{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "## Lab 2 - Hopfield Networks" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "import numpy as np\n", "import random\n", "import matplotlib.pyplot as plt\n", "\n", "def generate_memory(height=10, width=10, p=0.5, rng=None):\n", " # Use the provided RNG or create a new default RNG\n", " if rng is None:\n", " rng = np.random.default_rng()\n", " # Generate activation pattern\n", " return rng.choice([-1, 1], size=(height, width), p=[1 - p, p]) # Memories have shape (height, width) and consist of -1s and 1s. Each neuron is active (1) with probability p, and inactive (-1) with probability 1-p." ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "class HopfieldNetwork:\n", "\n", " def __init__(self, memories, height=10, width=10):\n", " self.height = height # Number of rows in the network\n", " self.width = width # Number of columns in the network\n", "\n", " # We set up the weights, with (x*width + y, i*width + j) denoting the weight from (i, j) to (x, y).\n", " self.set_weights(memories)\n", " self.activity = np.zeros((height, width))\n", "\n", " def set_weights(self, memories):\n", " # Set the synaptic weights of the network according to the specified (Hebbian) rule.\n", " self.W = np.zeros((self.height * self.width, self.height * self.width))\n", " for mu in memories:\n", " mu_ = mu.flatten() # Flatten the memory to a 1D array of shape (height*width,).\n", " self.W += np.outer(mu_, mu_) # Exercise: Confirm that this matches the Lab sheet.\n", "\n", " def compute_input(self):\n", " # Compute the input to each neuron as the weighted sum of the activities of all other neurons. Exercise: Confirm that this matches the Lab sheet.\n", "\n", " return np.dot(self.W, self.activity.flatten()) # Shape: (height*width,)\n", "\n", " def update_activity(self):\n", " # Set each neuron's activity to +1 if the input is positive, and -1 if the input is negative.\n", "\n", " flattened_activity = np.sign(self.compute_input()) # Shape: (height*width,).\n", " flattened_activity[flattened_activity == 0] = -1 # In the unlikely case that the input to a neuron is exactly 0, we set its activity to -1 (as per the Lab sheet).\n", "\n", " self.activity = flattened_activity.reshape((self.height, self.width)) # Reshape the flattened activity back to the original shape of the network (height, width).\n", "\n", " def attempt_recall(self, memory, input_pattern, max_iterations=30):\n", " \"\"\"\n", " Initialize the network to the input pattern and let it evolve for a fixed number of iterations.\n", " Return the Hamming distance between the memory and the final state.\n", " \"\"\"\n", " self.activity = input_pattern\n", " for _ in range(max_iterations):\n", " self.update_activity()\n", " if np.array_equal(self.activity, memory):\n", " return 0 \n", " # Return the Hamming distance between the memory and the final state\n", " return np.sum(self.activity != memory)" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Hamming distance for memory 1: 0\n", "Hamming distance for memory 2: 0\n", "Hamming distance for memory 3: 0\n" ] }, { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "def degrade_input(memory, dropout_p=0.1, rng=None):\n", " # Use the provided RNG or create a new default RNG\n", " if rng is None:\n", " rng = np.random.default_rng()\n", " # Degrade the input memory\n", " return np.array([0 if rng.random() < dropout_p else memory[i, j] for i in range(memory.shape[0]) for j in range(memory.shape[1])]).reshape(memory.shape)\n", "\n", "mu_1 = generate_memory()\n", "mu_2 = generate_memory()\n", "mu_3 = generate_memory()\n", "memories = [mu_1, mu_2, mu_3]\n", "degraded_memories = [degrade_input(mu) for mu in memories]\n", "\n", "model = HopfieldNetwork(memories)\n", "\n", "fig, axes = plt.subplots(2, 3, figsize=(9, 6.5))\n", "for i, mu in enumerate(memories):\n", " # Clamp network activity to the degraded input pattern\n", " mu_ = degraded_memories[i]\n", " dist = model.attempt_recall(mu, mu_)\n", " print(f\"Hamming distance for memory {i + 1}: {dist}\")\n", " # Plot the original and retrieved patterns, and print the Hamming distance\n", " axes[0, i].imshow(mu.reshape((model.height, model.width)), cmap='gray')\n", " axes[0, i].set_title(f\"Memory {i + 1}\")\n", " axes[1, i].imshow(model.activity, cmap='gray')\n", " axes[1, i].set_title(f\"Retrieved memory {i + 1}\")\n", " axes[0, i].set_xticks([4, 9])\n", " axes[0, i].set_yticks([4, 9])\n", " axes[1, i].set_xticks([4, 9])\n", " axes[1, i].set_yticks([4, 9])\n", "plt.show()\n" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "def plot_hamming_distances(dropout_p):\n", " avg_hamming_distances = []\n", " memory_loads_to_consider = range(1, 101, 3)\n", "\n", " for M in memory_loads_to_consider:\n", " memories = [generate_memory() for _ in range(M)]\n", " model = HopfieldNetwork(memories)\n", " hamming_distances = []\n", " for mu in memories:\n", " # Initialize network activity to the degraded input pattern\n", " mu_ = degrade_input(mu, dropout_p)\n", " model.activity = mu_\n", " dist = model.attempt_recall(mu, mu_)\n", " hamming_distances.append(dist)\n", " avg_hamming_distance = np.mean(hamming_distances)\n", " avg_hamming_distances.append(avg_hamming_distance)\n", "\n", " # Plot the average Hamming distance as a function of the number of memories\n", " plt.plot(memory_loads_to_consider, avg_hamming_distances)\n", " plt.xlabel(\"Number of memories / Memory load\")\n", " plt.ylabel(\"Average Hamming distance\")\n", " plt.title(\"Avg. Hamming dist. as function of memory load (deterministic, dropout_p = {})\".format(dropout_p))\n", " plt.show()\n", "\n", "plot_hamming_distances(0.1)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The system's recall performance is flawless as long as the memory load does not exceed $15$ memories. For higher loads, recall performance worsens. becoming much less reliable for $30$ or more memories. If the memory load is increased further, say, beyond a total capacity limit of $50$, memory performance -- as measured by Hamming distance -- does not become worse but may, actually, slowly improve again. However, this effect occurs because attractor states are more densely packed in the state space, not because convergence to the correct memory becomes more reliable.\n", "\n", "The average recall performance for any given memory load depends on how many entries of the noisy input patterns are masked during recall. Surprisingly, this does not (strongly) hold for the number of memories that can be stored in the network without error, as shown by the below plots:" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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", 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", 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plot_hamming_distances(0.05)\n", "plot_hamming_distances(0.01)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Although we don't explore this in this Lab, it should be noted that the recall performance of associative memory systems also depends on the sparsity of the activity patterns to memorize. Sparse, and hence less overlapping patterns, are generally easier to store. This has been known at least since Marr's theory of the hippocampus as a simple memory system (1971)." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Part 2: Cortical Pruning and the Development of Schizophrenia" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Make a class that inherits from HopfieldNetwork and overwrites the update_activity method\n", "class StochasticHopfieldNetwork(HopfieldNetwork):\n", " def __init__(self, memories, height=10, width=10, T=4, rng=None):\n", " super().__init__(memories, height, width)\n", " self.T = T\n", " # Use an existing RNG if provided; otherwise, create a new one. This allows for reproducibility.\n", " self.rng = rng if rng else np.random.default_rng()\n", "\n", " def update_activity(self):\n", " E = self.compute_input()\n", " P = 1 / (1 + np.exp(-E / self.T))\n", " # Use the RNG to generate random values for reproducibility\n", " self.activity = np.where(self.rng.random(P.shape) < P, 1, -1).reshape(self.height, self.width)\n", "\n", "\n", " def apply_pruning(self, pruning_coef=0.6):\n", " for x in range(self.height):\n", " for y in range(self.width):\n", " for i in range(self.height):\n", " for j in range(self.width):\n", " threshold = pruning_coef * np.sqrt((i - x)**2 + (j - y)**2)\n", " if np.abs(self.W[x * self.width + y, i * self.width + j]) < threshold:\n", " self.W[x * self.width + y, i * self.width + j] = 0\n", "\n", "def plot_hamming_distances_stochastic(dropout_p, T):\n", " avg_hamming_distances = []\n", " memory_loads_to_consider = range(1, 101, 3)\n", "\n", " for M in memory_loads_to_consider:\n", " memories = [generate_memory() for _ in range(M)]\n", " model = StochasticHopfieldNetwork(memories, T=T)\n", " hamming_distances = []\n", " for mu in memories:\n", " # Initialize network activity to the degraded input pattern\n", " mu_ = degrade_input(mu, dropout_p)\n", " model.activity = mu_\n", " dist = model.attempt_recall(mu, mu_)\n", " hamming_distances.append(dist)\n", " avg_hamming_distance = np.mean(hamming_distances)\n", " avg_hamming_distances.append(avg_hamming_distance)\n", "\n", " # Plot the average Hamming distance as a function of the number of memories\n", " plt.plot(memory_loads_to_consider, avg_hamming_distances)\n", " plt.xlabel(\"Number of memories / Memory load\")\n", " plt.ylabel(\"Average Hamming distance\")\n", " plt.title(\"Avg. Hamming dist. as function of memory load (stochastic, dropout_p = {}, T = {})\".format(dropout_p, T))\n", " plt.show()\n", "\n", "plot_hamming_distances_stochastic(0.1, 4)\n", "plot_hamming_distances(0.1)" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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", 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", 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JwMM1OV9CaQl+SsNDPvn94tKBXDKF52/xQQIP/+TEKpzUpqRtpmk+FpfW46F/vEPl98/a2lqUMuEDGJ6Ppy/6fh4+EOAdNw9p4/eXEx3xCUI+WOXP8Lp16/TWdgDQHQ8z5t88/v3jOcS5ubmidBWfiOfeXMXcatUhzfz7yxYvXlyl+27Of8PHMRwk8u05aORkVbwv4KBIm30DlyvlkxAcREybNk08d3Jysvit59vzsia67ntKa2tFtkFF2qRQ1r6nvO+xFPvwyth/V3Qfrgn24aA1rfOxg9Hhkllc8iozM7PE20ycOFFuY2NTpBQIl0fjjwaXO7hz547G++3du1feokULUWahbt268jVr1sjnzJkjnk+9vII2ZTMU5SI0lZpg3bp1K1L2jMuLTZo0SV6tWjW5s7OzvF+/fvKwsDBRBkO15JhqOYkHDx4UWc+3c3JyKvO5Knr/0sqeqT+mpttqs61Lc/DgQXmrVq3E/YOCguSrVq0qVhpE/XlzcnLk//vf/+TNmjUTZTP4dfLy119/XezxFy9eLK9Ro4YoFaJ4DF3ee23eS13ao660Mh9c+qdJkyZi2wQHB8t//PHHEsueafNeMS4xx6VTvL29RSkZ3uZc6oVfQ2nbrKTHPHfunNgmvG24BF6PHj3kx44dK/KcurZRE22eR9uSKYrfkFOnTsmnTp0qyt1w6ZSRI0fKY2JiymwLAFSuv//+W5RYCgkJEd95/g2sV6+efMaMGfL4+Phit+ffLw8PD/FdfvToUbHrtf0NKs++m0t1jhgxQvz2cxtefvllZRt02Tfw6+Lf4sDAQHHc4+fnJ+/Vq5d89erVJW4nbR9fm7YqaLsNStqm2rSppN/+kvY92rzHhrYP12b/XZX78JIeD/tw0IYF/0/78B2gZDzUh8skaJqzDPqFbQ2GbMWKFfTaa6+JUTacLBIAjBuPruLhxdwTuHbt2ip5Th5dxaO8uKeuvEPkq4oxtdWQ3mMwTNiHVz3MIYdy4aErqjgw5Lln3bt3l6xNpgrbGowNJ4PheqjYkQOYBs5FwsEmD2sG04T3GBSwD696mEMO5cJf1IkTJ4p/Oaslz93h0ilz586VumkmB9sajA0ng+G5dwBg3E6ePCnyjfCc4hYtWoi5tWBa8B6DOuzDqx4CcigXTljC5THi4uLEGbQOHTqIZBhc4xz0C9sajAnPguLpFJzUDwCMG58A5sRkzZs3p/Xr10vdHKgEeI9BFfbh0sAccgAAAAAAAAAJYA45AAAAAAAAgAQQkAMAAAAAAABIwOTnkMtkMrp//z65uLiQhYWF1M0BAAAQ8/TS09NFmSFLS9M6N37o0CH6+OOP6ezZsxQbG0vbt28XpRpLc+DAAZo9e7aYuxgYGEjz588XySy1hX09AAAY677e5ANy3kHzzh0AAMDQ3LlzhwICAsiUcO3aZs2a0eTJk2nYsGFl3j4qKooGDhxIL7zwAm3cuJH27t1LU6dOJX9/f+rXr59Wz4l9PQAAGOu+3uSTuqWmppK7u7vYEK6urlI3BwAAgNLS0kQAmZKSQm5ubmSquLe6rB7y119/nf78809Rakdh1KhRYtvs2rVLq+fBvh4AAIx1X2/yPeSKoWu8g8ZOGgAADAmGVxMdP36cevfuXWQd94y/+uqrJd4nJydHXBR4SCDDvh4AAIxtX29aE9cAAADAqMTFxZGvr2+Rdfw39yw8evRI432WLFkiehsUFwxXBwAAY4WAHAAAAIzKvHnzxDB1xYWHqgMAABgjkx+yDgAAAIbLz8+P4uPji6zjv3nouYODg8b72NnZiQsAAICxQw85AAAASKZDhw4is7qq3bt3i/UAAACmDgE5AAAA6E1GRgZduHBBXBRlzXg5JiZGOdx8/PjxyttzubPIyEiaO3cuhYWF0ddff00///wzzZo1S7LXAAAAUFUQkAMAAIDenDlzhlq0aCEubPbs2WJ54cKF4u/Y2FhlcM7q1Kkjyp5xrzjXL1+2bBmtWbNG6xrkAAAAxszk65BzllbOwMpJX1AKBQAADAH2TfqF7QkAAMa6b0IPOQAAAAAAAIAEEJADAAAAAAAASAABOQAAAAAAAIAEEJADAAAAAAAASAABOQAAAAAAAIAEEJADAAAAAAAASMBaiicFAAAoD5lMTpaWFlI3AwAAAIyYXC4nmZxIJv6Vk0xWuFwgl5OVhQU52VVdmIyAHAAAjML12DQasfIYjW5bk+YPaiR1cwAAAEBPwfGd5Ed0LTaVrt5Po2v30yjlUR4VyOTiugKVgLnwUniCXqbhugJZ4eMVri856JbLS25Pl/rVaMOUdlX2+hGQAwCAUdhx4R5l5hbQmiNR1CzQnQY3qy51kwAAAEAHeQUyikjIUAbeV++n0rXYNErPzidDUVqwXhkQkAMAgFE4fitJufzmtsvUPNCdAj0dJW0TAAAAaJaZk09hcRx0p9HVe2l0NTaVbsRlUC53Y6uxsbKgBr4u1Li6KzWu7ka+rvZkZWlBPEuNp6pZWhQu83ByCwsLjdcV/mtBlpaFtyt2naVF4XqV+4nHsyy8vvCxSTx2VUJADgAABi81K4+u3EsVyyF+LhQWl04zfjpPW1/oQDZWyE8KAAAgNR4qzsH375fu055r8RSZmKmxt9nFzpoaisDblRr5Fwbg9XycydbaPPfnCMgBAMDgnYxKEvPAgrydaM2E1vTEZ4fpwp0UWvbvDXpjQIjUzQMAADBbN+LT6feL9+mPS7EUlZhZ5DpfVzsRcBcG3oXBd4CHAxK0qkBADgAABu94ZOFw9Q5BXhTg4UgfDQ+l6RvP0aqDt6hTPS/qUt9b6iYCAACYDQ68/3gchIfHpyvX21lbUq+GPjSwaXVqF+RJ1ZztJG2nMUBADgAARjN/vGPdauLfAU39aWy7mrTxZAzN2nKR/n6lC3m7YKcPAABQWe4+zKI/L8WKIPzy42lkivnf3Rp4i2SrvRr6knMVlgwzBdhaAABg0JIycsSccdY+yFO5fsGgRnQm+qE4Mz/75wv0/aS2GAIHAACgRwlp2fTn5cIg/Ozth8r1nPisY10vEYT3a+RHbo42krbTmCEgBwAAg3YiMlmZzM1LZeibvY0VfTGmBQ358ggdvplI3x6OpOe71ZWwpQAAAJWbNI0zlD/KLaCsx5fC5XzKylMs87/5hf/mFVB+gZzEf3Iizq8m/uU63I8fT7Ge63MrErAprr8Zn0EnopKU6zkDedvaniIIH9DEr8g+GcoPATkAABi0Y7cSxb8d6noVu45LpCwc1Jje3H6ZPv4nnNoFeYlyaAAAAFWlQCanhPRsup+STbGpj+h+yiPlcmxqNmVUoMY2B8rKwDuvQDxXVWtR050Gh1angaH+ohwZ6BcCcgAAMKr54+pGtw2koxGJYkjdzJ/O0x8zO5OrPYbOAQBAxXFvcUpWHt0TQXZhgC0C7tRsin38d1xadpUHyjxv28HGihxtrcnR1ooc+GJT+C//zet52caysG4341rbvMh/8b+Wj/+w4P/E3/8t823cHW2pTyNfCvR0rNLXZm4QkAMAgMGKS80WdUz5IKFtnf/mj6viA40PhjUVZdBikrPore1X6PNRzZUHIAAAAKWRyeQiqL6dlEW3kzLpdnIWxfBycibdTsyi9Jyye7h5TrWfqz35u9lTdXcH8ne3p+puDuJvDmzLu0uyeDxFSzXI5mUbK/Os2W2KEJADAIDBOh5ZOFy9SQ03cnMoudebr/t8dAt65pvjohZql3rV6Jk2gVXYUgAAMGS5+TKRJVwRbEcnZT4OurPEyVy+vjRcvquGOwfcKsE2/+vuIJa50gcH5QC6QkAOAAAG61hEUonzx9W1quVBs/s0EHPJ3955lVrWcqd6Pi5V0EoAADBUl++