiDgvIp6PiJURcXUn2z8eEU9HxBMRMS8ipuyzfUJENEXE5zqs+2FEvB4Rz/TGOZSyhfWNTJ8wkoH9yrOOIkmSJEmZsVgtSX1QRPCZc47mta07ufWRl7KOox4WEeXATcB7gSnApfsWo4Gfp5SmppSmA9cB1++z/Xrgnn3W3QKc1+2B+5gtO3az7OUtzJ5ov2pJkiRJfZvFaknqo2bXVTGztpL/78F6Z1eXvpnAypTSqpTSLuBW4IKOO6SUtnZYHAKkPQsRcSGwGli2z30eAjb2UOY+45HVG2lLMMeLK0qSJEnq4yxWS1IftWd29evbdvKzxc6uLnFjgY4Nytfl1r1JRHwiIuppn1n9qdy6ocAXgK/0Qs4+aUH9BgZUlDF9wsiso0iSJElSpixWS1IfNruuitkTq/i3B+vZscvZ1X1dSummlFId7cXpf8qt/jLwzZRS08EeNyKuiIilEbG0oaGhG5KWloX1jcyoGcWACvtVS5IkSerbLFZLUh/3mXOPZkPTTn62+MWso6jnrAfGd1gel1u3P7cCF+ZuzwKui4g1wKeBL0bElV354Smlm1NKM1JKM0aPHt2Vu5a8jW/s4rlXtzGnrjrrKJIkSZKUOYvVktTHzaytZO6kKr77v+vZvqsl6zjqGUuAyRFRGxH9gUuAOzvuEBGTOyy+D1gBkFI6I6VUk1KqAW4A/jWl9J1eSd0HLFrVCMBpXlxRkiRJkixWS5LgM+cczYamXfxkobOrS1FKqQW4EvgD8CxwW0ppWUR8NSLOz+12ZUQsi4gngM8Clx3ouBHxC2AhcExErIuIv+mZMyhdC+sbGdy/nGnjRmQdRZIkSZIyV5F1AElS9mbUVHLG5Gq+99Aq/vK0oxgywOGh1KSU7gbu3mfdNR1uX5XHMb68z/Kl3ZWvr1q4qpGZtZX0K3f+gCRJkiT5ykiSBMCnzzmajW/s4j+cXS31ite3NrPy9SZm2wJEkiRJkgCL1ZKknFOOGsU7jh7NzQ/V07TT3tVST1uY61c9u85itSRJkiSBbUAkSR185tyjufCm+Xz9nuc48+jRWcc5ZGNHDmLKkcOzjqFu9sJr23ixcXvWMQ7ZXU++zLCBFRx/pP2qJUmSJAksVkuSOpg+fiTnHHcYP1n0Ij9ZVPztQD4yawL/etHUrGOom/3n0rX8+8Ors47RLf5s6hGUl0XWMSRJkiSpIFisliS9ybcvPZn6hqasY3SLUUP6Zx1BPeD/PL2WC6aPzTpGt5g4ekjWESRJkiSpYFisliS9yaD+5Zww1rYEKlxjRgxizIhBWceQJEmSJHUzL7AoSZIkSZIkScqcxWpJkiRJkiRJUuYsVkuSJEmSJEmSMmexWpIkSZIkSZKUOYvVkiRJkiRJkqTMWayWJEmSJEmSJGXOYrUkSZIkSZIkKXMWqyVJkiRJkiRJmbNYLUmSJEmSJEnKnMVqSZIkSZIkSVLmIqWUdYZDFhENwIvddLhqYEM3HStLpXAepXAO4HkUmlI4j1I4Byiu8zgqpTQ66xCloBvH7GL6+3k7nkfhKIVzAM+j0JTCeRTbOThmdwNfY79FKZwDeB6FpBTOATyPQlNM57Hf8bokitXdKSKWppRmZJ3jUJXCeZTCOYDnUWhK4TxK4RygdM5D2SiVvx/Po3CUwjmA51FoSuE8SuEclK1S+BsqhXMAz6OQlMI5gOdRaErlPGwDIkmSJEmSJEnKnMVqSZIkSZIkSVLmLFa/1c1ZB+gmpXAepXAO4HkUmlI4j1I4Byid81A2SuXvx/MoHKVwDuB5FJpSOI9SOAdlqxT+hkrhHMDzKCSlcA7geRSakjgPe1ZLkiRJkiRJkjLnzGpJkiRJkiRJUuYsVudExHkR8XxErIyIq7POczAiYnxEPBARyyNiWURclXWmQxER5RHxeET8LussBysiRkbE7RHxXEQ8GxGzs87UVRHxmdzf0zMR8YuIGJh1pnxExA8j4vWIeKbDusqIuDciVuS+j8oyYz72cx7/K/c39VRE3BERIzOMmJfOzqPDtv8RESkiqrPIpuJT7GO243XhKYXxGhyzs+R4Lb1VsY/XUFpjtuN14XC8zlYpjNmlPl5brKb9P23gJuC9wBTg0oiYkm2qg9IC/I+U0hTgNOATRXoee1wFPJt1iEP0LeC/UkrHAidSZOcTEWOBTwEzUkonAOXAJdmmytstwHn7rLsauD+lNBm4P7dc6G7hredxL3BCSmka8ALwD70d6iDcwlvPg4gYD7wbeKm3A6k4lciY7XhdeIp6vAbH7AJwC47X0l4lMl5DaY3ZjtcFwPG6INxC8Y/Zt1DC47XF6nYzgZUppVUppV3ArcAFGWfqspTSKymlx3K3t9H+H/fYbFMdnIgYB7wP+H7WWQ5WRIwAzgR+AJBS2pVS2pxpqINTAQyKiApgMPByxnnyklJ6CNi4z+oLgB/nbv8YuLA3Mx2Mzs4jpfTfKaWW3OIiYFyvB+ui/fx7AHwT+DzgBRSUr6Ifsx2vC0sJjdfgmJ0Zx2vpLYp+vIbSGbMdrwuO43WGSmHMLvXx2mJ1u7HA2g7L6yjCAaijiKgBTgIWZxzlYN1A+wOsLeMch6IWaAB+lPu41fcjYkjWoboipbQe+Abt78q9AmxJKf13tqkOyeEppVdyt18FDs8yTDf5P4F7sg5xMCLiAmB9SunJrLOoqJTUmO14XRCKfrwGx+wi4Hitvqakxmso+jH7BhyvC4LjdVEoyjG7lMZri9UlKCKGAr8CPp1S