deep_pcr.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Implements DeepPCR, a novel algorithm which parallelizes typically sequential operations in order to speed up inference and training of neural networks.\n",
    "https://machinelearning.apple.com/research/deeppcr\n",
    "\n",
    "<img src=\"assets/deepprc.png\" />"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch: 5/5, Batch 937, Loss: 0.0468"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 600x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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AUAoAAEMpAAAMpQAAMJQCAMCEnHOuQztepOFL6HpBhnGFw2HvTG5urndGkqZNm+admThxoncmLS3NO1NfX++d2b17t3dGkjZu3OidCTJEr66uzjsTjUa9M0EHAwYZVBeJRLwzjY2N3pkg94MkdfBlOEZSUpJ3pqGhod19uFIAABhKAQBgKAUAgKEUAACGUgAAGEoBAGAoBQCAoRQAAIZSAAAYSgEAYCgFAIChFAAAhlIAAJiErl5AVwoy+TVIJsgExKBTaYNML83Pz/fOFBQUeGfGjx/vnZGkvLw878yBAwe8M9u3b/fOfPDBB96Zqqoq74wknThxwjvT1NTknQkyUTSIIM+Lz5O7lAV5vickXJyXb64UAACGUgAAGEoBAGAoBQCAoRQAAIZSAAAYSgEAYCgFAIChFAAAhlIAABhKAQBgKAUAgAm5Dk6XCjqg7VIW5GeKj4/3zsTF+XdvRkaGd0aSBg4c6J356le/6p3p0aOHdyYxMdE7I0k7duzwzpw6dco7E2S43dmzZ70z0WjUOxM0F+Tx2lkD54K+pgRZX5D7LkimM4f8JScne2c68njlSgEAYCgFAIChFAAAhlIAABhKAQBgKAUAgKEUAACGUgAAGEoBAGAoBQCAoRQAAIZSAACYhK5ewOUmyHC7rKws70xRUZF3RpKuvfZa70yQQXUVFRXemZMnT3pnpGCD6oIMGKuvr/fOBB1uF0SQx15nDcTrrGF9khSJRALlrjQXa3AhVwoAAEMpAAAMpQAAMJQCAMBQCgAAQykAAAylAAAwlAIAwFAKAABDKQAADKUAADCUAgDAXNUD8UKhkHcmKSmpUzKnT5/2zkhSdXW1dyY1NdU7k5OT451JTk72zkjSkCFDvDN1dXXemSCPh8bGRu9MkMF2UrD1BflvG2RwYW1trXempaXFOyMFG753sYbHddV5LiauFAAAhlIAABhKAQBgKAUAgKEUAACGUgAAGEoBAGAoBQCAoRQAAIZSAAAYSgEAYCgFAIChFAAAJuQ6ONYvyITGS12QaZVB7ocg50lJSfHOSFKvXr28M/n5+d6Z4uJi70z//v29M1Kw6ap9+/b1zqSnp3tn4uPjvTNBJtlK0o4dO7wz//jHP7wzhw4d8s5UVVV5Z4JOSQ0yiTTI8zbINNbOFGT6ckNDQ7v7cKUAADCUAgDAUAoAAEMpAAAMpQAAMJQCAMBQCgAAQykAAAylAAAwlAIAwFAKAABDKQAATEJXL6ArddbAqyCDv4IOC+vIwKv/lZOT450ZMWKEd6aoqMg7I0mZmZnemXA47J0JMmjt9OnT3pmysjLvjCS9++673pmamhrvTF1dnXcmyH0XJBNUkOd6Z64viKampotyXK4UAACGUgAAGEoBAGAoBQCAoRQAAIZSAAAYSgEAYCgFAIChFAAAhlIAABhKAQBgKAUAgLmqB+JdyoIO62tubvbOlJeXe2eOHj3qnUlJSfHOSFJqaqp3prGx0TtTVVXlnVm/fr135ve//713RpISEvyfrgMGDAh0Ll9BHkMnT54MdK4rcbhdEBfrZ+JKAQBgKAUAgKEUAACGUgAAGEoBAGAoBQCAoRQAAIZSAAAYSgEAYCgFAIChFAAAhlIAABgG4l1hggzJOnHihHdm48aN3pnvfOc73hlJyszM9M689tpr3pk//vGP3pldu3Z5Z2pqarwzkpSWluadycrK8s4MGTLEO9OvXz/vzBtvvOGdkYIN0mtpaQl0rqsRVwoAAEMpAAAMpQAAMJQCAMBQCgAAQykAAAylAAAwlAIAwFAKAABDKQAADKUAADCUAgDAMBAPampq8s68//773plPPvnEOyMFGwS3bt0678yePXu8Mw0NDd6ZoBITE70zkUjEO5OTk+Od6d27t3emoqLCOyNJ+/bt884EeYxf6kP04uIuzu/0XCkAAAylAAAwlAIAwFAKAABDKQAADKUAADCUAgDAUAoAAEMpAAAMpQAAMJQCAMBQCgAAQykAAAxTUq8woVDIO5OQ4P8w6Natm3fm+PHj3hlJqq2t9c6UlpZ6Z44dO+adcc55Z4JOtwwyJTU/P987M3LkSO/Mu+++650pLi72zkhSOBz2zuzfv987c+rUKe9MZ05WDfJc7wiuFAAAhlIAABhKAQBgKAUAgKEUAACGUgAAGEoBAGAoBQCAoRQAAIZSAAAYSgEAYCgFAIDp8CS0IEO8otGodwafT1pamnemoKDAO/O9733PO5OXl+edkaSDBw96Z+rq6rwzQYaZBRlKlpyc7J2RpPj4eO9MeXm5d6aqqso7E+R+SE9P985I0rBhw7wzhw8f9s4EGcQYZECidGm9VnKlAAAwlAIAwFAKAABDKQAADKUAADCUAgDAUAoAAEMpAAAMpQAAMJQCAMBQCgAAQykAAEyHB+JdSgObrgZBBoxJ0u233+6dWbBggXcmMzPTO1NRUeGdkaSdO3d6Z86ePRvoXL6CDEBramoKdK7Tp097Z44dO+adKSsr88706tXLOzNixAjvjCRFIhHvzL59+7wzJ06c8M4EWdulhisFAIChFAAAhlIAABhKAQBgKAUAgKEUAACGUgAAGEoBAGAoBQCAoRQAAIZSAAAYSgEAYDo8EC/IgLYgw8IudUHuh3A47J0pLi72zkhSSUmJdyYnJ8c7E2TQ2m9/+1vvjCSVlpZ6Z4IOnesMQdfW0tLinQky1C3If9ubbrrJOzN06FDvjCRVVlZ6Z4I8b5ubm70zVwKuFAAAhlIAABhKAQBgKAUAgKEUAACGUgAAGEoBAGAoBQCAoRQAAIZSAAAYSgEAYCgFAIDp8EC8zhpuF2RwVdBcXJx/JwYZbpedne2dGTVqlHdGCjYs7JFHHvHObNy40TtTXl7unZE6bzDZpT7AMchAvNra2ouwktbS0tK8MykpKYHOFWSg4JEjR7wzQR530WjUOxNUkMdDR3ClAAAwlAIAwFAKAABDKQAADKUAADCUAgDAUAoAAEMpAAAMpQAAMJQCAMBQCgAAQykAAAylAAAwHZ6S2lmCTkkNMnExIcH/x8/KyvLOdO/e3Tuze/du74wkrV271jsTZHrppT5B8koUZIprY2Ojd2b79u3emSDP2yCTSyWprKzMO1NVVeWduVofr1wpAAAMpQAAMJQCAMBQCgAAQykAAAylAAAwlAIAwFAKAABDKQAADKUAADCUAgDAUAoAABNyHZyyFXRQXWeJi/Pvt6SkpE45T5D7LsjAOUmKRCLemat18BfaFuTxmpyc7J358pe/7J2RpNraWu/Mxx9/7J0J+hy8lHXk5Z4rBQCAoRQAAIZSAAAYSgEAYCgFAIChFAAAhlIAABhKAQBgKAUAgKEUAACGUgAAGEoBAGCumIF4AC4vQYboSVJ8fLx3pr6+3jvTwZfGywoD8QAAXigFAIChFAAAhlIAABhKAQBgKAUAgKEUAACGUgAAGEoBAGAoBQCAoRQAAIZSAAAYBuIBuKwEeS26EofbBcFAPACAF0oBAGAoBQCAoRQAAIZSAAAYSgEAYCgFAIChFAAAhlIAABhKAQBgKAUAgKEUAACGUgAAmISuXgAA+GDi6cXFlQIAwFAKAABDKQAADKUAADCUAgDAUAoAAEMpAAAMpQAAMJQCAMBQCgAAQykAAAylAAAwDMQD8LmFQqEr8ly+otFop50rMTHxohyXKwUAgKEUAACGUgAAGEoBAGAoBQCAoRQAAIZSAAAYSgEAYCgFAIChFAAAhlIAABhKAQBgOjwQzzl3MdcBALgEcKUAADCUAgDAUAoAAEMpAAAMpQAAMJQCAMBQCgAAQykAAAylAAAw/wemAG+kfUAOtAAAAABJRU5ErkJggg==",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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ZSXrjjTfcmZqaGnemra3NnUnXED1JunDhQloyIYMiQ29TSK6oqChoX73hTAEAYCgFAIChFAAAhlIAABhKAQBgKAUAgKEUAACGUgAAGEoBAGAoBQCAoRQAAIZSAAAYSgEAYK7olNSQyaVRFKVtXwUFBe5MTk6OO9PR0ZGW/UhSWVmZOzNy5Eh3ZtCgQe7MmDFj3BlJ6tOnjztz8OBBd+btt992Z86cOePONDU1uTOSdOrUKXcmZPpmyETRkOO2tbXVnZHCppeGCDluQ6bFhgqZiJzS9V6RawUAfChRCgAAQykAAAylAAAwlAIAwFAKAABDKQAADKUAADCUAgDAUAoAAEMpAAAMpQAAMFd0IF7ocLsQIQPxsrP9Nz8kk5+f786Ul5e7M5JUWVnpzgwbNsydicfj7kzI8DhJ2rlzpzvT0NDgzhw+fNidaWlpcWdCB7qFDGgLeZyysrLcmZBBcIlEwp0J3VfIkL+QYYLpHPLX1tYWtK/ecKYAADCUAgDAUAoAAEMpAAAMpQAAMJQCAMBQCgAAQykAAAylAAAwlAIAwFAKAABDKQAAzBUdiBciZLCdJGVm+vstZKBUbm6uO9OvXz93ZtSoUe6MJJWWlrozIff5+fPn3ZnGxkZ3RpKOHTsWlPMKWV/IcLaQ56oUNtyuqKjInQm5TSGDAUOP9ebmZncmXY9T6G0KEXKbUsGZAgDAUAoAAEMpAAAMpQAAMJQCAMBQCgAAQykAAAylAAAwlAIAwFAKAABDKQAADKUAADBXdCBeyHCodA6UCpGVleXOdHZ2ujNnzpxxZyQpJycnKOdVXFzszoQME5TCBn+1tra6M+l6vobeD7FYzJ0pKChwZ06dOuXOVFdXuzNNTU3ujCRduHAhKOcVctyGZEIxEA8AcMVRCgAAQykAAAylAAAwlAIAwFAKAABDKQAADKUAADCUAgDAUAoAAEMpAAAMpQAAMJQCAMCkPCU1M9PfHyGZ0Ml/URS5MyETDc+dO+fONDQ0uDOhU1IbGxvdmYqKCnemvLzcnRk8eLA7I0kjRoxwZ0Kmg8bjcXcmZOJp6HTQw4cPuzMHDhwI2pdXyOTSkEm2UtixHjLdOOS1KGQ/oftiSioA4IqjFAAAhlIAABhKAQBgKAUAgKEUAACGUgAAGEoBAGAoBQCAoRQAAIZSAAAYSgEAYFIeiJeugXOhQtbX3t7uzrS1tbkzGRkZ7kw6BwMOGjQoLZmqqip3RpL69+/vziQSCXcm5L4LGZC4e/dud0aSampq3Jnz58+nJRNyrIccf6H7ChkUGTLkr6Ojw52Rwo73kOdDKjhTAAAYSgEAYCgFAIChFAAAhlIAABhKAQBgKAUAgKEUAACGUgAAGEoBAGAoBQCAoRQAAOaKDsQLkZkZ1lPpGtiXrvshZBiXJJ09e9adCRmsVVdX587k5eW5M1LYQLyQoW5nzpxxZ9544w13ZvPmze6MJLW2trozffv2dWfSNVwy5DGSpObmZncmncPtQoTc5yHPh1RwpgAAMJQCAMBQCgAAQykAAAylAAAwlAIAwFAKAABDKQAADKUAADCUAgDAUAoAAEMpAABMygPx0iUjIyMo19XV5c6EDKEKXZ9XyLA+KWyI1/Hjx92ZkEFwt912mzsjhT1O+/fvd2f27Nnjzmzbts2d+fvf/+7OSGGDAUeMGOHOhAzRC3m+njt3zp2Rwobbpev1IZ2u1GsRZwoAAEMpAAAMpQAAMJQCAMBQCgAAQykAAAylAAAwlAIAwFAKAABDKQAADKUAADCUAgDApDwQLzMzPf0ROoQqZDhUyL7SNSQrZICXFLa+pqYmdyZkiN6ZM2fcGUmqrq52Zw4ePOjO7Nu3z505ffq0OxMytFCSYrGYO9PW1ubOFBQUuDP5+fnuTHFxsTsjhT2P8vLy3JmQwXuhQo7boqKiK7ASzhQAAP+BUgAAGEoBAGAoBQCAoRQAAIZSAAAYSgEAYCgFAIChFAAAhlIAABhKAQBgKAUAgKEUAAAm5Smpubm57itvbW11Z9I1hfSjKicnx50Jmb4Z8nxoaGhwZyTpwIED7syOHTvcmV27drkzIRNmQx4jScrKynJnSktL3ZmhQ4e6MyETRUeOHOnOSFIikXBnQibthkxjDZ2sGjLNNmQydCo4UwAAGEoBAGAoBQCAoRQAAIZSAAAYSgEAYCgFAIChFAAAhlIAABhKAQBgKAUAgKEUAAAm5YF4RUVF7iuvra11Z0IH4l2p4VBXS+jtKSsrc2dCBpPdeuut7kz//v3dGUk6fvy4O3Ps2DF3pq6uzp0Jeb4WFBS4M1LY0LTTp0+7M+Xl5e5MSUmJOxOPx92Z0FzIcM76+np3JlRXV5c7EzIgMRWcKQAADKUAADCUAgDAUAoAAEMpAAAMpQAAMJQCAMBQCgAAQykAAAylAAAwlAIAwFAKAACT8kC8dA2HyswM66nQQXpeIYPqQjL5+fnujCRNnDjRnbn77rvdmcrKSnempaXFnZGkEydOuDPnz593Z0IGzoU8ts3Nze6MFDZgMpFIuDNnz551Z/r06ePOhA4GDHktCnkOnTp1yp35oA/RSwVnCgAAQykAAAylAAAwlAIAwFAKAABDKQAADKUAADCUAgDAUAoAAEMpAAAMpQAAMJQCAMCkPBAvZLBWyLCw9vZ2dyadYrGYO1NaWurOjB071p2RpJtuusmdqaiocGeamprcma1bt7ozkrR79253prGx0Z0JGcYYMogx5L4LFXI8hdymgQMHujPFxcXujCQdPnzYnQl5bNP5WpSVleXOZGen/PLtwpkCAMBQCgAAQykAAAylAAAwlAIAwFAKAABDKQAADKUAADCUAgDAUAoAAEMpAAAMpQAAMClPVOrs7HRfeUgmNzfXnZHCBtWFDOwrKipyZwYPHuzO3HDDDe6MFHY/vPjii+7MoUOH3Jn9+/e7M5J09OhRd6a1tdWd6erqcmcuXLiQlv2EOnfunDsTsr6QIXohQzalsOFxIQMSm5ub05KRwobvNTQ0BO2rN5wpAAAMpQAAMJQCAMBQCgAAQykAAAylAAAwlAIAwFAKAABDKQAADKUAADCUAgDAUAoAAEMpAABMylNSQ6ZOhkwhzc/Pd2ckqU+fPkE5r5KSEncmZBpkdXW1OyNJBw8edGdOnjzpzpw/f96dOXPmjDsTuq+Q5166JgGHTBSVwiZwvvvuu+7MSy+95M7U1dW5M9dee607I0knTpxwZ2pra92ZkMmqIc+H0FxLS0vQvnrDmQIAwFAKAABDKQAADKUAADCUAgDAUAoAAEMpAAAMpQAAMJQCAMBQCgAAQykAAAylAAAwGVGK07mys1OenWeysrLcmXg87s5IUk5OjjsTMqguZD+xWMyd6ejocGck6cKFC+5MQ0NDWvbT3t7uzkhhA+QyM9Pz952QtYUOxAs5nkIyeXl57kxZWZk7c80117gzUtgguEOHDrkzIQMcQ4/bkOdEbm6uO5PKfceZAgDAUAoAAEMpAAAMpQAAMJQCAMBQCgAAQykAAAylAAAwlAIAwFAKAABDKQAADKUAADApT7kLGdjU2dnpzjQ1NbkzUtiQrMbGxqB9eWVkZKRlP1LYfR4yqC50qFu6hNwPH3Qhw9ZCMiHPh9bWVncm5JiVwgZMhhzrIc+h0GM9JBcynDMVnCkAAAylAAAwlAIAwFAKAABDKQAADKUAADCUAgDAUAoAAEMpAAAMpQAAMJQCAMBQCgAAkxGlONksZGBTujKhQoa6hawvKyvLnQkd6BZymz7ow+3wwRfyHA8ZbCdJubm57kzIoM2QYzD