m0hf7btLesIRSh5VbW1pQgIcD1fJyolpejlTT05FqP17mIdvcSw1QGRCQAwCAwToeWfr8cXXTu9UVc86PRCTSy5vO046XOuEgCgDADJ2LeUhf7L1J+8MfKNfxHGsOsAsvTkWCbh5abo1h4CABBOQAAGCQ7iRn0d2Hj0SvRetaHlrdh+uQL3+mGQ347LCoXf7BX9fp3SebVHpbAQDAMJyKSqbP994UJ2YZjyJ/snkNmt69LtX3cUZ+ETA4kp4GWrlyJYWGhpKrq6u4dOjQgf7++2/l9d27dxdfGtXLCy+8IGWTAQCgisudcRkzJzvtzx/7uNrTsmeaieUfjt+mf67GVVobAQDAMDKhH4tIpJHfHBe5RDgY55O5z7QOoH1zutOnI5uLMpkIxsEQSdpDHhAQQB9++CHVr19ffJG+//57evLJJ+n8+fPUuHFjcZtp06bRu+++q7yPoyPS7gMAmINjynJnZc8fV9c92IemdalD3x6Oorm/XKKmNdxE4h0AADAdHD8cvPGAvtgXQWdvP1SWA3u6daCYwoRyXWAMJA3IBw8eXOTv999/X/SanzhxQhmQcwDu5+cnUQsBAECqgyxF/fH25QjI2f/6hdDJqGS6dDeVXt18gTZNa4f5gQAAJrKP2Hs9QSRru3g3Vayztbak0W0C6fludXECFoyKwRyZFBQU0ObNmykzM1MMXVfYuHEjVatWjZo0aULz5s2jrKysUh8nJyeH0tLSilwAAMC43HqQSQnpOeIAq2VN7eaPq+P7fjG6BTnbWdOp6GT6fF+E3tsJAABVWy/878uxNPDzIzT1hzMiGLe3saSpnevQkbk9aNGTTRCMg9GRPKnb5cuXRQCenZ1Nzs7OtH37dmrUqJG4bsyYMVSrVi2qXr06Xbp0iV5//XUKDw+nbdu2lfh4S5YsoUWLFlXhKwAAAH07/nj+OCdzq0iWdM6i+/5TTeiVzRfoy303xfD39kHl63EHAIDyy8jJp98v3qeM7Pxy3T9PJqMd5+/RjfgM8beTrRWN61CbpnapI2qEAxgrCzmP+ZBQbm4uxcTEUGpqKv3yyy+0Zs0aOnjwoDIoV7Vv3z7q1asXRUREUN26dUvsIeeLAveQBwYGisfnxHEAAGD4Xtx4lv66HEdz+jSgGb3qV/jxXtt6kX45e5fsrC0pNMCNmtZwp2aBbhQa4E61PB1FdvaqxPsmNzc37Jv0BNsTwLCdiU6mWT9foDvJjyr8WC521jSxU22a3KkOeTjZ6qV9AFLumyTvIbe1taV69eqJ5VatWtHp06fps88+o2+++abYbdu1ayf+LS0gt7OzExcAADDeIYmK+eMd6+mnN3vRkMZ0MyGDLt5JodPRD8VFwcXe+r8gnf8NcKMa7g7IxgsAUEG5+TL6bO8NWnngFsnkJH5b29XxLPfj1fN1prHtapGbg41e2wkgJckDcnUymaxID7eqCxcuiH/9/f2ruFUAAFBVuH74w6w8crS1Ej3Y+sBl07ZP70i3HmSIJG+X7qaIuYfXYtMoPTufjkYkiYuCl5OtCMz5+UNruFFooBv5uNjrpS0AAOYgIiGdXt1yga7cK8znNKxlDXpnSGNytUcwDWAwATknaRswYADVrFmT0tPTadOmTXTgwAH6559/6NatW+LvJ554gry8vMQc8lmzZlHXrl1F7XIAADBNxyMLA+M2tT3JRo9Z0XlYen1fF3EZ3ipArMsrkFF4XDpdvlcYpHOwzn8nZebSgfAH4qLg52pP07vXpQkda+utTQAApkaUMj4WTUv+DqOcfBm5O9rQB081pSeaokMNwOAC8oSEBBo/fjzFxsaK8fUcaHMw3qdPH7pz5w7t2bOHVqxYITKv8zzw4cOH0/z586VsMgAAVFFCt/LUH9cVB/xNariJy+i2NcW67LwCuh6b9rgnvTBQj3iQQXFp2WRVxXPNAQCMSXxatsjZcfhm4e941wbe9PGIUPJ1xQgjAIMMyNeuXVvidRyAc3I3AAAwH/kFMjoZmSyWO9atJkkbOKt7i5oe4qKQmZNPV+6lUu1qTpK0CQDA0P11OZbe3H6ZUrLyRALNN59oSOM71EI+DgBjm0MOAADm6+r9NErPySdXe2tqVN1wsmXzHPR2KJcGAFBMWnYevbPzKm07d0/83aSGK60Y2Zzq+bhI3TQAo4CAHAAADMaxx9nVOfjF8HAAAMN2KiqZZm25QPdSHhH/ZHOejVd6NSBba/3l/wAwdQjIAQDAYByrwvnjAABQPjn5BfTp7pv0zaFbJJcTBXo60KfPNKfWtctf0gzAXCEgBwAAg6lXe+ZxfXCp5o8DAEDpbsSn0yubL4jkl+yZ1gG0cHBjcrZDWAFQHvjmAACAQbh4N4Ue5RWIGuANfJ2lbg4AAKgk3Dx7+yHtvhZPP5y4LU6gejja0JJhodS/iZ/UzQMwagjIAQDAIByLKJw/3r6uF7LyAgBILPVRHh288YD2Xo+nA+EPxN8K3YO9aemIUPJxQTkzgIpCQA4AAAYB88cBAKQVlZgpAvA91+PpdPRDKpDJlde5O9pQj2Af6tfYj/o19sWJUwA9QUAOAACSy84roPMxKWK5A8qLAQBU2VD0M7cfiiB87/UEikzMLHJ9PR9n6tXQh3o39KUWge5kbYXs6QD6hoAcAAAkx3MTcwtk5OdqT3WqOUndHAAAk5WSlft4KHoCHQhPoLTsfOV11pYW1C7Ik3qF+IpAvJYXfo8BKhsCcgAAMKjh6hgGCQCgP3Gp2XQqOpnORCeLuuHh8emiVJmCx+Oh6L0a+lKXBtXI1d5GyuYCmB0E5AAAILnjt/5L6AYAAOUjl8vFsPPTUckiCD8dnUx3kh8Vux1XsuAAvFeID7Wo6UFWljgRCiAVBOQAACCpjJx8ung3VSwjoRsAgG5zwK/Fpomebw6+z0Q/pKTM3CK34Vi7UXVXalPbU1xa1/ZAdnQAA4KAHAAAJMU9OZzJt6anIwV4OErdHAAAg5aalUcbTkTTichkOhfzkLJyC4pcb2ttSc0D3aktB+B1PKllTXdywTB0AIOFgBwAACR1PLJwuDqyqwMAlC49O4/Grj1BV+6lKde52ltT68e9323reFCTGm5kZ20laTsBQHsIyAEAwDASutVDQA4AUJKc/AJ6fsNZEYx7OdnSK73riyA82NeFLDEHHMBoISAHAABJy+9cvV/Y04MecgAAzXhaz+wtF+nYrSRysrWi9ZPaUtMAN6mbBQB6YKmPBwEAACgPngPJ5Xfq+TiTjyuSDAEAaMqc/s7Oq/Tn5ViysbKgb8a1RjAOYEIQkAMAgGROYP44AECpPt8bQRtO3CYLC6JPRzanzvWrSd0kANAjBOQAACD9/HGUOwMAKObHE7fp0z03xPKiIY1pUGh1qZsEAHqGgBwAACTxID2HbsRniOX26CEHACjir8uxtOC3K2J5Zq/6NL5DbambBACVAAE5AABIOly9ob8reTjZSt0cAACDcSwikV7dfEHk2BjTribN6l1f6iYBQCVBQA4AAJLgbMEMw9UBAP5z5V4qPbfhLOUWyGhAEz9a/GQTsuAJ5ABgkhCQAwCAJI5j/jgAQBHRiZk08btTlJGTT+2DPEUSNyvUGAcwaQjIAQCgyt1PeUTRSVnEx5lt6nhK3RwAAMklpGfT+HWnKDEjlxr5u9K341uTvY2V1M0CgEqGgBwAAKrc8cfD1ZsGuJOrvY3UzQEAkFRadh5NWHeaYpKzqKanI62f3IZc8NsIYBYQkAMAQJXD/HEAgELZeQU07fszdD02jao529GGKW3Jx8Ve6mYBQBVBQA4AAFVKLpcrM6x3QLkzADBjBTI5vbL5PJ2MSiYXO2v6fnIbquXlJHWzAKAKISAHAIAqxUMy76U8IhsrC2pd20Pq5gAASHZycv6Oy/TP1Xiytbak1eNbU+PqblI3CwCqGAJyAACQZLh6i0APcrS1lro5UAm++uorql27Ntnb21O7du3o1KlTpd5+xYoVFBwcTA4ODhQYGEizZs2i7OzsKmsvgBSW775BP526I5Jbfj6qOXXAFB4As4SAHAAAJAnI2+Pg0yRt2bKFZs+eTW+//TadO3eOmjVrRv369aOEhASNt9+0aRO98cYb4vbXr1+ntWvXisd48803q7ztAFXVM7760C36Yl+E+Pu9oU2pfxN/qZsFABJBQA4AAFV6IKrIsI6EbqZp+fLlNG3aNJo0aRI1atSIVq1aRY6OjrRu3TqNtz927Bh16tSJxowZI3rV+/btS6NHjy6zVx3AGMWlZtOk9afpg7/CxN+z+zSgMe1qSt0sAJAQAnIAAKgyEQkZlJiRQ3bWltSiprvUzQE9y83NpbNnz1Lv3r2V6ywtLcXfx48f13ifjh07ivsoAvDIyEj666+/6IknnijxeXJycigtLa3IBcDQT0b+cvYu9fn0IB0IfyDmjM8f2JBm9KwnddMAQGKYvAcAAFU+XL1NbU+ys7aSujmgZ4mJiVRQUEC+vr5F1vPfYWGFPYLquGec79e5c2cRtOTn59MLL7xQ6pD1JUuW0KJFi/TefoDKEJ+WTfO2XaZ9YYXTNpoFutOyp0Opno+L1E0DAAOAHnIAAKj0sj48TP3N7ZdFEiOG5EWgcODAAfrggw/o66+/FnPOt23bRn/++SctXry4xPvMmzePUlNTlZc7d+5UaZsBtMEnmLadu0t9lh8UwbitlSW93j+Efn2hA4JxAFBCDzkAAOidTCan83ce0u8XY+nPy7H0ID1HeZ2vqx0NCkUCI1NUrVo1srKyovj4+CLr+W8/Pz+N91mwYAGNGzeOpk6dKv5u2rQpZWZm0nPPPUdvvfWWGPKuzs7OTlwADFVCeja9ue0K7ble+F1oWsONlj3TjBr4IhAHgKIQkAMAgN56g67cS6PfL92nPy/FilrjCq721tS/iR8NbladOgR5kbUVBmiZIltbW2rVqhXt3buXhg4dKtbJZDLx98svv6zxPllZWcWCbg7qFZ8pAGPCn9mdF+/T2zuvUkpWHtlYWdCrvRvQ812D8LsHAIYXkK9cuVJcoqOjxd+NGzemhQsX0oABA8TfXIN0zpw5tHnzZpHAhcum8JA29blpAAAg3cFneHw6/XExVgTit5OylNc52VpR38Z+oje8S31vkcQITB+XPJswYQK1bt2a2rZtK2qMc483Z11n48ePpxo1aoh54Gzw4MEiM3uLFi1EzfKIiAjRa87rFYE5gDHgkUDzd1ymf64W9oo3qeFKnzzdjEL8XKVuGgAYMEkD8oCAAPrwww+pfv364qDu+++/pyeffJLOnz8vgvNZs2aJeWRbt24lNzc3cXZ92LBhdPToUSmbDQBg9m49yBBB+B+X7tPNhAzlensbS+oV4kuDm/lT92AfsrdBQGVuRo4cSQ8ePBAn2OPi4qh58+a0a9cu5cn0mJiYIj3i8+fPJwsLC/HvvXv3yNvbWwTj77//voSvAkB7fAz7x6VYWvjbFXqYlUfWlhY0s1d9mt69LtmgVxwAymAhN7DxYJ6envTxxx/TiBEjxE5506ZNYplxhtaGDRuK0int27fX6vG4FAoH85z0xdUVZygBACoiNSuPnv/xDJ2ITFau40RF3YK9RU9474a+5GSH2VBlwb5Jv7A9QSpcxnHBjiv095U48Xcj/8Je8UbV8TkEMHdpWu6bDOaoicukcE84D2vr0KGDqEmal5dXpJZpSEgI1axZs9SAnIe280UBtUkBAPTjUW4BTfn+NJ25/VD0AHWqV03MCe/TyJfcHGykbh4AQJX663Iszd9xhZIzc8Vv4ks96okLpucAgC4kD8gvX74sAnCeL+7s7Ezbt2+nRo0a0YULF0RyGHd39yK35yFvPASuJKhNCgCgf3kFMnpp0zkRjHOCtp9f6IB5kQBgljJy8sXw9G3n7om/Q/xcRK94kxpuUjcNAIyQ5AF5cHCwCL65K/+XX34RiWAOHjxY7sfj2qScUEa1hzwwMFBPrQUAMM8SZq//eknU0eU54usmtkEwDgBm6dLdFJr503mKTsoiSwuiF7vXE/PF0SsOAEYbkHMveL169cQyl0o5ffo0ffbZZyIpTG5uLqWkpBTpJS+tlilDbVIAqCoRCRn03dEocTDm62pPpurDXWGiJ8jK0oK+HtuSWtf2lLpJAABVfmJy9eFI+uSfcMqXyam6mz2tGNWC2tbB7yEAVIzBnc7jeqU8B5yDcxsbG1G7VCE8PFxkZ+Uh7gAAUvvw7+u08WQMLfnrOpmqbw7eotWHIsXy0uGh1DMEZScBwLwkpGXT+HWn6MO/w0Qw/kRTP/r7la4IxgHA+HvIeXg51xznRG3p6ekio/qBAwfon3/+ERnppkyZIoafc+Z1zkw3Y8YMEYxrm2EdAKAyE5wdvpkolrnczRsDGpKfm2n1kv985g4t+TtMLM8f2JCGtwqQukkAAFVq7/V4+t8vl0TiNp6y887gxjSyTaAo1QcAYPQBeUJCAo0fP55iY2NFAB4aGiqC8T59+ojrP/30U1GrdPjw4aLXvF+/fvT1119L2WQAAOFIRCLl5MvEMveYfH88ml7vH0KmYve1eJq37bJYfr5bEE3tEiR1kwAAqkx2XoHoEV9/LFpZzuzz0S2ono+z1E0DABNjcHXI9Q21SQGgMrz+yyXacuaOODjjueRc9uv4vJ7kaCt5ao4KOxWVTOPWnhQnHJ5uFUBLR4SiN0jPsG/SL2xP0KeIhHR6edN5CotLF39P7lSHXh8QTHbWVlI3DQBMcN9kcHPIAQCMIbnP3rB4sbxgUCOq5eVIqY/y6Nezd8nYXY9NE7XGORjv3dCXlgxrimAcAMwC91FtOhlDg744IoJxLydb+m5iG1o4uBGCcQCoNAjIAQB0dOFuCiVm5JKLnTV1CPISvSds3dFoEawbqzvJWSJxUXp2PrWp7UFfjmlB1lbYTQCA6UvJyqXpP56