2pp1nq6KiPcDr6eUHs06yyGqAE4G/i2ldBLwBsXxkZi9cv2mLqD9icGRwJCI+MtsU3WPlFKiyN9tjIh/pP2jiT/LOktXRcRg4IvANVlnkbLieF0win68BsfsQuZ4LRW/Yh6zHa8Li+N1YSvWMbvUxmuL1e3WA+M7LI/LrSs6EdGP9kH0ZymlX2ed5yDNBc6PiDW0f1zsXRHx02wjHZR1wLqU0p533m+nfXAtJucAq1NKDSml3cCvgTkZZzoUr0XEGIDc99czznPQIuJy4P3AX+SeFBSbOtqfoD2Ze6yPAx6LiCMyTaViUBJjtuN1QSmF8RocswuS47X6sJIYr6EkxmzH68LieF2ginzMLqnx2mJ1uyXA5IiojYj+tDe3vzPjTF0WEUF7/6ZnU0rXZ53nYKWU/iGlNC6lVEP7v8UfU0pF905jSulVYG1EHJNbdTawPMNIB+Ml4LSIGJz7+zqbIryIRQd3Apflbl8G/DbDLActIs6j/WN856eUtmed52CklJ5OKR2WUqrJPdbXASfnHjfS2yn6MdvxurCUyHgNjtkFx/FafVzRj9dQGmO243XBcbwuQMU+ZpfaeG2xGsg1Ub8S+APt/0ncllJalm2qgzIX+Cjt75Q+kfv6s6xD9XGfBH4WEU8B04F/zTZO1+Tetb4deAx4mvb/M27ONFSeIuIXwELgmIhYFxF/A1wLnBsRK2h/R/vaLDPmYz/n8R1gGHBv7nH+3UxD5mE/5yF1WYmM2Y7Xhaeox2twzM6a47X0ZiUyXoNjdqFxvM5QKYzXUBpjdqmP11F8M9slSZIkSZIkSaXGmdWSJEmSJEmSpMxZrJYkSZIkSZIkZc5itSRJkiRJkiQpcxarJUmSJEmSJEmZs1gtSZIkSZIkScqcxWpJkiRJkiRJUuYsVkuSJEmSJEmSMmexWpIkSZIkSZKUuf8fVCxFMIxWIakAAAAASUVORK5CYII=\n", | |
"text/plain": "<Figure size 1800x360 with 3 Axes>" | |
}, | |
"metadata": { | |
"needs_background": "light" | |
}, | |
"output_type": "display_data" | |
} | |
] | |
}, | |
{ | |
"metadata": { | |
"trusted": false | |
}, | |
"id": "aggregate-underwear", | |
"cell_type": "code", | |
"source": "model = torchvision.models.resnet50()\nstats = extract_spp_stats(model, hook_fn_locs=['layer?.?', 'layer?.?', 'layer?.?.bn3'], hook_fns=[avg_sq_ch_mean, avg_ch_var, avg_ch_var_residual])\n\nfig, ax = plt.subplots(1, 3, figsize=(25,5))\nax[0].plot(stats['avg_sq_ch_mean'], label='avg_sq_ch_mean');\nax[0].legend();\nax[1].plot(stats['avg_ch_var'], label='avg_ch_var');\nax[1].legend();\nax[2].plot(stats['avg_ch_var_residual'], label='avg_ch_var_residual');\nax[2].legend();", | |
"execution_count": 13, | |
"outputs": [ | |
{ | |
"data": { | |
"image/png": "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\n", | |
"text/plain": "<Figure size 1800x360 with 3 Axes>" | |
}, | |
"metadata": { | |
"needs_background": "light" | |
}, | |
"output_type": "display_data" | |
} | |
] | |
} | |
], | |
"metadata": { | |
"kernelspec": { | |
"name": "python3", | |
"display_name": "Python 3", | |
"language": "python" | |
}, | |
"language_info": { | |
"name": "python", | |
"version": "3.8.5", | |
"mimetype": "text/x-python", | |
"codemirror_mode": { | |
"name": "ipython", | |
"version": 3 | |
}, | |
"pygments_lexer": "ipython3", | |
"nbconvert_exporter": "python", | |
"file_extension": ".py" | |
}, | |
"gist": { | |
"id": "", | |
"data": { | |
"description": "Downloads/plot_spp.ipynb", | |
"public": true | |
} | |
} | |
}, | |
"nbformat": 4, | |
"nbformat_minor": 5 | |
} |
Sign up for free
to join this conversation on GitHub.
Already have an account?
Sign in to comment