0WAp5XYnH4+5Mc3Nzr9twpgAAMJQCAMBQCgAAQykAAAylAAAwlAIAwFAKAABDKQAADKUAADCUAgDAUAoAAEMpAAAMpQAAMNmpbpjO6aUh0jXpM2Q/XV1dV2AlwIdbe3t7UC7keErXROTQ18mQXHZ2yi/fLpwpAAAMpQAAMJQCAMBQCgAAQykAAAylAAAwlAIAwFAKAABDKQAADKUAADCUAgDAUAoAAJPyRKXi4mL3lXd2drozsVjMnZGk1tZWdyYrK8udCRnGlZub686EDgsL0dzcnJb9hA4tDBkWFrKvkAFjmZn+v1fF43F3Rgp7nELuh5DbVFhYmJb9SGH3X0dHR9C+vEKPpZDXyoEDBwbtqzecKQAADKUAADCUAgDAUAoAAEMpAAAMpQAAMJQCAMBQCgAAQykAAAylAAAwlAIAwFAKAACTEYVOKQMAfORwpgAAMJQCAMBQCgAAQykAAAylAAAwlAIAwFAKAABDKQAADKUAADD/B/4Iarte1BKyAAAAAElFTkSuQmCC",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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ZRUVF7kzISN3o0aPdGSlsdK6ystKdycvLc2fOnz/vzhw6dMidkaTXX3/dnQkZggt5n9rb292ZtrY2d0YKG98LOb+Ojg53JvR9Cjm/wsLCoGP1hSsFAIChFAAAhlIAABhKAQBgKAUAgKEUAACGUgAAGEoBAGAoBQCAoRQAAIZSAAAYSgEAYCgFAIBJeiU1RMiyauhKash6acg6aMjiacjaYnZ2tjsjSSUlJe7MqFGjUnKckSNHujOSVFBQ4M4cPXrUnampqXFnzp07l5KMFLZ42tLS4s40Nze7M52dne5MyDJo6LFSdZxEIhF0rJDPlVdruZorBQCAoRQAAIZSAAAYSgEAYCgFAIChFAAAhlIAABhKAQBgKAUAgKEUAACGUgAAGEoBAGCu6iBe6DhUiJBxqPT0dHcmI8P/kOXl5bkzw4YNc2ckacSIEe5MeXm5OxMy2FdfX+/OSNJLL73kzoSMrR07dsydaWhocGdCh+BaW1vdmVgs5s6EvG5DMpmZme6MFDZ+GfLYhXycQj+2XV1dKTtWX7hSAAAYSgEAYCgFAIChFAAAhlIAABhKAQBgKAUAgKEUAACGUgAAGEoBAGAoBQCAoRQAAOaqDuKFCBm2k1I3khUyBDdkyBB3prKy0p2RpP79+7szIWNmZ8+edWeamprcGUl699133ZmQIbjTp0+7M6kcfQwZYwx5HDo6OtyZkNdS6CBeZ2enOxNFkTsT8jkl5Dihuav13ONKAQBgKAUAgKEUAACGUgAAGEoBAGAoBQCAoRQAAIZSAAAYSgEAYCgFAIChFAAAhlIAAJikF7ZCBptCxu1CB/FCpGokK2RgrK6uzp2Rwh6//Px8d6aoqMidCR1AGz58uDsT8rFN1ShZKofgQgYca2tr3Znm5uaUZKSw11PI6yLk8U7lQCKDeACAq45SAAAYSgEAYCgFAIChFAAAhlIAABhKAQBgKAUAgKEUAACGUgAAGEoBAGAoBQCAoRQAACbpldSQddD09HR3JnT5L2ThMmQF8ezZs+7M+fPn3ZlTp065M5JUUVHhzgwbNsydKS4udmdKSkrcGUmqrKx0ZwoLC92ZkPXSkExjY6M7I0lvvvmmO3Pw4EF3Jisry51J1cKsFLZ4mpGR9Kc609bWlpLjSGGPBSupAICrjlIAABhKAQBgKAUAgKEUAACGUgAAGEoBAGAoBQCAoRQAAIZSAAAYSgEAYCgFAIBJer0pVYNzIWNXUtg4VHt7uzsTMpIV8j51dXW5M1LY4xAyVDd06FB3pqqqyp2RpNLSUncmJyfHnQl5vp47d86d2bNnjzsjSXV1de5MU1OTO9PQ0ODOhDxfQx5vKew53tLS4s6EvNY7OjrcGSns8QsZHE0GVwoAAEMpAAAMpQAAMJQCAMBQCgAAQykAAAylAAAwlAIAwFAKAABDKQAADKUAADCUAgDAXNVBvJAhuNBBvBChg1yp0NraGpQLGWg7c+aMO3P+/Hl3Jjc3152RpCFDhrgzIecX8jgcOHDAnXnhhRfcGSlswLG8vNydycrKcmdCPj80Nze7M1LYa+PChQvuTMjnh5DHITQX+jmiL1wpAAAMpQAAMJQCAMBQCgAAQykAAAylAAAwlAIAwFAKAABDKQAADKUAADCUAgDAUAoAAJP0IF6qhA7iJRIJdyZ0vMor5H0KHevr6OhwZ9577z135uDBg+7M1KlT3Rkp7GMbMlS3b98+d2bXrl3uzOuvv+7OSFJZWZk7M3LkSHdm2LBh7kxmZqY709LS4s5IUk1NjTsT8lpP1eeHjxquFAAAhlIAABhKAQBgKAUAgKEUAACGUgAAGEoBAGAoBQCAoRQAAIZSAAAYSgEAYCgFAIBJehCvXz9/f4QMwV2LI1Qhg26p1Nzc7M6cPHnSnamvr3dnpLDBvkOHDrkz//znP92Z06dPuzOhY4fp6enuTGtrqzszaNAgdyY/P9+dGThwoDsjhT3mubm57kzoYF+IkM97RUVFV/5ExJUCAOADKAUAgKEUAACGUgAAGEoBAGAoBQCAoRQAAIZSAAAYSgEAYCgFAIChFAAAhlIAABhKAQBgkl5JjcVi7jtva2tzZ0JXUkNy1+Iia8jHKSQTj8fdmaamJndGCls83bVrlzuze/dud+bChQvuTGZmpjsjhT1fCwsL3ZmysjJ3JmRRdNSoUe6MFPbcO378uDtTV1fnzoQuq7a3t7szISvUyeBKAQBgKAUAgKEUAACGUgAAGEoBAGAoBQCAoRQAAIZSAAAYSgEAYCgFAIChFAAAhlIAAJikB/EKCgrcdx4yKHUtjtSFCB27Gjp0qDszevRod2by5MnuzKBBg9wZSTp27Jg7c+LECXfmzJkz7kzI83XgwIHujBQ2KBjy2A0YMMCdycvLc2dyc3PdGUnKyclxZ0LGORsaGtyZUIlEwp1JT0+/CmfClQIA4AMoBQCAoRQAAIZSAAAYSgEAYCgFAIChFAAAhlIAABhKAQBgKAUAgKEUAACGUgAAmKQH8VI1DtWvX1hPfZSH9ELep8LCwqBj3Xbbbe7MnXfe6c6Ul5e7M6HPoZBxu5BjdXR0uDMhz7vm5mZ3RpK6urrcmczMTHcmZMgyZOxwyJAh7owUNm4X8hyqqalxZ9rb292ZUFfrcx5XCgAAQykAAAylAAAwlAIAwFAKAABDKQAADKUAADCUAgDAUAoAAEMpAAAMpQAAMJQCAMAkPYiXk5PjvvOQIbiQUTJJSktLc2dCBqWys7PdmZKSEndm/Pjx7owk3Xzzze5MyLhdY2OjO7N161Z3RpL27t3rzjQ1NbkzoWOMXhcuXEjJcaTUDUWGjNuVlZUFHau2ttadSU9Pd2c6OzvdmVAh55eRkfSnbxeuFAAAhlIAABhKAQBgKAUAgKEUAACGUgAAGEoBAGAoBQCAoRQAAIZSAAAYSgEAYCgFAIBJelGpq6vLfechmVgs5s5IUlZWljsTMoDWv39/d6aiosKduemmm9wZKWywb/v27e7MgQMH3JnXXnvNnZGkEydOuDNtbW3uTMioYsi4XSKRcGeksAG01tZWdybkNZiZmenOFBQUuDOSdO7cOXcmZGgz5LFrbm52Z0KP1dDQEHSsvnClAAAwlAIAwFAKAABDKQAADKUAADCUAgDAUAoAAEMpAAAMpQAAMJQCAMBQCgAAQykAAAylAAAwSc8uhqxOhsjNzQ3KDRo0yJ1J1UpqPB53Z9577z13RpLeeustd+bo0aPuTF1dnTtz9uxZd0YKW8UM+dh2dnamJBNFkTsjhS1pHj9+3J3Zu3evO9PS0uLOhLw/knTq1KmUZM6fP+/OhH6eDFmUDlnoTQZXCgAAQykAAAylAAAwlAIAwFAKAABDKQAADKUAADCUAgDAUAoAAEMpAAAMpQAAMJQCAMAkPYjX3t7uvvP09HR3JpUjWSHjeyGPQ8ig2+HDh90ZKezxq6+vd2eam5vdmZDHTgobkAsZxAsRcm6hg3hNTU3uTMhoWsioW01NjTtz8uRJd0YKG98LGZgMGalLJBLujJTa51FfuFIAABhKAQBgKAUAgKEUAACGUgAAGEoBAGAoBQCAoRQAAIZSAAAYSgEAYCgFAIChFAAAJulBvJDxpZBxqIaGBndGChvfCz2WV1paWkoyUtiIV8gAWujwV6p81M8vRMigYMjrNuT5kKrhPUnKzs52Z0JGHzs6OtyZUCGfv0Ieh2RwpQAAMJQCAMBQCgAAQykAAAylAAAwlAIAwFAKAABDKQAADKUAADCUAgDAUAoAAEMpAABMWpTkYla/fqnpj9DjhAx/hQgZqsvISHp30HR2drozUtgQXKoeO1y7Qp7joYNu8XjcnQkZvwx5DabytZSTk+PONDU19XkbrhQAAIZSAAAYSgEAYCgFAIChFAAAhlIAABhKAQBgKAUAgKEUAACGUgAAGEoBAGAoBQCAoRQAACbpacOQddBrUcgKYldXV0qOI4V9nFhJTa3Q19K19nFqb28PyqVqvTRksTmVr9v09PSgY/WFKwUAgKEUAACGUgAAGEoBAGAoBQCAoRQAAIZSAAAYSgEAYCgFAIChFAAAhlIAABhKAQBgkh7EGzBggPvOQ4arMjMz3RlJam1tdWdCBqUSiYQ7E4vF3JmOjg53JlRzc7M7EzL8FToWFjJMFvJxCnnuhTyH4vG4OyNJTU1N7kyqhuDy8/NTchwp7PELGaUMEfIxksLOb9iwYUHH6gtXCgAAQykAAAylAAAwlAIAwFAKAABDKQAADKUAADCUAgDAUAoAAEMpAAAMpQAAMJQCAMCkRaErZQCAaw5XCgAAQykAAAylAAAwlAIAwFAKAABDKQAADKUAADCUAgDAUAoAAPP/APtImN5vZSXOAAAAAElFTkSuQmCC",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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JOnHiRIccy2fwns9jSZLC4XCHZNqCMwUAgKEUAACGUgAAGEoBAGAoBQCAoRQAAIZSAAAYSgEAYCgFAIChFAAAhlIAABhKAQBgPtMD8UKhUIccx2d4nO/afI4ViUScM7169XLO+Ayck6T/+7//c85kZWU5Z2pqapwzR48edc4cPnzYOSNJeXl5zpn8/HznTHV1tXPGZ4ieL5+hcz7ra2hocM7U1dU5ZyS/9ZWXl3sdqzWcKQAADKUAADCUAgDAUAoAAEMpAAAMpQAAMJQCAMBQCgAAQykAAAylAAAwlAIAwFAKAABDKQAAzGd6Smo4HHbOREVFOWd8pi36rE2SevTo4ZwZMmSIc6Zfv37OmVGjRjlnJCkxMdE5s3fvXufM7t27nTNFRUXOGd/plmfPnnXO+Ew8ra2tdc748Jl2KklBEFzjlVy74/iuzWcqss9E5Dbtt132CgC4KVEKAABDKQAADKUAADCUAgDAUAoAAEMpAAAMpQAAMJQCAMBQCgAAQykAAAylAAAwn+mBeD4DpXwG4sXFxTlnUlNTnTOS1L9/f+eMz3C7hIQE58zx48edM5J04MAB50xJSYlz5sSJE86ZyspK54zv0DSfwYrR0e4PcZ/Hhc9wO5+1SX7D4+rq6jok4/NvJPndfz7rawvOFAAAhlIAABhKAQBgKAUAgKEUAACGUgAAGEoBAGAoBQCAoRQAAIZSAAAYSgEAYCgFAIC5ZQbi+QzJqq+vd87ExMQ4Z5KSkpwzPkPqJL9Bej73Q0FBgXPm/PnzzhlJOnbsmHPGZ+hcVVVVhxzHl88AudjYWOeMz1C36upq54zP4D3Jb3hcR+nInwff4Xut4UwBAGAoBQCAoRQAAIZSAAAYSgEAYCgFAIChFAAAhlIAABhKAQBgKAUAgKEUAACGUgAAmFtmIF5H8Rm8V1dX55wpLCx0zkh+Q9MSEhKcMykpKc4Zn2GCknTHHXc4Z2pqapwzPvedzwA0n+NIfgPQfO7zc+fOOWd81ubzuPg0OVc38uA9qf2G73GmAAAwlAIAwFAKAABDKQAADKUAADCUAgDAUAoAAEMpAAAMpQAAMJQCAMBQCgAAQykAAAylAAAwt8yUVJ+JgT5TECsqKpwzlZWVzhmfSZWSVF5e7pzJyMhwzqSmpjpnBg0a5JyRpGHDhjlnkpKSnDM+00t9MmVlZc4ZScrLy3POvP/++84Zn/XV1tY6Z3ynnfo8bjt1cv/9t72mkLbEZ/qyz2TatuBMAQBgKAUAgKEUAACGUgAAGEoBAGAoBQCAoRQAAIZSAAAYSgEAYCgFAIChFAAAhlIAAJhbZiCeD5/BWh3FZ4ieJOXn5ztn0tLSnDN33HGHc2b48OHOGclvYF8kEnHO+AxoKykpcc5s3brVOSNJH330kXPGZ7Ciz0A8n+Fs9fX1zhnJb1Cdz7+tz/NDRw7Ru3jxYrvslzMFAIChFAAAhlIAABhKAQBgKAUAgKEUAACGUgAAGEoBAGAoBQCAoRQAAIZSAAAYSgEAYD7TA/E6cniVK58BY5JUVVXlnCkuLnbOFBYWOmfi4uKcM5KUlJTknCkvL3fOnD592jmze/du58yGDRucM5JUW1vrnElJSXHO+Ayq8xk4V1NT45yR/AbV3ejD7Xz4Pke0hjMFAIChFAAAhlIAABhKAQBgKAUAgKEUAACGUgAAGEoBAGAoBQCAoRQAAIZSAAAYSgEAYD7TA/FuZL7DuHwGfxUVFTlndu7c6ZyZNGmSc0byG/z13nvvOWe2bt3qnPG5H44ePeqckfyG291+++3OmfT0dOdMVFSUc+bkyZPOGUmqqKhwzvg8Lm50oVCoXfbLmQIAwFAKAABDKQAADKUAADCUAgDAUAoAAEMpAAAMpQAAMJQCAMBQCgAAQykAAAylAAAwDMSDqqurnTMFBQXOmcLCQueMJJ0+fdo5s3v3budMXl6ec6asrMw54zvsMBwOO2fq6+udM8nJyc4Zn+FsFy9edM5IUk1NjVfOlc9915FiY2PbZb+cKQAADKUAADCUAgDAUAoAAEMpAAAMpQAAMJQCAMBQCgAAQykAAAylAAAwlAIAwFAKAABDKQAATJunpHbq5N4fjY2Nzhl8OlFRUc6Z6Gj3YblxcXHOGd+pmP/617+cM7t27eqQ4/hM0oyJiXHOSH5TMdPS0pwz2dnZzpl//vOfzpnPfe5zzhlJSkhIcM74TOg9f/68c6aurs45I/k9V/pMpm0LzhQAAIZSAAAYSgEAYCgFAIChFAAAhlIAABhKAQBgKAUAgKEUAACGUgAAGEoBAGAoBQCAafMkNJ9hXFVVVc4ZfDpdunRxzvTp08c5M378eOdMZmamc0aSzpw545wpKSlxzlRWVjpnfAZFJiYmOmd8lZWVOWd8hrolJSU5Z4IgcM5IUiQScc74PBdVVFQ4Z3zV1tY6Z3yGX7YFZwoAAEMpAAAMpQAAMJQCAMBQCgAAQykAAAylAAAwlAIAwFAKAABDKQAADKUAADCUAgDAtHkgXk1NTXuuA58QExPjlRs7dqxz5rHHHnPODBgwwDnjM3BOkvbv3++c8Rkw1lF8H0s+w+26du3aIcdJSUlxzqSlpTlnJL/1FRQUOGc+/vhj50xHDtFrbGxsl/1ypgAAMJQCAMBQCgAAQykAAAylAAAwlAIAwFAKAABDKQAADKUAADCUAgDAUAoAAEMpAABMmwfihcNh553X19c7Z9pryNO10qmTe48mJCQ4Z+68807njCRNnDjROTN48GDnjM/gr02bNjlnJOndd991zvisz2cIYRAEzpmqqirnjOT3s1ddXe2cCYVCzpns7GznTK9evZwzkvTBBx84Z6Kj2/xUZ3yev3z53Oc+Pw9t2m+77BUAcFOiFAAAhlIAABhKAQBgKAUAgKEUAACGUgAAGEoBAGAoBQCAoRQAAIZSAAAYSgEAYNo8JaqhocF55z7D7aKiopwzkt/AK58hVF27dnXOpKenO2dGjx7tnJH8hrq9/fbbzpn9+/c7Z95//33njCSdOXPGOePzs+czAK22ttY54zNEz1d5eblzJhKJOGfi4uKcM/Hx8c4ZSaqpqXHOlJaWOmd8hgnW1dU5ZyS/51ef9bUFZwoAAEMpAAAMpQAAMJQCAMBQCgAAQykAAAylAAAwlAIAwFAKAABDKQAADKUAADCUAgDAUAoAANOuU1J9hMNhr1xiYqJzxmcia1JSknMmISHBOXPy5EnnjCTt3bvXOXPixAnnTFlZmXPGZ2Kn5DcV04fP9NKOnHhaWVnpnPnwww+dM1u3bnXOlJSUOGf69u3rnJGko0ePOmfOnj3rnLnRJ+D6TPVtC84UAACGUgAAGEoBAGAoBQCAoRQAAIZSAAAYSgEAYCgFAIChFAAAhlIAABhKAQBgKAUAgAkFbZzgFAqF3HfukYmJiXHOSFJ0dJtn+5nOnTt3yHF8Mj7DuCSpqqqqQzI+w7g6cljYraijHoOxsbHOGZ9BkVlZWc4ZSTp//rxzxmfoo88Awo78Ge/Uyf13+rYMNuVMAQBgKAUAgKEUAACGUgAAGEoBAGAoBQCAoRQAAIZSAAAYSgEAYCgFAIChFAAAhlIAAJh2HYjXkXyGQ93ot8mHz0CuxsbGdlgJPkt8hj527drV61g+j9sLFy44Z3yGPnYkn+GhbRm0yZkCAMBQCgAAQykAAAylAAAwlAIAwFAKAABDKQAADKUAADCUAgDAUAoAAEMpAAAMpQAAMLfMQLwbmc995zPYDriZ+AyxlKSoqCjnTF1dndexbmQ+919DQ0Pr+/VZDADg1kQpAAAMpQAAMJQCAMBQCgAAQykAAAylAAAwlAIAwFAKAABDKQAADKUAADCUAgDAUAoAABN9vRfwWcDEU6C5xsZGrxyPp//xnTLb6n7bZa8AgJsSpQAAMJQCAMBQCgAAQykAAAylAAAwlAIAwFAKAABDKQAADKUAADCUAgDAUAoAANPmgXjhcNh55z4Dr3yHPDU0NDhnQqGQc8ZnGFd0tPvcQd9hYT7q6+udMx05lKyj/p18juOT8fl5kKS6ujqvnCuf2+Tz/ODL5/7rqJ+H2tpa54zkt77ExESvY7WGMwUAgKEUAACGUgAAGEoBAGAoBQCAoRQAAIZSAAAYSgEAYCgFAIChFAAAhlIAABhKAQBgQkFHTjYDANzQOFMAABhKAQBgKAUAgKEUAACGUgAAGEoBAGAoBQCAoRQAAIZSAACY/weZNihEx29gUwAAAABJRU5ErkJggg==",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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j3pmWlhbvTNDvba9e/j+fB30+dYYzBQCAoRQAAIZSAAAYSgEAYCgFAIChFAAAhlIAABhKAQBgKAUAgKEUAACGUgAAGEoBAGAYiAfFxMR4Z9LS0rwz48eP985I0s033+ydyc3N9c40NjZ6Z9577z3vzN69e70zkvTXv/7VO1NeXu6daWpq8s60t7d7Z4IMb5Sk1tZW70x3DbcLcj8EzQW5TV3BmQIAwFAKAABDKQAADKUAADCUAgDAUAoAAEMpAAAMpQAAMJQCAMBQCgAAQykAAAylAAAwlAIAwHyup6QGmdIYJBNk2mJUVJR3RpJ69+7tncnLy/PO5Ofne2cmTJjgnZGk5ORk70xJSYl3ZsuWLd6ZEydOeGfOnj3rnZGkmpoa70yQSZpBppB2p+6cyNpdevXy//k8yHTjruBMAQBgKAUAgKEUAACGUgAAGEoBAGAoBQCAoRQAAIZSAAAYSgEAYCgFAIChFAAAhlIAAJiQ6+K0tp4+UCqIIEOogmSio/3nDvbt29c7I0kjR470zowbN847k5aW5p2pra31zkjSG2+84Z2prq72zgQZbhdk4FxQQQYrBnm8BtlPEN35mhJkiF53ZaRg93lSUpJ3pivDGDlTAAAYSgEAYCgFAIChFAAAhlIAABhKAQBgKAUAgKEUAACGUgAAGEoBAGAoBQCAoRQAAMZ/UtsVpLsGjKWmpnpnrrvuOu+MJGVlZXlnGhsbvTNHjx71zhw7dsw7I0lHjhzxzgQZthZkuF13DY+Tgt2mqKgo70x3DYIL8lwKuq8r0cV67HGmAAAwlAIAwFAKAABDKQAADKUAADCUAgDAUAoAAEMpAAAMpQAAMJQCAMBQCgAAQykAAMzneiBeEEGGeLW1tXlnPvzwQ++MFGxYWJ8+fbwzaWlp3pl+/fp5ZyQpOzvbO3Pu3DnvTHS0/9OhtbXVOxNkSF1Q8fHx3pm6ujrvTENDg3cmyPMiaC7IMMGejoF4AICLjlIAABhKAQBgKAUAgKEUAACGUgAAGEoBAGAoBQCAoRQAAIZSAAAYSgEAYCgFAIChFAAAJuS6OGrvSpwyGER33Q9BJnZKUkpKinemf//+3pkxY8Z4Z3JycrwzktS7d2/vTFZWVrfsJ8jE06qqKu+MJJWUlHhndu7c6Z05efKkd6a6uto7E2SirxRsOmiQ523Q4+susbGx3pmmpqZO13CmAAAwlAIAwFAKAABDKQAADKUAADCUAgDAUAoAAEMpAAAMpQAAMJQCAMBQCgAAQykAAEywqWufY0GGcQXR0tISKFdTU+Od6dOnj3fm2muv9c7MmDHDOyNJmZmZ3pm4uLhA+/JVV1fnnfnjH/8YaF8ffPCBd6a+vt4709DQ4J0J8rwI+lwKkuvpw+2CaG5uvijXy5kCAMBQCgAAQykAAAylAAAwlAIAwFAKAABDKQAADKUAADCUAgDAUAoAAEMpAAAMpQAAMAzEu8K0tbV5Z2pra70zp06d8s4EGbwnScnJyd6ZpqYm70x1dbV3ZuvWrd6Zp59+2jsjBfvepqWleWeC3Hetra3emXPnznlnpO4bStnTXaz7gTMFAIChFAAAhlIAABhKAQBgKAUAgKEUAACGUgAAGEoBAGAoBQCAoRQAAIZSAAAYSgEAYBiIBzU0NHhndu/e7Z1ZtGiRdyaoXbt2eWfWrl3rnSkpKfHOVFZWemckKSUlxTsTZJjggAEDvDOhUMg7E/R+CDJ8jyF6XceZAgDAUAoAAEMpAAAMpQAAMJQCAMBQCgAAQykAAAylAAAwlAIAwFAKAABDKQAADKUAADAMxIPa29u9MxUVFd6Z6upq74wkpaamemeKi4u9M0GG/AUZJhhUVFSUd6alpcU7k5GR4Z0J4syZM4FyZ8+e/YyPpGM9fYher14X52d6zhQAAIZSAAAYSgEAYCgFAIChFAAAhlIAABhKAQBgKAUAgKEUAACGUgAAGEoBAGAoBQCAoRQAAIYpqVeYUCjknQkyfbN3797embq6Ou+MJJWVlXlnioqKvDPl5eXemSATZoN8j6Rg36fs7GzvTEFBgXdmx44d3pkg950knThxwjsTZCJrc3Ozd6anT1btCs4UAACGUgAAGEoBAGAoBQCAoRQAAIZSAAAYSgEAYCgFAIChFAAAhlIAABhKAQBgKAUAgOnyQLwgQ7yuhOFQl5v4+HjvTJChad/5zne8MxkZGd4ZKdhAvMrKSu9MS0uLdybI8yLI9yioIEMIgwyCS0lJ8c4EHQwYHe0/x/P999/3zrS2tnpngg75C/Ja2avXxfmZnjMFAIChFAAAhlIAABhKAQBgKAUAgKEUAACGUgAAGEoBAGAoBQCAoRQAAIZSAAAYSgEAYLo8WYrhdt0r6LCwiRMnemcef/xx70xmZqZ3pqKiwjsjScXFxd6Zs2fPemeCPMaDZIIMnJOkM2fOeGfKy8u9M/v37/fOfOELX/DO5Ofne2ckqampyTvz4osvemcaGxu9M0GGKkrd99jrCs4UAACGUgAAGEoBAGAoBQCAoRQAAIZSAAAYSgEAYCgFAIChFAAAhlIAABhKAQBgKAUAgOnyQLwgA9oYovdfMTEx3pmcnJxA+5o9e7Z3ZujQod6Z06dPe2dWrlzpnZGk7du3e2eCDibrDq2trYFyQZ5PNTU13pna2lrvzNSpU70z1113nXdGko4dO+adSUhI8M709NevoEMzO8OZAgDAUAoAAEMpAAAMpQAAMJQCAMBQCgAAQykAAAylAAAwlAIAwFAKAABDKQAADKUAADBdHoh3JQ6HCpIJMtwuLS3NOzN69GjvjCSdPHnSO/Pkk096Z0pKSrwzR44c8c5I0rlz57wzQR6vPf0x3tbW5p1pbGz0zgQZHpeSkuKdSU1N9c5IwR7jQe6HIPd3e3u7dyaoIMfXFZwpAAAMpQAAMJQCAMBQCgAAQykAAAylAAAwlAIAwFAKAABDKQAADKUAADCUAgDAUAoAAEMpAABMl6ekdpcgk0slKS4uzjvTq5d/JyYlJXlnEhMTvTMHDhzwzkjStm3bvDM1NTXemZaWFu9M0KmOPX16aXcJcj80NTV5Z0pLS70zQSarnjlzxjsjSYcPH/bOnD592jtzsaaQflYu1vOCMwUAgKEUAACGUgAAGEoBAGAoBQCAoRQAAIZSAAAYSgEAYCgFAIChFAAAhlIAABhKAQBgQq6LU5WCDqrrLkGOLyoqqlsyQQbvtba2emekYEO82tvbA+0LV6Ygj9cgQx9HjhzpnZGk+vp670yQIXrNzc3emZ6uKy/3nCkAAAylAAAwlAIAwFAKAABDKQAADKUAADCUAgDAUAoAAEMpAAAMpQAAMJQCAMBQCgAAc8UMxANw6QR5fUhISAi0ryAD+xoaGrwzXXxpvKwwEA8A4IVSAAAYSgEAYCgFAIChFAAAhlIAABhKAQBgKAUAgKEUAACGUgAAGEoBAGAoBQCAYSAegMtKkNeiK3G4XRAMxAMAeKEUAACGUgAAGEoBAGAoBQCAoRQAAIZSAAAYSgEAYCgFAIChFAAAhlIAABhKAQBgKAUAgIm+1AcAAD6YeHpxcaYAADCUAgDAUAoAAEMpAAAMpQAAMJQCAMBQCgAAQykAAAylAAAwlAIAwFAKAABDKQAADAPxukEoFPLOMPTryhXk8SD17MdE0NvUk/cVZD9tbW0X4Ug6FhMTc1GulzMFAIChFAAAhlIAABhKAQBgKAUAgKEUAACGUgAAGEoBAGAoBQCAoRQAAIZSAAAYSgEAYLo8EK8nD+MCAHw2OFMAABhKAQBgKAUAgKEUAACGUgAAGEoBAGAoBQCAoRQAAIZSAACY/wO+HZz28io4yQAAAABJRU5ErkJggg==",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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r8/LNlQIAwFAKAABDKQAADKUAADCUAgDAUAoAAEMpAAAMpQAAMJQCAMBQCgAAQykAAAylAAAwX+qBeKFQ6Lraju+2fAa0paWlOWcGDhzonJGkCRMmOGd8BuJ169bNOXPq1CnnzD//+U/njCTt2LHDOXP48GHnzMmTJ50zjY2NzpkgCJwzktTQ0OCcOXfunHMmEok4Z5qbm50zktTU1OScuVID+7hSAAAYSgEAYCgFAIChFAAAhlIAABhKAQBgKAUAgKEUAACGUgAAGEoBAGAoBQCAoRQAAIZSAACYL/WU1HA47JyJjY11zvhMW/TZjuQ36XPw4MHOmdzcXOfMyJEjnTOSlJOT45wpKytzzrz33nvOmaNHjzpnSktLnTOSVFJS4pypq6tzztTX1ztnfPg8LySppaXlMu/J5duO7+TXmBj3n8/j4+O9ttURrhQAAIZSAAAYSgEAYCgFAIChFAAAhlIAABhKAQBgKAUAgKEUAACGUgAAGEoBAGAoBQCA+VIPxPMZQuUzqC4pKck5k5WV5ZyRpP79+ztnBgwY4Jzp0qWLc8ZnOJskbdiwwTnT3NzsnDl06JBzprq62jnT2NjonJGkhoYG50xcnPtT3HeomyuffZP89q+pqck54zOwz2c7kt/wPd9tdYQrBQCAoRQAAIZSAAAYSgEAYCgFAIChFAAAhlIAABhKAQBgKAUAgKEUAACGUgAAGEoBAGCum4F4oVDIOeMzNC0cDjtnfIbbDRs2zDkjSRkZGc4Zn8GAPoPg6uvrnTOSdPjwYedMQkKCc+bEiRPOGZ/hdr4D53z+neLj450zPoPgfM6Dz3BJyW//fM65z2uKT8aXzxC9aHClAAAwlAIAwFAKAABDKQAADKUAADCUAgDAUAoAAEMpAAAMpQAAMJQCAMBQCgAAQykAAMx1MxDPh8/wKp8BYz7Ky8s7ZTuSlJaW5pzJzs52zvgME5Skvn37Omd8hoX5DHVrampyzvgOTfMZ4JiYmOic8RkMeOrUKeeMz7nzzfmcc5/HkO+ww84cpNcRrhQAAIZSAAAYSgEAYCgFAIChFAAAhlIAABhKAQBgKAUAgKEUAACGUgAAGEoBAGAoBQCAoRQAAOZLPSXVZ6JhbW2tc6aurs45U1FR4ZyRpMrKSudMXl6ecyYzM9M5U1BQ4JyRpEGDBjlnevTo4ZxJSEhwzsTGxjpnampqnDOStG/fPufM3r17nTNnzpxxzlRVVTlnfKek+jxvfaaQ+mwnJsbv5+zOnMjaEa4UAACGUgAAGEoBAGAoBQCAoRQAAIZSAAAYSgEAYCgFAIChFAAAhlIAABhKAQBgKAUAgLluBuL5DIdqbm6+AntyeUQiEa9cY2Ojc8ZnuF3v3r2dM6NHj3bO+G4rOTnZOePzeKiurnbOvP32284ZSSopKXHO+AxwPHXqlHPGZ6Cb72Pc57nu87zw2T+f8yD5HZPPYy8aXCkAAAylAAAwlAIAwFAKAABDKQAADKUAADCUAgDAUAoAAEMpAAAMpQAAMJQCAMBQCgAAc90MxPPhM4Sqs/gO6zt37pxz5vjx486ZEydOOGdSUlKcM5KUnp7unPEZBFdRUeGc+eCDD5wzf/7zn50zkt9jIjs72zkTE+P+s+Jnn33mnPF53El+58Ency2/PkhXbqAnVwoAAEMpAAAMpQAAMJQCAMBQCgAAQykAAAylAAAwlAIAwFAKAABDKQAADKUAADCUAgDAfKkH4l3LfIdxtbS0OGd8BpPt27fPOXP33Xc7ZyS/Y/rwww+dM2+88YZzZseOHc6ZTz/91DkjSVlZWc6Z1NRU50xeXp5zJikpyTnT1NTknJGkkydPeuUQHa4UAACGUgAAGEoBAGAoBQCAoRQAAIZSAAAYSgEAYCgFAIChFAAAhlIAABhKAQBgKAUAgGEgHrwGk1VUVDhnqqurnTOSVFlZ6ZzZvXu3c2bXrl3OmZqaGueMz4A/SYqLc3+6NjQ0OGcyMjKcM5FIxDnTo0cP54wknT592ivnyndgnw+fAZiJiYlXYE+4UgAAXIBSAAAYSgEAYCgFAIChFAAAhlIAABhKAQBgKAUAgKEUAACGUgAAGEoBAGAoBQCAoRQAACbqsYsxMe794TsNEv7i4+OdM0lJSc6Z9PR058yZM2ecM5L08ccfO2feeecd58zBgwedM42Njc6Z2NhY54zk9xzMzs52zgwePNg589FHHzlnhg4d6pyRpOTkZOdMaWmpc6aqqso54/N4kPymzIZCIa9tdYQrBQCAoRQAAIZSAAAYSgEAYCgFAIChFAAAhlIAABhKAQBgKAUAgKEUAACGUgAAGEoBAGCiHoiXkJDgvPKzZ886Z/C/8RmA5jOYbNq0ac6ZzMxM54wkHT582Dlz7Ngx50xdXZ1zxmdInc9AN0lqbm52zlRUVDhnCgoKnDNdu3Z1zqSkpDhnJL+hjz7/tqdPn3bOBEHgnPHN+Tz2olrvFVkrAOALiVIAABhKAQBgKAUAgKEUAACGUgAAGEoBAGAoBQCAoRQAAIZSAAAYSgEAYCgFAICJeiBeQ0PDldwPfE5SUpJXrqioyDkzffp054zPcLuysjLnjCR99NFHzhmfYWYtLS3OGZ9BZr7PperqaueMz/C90tJS54zP4yE3N9c5I/kN2iwpKXHOHD9+3DnT1NTknPHl83iNBlcKAABDKQAADKUAADCUAgDAUAoAAEMpAAAMpQAAMJQCAMBQCgAAQykAAAylAAAwlAIAwEQ9EC8cDjuvvLm52TnjO+QpFAo5Z3yGmcXFRX3KTHp6unPm61//unNGksaNG+ecycrKcs74DAtbu3atc0aSduzY4Zypq6vz2pYrn8fQmTNnvLYViUScMz7n4dy5c86Z/Px850zfvn2dM5J07Ngx54zP87Yzh9v5vH7FxFyZn+m5UgAAGEoBAGAoBQCAoRQAAIZSAAAYSgEAYCgFAIChFAAAhlIAABhKAQBgKAUAgKEUAAAm6ilRPsO4fIbbxcbGOmckKT4+vlO2lZaW5pzJy8tzzowYMcI5I0lnz551zvgMqnvrrbecM8XFxc4ZSaqpqXHOdNbj1Wc7nam2ttY5k5iY6JxJSkpyzqSmpjpnJKmiosI54zMYsKGhwTnT2NjonJH8Hkc+gwujwZUCAMBQCgAAQykAAAylAAAwlAIAwFAKAABDKQAADKUAADCUAgDAUAoAAEMpAAAMpQAAMJQCAMBc0SmpPnymnUpS9+7dnTPhcNg5k5GR4ZxJSUlxzhw8eNA5I0nbtm3rlG1VV1c7Z3wmuEpSU1OTcyYUCjlngiDolIyv5uZm58zJkyedM++9955zxmfC7OnTp50zknTkyBHnTHl5uXPGZwqpz3nw5fN4iAZXCgAAQykAAAylAAAwlAIAwFAKAABDKQAADKUAADCUAgDAUAoAAEMpAAAMpQAAMJQCAMCEgignevkMGPPJxMVFPaOvFZ9Bej6D6ny2Exsb65xpbGx0zkh+Q7zq6+udMz4DEjtzeNz1qLOegz6DInv06OGcGTZsmHNGkmpra50zxcXFzpmamhrnTGcOxIuJcf+ZPprnLVcKAABDKQAADKUAADCUAgDAUAoAAEMpAAAMpQAAMJQCAMBQCgAAQykAAAylAAAwlAIAwFzRgXidyWf/fAZKXet8hs515hAvXJ98BkV2796907ZVWVnpnGloaHDOdCaf8xDNoM3r71URAOCNUgAAGEoBAGAoBQCAoRQAAIZSAAAYSgEAYCgFAIChFAAAhlIAABhKAQBgKAUAgLluBuJdy3zOnc9gO+CLJDY21isXFxfnnIlmENznXevPQZ+BnpFIpOP1+uwMAOD6RCkAAAylAAAwlAIAwFAKAABDKQAADKUAADCUAgDAUAoAAEMpAAAMpQAAMJQCAMBQCgAA4z5uEM6u9WmLwNUQzcTO9rS0tDhnrsfnoM+U1KjWe0XWCgD4QqIUAACGUgAAGEoBAGAoBQCAoRQAAIZSAAAYSgEAYCgFAIChFAAAhlIAABhKAQBgoh6IFw6HnVfuM7jKd8iTz3CtUCjknPEZrBUX5z530HdYmM8xNTc3O2c6c8BYZ/07+Tz2fPYtNjbWOSN13r+TzzH5vD74io+Pd874vBb5nIeGhgbnjOT375Samuq1rY5wpQAAMJQCAMBQCgAAQykAAAylAAAwlAIAwFAKAABDKQAADKUAADCUAgDAUAoAAEMpAABMKOjMyWYAgGsaVwoAAEMpAAAMpQAAMJQCAMBQCgAAQykAAAylAAAwlAIAwFAKAADzf1l6P7o9SPxLAAAAAElFTkSuQmCC",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import torch\n",
    "import torch.nn as nn\n",
    "import torch.nn.functional as F\n",
    "from torch.utils.data import DataLoader\n",
    "from torchvision import datasets, transforms\n",
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "import sys\n",
    "\n",
    "class Encoder(nn.Module):\n",
    "    def __init__(self, latent_dim=16):\n",
    "        super().__init__()\n",
    "        self.encoder = nn.Sequential(\n",
    "            nn.Conv2d(1, 16, 3, stride=2, padding=1),\n",
    "            nn.ReLU(),\n",
    "            nn.Conv2d(16, 32, 3, stride=2, padding=1),\n",
    "            nn.ReLU(),\n",
    "            nn.Flatten(),\n",
    "            nn.Linear(32 * 7 * 7, 128),\n",
    "            nn.ReLU(),\n",
    "            nn.Linear(128, latent_dim * 2)\n",
    "        )\n",
    "        self.latent_dim = latent_dim\n",
    "        \n",
    "    def forward(self, x):\n",
    "        params = self.encoder(x)\n",
    "        mu, log_var = params.chunk(2, dim=-1)\n",
    "        std = torch.exp(0.5 * log_var)\n",
    "        eps = torch.randn_like(std)\n",
    "        return mu + eps * std\n",
    "\n",
    "class Decoder(nn.Module):\n",
    "    def __init__(self, latent_dim=16):\n",
    "        super().__init__()\n",
    "        self.decoder = nn.Sequential(\n",
    "            nn.Linear(latent_dim, 128),\n",
    "            nn.ReLU(),\n",
    "            nn.Linear(128, 7 * 7 * 32),\n",
    "            nn.ReLU(),\n",
    "            nn.Unflatten(-1, (32, 7, 7)),  # Changed unflatten dimension\n",
    "            nn.ConvTranspose2d(32, 16, 3, stride=2, padding=1, output_padding=1),\n",
    "            nn.ReLU(),\n",
    "            nn.ConvTranspose2d(16, 1, 3, stride=2, padding=1, output_padding=1),\n",
    "            nn.Tanh()\n",
    "        )\n",
    "        \n",
    "    def forward(self, z):\n",
    "        if z.dim() == 1:\n",
    "            z = z.unsqueeze(0)  \n",
    "        return self.decoder(z)\n",
    "\n",
    "class DiffusionModel:\n",
    "    def __init__(self, n_steps=256, device='cpu'):\n",
    "        self.n_steps = n_steps\n",
    "        self.device = device\n",
    "        betas = torch.linspace(1e-4, 0.02, n_steps).to(device)\n",
    "        alphas = 1 - betas\n",
    "        self.alphas_cumprod = torch.cumprod(alphas, dim=0)\n",
    "        \n",
    "    def add_noise(self, x, t):\n",
    "        noise = torch.randn_like(x)\n",
    "        alpha_t = self.alphas_cumprod[t]\n",
    "        if alpha_t.dim() == 0:\n",
    "            alpha_t = alpha_t.unsqueeze(0)\n",
    "        return (\n",
    "            torch.sqrt(alpha_t) * x + \n",
    "            torch.sqrt(1 - alpha_t) * noise\n",
    "        ), noise\n",
    "        \n",
    "    def denoise_step(self, x, t):\n",
    "        if isinstance(t, int):\n",
    "            t = torch.tensor([t], device=x.device)\n",
    "        alpha = self.alphas_cumprod[t]\n",
    "        alpha_prev = self.alphas_cumprod[t-1] if t > 0 else torch.tensor(1.0, device=x.device)\n",