jN7dfpuw8GXWpX43+frUL9QjxkbppAGDicKQFAKCjPdcKe8e7BXuL2rMjWgWQq701RSVmilrdxuhBeg49u/ak+DfEz4XWTGhD9jboEQIA03ciMokGfHaYdl2NIxsrC3rriYb0/aS25ONiWok6AcAwISAHANDRnuuFAXmfRoUlwJzsrGl0u5piee2RKDI2adl5NGHdKbqdlEUBHg70w+S2Yk48AIApyy+Q0fJ/w2nMtycoNjWb6lRzom3TO9G0rkFkaYmpOgBQNRCQAwDo4HZSJt2IzyArSwvq3uC/oYwTOtQW645HJtHV+6lkTJmEn/vhDF2LTaNqzra0YUo78nFFrxAAmP588Vk/X6TP90UQzzTiBJZ/zOhMTQPcpG4aAJgZBOQAADrYc71wSHrb2p7k5vhfL3J1dwca2NTfqHrJC2RyemXzeToRmUzOdta0flJb0UMEAGDqvjsaTb9fvE/Wlhb02ajm9PHTzcRoJwCAqoaAHACgHPPHez8erq5qSufC5G58kJeQlk2G3js0f8dl+udqPNlaWdLq8a2oSQ30DAGA6Tt7O5k++Ou6WH5rYEN6snkNqZsEAGYMATkAgJZSs/LoVHSyWO7dsHjm3WaB7iI7eV6BnH44fpsM2bJ/b9BPp+4QT5P8fHRz6li3mtRNAgCodIkZOfTSxvOUL5PTwFB/mtixttRNAgAzV66A/NatWzR//nwaPXo0JSQUDt/8+++/6erVq/puHwCAwThwI0EM827g60y1vDQP7Vb0kv948jY9yi0gQ0tgtOtKHI1be5K+3B8h1r03tCn1b1I41B4AwJQppunEpWVTXW8n+mh4KFlYIHkbABhZQH7w4EFq2rQpnTx5krZt20YZGRli/cWLF+ntt9+ujDYCABiE3Yrh6g2LD1dX6NPIjwI9HSglK4+2nb9LhiAuNZtW7LlBnT/aTy/8eJYO30wkPgZ9Y0AIjXmcHR4AwNR9uvsGHY1IIkdbK1r1bCuROwMAwOgC8jfeeIPee+892r17N9na2irX9+zZk06cOKHv9gEAGITcfBkdDH9Q4vxxBc60PqljHWVyNxmn75UAP++Rm4n0woaz1OmjfbRiz03RK+TlZEvTu9elQ//rQS90qytJ2wAAqtq+sHjlyKAlw5pSfV8XqZsEACDofGrw8uXLtGnTpmLrfXx8KDExUdeHAwAwCqeikik9J1+UBmse4F7qbZ9pEyh6YiIfZNLBGw+oR0jx+eaVJSUrl345e5c2noyhqMRM5XrOCj+2fU3q38SP7Kytqqw9AABSu5OcRa9uviCWx3eohSRuAGDcAbm7uzvFxsZSnTqFPUAK58+fpxo18AMHAKZpz/XC4eq9QnzJkjOhlYKHQY5qG0jfHo6iNUciKz0g54zpF+6k0I8nYuiPS/cpJ1+mbMewljVobLtaFOyH3iAAMD/ZeQU0feNZSsvOp+aB7iKrOgCAUQfko0aNotdff522bt0qEmHIZDI6evQovfbaazR+/PjKaSUAgIQ44FXOHy9luLqqCR1riyHrPF/xemwaNfR31Xu7snLz6bcL9+nHE7fp6v005fpG/q70bHvuBaqOuroAYNYW/X6NrtxLIw9HG/pqbEuMEAIAg6PzkdoHH3xAL730EgUGBlJBQQE1atRI/DtmzBiReR0AwNSExaXTvZRHZGdtSZ3raVceLMDDkQY09ac/L8WKwPyTp5vp9QTB6kOR9OW+CDGMntlaW9KgUH8RiLcIdEfmYAAwezx956dTMSKJ5WejWlANdwepmwQAUPGAnBO5ffvtt7Rw4UIxn5yzrLdo0YLq16+v60MBABiFPY97x7vUr0YOttr3rnAJNA7Id164T3P7B5OPi71e2vPZ3psiSRur7eUohqSPaBVAHk7/JdoE0MWdO3fESZyAgADx96lTp0S+GD7p/txzz0ndPACd8cikt7ZfFsuv9KpPXRt4S90kAACNyj2WkXvI+QIAYC7zx0srd6ZJy5oe1LKmO52LKZzfPbtPgwq35av9EcpgfN6AEJrWJajMOe0AZeFRbhx4jxs3juLi4qhPnz7UuHFj2rhxo/ibT8IDGIu07Dya/uNZkU+jWwNvmtkTnUYAYEJlz4YPH04fffRRsfVLly6lp59+Wl/tAgAwCPFp2XTxbqpY7tlQ9+RsUzoHiX95njcnF6qINYcj6eN/wsXy6/1D6PludRGMg15cuXKF2rZtK5Z//vlnatKkCR07dkwE5OvXr5e6eQA6TemZu/USRSdliSHqK0Y2x+8kAJhWQH7o0CF64okniq0fMGCAuA4AwJTsvZ4g/uXsvOUZct6vsa84KEzOzKUd5++Vux3fH4um9/68LpZn9W4gaokD6EteXh7Z2dmJ5T179tCQIUPEckhIiKisAmAs1hyOol1X48jGykIkccNUHgAwuYCc54zzPHJ1NjY2lJb2X5ZfAABTGq7eR8vs6uqsrSxpUqfaYpmTu3Hvja42nrxNb++8KpZf7lGPZvaqV662AJSEh6evWrWKDh8+TLt376b+/fuL9ffv3ycvLy+pmweglZORSfThrjCxvHBQI3EiFQDA5ALypk2b0pYtW4qt37x5s0j+AgBgKris2JGIxHLNH1f1TJtAURP8ZkIGHbpZ+Hja+vnMHXpr+xWx/FzXIJrTtwEyqIPe8VS0b775hrp3706jR4+mZs0KqwLs3LlTOZQdwJAlpGfTyz+dpwKZnIY2ry4qTgAAmGRStwULFtCwYcPo1q1b1LNnT7Fu79699NNPP4na5AAApuLwzUTKzZdRoKcDNfB1LvfjuNrb0DOtA2nd0SgxD5yTDGlj+/m79Pqvl8TyxI61RRI3BONQGTgQT0xMFCPdPDw8lOs50Zujo6OkbQMoS36BjGZsOk8P0nPEb/UHw5ritxIATLeHfPDgwbRjxw6KiIigF198kebMmUN3794Vc86GDh1aOa0EAJCw3Bn3jlf04I6HrXNeIQ7yw+PSy7z9H5fu05yfLxKPcH+2fU16e3AjHGBCpeLpFGfPnhU95enphZ9RnqKGgBwM3Sf/3qCTUcnkZGtFK59tRY625S4iBABQ5cr1izVw4EBxAQAwVTzscV9YYUK3PhUYrq4Q6OlI/Rr70d9X4mjdkSj6aERoibfddSWOXtl8gWRyopGtA+ndIU0QjEOlun37tpg3HhMTQzk5OaLsmYuLixjKzn/z/HIAQ/Tv1ThadfCWWF46ohnV9S7/aCYAAKPoIVfIzc0VPeO881a9AACYggt3HlJSZi652FtTmzqeennMKZ3riH+3X7hHiRk5Gm+z93o8zfjpnDghMKxFDTH0EiV7oLK98sor1Lp1a3r48CE5ODgo1z/11FNiWhqAIfr17F1x8pJN7lSHBob6S90kAIDK7yG/efMmTZ48WdQnVR/qxj04BQUVq7MLAGAIdl8r7B3vEexDNlblPndZRKtaHtQs0J0u3kkRdclf7d2gyPUHbzyg6T+eo7wCOQ0K9aelI0LJCsE4VAHOrs77dfUqKrVr16Z798pfrg+gMmTm5NPC367Sr+fuir85L8e8J0KkbhYAQNUE5BMnTiRra2v6448/yN/fH8MoAcCky531Lme5M03495J7yWf+dF4E5C90q0v2NlbiumMRifTcD2cot0BG/Rv70acjm4uSaQBVQSaTaTyhziPheOg6gKG4HptGL286R7ceZIq8HLP7NKDp3evh5CUAmE9AfuHCBZH0JSQEZyIBwDRFJWZSREIGWVtaaJ0RXVsDmvhRdTd7up+aTTsv3Bcl0U5FJdOU789QTr6Mejf0oc9Ht9BbrzyANvr27UsrVqyg1atXK08eZWRk0Ntvv01PPPGE1M0DECMxN52KoUW/XxPVL/xc7emzUc2pXZCX1E0DAKjagJxrjXNpFAAAU8XzuFm7IE9yc7DR62NzoD2hY21a8ncYrT0SRXV9nGjSd6foUV6BCP6/GtuSbK0RjEPVWrZsGfXr10/s47Ozs2nMmDFiilq1atVEWVMAKaVl59G8bZfpz0ux4u8ewd607Jnm5OlUdIoFAIBZBOSccXXu3Ln0wQcfUNOmTcnGpujBqqurqz7bBwBQ5XarlDurDKPa1qTP9t6k8Ph0Gv3tSdHb06meF30zrhXZWRcOYQeoSgEBAXTx4kXasmWL+Jd7x6dMmUJjx44tkuQNoKpduptCL286TzHJWWLU0uv9Q8TUHyS7BACzDch79+4t/u3Vq1eR9UjqBgCm4GFmLp25/bBSA3LudX+mdSCtPxYtgvG2dTxpzfg2yvnkAFLg/DAcgPMFQGp8XLnuaDR9+Pd1keiyhrsDfTmmBbWo6SF10wAApA3I9+/fr98WAAAYkAM3EkTJsRA/F1E7vLJwD8/28/eoob8LrZnQhhxsEYyDdL7//nsxPH3gwIHibx4Jx/PJeQg7D1mvVauW1E0EM5KSlUuvbb2kTK7JiS4/Gh5Kbo76nUIEAGCUAXm3bt0qpyUAAAZgz+NyZ5XVO67Awf6Z+b3FEExUqwCp8TS0lStXiuXjx4/Tl19+KZK8cUWVWbNm0bZt26RuIpiJM9HJohIFJ760tbKk+YMa0rj2tfA7CQAmS+eAXCErK4tiYmIoNze3yPrQ0FB9tAsAoMrl5BeIWuD6LndWEmRSB0Nx584dqlevnljesWMHjRgxgp577jnq1KkTde/eXermgRmQyeS08uAtWr77hhilVNvLkb4c05Ka1HCTumkAAIYVkD948IAmTZpEf//9t8brMYccAIzVychkysjJJ28XOwrFQSCYEWdnZ0pKSqKaNWvSv//+S7Nnzxbr7e3t6dGjR1I3D0zcg/Qcmv3zBTp8s7CKz5PNq9P7TzUlZ7ty9xsBABgNnbtnXn31VUpJSaGTJ0+KzKu7du0Sc8/q169PO3furJxWAgBUAcV8Ra4Fjgy+YE769OlDU6dOFZcbN24oa49fvXqVateuLXXzwIRFPsigJz4/LIJxextLWjo8lFaMbI5gHADMhs6/dvv27aPffvuNWrduTZaWliLRC+/IudzZkiVLlAlhAACMLaPvnkoudwZgqL766iuaP3++GLr+66+/kpeXl1h/9uxZGj16tNTNAxO2bPcN0UNez8eZvh7bkhr4ukjdJAAAw+4hz8zMJB8fH7Hs4eEhhrAzrkl+7tw5nR6LA/g2bdqQi4uLeMyhQ4dSeHh4kdvw3DVO5KF6eeGFF3RtNgBAqa7FpokkQtxD06leNambA1Cl3N3dRSI3PuHev39/5fpFixbRW2+9JWnbwHRFJWbS35djxTKXNEMwDgDmSOce8uDgYBE08xC2Zs2a0TfffCOWV61aRf7+/jo91sGDB+mll14SQXl+fj69+eab1LdvX7p27Ro5OTkpbzdt2jR69913lX87OlZeKSIAMO/s6l3qe6MeOJilhw8f0tq1a+n69evi74YNG9LkyZPJ09NT6qaBiVp9KJJkcqKeIT4U4ucqdXMAAIwjIH/llVcoNrbwbObbb78tzqRv3LiRbG1taf369To9Fs8/V8X3555yHiLXtWvXIgG4n5+fVo+Zk5MjLgppaWk6tQkAzHv+eB8MVwczdOjQIRo8eDC5ubmJKWnsiy++oMWLF9Pvv/9eZJ8MoA/xadn069m7Ynl697pSNwcAwHgC8meffVa53KpVK7p9+zaFhYWJzKzVqlVsmGdqaqr4V/1sPAf8P/74owjK+YBhwYIFJfaS8zB4HmIHAKCt2NRHdPleKnGZ2x4hhVNyAMwJj1YbOXKkqEVuZWWlrJry4osviusuX74sdRPBxKw7EkW5BTJqXcuD2tTGKAwAMF86zyHnoeNcg1yBA+OWLVuKIeaqw8p1JZPJRAZ3rnnapEkT5foxY8aIYHz//v00b9482rBhQ5GTAur4NhzYKy6coAYAoDR7rxcOV28R6C5KngGYm4iICJozZ44yGGe8zOXP+DoAfUrNyqMfT9wWyy/2QO84AJg3nXvIufeZk6qp91BzkM7XLVy4sFwN4TPwV65coSNHjhRZ/9xzzymXOXEcz1Pv1asX3bp1i+rWLf4jbmdnJy4AADqXO2uE4epgnvjEOs8d5zwxqngd54sB0KcfT96mzNwCCvZ1oR7BGJUEAObNujylgTjTubqLFy+WO/HLyy+/TH/88YeYwxYQEFDqbdu1ayf+5TP2mgJyAABdZObk07GIJLGM+eNgrmbOnClyxPC+tX379mLdiRMnRDm0Dz/8kC5duqS8bWhoqIQtBWOXnVcghqsr5o5rOqYEADAnWgfkXOJMUXasQYMGRX5AeZ5ZRkaGzuXIOLifMWMGbd++nQ4cOEB16tQp8z4XLlwQ/+qa0R0AQJPDNx+IeYy1vBxFHVwAc6SoNT537lyN1/E+X3FCnvf5AOX185k7lJSZSwEeDjQoFMdyAABaB+QrVqwQO2MugcJD0zkTqwJnWOfSZx06dNB5mPqmTZtE3VOuRR4XFyfW82M7ODiIYel8/RNPPEFeXl7iDP2sWbNEtlecoQcAfdj9uNxZ74a+6KkBsxUVVdhjCVCZ8gpk9M3BSLH8fNcgsrbSOZURAID5BuQTJkwQ/3IvNides7bWebR7MZzNlXXv3r3I+u+++44mTpwoAv09e/aIkwGZmZkUGBhIw4cPp/nz51f4uQEADt14QH9fiVUG5ADmqlatWlI3AczAn5di6V7KI/JysqWnWwdK3RwAAIOgc1TNPdmc5IUTrDHu3eYAulGjRvTOO++IIFpb3ONeGg7ADx48qGsTAQDK/O1ZdzSa3v/zGsnkRO3qeFKb2h5SNwtActeuXaOYmBjKzc0tsn7IkCGStQlM53d35YFbYnly5zpkb/NfRn8AAHOmc0D+/PPP0xtvvCEC8sjISFG3dNiwYbR161aRaZ17swEADFVOfgHN336Ftp69K/4e0SqA3n+qCYZOglnj/flTTz0l6o0r5oszxTQOzBuHitoXlkDh8enkbGdNz7bHiAwAAAWdj0Bv3LhBzZs3F8schHfr1k3M816/fj39+uuvuj4cAECVSUjPptGrT4hg3NKCaMGgRvTxiFCys0ZPDZg3zrDOU9ISEhJEWdOrV6+KyietW7cWSVcBKkrROz62fU1yc7CRujkAAMZd9kwmk4llnt89aNAg5fDyxMRE/bcQAEAPrtxLpWk/nKHY1GxytbemL8e0pK4NvKVuFoBBOH78OO3bt4+qVatGlpaW4tK5c2dasmSJKIl2/vx5qZsIRux0dDKduf2QbK0saUqnsivqAACYE517yPls+XvvvUcbNmwQ87sHDhyozNDq64ukSABgeH6/eJ9GrDomgvEgbyfa8VInBOMAKnhIOueIYRyU379/X5nsLTw8XOLWgan0jg9vFUA+rvZSNwcAwLh7yHmO+NixY2nHjh301ltvUb169cT6X375hTp27FgZbQQAKBeZTE7Ld9+gL/dHiL+7B3vT56NbkKs9hksCqGrSpAldvHhRDFtv164dLV26VCRpXb16NQUFBUndPDBi12PTxPxxnibEpc4AAKCCATnX/+akL+o+/vhjsrLCPEwAMAwZOfk0a8sF2n0tXvzNB4Jz+4eQFR8VAkARXE6Uy4uyd999V0xH69KlC3l5edGWLVukbh4YsVUHC3vHBzT1p9rVnKRuDgCAwdFbWmF7e3uysUGvEwBILyYpi4Z9fVQE47bWlrT8mWY074mGCMYBStCvXz9RMYXxyLewsDCRF4aTvPXs2VPnx/vqq6+odu3a4tiAe9xPnTpV6u1TUlLopZdeIn9/f7Kzs6MGDRrQX3/9Ve7XA4bzW8xThtj0bnWlbg4AgPH2kHt6eors6jyvzMPDQ1kGRZPk5GR9tg8AQCfHbiXSixvPUUpWHvm42NE341pRi5qoMQ6gK973lwf3qM+ePZtWrVolgnGe6sYBP89F9/HxKXZ7rnnep08fcR1Pf6tRowbdvn2b3N3d9fAqQErfHo4kmZxEzo4mNdykbg4AgPEG5J9++qky2QvqjAOAodpwPJre+f0aFcjkFBrgRqvHtSY/NyQQAigLD1f/8MMPae/evaJXXFFNRbVOubaWL19O06ZNo0mTJom/OTD/888/ad26dfTGG28Uuz2v55P5x44dU4604951MG4P0nPo5zN3xDJ6xwEAKhiQT5gwQeMyAIAhyM2X0aLfr9LGkzHi7yebV6ePhoeSvQ3yWgBoY+rUqaJyyrhx48Sw8dJGwpWGe7vPnj1L8+bNU67jEmq9e/cWpdU02blzJ3Xo0EEMWf/tt9/I29ubxowZQ6+//nqJuWlycnLERSEtLa1c7YXKs/5YFOXky6h5oDu1DyrfaAsAAHOgVUCuy47O1dW1Iu0BANBJdl4BTVh3ik5GJRPHEHP7hdAL3YLKHVAAmKO///5b9GJ36tSpQo/D8865hJp6GVT+m+ela8K971wDnSu48LzxiIgIevHFFykvL4/efvttjffh+uiLFi2qUFuh8qRn59EPx2+L5Re718XvMQBARQNynsel7Y8p74gBAKrKtnP3RDDubGdNn41qTr0aFg0EAKBsnB+mvHPGK4qHx/P8cS6xxj3irVq1onv37onqLSUF5NwDz/PUVTsOAgMDq7DVUBoerZSenU/1fJypN36TAQAqHpDv379fuRwdHS3mgE2cOFEMMWM8DO37778XZ6wBAKrS0VuJ4t+pXeogGAcop8WLF9PChQvFvtzR0bHcj8PJXzmojo8vLDeowH/7+flpvA8Pkee546rD0xs2bEhxcXFiCDzXQ1fHmdj5AoY5amntkSix/EK3umSJ6hYAABUPyLt166Zc5vqknLBl9OjRynVDhgyhpk2birPbmGMOAFVFLpfTiVtJYrlj3WpSNwfAaC1btoxu3bolhpZzQjX1Mqbnzp3T6nE4eOYebk4ON3ToUGUPOP/98ssva7wPD5PftGmTuB3PN2dc2YUDdU3BOBj+qCVO6FbdzZ6GNKsudXMAAEwjIFfFveGcMVVd69atRVIYAICqciM+g5Iyc8nexlIkDgKA8lEEz/rAQ8n55DwfF7Rt21ZUZ+Es7oqs6+PHjxelzRSj6qZPn05ffvklvfLKKzRjxgy6efMmffDBBzRz5ky9tQmqRn6BjL45dEssT+0SRLbWhSdYAABAjwE5z9H69ttvaenSpUXWr1mzBvO3AKDKa46zNrU9ceAHUAElzdUuj5EjR9KDBw/EEHgedt68eXPatWuXMtFbTEyMsiec8bHDP//8Q7NmzaLQ0FARrHNwzlnWwbj8fSWObidlkYejDY1qi2NCAIBKCci5Jvnw4cNFRtZ27dqJdadOnRJntH/99VddHw4AoNyOPx6u3qGul9RNATBq3KM9ZcoU6tq1q14ej4enlzRE/cCBA8XWcU6aEydO6OW5QbopRCsPFPaOT+xYhxxtdT7EBAAwSzp3KT3xxBMi+OZ548nJyeIyePBgMd+LrwMAqAoFMjmdiMT8cQB9SE1NFbXC69evL4aLc5ZzAF0cuplI12LTyNHWisZ3qCV1cwAAjEa5Tl8GBATQ+++/r//WAABo6dr9NErLzicXO2tqUt1V6uYAGLUdO3aIYeYbNmwQmdZ5CDsH6Nxr/uSTTxZL8gagbuWBCPHv6LY1ycMJyfgAALSFSZcAYJSORxbOH28X5EnWVvgpA6gob29vkZDt4sWLdPLkSapXrx6NGzeOqlevLuZ38+g4AE3OxTykE5HJZGNlIUpQAgCA9nAUCwBG6djj+ePtgzB/HECfYmNjaffu3eLCtcF5Otrly5epUaNGIo8MgLpVj+eOP9WiBvm7OUjdHAAAo4KAHACMTl6BjE5FJYtlzB8HqLi8vDyRmHXQoEFUq1Yt2rp1K7366qt0//59MYR9z5499PPPP9O7774rdVPBwEQlZtLu6/Fi+bmudaVuDgCA0UEKTAAwOpfuplJWboEorRPi5yJ1cwCMnr+/P8lkMho9erSonMKlytT16NGD3N3dJWkfGK51R6JILifqFeJD9XycpW4OAIDRQUAOAEbn+OP64zxc3dLSQurmABg9Hor+9NNPk729fYm34WA8KiqqStsFhu1hZi5tPXtHLE/B3HEAgKoJyFu0aEEWFsUPgHkd78g5CczEiRPFmXQAgMqcP94R9ccB9IKTt6lKS0ujffv2UXBwMDVs2FCydoFh23QqhrLzZNS4uit1QD4PAICqmUPev39/ioyMJCcnJxF088XZ2Zlu3bpFbdq0EclguFTKb7/9Vr4WAQCUIjuvgM7cfiiWO2D+OIBePPPMM/Tll1+K5UePHlHr1q3FutDQUDG3HEBdTn4BrT8WLZandQnS2FkDAACVEJAnJibSnDlz6PDhw7Rs2TJxOXToEL322muUmZlJ//77L82fP58WL16s60MDAJTpfEwK5ebLyNvFjup6O0ndHACTwPvxLl26iOXt27eTXC6nlJQU+vzzz+m9996TunlggHZeuE8P0nPIz9WeBob6S90cAADzCcg5yyonfVE3atQocR3j68PDw/XTQgAADfPHebg6emQA9CM1NZU8PT3F8q5du2j48OHk6OhIAwcORP1xKIZP2Kw9UphPYGKn2mRjhaI9AADlpfMvKM8TP3bsWLH1vE6RDIYztZaWGAYAoLwwfxxA/wIDA+n48eNipBsH5H379hXrHz58iP05FHMkIpHC4tLJ0daKRrepKXVzAADMK6nbjBkz6IUXXqCzZ8+KOePs9OnTtGbNGnrzzTfF3//884/GkikAABWRlZtPF+6kiGXUHwfQH645PnbsWJEThuuQd+/eXTmUvWnTplI3DwzMmsOFvePPtA4kN0cbqZsDAGBeATnPD69Tp45I/rJhwwaxjrOwfvvttzRmzBjxNwfs06dP139rAcCsnY5+SPkyOdVwd6BAT0epmwNgMl588UVq164dxcTEUJ8+fcjSsnAAXVBQEOaQQxE34tPp4I0HxBUnJ3dCqTMAAEnqkPNZdL6UxMHBoSJtAgDQ6JjK/HEA0K9WrVqJiyqeQw6gas3hSPFvv8Z+VNMLJ0YBACQJyFlubi4lJCSI+eKqatbEXCIAqBwnFPPH6yEgBwCoapxVfcf5+2J5apcgqZsDAGCeATlnW508eXKxxG6ccZMzHhcUFOizfQAAQuqjPLp8L1UsdwjC/HEAgKq24Xg05RbIqEVNd2pVy0Pq5gAAmGdAPnHiRLK2tqY//viD/P39UXYIAKrEqahkksmJgqo5kZ8bsj4DAFSl7LwC2nDitlieht5xAADpAvILFy6IDOshISH6awUAQBmOPx6u3gHzxwEAqtyv5+7Sw6w8CvBwoL6NfKVuDgCA+QbkjRo1osTEwsRKFbVkyRLatm0bhYWFiURwHTt2pI8++khkbVfIzs6mOXPm0ObNmyknJ4f69etHX3/9Nfn6YmcAYI4J3RCQA+jHpUuXtL5taGhopbYFDJtMJqe1j0udcWZ1a6vCLPwAACBBQM4B89y5c+mDDz4QtUltbIrWn3R1ddX6sQ4ePEgvvfSSqGeen58v6pj37duXrl27Rk5OTuI2s2bNoj///JO2bt1Kbm5u9PLLL9OwYcPo6NGjujYdAIxUUkYOhcWli+X2QQjIAfShefPmYtqZIgdMaZAfxrztD0+gyMRMcrG3pmfaBErdHAAA8w7Ie/fuLf7t1atXhZO67dq1q8jf69evJx8fHzEkvmvXrpSamkpr166lTZs2Uc+ePcVtvvvuO2rYsCGdOHGC2rdvr2vzAcAInYxKFv+G+LlQNWc7qZsDYBKiogp7PNn58+fptddeo//973/UoUMHse748eO0bNkyWrp0qYStBEPw7eNSZ2Pa1iRnu3IX6AEAAA10/lXdv38/VRYOwJmnp6f4lwPzvLw85UkAxnPXubQaHyhoCsh5WDtfFNLS0iqtvQBQtcPV0TsOoD+1atVSLj/99NP0+eef0xNPPFFkmHpgYCAtWLCAhg4dKlErQWpX7qXSichksra0oImdakvdHAAAk6NzQN6tW7dKaQjXM3/11VepU6dO1KRJE7EuLi6ObG1tyd3dvchtef44X1fSvPRFixZVShsBQBrHFPXHMX8coFJcvnyZ6tSpU2w9r+NpZGC+1jzuHR8Y6k/+bg5SNwcAwDwDck78wkGypaVlmUlgypv4heeSX7lyhY4cOUIVMW/ePJo9e3aRHnI+ww8Axik+LZsiH2SSpQVRO/SQA1QKngrGJ7TXrFkjToSz3NxcsY6vA/MUm/qI/rgUK5andkapMwAAyQJyTvzCPdI8v1s1CYw6XeeQK3CiNq5rfujQIQoICFCu9/PzEwcEKSkpRXrJ4+PjxXWa2NnZiQsAmFa5syY13MjNoWgSSQDQj1WrVtHgwYPFPlhxYp1PwPN+/ffff5e6eSCR9ceiKV8mp3Z1PKlpgJvUzQEAMN+AnBO/eHt7K5f1hYP6GTNm0Pbt2+nAgQPFhsu1atVKZHHfu3cvDR8+XKwLDw+nmJgYZdIZADCTcmfoHQeoNG3btqXIyEjauHGjKEXKRo4cSWPGjFFWPQHzkpGTT5tOxojlaV3QOw4AIGlArpr4RXW5oniYOmdQ/+2338jFxUU5L5zLm3Fdcv53ypQpYgg6J3rjkmocwHMwjgzrAObheGRhDznqjwNULg68n3vuOambAQZi65k7lJ6dT0HVnKhniI/UzQEAMFnlql1x//59Mdc7ISFBJGNTNXPmTK0fZ+XKleLf7t27F1nPpc0mTpwolj/99FMxd517yDl7er9+/ejrr78uT7MBwMjcSc6iO8mPRHbfNrULqy8AQOXYsGEDffPNN6KnnCuZ8Al43gcHBQXRk08+KXXzoAoVyOS07mjhiMjJneuQJSfxAAAAwwjIuVb4888/L5K+eHl5ifllCrysS0CuaR66Ont7e/rqq6/EBQDMc/54s0B3ckLtW4BKwyfIFy5cKKqdvPfee8p8MB4eHrRixQoE5Gbm36tx4mSoh6MNDW/5X24fAADQP0td78D1SHmnzTXDo6OjxZxyxYXPqgMA6Hv+OMqdAVSuL774gr799lt66623yNr6v5NfrVu3FiXRwLx8+7jU2bPta5GDrZXUzQEAMGk6B+RZWVk0atQoMYwcAKCy8AgazB8HqBp8Ur1FixbF1nPVkszMTEnaBNI4e/shnYtJIVsrSxrXQX95gwAAQDOdo2pOsrZ161Zd7wYAoJPIxEyKT8shW2tLalnTQ+rmAJg0rnJy4cKFYut37dqFOuRmZu2Rwt7xJ5tXJx8Xe6mbAwBg8nSelLlkyRIaNGiQ2Ek3bdpUlCVTtXz5cn22DwDM1LHH88db1fQgexsMmQSoTFzNhCufZGdni9Epp06dop9++kns89esWSN186AKE2nuulJY8WYqSp0BABhuQP7PP/9QcHCw+Fs9qRsAgD6ceByQY/44QOWbOnWqKDc6f/58MTWN649Xr16dPvvsMzFNDcwDZ1aXyYm6NvCmYD8XqZsDAGAWdA7Ily1bRuvWrVOWJQMA0DeZDPPHAara2LFjxYUD8oyMDPLxQe1pc5L6KI9+Pn1HLE/tXEfq5gAAmA2dA3JO8NKpU6fKaQ0AABGFx6dTcmYuOdpaUWiAu9TNATArjo6O4gLm5adTMZSZW0DBvi7UpX41qZsDAGA2dE7q9sorr4jyKAAAqg7deEAnH/dq66v+eJvaniKpGwBUrvj4eBo3bpwYps5lz6ysrIpcwLTlFcho/dFosTylSx1MQQQAMOQeck70sm/fPvrjjz+ocePGxZK6bdu2TZ/tAwAj8CA9hyavP00Fcjktf6YZPdUiQC8J3TB/HKBq8DS0mJgYWrBgAfn7+yMgMzN7r8dTXFo2VXO2E9nVAQDAgANyd3d3GjZsWOW0BgCM0pX7qZTPmYCIaM7PF8nGypIGhZbvoK5AJqeTUZg/DlCVjhw5QocPH6bmzZtL3RSQwObHc8efbh1AdtYYEQEAYNAB+XfffVc5LQEAo3Xtfpr418HGih7lFdArmy+QtaUl9W/ip/NjXb2fSunZ+eRib02Nq7tVQmsBQF1gYKAodwbm517KIzp444FYHtk6UOrmAACYHUzOBIAKuxZbGJDP6FWPhrWoIXq5Z/x0TgyDLO9w9fZBXmRliWGzAFVhxYoV9MYbb1B0dOE8YjAfW8/cIT4X0yHIi2pXc5K6OQAAZkfnHvKkpCRauHAh7d+/nxISEkgmkxW5Pjk5WZ/tAwAjcP1xD3nTGm70XJcgyi2Q0R+XYmn6j+fo2wmtqVsDb50Dcj44BICqMXLkSFHurG7duiLDunp+GOzbTROfPN165q5YHtUWveMAAEYRkHMW1oiICJoyZQr5+voi8QuAmcvMyaeopEyx3NDflaytLOnTkc0pv0BOu67G0XM/nKF1E9tQp3pll9HJzZfRmejCA/+O9RCQA1RlDzmYnyMRiWLIupuDDfVrrPsUIwAAkCAg56QvnPylWbNmenh6ADB2YXHpYrijr6udyNDLOKnb56Nb0Isbz9Ke6wk09fsztH5SG2pXRq/3pbsplJVbQF5OttTAx6WKXgEATJgwQeomgAQ2n4oR/z7VogbZ2yCZGwCAUQTkISEh9OjRo8ppDQAY7fzxRv6uRdZz/fCvxrak5344KxIGcVm0H6a0o1a1PLSaP26J+eMAVYZLnpWmZs2aVdYWqBqJGTm0+1phno+RbTBcHQDAaALyr7/+WiR+4XnkTZo0KTbPzNW16EE5AJhHhvVG1Yt/97l8zjfjWtGU70/T0YgkmrjuFP04tR01C3TX+FjHFfPHUe4MoErVrl271CloBQUFVdoeqHzbzt0V5Sr595inGwEAgBHVIU9LS6OePXsWWc/lUnhnjp02gLn2kGsuUcbDINeMb0MTvjtFp6KSadzak7RpWntqUqPo7bPzCuhszEOx3BEBOUCVOn/+fJG/8/LyxLrly5fT+++/L1m7oHLwMZui9vho9I4DABhXQD527FjRK75p0yYkdQMwc/kFMgqLLbmHXMHB1kokdpuw7hSdvf2Qnl17kjY/155C/P67z7nbD0VSNz9Xe6qD0jsAVUpTXpjWrVtT9erV6eOPP6Zhw4ZJ0i6oHKejH1Lkg0xytLWiQc2qS90cAACzpnNAfuXKFXHWPDg4uHJaBABGIzopk3LyZeKgrpanY6m3dbazpu8mtaFxa0/RxTspNPbbwqC8vm9h8rbjkf8NV8eJPgDDwPv606dPS90M0LPNpwtzBgwOrS5+mwEAQDqWut6Bz5jfuVM4zAkAzNvVx/PHef6hNknYXO1t6IdJbalxdVdKysylMWtOUuSDjKL1xzFcHaDK8VQ01UtqaiqFhYXR/PnzqX79+lI3D/Qo9VEe/XU5Viyj9jgAgPR0Pi06Y8YMeuWVV+h///sfNW3atFhSt9DQUH22DwCMMMN6adwcbejHKe1o9LcnRMm0Md+eFMPZudecYf44QNXj/DDqI1N4nnFgYCBt3rxZsnaB/u28cI+y82QU7OtCzUtIsAkAAAYckI8cOVL8O3nyZOU63okjqRuA+Sktw3ppPJxsRbb10atP0M2EDBq+8pjI9hvo6UABHqUPfQcA/du/f3+Rvy0tLcnb25vq1atH1tYY0mxKFMncuNQZpgcBAEhP571sVFRU5bQEAIwKn4RTBuTlKJlTzdmONk5rR6O+OUGRiZliXceganpvJwCUjjOqf//997RgwQKqU6eO1M2BSnTlXqqYamRrZUlPtaghdXMAAKA8AXmtWrUqpyUAYFQepOeIeeA8dTzYrzAxm658XOxFCbSRq4/T7aQs6hHirfd2AkDpeOrZr7/+KgJyMG0/nSpM5ta/iZ8YqQQAANIr9zi0a9euUUxMDOXm5hZZP2TIEH20CwAM3NXH88frejuLWuPl5edmT7+91Iku3U2lLvXRQw4ghaFDh9KOHTto1qxZUjcFKklWbj7tvHBfLI9C7XEAAOMNyCMjI+mpp56iy5cvK+eOM8U8JMwhBzAP5Z0/rom7oy11bYDecQCpcCb1d999l44ePUqtWrUiJyenItfPnDlTsraBfvx1OY7Sc/KppqcjtQ9C8kwAAKMNyDnDOs8x27t3r/j31KlTlJSURHPmzKFPPvmkcloJACaRYR0ADNPatWtFpvWzZ8+Kiyo+4Y6A3PhteVx7nJO5aVOmEgAADDQgP378OO3bt4+qVasmsrDypXPnzrRkyRKxwz5//nzltBQADMp1lRrkAGDckLDVtEUkpNPp6IdkZWlBI1oFSN0cAABQYUk64iHpLi6FCZw4KL9//74y2Vt4eLiuDwcARigzJ5+ikgozoyMgBzAtPBVNMR0NTMOWx6XOegT7kK+rvdTNAQCAigTkTZo0oYsXL4rldu3a0dKlS8WcM557FhQUpOvDAYARCotLJz5e93GxI28XO6mbAwB6GrbO+3h7e3tx4eU1a9ZI3SyooNx8Gf167p5YHt0WydwAAIx+yPr8+fMpM7OwZ4yD8EGDBlGXLl3Iy8uLtmzZUhltBABDnT+uh4RuACC9hQsX0vLly2nGjBnUoUMH5RQ1zrrOFVV4fw/Gafe1eErOzCVfVzvqhuSZAADG30Per18/GjZsmFiuV68ehYWFUWJiIiUkJFDPnj0ro40AYKgZ1jFcHcAkrFy5kr799luRD4bLl/KFl1evXk1ff/21zo/31VdfUe3atUVPO4+m4wSw2ti8ebNIIsdl2EA/Nj9O5vZ0q0CyttL5sA8AACqZXn6ZPT09lWXPAMD0oYccwLTk5eVR69ati63nEmj5+fk6PRaPlps9eza9/fbbdO7cOWrWrJk4mc8n7ksTHR1Nr732mhh1B/pxJzmLjkQkiuVnWmO4OgCAUQ9ZV/SKl2Xbtm0VaQ8AGLj8AhmFoeQZgEkZN26c6CXnYeuquId87NixOj0WP8a0adNo0qRJ4u9Vq1bRn3/+SevWraM33nijxISx/DyLFi2iw4cPU0pKSgVeDShsPXtX5PvoXK8a1fRylLo5AABQkYDczc2tyN+bNm2iwYMHKzOuA4B5iE7KpJx8GTnaWlEtLyepmwMAekzq9u+//1L79u3F3ydPnhTzx8ePHy96vBXUg3ZVubm5oo75vHnzlOu4PGrv3r3FnPSS8Bx1Hx8fmjJligjIy5KTkyMuCmlphScJ4T8FMjltPXNHWXscAACMPCD/7rvvivz9yy+/iAzrFcmsfujQIfr444/Fzjs2Npa2b99eZN7YxIkT6fvvvy9yHx72tmvXrnI/JwBUzNXH88dD/FxETVsAMH5Xrlyhli1biuVbt24pS5vyha9TKGt6GueU4d5uX1/fIuv5b845o8mRI0fEyYALFy5o3V6e38696VCyQzceUGxqNnk42lDfxkXfDwAAMOIs6/rE2dp5btnkyZNLHBLfv3//IicD7OxQYglASpg/DmB69u/fL8nzpqeni+HynFCOg39tcQ+8aq8995AHBqIXWFMyt2EtA8jO2krq5gAAgCEG5AMGDBCX0nAA7ufnV2VtAgBtM6wXncYCAMBBtZWVFcXHxxdZz39r2pdzbzwnc+MpcAoymUz8a21tTeHh4VS3bl2NxwY4QV+yhPRs2nu9MIkehqsDABg2g69/ceDAATGvLDg4mKZPn05JSUml3p7nlPGZctULAOiHXC7/LyBHDzkAqLG1tRWZ2ffu3VskwOa/FfXNVYWEhNDly5fFcHXFhUuu9ejRQyyj17t8fj17j/JlcmpZ050a+CLXDwCASfSQ79y5s8jfih2s6twyxjtSfeHh6jyUvU6dOuIs+ptvvil61DkxDJ+B1wTzygAqz4P0HErKzCWeOh6MgzwA0ICHkk+YMEGUUWvbti2tWLFCTFFTZF3nJHE1atQQ+2uuU96kSZMi93d3dxf/qq8H7U+cbnk8XH1U25pSNwcAAPQVkKsmW1N4/vnni/zNyV44mYu+jBo1SrnctGlTCg0NFUPXuNe8V69eGu+DeWUAlefq4/njQd7O5GCLOYkAUNzIkSPpwYMHtHDhQoqLi6PmzZuLZKyKRG+cuZ0zr0PlOBmVTNFJWeRsZ00Dm/pL3RwAANBXQK6Y0yUlzujO89MiIiJKDMgxrwygKuaPY7g6AJTs5ZdfFhdN+KR6adavX19JrTIPm08V9o4PbladnOwkTRUEAABaMKpf6rt374o55P7+OOMLIAVkWAcwXTdv3hTZ1hMSEoqdhOfebjB8qVl59NeVOLE8CsncAACMgqQBeUZGhujtVoiKihJJXDw9PcWF54IPHz5cZGblOeRz586levXqiVrkAFD1rqOHHMAkcdkxTpzKo9B4n6tab5yXEZAbhx0X7lFuvowa+rtSaAAqYQAAGANJA/IzZ86ITKoKirnfnAxm5cqVdOnSJfr+++8pJSWFqlevTn379qXFixdjSDqABDJz8ikqKVMs88EeAJiO9957j95//316/fXXpW4KVCCZ20+Ph6tz77jqSRUAADBckgbk3bt3FzuQkvzzzz9V2h4AKFlYXDrx19XHxY68XXBSDMCUPHz4kJ5++mmpmwEVcOluqvidtrO2pKHNa0jdHAAA0BLSnAKAVjB/HMB0cTD+77//St0MqICtZ++Ifwc08SM3RxupmwMAAJXZQ85DyH/55Rcxr/t///ufmO997tw5UdKEa4sCgOlBhnUA08X5WRYsWEAnTpwQZUZtbIoGdDNnzpSsbVA2njf+x6VYsTyiFZK5AQCYdEDO87p79+5Nbm5uFB0dTdOmTRMB+bZt20Rt0R9++KFyWgoAkkIPOYDpWr16NTk7O9PBgwfFRRXPRUZAbtgO3nhAKVl5YkpRh7peUjcHAAAqMyDnxGsTJ06kpUuXkouLi3L9E088QWPGjNH14QDACOQXyChMEZCjhxzA5HCVEzDu7OpsSLPqZGWJZG4AACY9h/z06dP0/PPPF1vPQ9Xj4gprXwKAaYlOyqScfBk52lpRLS8nqZsDAJWIk62WlnAVDEt6dh7tuRYvloe2wLRBAACTD8i55FhaWmFPmaobN26Qt7e3vtoFAAbk6uP54yF+Luh9ATBRPOWM5487ODiIS2hoKG3YsEHqZkEZdl2JEydM6/k4U2NMKQIAMP2AfMiQIfTuu+9SXl6ecm4Zzx3n2qXDhw+vjDYCgMQwfxzAtC1fvpymT58upp/9/PPP4tK/f3964YUX6NNPP5W6eaDFcPWnWtRA7XEAAHOYQ75s2TIaMWIE+fj40KNHj6hbt25iqHqHDh3o/fffr5xWAoCBZFh3k7opAFAJvvjiC1q5ciWNHz++yAn4xo0b0zvvvEOzZs2StH2gWVxqNh27laScPw4AAGYQkHN29d27d9ORI0dExvWMjAxq2bKlyLwOAKaH55IqA3L0kAOYpNjYWOrYsWOx9byOrwPD9PvF+8TT/dvU9qBAT0epmwMAAFVVh5x17txZXADAtD1Iz6GkzFziqePBvv9VVgAA06pDzsPU33zzzSLrt2zZQvXr15esXVC67ecLh6s/2RzJ3AAAzCYg//zzzzWu53lL9vb2YqfetWtXsrKy0kf7AEBiVx/PHw/ydiYHW3yvAUzRokWLaOTIkXTo0CHq1KmTWHf06FHau3evCNTB8NyITxf5PWysLGhgU3+pmwMAAFUVkHNylwcPHlBWVhZ5eHiIdQ8fPiRHR0dydnamhIQECgoKov3791NgYGB52wUABjd/HMPVAUwVJ2U9efKk2Mfv2LFDrGvYsCGdOnWKWrRoIXXzQIMdj3vHuwf7kIeTrdTNAQCAqsqy/sEHH1CbNm3o5s2blJSUJC5c8qxdu3b02WefiYzrfn5+SAADYCKQYR3APLRq1Yp+/PFHOnv2rLjwMoJxwySTyem3C/fF8lAMVwcAMK8e8vnz59Ovv/5KdevWVa7jYeqffPKJOMMeGRlJS5cuRQk0ABNxHT3kACYpLS2NXF1dlculUdwODMOZ2w/pXsojcrGzpl4NfaRuDgAAVGVAztlW8/Pzi63ndVz+jFWvXp3S09Mr0i4AMACZOfkUlZQplhsiIAcwKTztjPfpXMbU3d1dYw1rrrLA6wsKCiRpI5SezK1/Ez+yt0FuDwAAswrIe/ToQc8//zytWbNGOZTt/PnzNH36dOrZs6f4+/Lly1SnTh39txYAqlRYXLooqePjYkfeLnZSNwcA9Gjfvn3k6ekpljnvCxiHnPwC+vNS4XD1p1pguDoAgNkF5GvXrqVx48aJuWY2NjbK3vFevXqJ6xgnd1u2bJn+WwsAVQrzxwFMV7du3ZTLfBKdE7Gq95JzD/mdO3ckaB2U5ED4A0rLzic/V3tqF+QldXMAAKCqA3JO2LZ7924KCwsTydxYcHCwuKj2ogOA8UOGdQDzwAG5Yvi6quTkZHEdhqwbXnb1Ic2rk5Vl8WkGAABg4gG5QkhIiLgAgOlCDzmAeVDMFVeXkZFB9vb2krQJikt9lEd7wxLEMrKrAwCYcUB+9+5d2rlzpyhxlpubW+S65cuX66ttACCh/AIZhSkCcvSQA5ik2bNni385GF+wYAE5Ojoqr+Neca5N3rx5cwlbCKp2XYml3HwZNfB1pob+LlI3BwAApAjI9+7dS0OGDKGgoCAxbL1JkyYUHR0tzq63bNlSH20CAAMQnZRJOfkycrS1olpeTlI3BwAqASdlZbwP54Sstra2yut4uVmzZvTaa69J2ELQlF19aIsaGkc0AACAGQTk8+bNEzvnRYsWkYuLi6hJznPOxo4dS/3796+cVgJAlbv6eP54iJ8L5ikCmChFdvVJkybRZ599hnrjBux+yiM6GZUslp/EcHUAAJNhqesdrl+/TuPHjxfL1tbW9OjRI5FV/d1336WPPvqoMtoIABLA/HEA87FixQpRMUUdJ3VLSyv8LQBp7bx4X5ShbFvHk2q4O0jdHAAAkCogd3JyUs4b9/f3p1u3bimvS0xM1Fe7AMBgMqy7Sd0UAKhko0aNos2bNxdb//PPP4vrwHCyq6P2OACAmQfk7du3pyNHjojlJ554gubMmUPvv/8+TZ48WVwHAMaP55MqA3L0kAOYPE7epqlkaffu3cV1IK3rsWkUFpdOtlaW9EQTf6mbAwAAUs4h5yzqXAaF8TxyXt6yZQvVr18fGdYBJPYwM5fi0rKpYQWzoj9Iz6GkzFziqePBvsjkC2DqcnJyNA5Zz8vLE1PTQFo7LhT2jvcI8SY3RxupmwMAAFL1kHMJFC55VrNmTeXw9VWrVtGlS5dEcrdatWrps20AoKPnfzxLAz47TBuOR1foca4+nj8e5O1MDrZWemodABiqtm3b0urVq4ut5318q1atJGkTFJLJ5LTzwn2xjOHqAABm3kNuZWVFffv2FYnd3N3dK69VAKCzjJx8OhNdmIF34c6r5OFkS4NCq1dw/jiGqwOYg/fee4969+5NFy9epF69einLnJ4+fZr+/fdfqZtn1jizemxqNrnYW1P3YB+pmwMAAFLPIee645GRkfpuBwBU0MU7KSSTFy5zJt5ZWy7QkZvlS7SIDOsA5qVTp050/PhxCgwMFIncfv/9d6pXr54YAdelSxepm2fWfns8XH1gU3+yt8GIJQAAMvc55HwWneuQL168WAxj42HrqlDDFEAa524/FP8ODPUnkhP9eTmWnttwhn6a1p6aBeo2ouU6esgBzE7z5s1p48aNUjcDVGTnFYjfcoba4wAApknngJwzq7MhQ4aQhYVFkazM/DfPMweAqnc2pjAgb1PLg0a3q0kpj3LpaEQSTVp/mra+0IHqejtr9TiZOfkUlZQpliuaHA4AjE92drayvKkCTrZLY39YAqVn55O/mz21q+MpdXMAAMAQAvL9+/dXRjsAoIJJfxQ95K1qeZKdtRV9M641jV59gi7fS6Xxa0/Rr9M7kp+bfZmPxaV1eMi7j4sdebvYVUHrAUBqWVlZNHfuXDFcPSkpqdj1ONkubXb1Ic2rkyWXvQAAAJOjc0DerVu3ymkJAJRbZGIGpWXnk4ONFYX4F5Ypc7azpvWT2tDTq45TZGImjV93kn5+vgO5O9qW+liYPw5gfv73v/+JE+4rV66kcePG0VdffUX37t2jb775hj788EOpm2eWUrPyaH/YA7GM7OoAAKZL56Ru7PDhw/Tss89Sx44dxQ6bbdiwgY4cOaLv9gGAFs4+7h0PDXAjG6v/vtZeznb0w5S25OtqRzfiM2jy+tP0KLf0ni5kWAcwP5zE7euvv6bhw4eTtbW1SOQ2f/58+uCDDzCvXCJ/XYml3AIZhfi5UIgffo8BAEyVzgE51xvv168fOTg40Llz5ygnJ0esT01NFTtuAKh6526niH9b1fIodl2AhyNtmNKO3Bxs6FxMCr248SzlFchKfCz0kAOYn+TkZAoKClLOF+e/WefOnenQoUMSt848bT9f2OExFL3jAAAmzbI8WdZXrVpF3377LdnY2BQpmcIBOgBIl9CtZc3iATlr4OtC6ya2JnsbS9of/oDm/nJJzDtXl18gozBFQI4ecgCzwcF4VFSUWA4JCRFzyRU95+7uulVpgIq7+zCLTkUlE+fOHdKsutTNAQAAQwrIw8PDqWvXrsXWu7m5UUpKYS+dtvis++DBg6l69eoiQ/uOHTuKXM+Z2xcuXEj+/v6iR75379508+ZNXZsMYNJSsnIpIiFDLLfU0EOuwMneVo5tRVaWFqLn5f2/rovvmKropEzKyZeRo60V1fIqWtIQAEzXpEmT6OLFi2L5jTfeEHPI7e3tadasWWJ+OVStnRfvi385s3p1dwepmwMAAIYUkPv5+VFERESx9Tx/XDHcTVuZmZnUrFkzsePXZOnSpfT555+LHvmTJ0+Kmuc8XJ5LsgBAofN3Ck+EBVVzIk+n0hO29QjxoY9HhIrltUeiaNXByCLXX308f5znLHLgDgDmgQPvmTNnimU++R0WFkabNm2i8+fP0yuvvCJ188wKnyjdfq5wuDqSuQEAmD6ds6xPmzZN7JzXrVsnerXv379Px48fp9dee40WLFig02MNGDBAXEraIa1YsUIklXnyySfFuh9++IF8fX1FT/qoUaN0bTqASVKUO2tRwnB1dcNaBlByZi699+d1+mhXGHk62dDINjXFdZg/DmB+8vLyqH///uLkd/369cW6WrVqiQtUPf4dvpmQQbbWltS/ib/UzQEAAEMLyHkom0wmo169eom6pTx83c7OTgTkM2bM0FvDeC5bXFycOFOvOiy+Xbt24gRASQE5J5lTJJpjaWmFAQaAqTr3eP64poRuJZnaJYiSMnNp5YFbNG/bZVEKrV9jP5UM626V1l4AMCycD+bSpUtSNwMe++1C4XD1XiE+IhknAACYNp2HrHOv+FtvvSUysF65coVOnDhBDx48oMWLF+u1YRyMM+4RV8V/K67TZMmSJSJwV1wCAwP12i4AQ8JJ2C7EFA5Zb1lLt8RLc/sF0zOtA4hzu8346TydjEz6LyBHDzmAWeFSpmvXrpW6GWavQCan3y4guzoAgDnRuYf8xx9/pGHDhpGjoyM1atSIDM28efNo9uzZRXrIEZSDqQqPT6fM3AJysbOm+j4uOp9c++CppvQwK492X4unSetPU1ZuAfHU8WBf3R4LAIxbfn6+mIq2Z88eatWqlcjZomr58uWStc2c8InR+LQccrW3pu7B3lI3BwAADLGHnBO/+Pj40JgxY+ivv/6igoKCSmkYJ49j8fHxRdbz34rrNOHh81xDVfUCYKq4rjhrXtO9XEnYrK0s6YvRLahtHU8RjLMgb2dysLXSe1sBwHDxiLeWLVuSi4sL3bhxQyRzU1wuXLggdfPMrvb4wNDqZGeN32EAAHOgcw95bGws7dq1i3766Sd65plnRE/5008/TWPHjqWOHTvqrWF16tQRgffevXupefPmyt5uzrY+ffp0vT0PgCkkdCup/rg27G2saM2E1jTymxN0PTaNmtbA/HEAcxEZGSn2t/v375e6KWaPk9nuDUsQy082R+1xAABzoXMPubW1NQ0aNIg2btxICQkJ9Omnn1J0dDT16NGD6tatq9NjZWRkiDPvirPvnMiNl2NiYsRw2ldffZXee+892rlzJ12+fJnGjx8vapYPHTpU12YDmKTyJHTTxNXehjZMaUuz+zQQFwAwD5xVnfPAKIwcObLYyDSoGg/Sc0QFDB7s1DxQt5wgAABgRj3kqrh3nOuCP3z4kG7fvk3Xr1/X6f5nzpwRgbyCYu73hAkTaP369TR37lxRq/y5556jlJQU6ty5s+idt7e3r0izAUzm4O12UhZZ8MFbzYofvFVztqOZvQpLHgGA+fTKquKpaJwcFapeWFy6+Ld2NScxcgkAAMxDuQJyLne2fft20UvOQ8o5adro0aPpl19+0elxunfvXuxgQBX3kr/77rviAgCae8cb+LiIHm4AADBe4Y8D8hA/JNUEADAnOgfkXP/7jz/+EL3jPId8wYIF1KFDh8ppHQCUGZC3rOBwdQAwX3zimy/q60Caqhks2BfJaAEAzInOAbmVlRX9/PPPYqg6L6tnaW3SpIk+2wcAZSZ0w1xDACgfHqU2ceJEUaGEZWdn0wsvvFCs7Nm2bdskaqH59ZAH+zlL3RQAADDkgJyHqatKT08XGdfXrFlDZ8+erbQyaADwn9x8GV26m6qXhG4AYL44Z4uqZ599VrK2mLMCmZxuKHrI/dBDDgBgTsqd1O3QoUO0du1a+vXXX0Xm82HDhtFXX32l39YBgEbXYtMoJ19GHo42VKda0Z4sAABtfffdd1I3AYgoJjlL/Kbb21hSTU9HqZsDAACGGpDHxcWJ7OcciHNNcJ5DnpOTQzt27KBGjRpVXisBoIizKvXHMd8TAMC4hceliX/r+7iQFdc9AwAAs6F1HfLBgwdTcHAwXbp0iVasWEH379+nL774onJbBwAaIaEbAIDplTwLRoZ1AACzo3UP+d9//00zZ86k6dOnU/36qFUMYBgJ3RCQAwAYO8X8cZQ8AwAwP1r3kB85ckQkcGvVqhW1a9eOvvzyS0pMTKzc1gFAMfdTHlFsarYY1tgs0E3q5gAAgJ56yBv4IiAHADA3Wgfk7du3p2+//ZZiY2Pp+eefp82bN4tkbjKZjHbv3i2CdQCouuHqDf1dyNG23HkZAQDAAGTnFVB0YqZYRg85AID50TogV+DapJMnTxY95pcvX6Y5c+bQhx9+SD4+PjRkyJDKaSUAFEvo1grD1QEAjF5EQgbJ5CSqZni7FNaDBwAA86FzQK6Kk7wtXbqU7t69K2qRA0DlOxeTIv5FQjcAAOMXrjJcHVUzAADMT4UCcgUrKysaOnQo7dy5Ux8PBwClDG28ei9VLCOhGwAYqq+++opq165N9vb2Iu/MqVOnSrwtT4fr0qULeXh4iEvv3r1Lvb2pCUdCNwAAs6aXgBwAqsble6mUL5OTj4sdBXg4SN0cAIBitmzZQrNnz6a3336bzp07R82aNaN+/fpRQkKCxtsfOHCARo8eTfv376fjx49TYGAg9e3bl+7du0fm1EMe7OcqdVMAAEACCMgBjHD+OPeOY2gjABii5cuX07Rp02jSpEnUqFEjWrVqFTk6OtK6des03n7jxo304osvUvPmzSkkJITWrFkjEsbu3buXzCsgd5a6KQAAIAEE5ADGmNAN88cBwADl5ubS2bNnxbBzBUtLS/E3935rIysri/Ly8sjT07PE2+Tk5FBaWlqRizFKzcqjuLRssYySZwAA5gkBOYCRkMvldP5xyTMkdAMAQ5SYmEgFBQXk6+tbZD3/HRcXp9VjvP7666KsqmpQr27JkiXk5uamvPAwd2OeP17D3YFc7G2kbg4AAEgAATmAkYhJzqLEjFyytbKkJjUw1xAATA+XUd28eTNt375dJIQrybx58yg1NVV5uXPnDhmj8LjCnv1gJHQDADBb1lI3AAC0c+5x7zgH43bWVlI3BwCgmGrVqonKK/Hx8UXW899+fn6l3veTTz4RAfmePXsoNDS01Nva2dmJi7ELU84fR0AOAGCu0EMOYIQJ3QAADJGtrS21atWqSEI2RYK2Dh06lHi/pUuX0uLFi2nXrl3UunVrMhc3Hg9ZD8b8cQAAs4UecgAjcfZ2ivgXCd0AwJBxybMJEyaIwLpt27a0YsUKyszMFFnX2fjx46lGjRpiHjj76KOPaOHChbRp0yZRu1wx19zZ2VlcTDkvCHrIAQAAATmAEcjIyVfONURCNwAwZCNHjqQHDx6IIJuDay5nxj3fikRvMTExIvO6wsqVK0V29hEjRhR5HK5j/s4775Cpik3NpvTsfLK2tKC63qZ74gEAAEqHgBzACFy8k0IyeWEmXl/XkhMdAQAYgpdffllcNDlw4ECRv6Ojo8kcKTKs16nmRLbWmEEIAGCusAcAMALnUH8cAMCkhGO4OgAAICAHMA5nFfXHa7pL3RQAANBjQB6CgBwAwKwhIAcwcDKZXKWH3FPq5gAAgB4D8gbIsA4AYNYQkAMYuMjEDErLzicHGysK8ceBGwCAscsvkFHEgwyxHOLnKnVzAABAQgjIAYyk/nhogBvZWOErCwBg7KKTMik3X0aOtlYU4OEgdXMAAEBCOLoHMHDnUH8cAMCkhMcV9o7X93UhS0sLqZsDAAASQkAOYDQJ3RCQAwCYgvC4NPFvCOaPAwCYPQTkAAYsJSuXIhIKe1JaooccAMAkhKHkGQAAPIaAHMCAnb9TOFw9qJoTeTrZSt0cAADQgxvxCMgBAKAQAnIAA6Yod9YCw9UBAExCVm4+3U7OEssIyAEAAAE5gAE793j+OBK6AQCYhpvxGSSXE1VztqVqznZSNwcAACSGgBzAgOvUXogpHLLespa71M0BAAA9CH88XL0BEroBAAACcgDDPmjLzC0gFztrqu+DAzcAAFMQjoRuAACgAgE5gIE697h3vHlNd7JCnVoAAJMKyEMQkAMAAAJyAMNP6Ib64wAApgND1gEAwGgC8nfeeYcsLCyKXEJCQqRuFkCVQEI3AADTkpyZSw/Sc8QyAnIAAGDWhr4ZGjduTHv27FH+bW1t8E0GqDA+YLudlEUWFoVD1gEAwPiFxaWJf2t6OpKTHY5nAADACAJyDsD9/PykbgaAJL3jDXxcyNXeRurmAACAHtx4PH8cveMAAGAUQ9bZzZs3qXr16hQUFERjx46lmJiYUm+fk5NDaWlpRS4AxhqQt8RwdQAAk5s/joRuAABgFAF5u3btaP369bRr1y5auXIlRUVFUZcuXSg9vXCHpsmSJUvIzc1NeQkMDKzSNgPoN6EbhqsDAJgKlDwDAACjCsgHDBhATz/9NIWGhlK/fv3or7/+opSUFPr5559LvM+8efMoNTVVeblz506VthmgonLzZXTpbqpYRkI3AADTIJfL6UZ8hlhGQA4AAEYzh1yVu7s7NWjQgCIiIkq8jZ2dnbgAGKtrsWmUky8jD0cbqlPNSermAACAHtx9+IgycvLJxsoCv+0AAGAcPeTqMjIy6NatW+Tv7y91UwCqpP44l/oDAADjd+Px/PG63s5kY2VUh18AAFCJDHqP8Nprr9HBgwcpOjqajh07Rk899RRZWVnR6NGjpW4aQKU5i4RuAAAmJwzzxwEAwNiGrN+9e1cE30lJSeTt7U2dO3emEydOiGUAc+ghBwAA04CEbgAAYHQB+ebNm6VuAkClJ/m5k/yILt1LEYncLt5JodjUbLKytKBmgW5SNw8AAPQ8ZD0YNcgBAMBYAnIAUxOXmk0X76bQZQ6++d97qZSSlVfsdj1DfMjRFl9PAABTkFcgo1sPkGEdAACKwxE/QCVJysihS/dSRfB96W5hD