    "        \n",
    "        eps = torch.randn_like(x)\n",
    "        x_denoised = (1 / torch.sqrt(alpha)) * (x - torch.sqrt(1 - alpha) * eps)\n",
    "        x_prev = torch.sqrt(alpha_prev) * x_denoised + torch.sqrt(1 - alpha_prev) * eps\n",
    "        \n",
    "        return x_prev\n",
    "\n",
    "class DeepPCR:\n",
    "    def __init__(self, diffusion_model, max_iter=10, tol=1e-4):\n",
    "        self.diffusion = diffusion_model\n",
    "        self.max_iter = max_iter\n",
    "        self.tol = tol\n",
    "        \n",
    "    def parallel_denoise(self, x_noisy, n_steps, decoder=None):\n",
    "        if x_noisy.dim() == 2:\n",
    "            x_noisy = x_noisy.squeeze(0)\n",
    "            \n",
    "        x_steps = [x_noisy]\n",
    "        \n",
    "        for _ in range(n_steps - 1):\n",
    "            x_steps.append(torch.randn_like(x_noisy))\n",
    "            \n",
    "        for iter_idx in range(self.max_iter):\n",
    "            residuals = []\n",
    "            for t in range(n_steps - 1):\n",
    "                x_next = self.diffusion.denoise_step(x_steps[t], n_steps - t - 1)\n",
    "                residual = x_steps[t + 1] - x_next\n",
    "                residuals.append(torch.norm(residual).item())\n",
    "                x_steps[t + 1] = x_next\n",
    "                \n",
    "                # Visualize every 50 steps\n",
    "                if decoder and t % 50 == 0:\n",
    "                    with torch.no_grad():\n",
    "                        img = decoder(x_next).cpu()\n",
    "                        plt.clf()\n",
    "                        plt.imshow(img.squeeze(), cmap='gray')\n",
    "                        plt.title(f'Step {t}/{n_steps-1}')\n",
    "                        plt.axis('off')\n",
    "                        plt.pause(0.01)\n",
    "                \n",
    "            if max(residuals) < self.tol:\n",
    "                break\n",
    "                \n",
    "        return x_steps\n",
    "\n",
    "def train_and_visualize():\n",
    "    device = torch.device('cpu')\n",
    "    latent_dim = 16\n",
    "    n_steps = 256\n",
    "    batch_size = 64\n",
    "    num_epochs = 5\n",
    "    \n",
    "    transform = transforms.Compose([\n",
    "        transforms.ToTensor(),\n",
    "        transforms.Normalize((0.5,), (0.5,))\n",
    "    ])\n",
    "    \n",
    "    dataset = datasets.MNIST('./data', train=True, download=True, transform=transform)\n",
    "    dataloader = DataLoader(dataset, batch_size=batch_size, shuffle=True)\n",
    "    \n",
    "    encoder = Encoder(latent_dim).to(device)\n",
    "    decoder = Decoder(latent_dim).to(device)\n",
    "    diffusion = DiffusionModel(n_steps=n_steps, device=device)\n",
    "    deeppcr = DeepPCR(diffusion)\n",
    "    \n",
    "    optimizer = torch.optim.Adam(list(encoder.parameters()) + list(decoder.parameters()))\n",
    "    \n",
    "    plt.ion()\n",
    "    plt.figure(figsize=(6, 6))\n",
    "    \n",
    "    for epoch in range(num_epochs):\n",
    "        for batch_idx, (data, _) in enumerate(dataloader):\n",
    "            data = data.to(device)\n",
    "            \n",
    "            latents = encoder(data)\n",
    "            recon = decoder(latents)\n",
    "            loss = F.mse_loss(recon, data)\n",
    "            \n",
    "            optimizer.zero_grad()\n",
    "            loss.backward()\n",
    "            optimizer.step()\n",
    "            \n",
    "            sys.stdout.write(f'\\rEpoch: {epoch+1}/{num_epochs}, Batch {batch_idx}, Loss: {loss.item():.4f}')\n",
    "            sys.stdout.flush()\n",
    "    \n",
    "    z = torch.randn(latent_dim).to(device)\n",
    "    noisy_latents, _ = diffusion.add_noise(z, torch.tensor(n_steps-1).to(device))\n",
    "    denoised_steps = deeppcr.parallel_denoise(noisy_latents, n_steps, decoder)\n",
    "    \n",
    "    plt.ioff()\n",
    "    plt.close()\n",
    "\n",
    "if __name__ == \"__main__\":\n",
    "    train_and_visualize()"
   ]
  }
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