3hCek6x23HG3Yb+rtS0hhs1C3Cn0EA3auCDAzYAAFMR+SCT8grk5GxnTTXcHaRuDgAAGBAE5GCSEtKzac7PF2lwaHV6pk1glT73mehkem3rRYpOyip2naUFUQNfFwoNcKOmAe7ULMBN9JbYWVtVaRsBAKDqhD8ert7A1xnVMwAAoAgE5GCSvt5/iw7fTKTT0cnUPcSbfFzsq2xYomowHuTtRKE13CiUe74D3KhxdTdysEXwDQBgTsLj0sS/wX6uUjcFAAAMDAJyMDkpWbm05fQdsZydJ6Ov9kXQoiebVMlz/3r2rgjGvZxs6d9ZXcnL2a5KnhcAAAw/w3oI5o8DAIAx1SEHKI8fT9ymR3kFVM3ZVvy96VQM3UkuPnxc37LzCuizvTfF8os96iEYBwAAtSHrCMgBAKAoBORgUjgoXn/stlh+a2BD6lyvmkik8/njQLkybToZI0qW+bvZ09h2NSv9+QAAwPBl5OSL8pYMPeQAAKAOATmYlO3n71FiRg5Vd7OnQaHV6bV+wWL9r+fuUkRCYcmZypCZk09f7Y8QyzN71Sd7G8wTBwCA/+qP+7jYkYdT4cgtAAAABQTkYDJkMjl9ezhSLE/uXIdsrCypeaA79WnkSzI50ae7b1Tac393NIqSMnOptpcjjWgVUGnPAwAAxuXG4/njqD8OAACaICAHk7Hneryo9epib02j2v43ZHxO3wbEVWb+vBxLV+6l6v15U7Py6JtDhScCZvVpIE4EAAAAsDBFQI754wAAoAEiBzAZqx8HxWPb1SJnu/8KCIT4udKQZtXF8rJ/w/X+vN8cukXp2flibiDXPQcAAFDPsI4ecgAA0AQBOZiEs7cf0pnbD8nGyoImdapd7PpZvRuQlaUF7Q9/IGqT60tCejZ9dzRaLM/pG0yWlhZ6e2wAADCdOeQIyAEAQBME5GYgOTOXLt1NIVO2+tAt8e/Q5jXI19W+2PW1qznRM60DxfLH/4STXC7Xy/N+vf+WKLHGc9V7N/TRy2MCAIBpeJCeI/KL8LSp+j4IyAEAoDgE5CYur0BGo1efoCFfHqV/rsaRKYp8kEH/XosXy891DSrxdjN71SNba0s6FZVMh28mVvh57z7MEqXO2Nx+wWTBR1wAAABqw9VrezmRgy2qbwAAQHEIyE3cD8dvU/jj4XKL/7gm6nSbmjVHoog7vHuG+FD9UpLm+Ls50Lj2tfTWS861zXMLZNSxrhd1rFetQo8FAACmR7H/beDrLHVTAADAQCEgN2Fcj3vF41JftlaWdPfhI2XiM1N6jb+cvVtm77jCi93rkpOtFV2+l1qhEQO3HmQon1dR6xwAAEBVeFya+DfYz1XqpgAAgIFCQG7CPvknnNJz8qlJDVdaOiJUrPv6QATdT3lEpuKHY9GUmy+jZgFu1K6OZ5m393K2oymd64jlT/69QQVcoLwclu++IWqb927oSy1repTrMQAAwDyGrHMVDgAAAE0QkJsoTuK25cwdsfzO4Mb0ZPPq1La2J2XnyeiDv66TKcjKzacfTtwWy891rav1HO6pXYPIzcGGIhIy6LcL93R+3qv3U+nPS7EiSQ/XOAcAAFAnk8npRnyGWG6AGuQAAFACBOQmehDwzs6rYl71Uy1qUOvaniJYfXtII+KqXH9ciqUTkUlk7LaeuUspWXlU09OR+jfx0/p+rvY29EK3umL50z03RA+7Lpb9WzgNgGuON/THMEQAACjuzsMsUYWDk4nW9nKUujkAAGCgEJCboB0X7tG5mBRytLWiNwaEKNc3ru5GY9rVFMscsOcX6BaIGhJu+5ojhfPhp3apI2qM62JCx1rk7WJHd5IfKUcSaONMdDLtC0sQzzerD3rHAQBAs7DHw9XreTuTtRUOtwAAQDPsIUxMRk4+ffh3mFh+uWe9YjW55/QJFsO1+UDhp9PaB6KGZtfVOBFMezja0NOtCuuL68LR1ppe7lFPLH+x9yY9yi07+zxnZefs7OyZ1gFUp5pTOVoOAADm4AbmjwMAgBYQkJuYL/dFUEJ6DtXyclQmL1Pl4WSrnPe87N9wepiZS8aGA2NFtvhxHWqXu7brqLaBVMPdQWyvDSeiy7z9kYhEOhmVLIYfzuhZv1zPCQAA5iHsccmzYATkAABQCgTkJiQqMZPWPh7GvXBQI7Kz1hyojmlbU5yx5/nXnC3c2JyITKZLd1PJztqSJnQorCteHrx9Xu1dGFh/feAWpWfnadU7/my7WlTd3aHczwsAAOaTYb0BAnIAACgFAnITsviPa5RXIKfuwd7UM8SnxNvxXLa3BzcWyxtP3qZr9wvrpBqL1YduiX9HtAoQZcwqgpPe1fV2Eicn1hyOKvF2/1yNFycBeF7+iz0KE8IBAABokpNfIE6SMwxZBwCA0iAgNxH7wxJEsjFrSwtaMKhRmSXAOtT1ooFN/UUt7UW/c0b28tXjrmo34tNpf/gDUXJsapegCj8en5yY3SdYLK89EkXJGobwc63y5bsLe8d5GkC1Cp4EAAAA03YrIVPsO1ztrclPLZcLAACAKgTkJoDLdr37xzWxPLlzHarr7azV/eY9EUL2NpZiXvSfl2PJGCjmjvdr5Ke3pGoDmvhR4+quIiHeqoOFve+qdl68J2rJcjI8fZwEAAAA0xYen6acP17WCXIAADBvCMhNwHdHo8TQOO65ndGzMHO4NgI8HGl6t8Lbf/DndcrKzSdDFpeaTb9duCeWn+umv8DY0tKCXutX2Ev+/bFo8TyqJzs+3X1TLD/fLUgE5QAAAKUJj8sQ/yKhGwAAlAUBuZFLSMumz/cWBoxcc9zFXreAkYNMzjR+PzWbVh0o3jtsSL47FiXmyLep7UEta3ro9bG7N/Cm1rU8KCdfRl/sK9ye7OczdygmOUuc7JjYsbZenxMAAExTeJyih9xV6qYAAICBQ0Bu5D7aFU6ZuQXULNCdhrWoofP97W2saP7AhmJ51aFIupOcRYaIM6BvOhEjlp/rqv+kajyk8H+Pe8m3nL5DMUlZlJ1XoAzOeeQB1y4HAADQNsN6sC96yAEAoHQIyI3YuZiH9Ou5u2J50ZDGYuh1efRv4kcd63qJ4dnv/3mdDNHmU3coPSdfZETvVUoG+YpoF+RFXRt4U75MTiv23KANx29TfFqOGEHANcsBAADKkpadJ0adMQTkAABQFgTkRkomk9M7O6+K5adbBVDzQPcK9Q5zGTQrSwvadTWOjtxMJEOSVyCjdUcLS5JN6xJU7hMP2nitbwPx7/YL9+jzx73jr/SuX2JNdwAAAFU3HveO+7vZk5sj8o4AAEDpEJAbqV/O3hV1sV3srGlu/5AKPx4nnhnXvpZY5jJoHAQbit8v3qfY1Gwxj3toOYbl6yI0wJ36N/YjrgKXnp1PQd5O5ZoKAAAA5inscUDeAL3jAACgBQTkRjocbuk/YWJ5Zq/65O2in7rYs3o3IA9HG7qZkEE/nrhNhoDroytKnU3qVFvMea9sc/o2EHXOxXKfYFGrHAAAQBs34gsD8hBkWAcAAC0g0jBCn++5SYkZuaL3doIeM3/z0Lr/9SvsbV+++wYlZeSQ1A7dTBS9DY62VvRsu8Ie/MpW39eFPh7RTCR54xrlAAAAuvaQo+QZAABoAwG5kYlISKf1x6LF8sJBjcjWWr9v4cg2gdS4uqsYrv3Jv+EktdWHbinbVZVz8Ua0CqCXetSr1PnqAABgWnhUlyLDOoasAwCANhCQG9mOftHv10QW8N4Nfal7sP6zjXNiN87YzjafvkOX76aSVC7eSaGjEUmiTVM615GsHQAAANokW+XqJ6mP8sR+q56Ps9RNAgAAI2AUAflXX31FtWvXJnt7e2rXrh2dOnWKzNGe6wl0+GYi2VpZ0oJBhbXDK0Pr2p40tHl1kdjsnd+vihMBlS0zJ59ORSXTmsORNPOn89T94/305FdHxXUDm/pTgIdjpbcBAACk2W9v3bqVQkJCxO2bNm1Kf/31Fxm65Mxc2hcWT8v+Dadn15ykZov+peErj4vr6lRzqpKcJwAAYPysycBt2bKFZs+eTatWrRI79RUrVlC/fv0oPDycfHwqpx61IcrOK6DFf1wTy1O71KFaXk6V+nxvDGhI/16Lp7O3H9JvF+7rNbs5v5brsWl0+V4qXbyTSpfvpVBEQgbJNMT9XHecy44BAIBx0HW/fezYMRo9ejQtWbKEBg0aRJs2bfp/e/cCG0X57nH8aUtbLtIW/kihUO4ICtpyK3LJARTEiJwSTURUqAZFCSDI4R6k8icG5ADVKBE1gaqgKBKqAYQgN7mqQDlBQOUmYKBcFCg3gX87J88LXdtlSzvtdmcv30+yaXd2Zvfdp9v57Tvzzoz069dPdu3aJa1btxZ/oFce+eXkRck+fk6yj52X7GPn5Pc/r9w2n57v5P56sTK0e1NH2gkACDxhli92f5aDhnmHDh3kvffeM/fz8/MlMTFRRowYIRMmTChx+dzcXImNjZULFy5ITExMudpy6dp/fLK32JP5m3+XjO9+k/iYaFn3P92lWnTFb0uZu/6g/O/qX6V29WhZ/mpXqVKGrf1areN/XTFD3//vj5udb/1So8Pu3dWJqSwP1I+VpMQ484VGf4+rGuWldwMA/sOb2RToud2/f3+5fPmyLF++3DXtwQcflOTkZNOpd6KeORf+Np3u7OM3O996mdFr/8n3uNG4TYMa0qZBnLRJrCH3xN/FlTkAALayya/3kF+/fl127twpEydOdE0LDw+Xnj17yrZtN4eFubt27Zq5FS6Et3R9a52cv3JDnDTpsXt90hlXetz2lzuOy9E/r0jKm2u9+tw1q0WZDrde9/uBW53v2jGVvfoaAAD/z22drnvUC9M96llZWcW+TkVm/eDMn2TtL6dvmx5bJVKSE+Nudr4b1JDk+nE+PdkoACA4+XWH/OzZs5KXlyfx8fFFpuv9X365eR1udzrkberUqRKMHm5ZW/47KcFnr6fHv01LbS0vfbLD456B0qoeXUnuL+h8m5+xUi+uioQVXOwbABAUypLbOTk5HufX6cWpyKxPrFlV9AIbLevEuDrf+rPxv6px5Q0AQGh1yMtCt8oX3tKuW811qJw3/DDpYXFSdCXfnyDmv+65W/ZO7S155Riqryeho/MNAAiErB/xUDMZ27uFz0ajAQBCm1+nTa1atSQiIkJOnTpVZLrer1OnjsdloqOjzS1YOsT+QI+H8+sPCgAgYHNbp9uZv6Kz/l93VczzAgDgiV+feSQqKkratWsna9f+c/yynhxG73fq1MnRtgEAgPLntk4vPL9as2YNOQ8ACAl+v+NTh6SlpaVJ+/btJSUlxVw+Rc/G+sILLzjdNAAAYDO3Bw0aJPXq1TPHgauRI0dKt27dZPbs2dKnTx9ZvHix7NixQz788EOH3wkAABXP7zvkejmUM2fOyJQpU8wJXvQyKKtWrbrtBDAAAMD/c/vYsWPmzOsFOnfubK49PnnyZJk0aZI0b97cnGHdX65BDgBASF+HvLyC+VqvAIDARDZ5F/UEAARqNvn1MeQAAAAAAAQrOuQAAAAAADiADjkAAAAAAA6gQw4AAAAAgAPokAMAAAAA4AA65AAAAAAAOIAOOQAAAAAADqBDDgAAAACAA+iQAwAAAADggEoS5CzLMj9zc3OdbgoAAEUyqSCjUD5kPQDA35Q264O+Q37x4kXzMzEx0emmAABwW0bFxsY63YyAR9YDAAI168OsIN88n5+fLydOnJDq1atLWFhYubdyaNgfP35cYmJivNbGYEbN7KNm9lEz+6iZs/XS6NWATkhIkPBwjh4rL7LeWdTMPmpmHzWzj5o5W7PSZn3Q7yHXN1+/fn2vPqf+cfhQ20PN7KNm9lEz+6iZc/Viz7j3kPX+gZrZR83so2b2UTPnalaarGezPAAAAAAADqBDDgAAAACAA+iQ2xAdHS3p6enmJ0qHmtlHzeyjZvZRM3uoV+jgb20fNbOPmtlHzeyjZoFRs6A/qRsAAAAAAP6IPeQAAAAAADiADjkAAAAAAA6gQw4AAAAAgAPokAMAAAAA4AA65AAAAAAAOIAOuZu5c+dKo0aNpHLlytKxY0f58ccf7zj/kiVLpGXLlmb++++/X1auXCmhxk7NMjMzJSwsrMhNlwsV33//vfTt21cSEhLMe8/KyipxmQ0bNkjbtm3N5ReaNWtmahhK7NZM6+X+GdNbTk6OhIrp06dLhw4dpHr16lK7dm3p16+f/PrrryUuF6rrs7LUK9TXZYGOrLePrLeHvLePvLeHrA+evKdDXsgXX3who0ePNtee27VrlyQlJUnv3r3l9OnTHuffunWrDBgwQAYPHizZ2dnmj6q3n3/+WUKF3ZqpmJgYOXnypOt29OhRCRWXL182NdIvNqVx5MgR6dOnj/To0UN2794to0aNkhdffFFWr14tocJuzQroCrbw50xXvKFi48aNMmzYMNm+fbusWbNGbty4IY888oipZXFCeX1WlnqF+roskJH19pH19pH39pH39pD1QZT3eh1y3JSSkmINGzbMdT8vL89KSEiwpk+f7nH+p556yurTp0+RaR07drRefvllK1TYrdmCBQus2NhYH7bQf+m/37Jly+44z7hx46xWrVoVmda/f3+rd+/eVigqTc3Wr19v5jt37pzP2uXvTp8+bWqycePGYudhfWavXqzLAhdZbx9ZXz7kvX3kvX1kfeDmPXvIb7l+/brs3LlTevbs6ZoWHh5u7m/bts3jMjq98PxKtxgXN3+wKUvN1KVLl6Rhw4aSmJgoqampsnfvXh+1OPCE+mesPJKTk6Vu3brSq1cv2bJli4SyCxcumJ81a9Ysdh4+a/bqpViXBR6y3j6y3jdC/XNWHuT9TWR94OY9HfJbzp49K3l5eRIfH19kut4v7lgUnW5n/mBTlpq1aNFC5s+fL19//bUsXLhQ8vPzpXPnzvLHH3/4qNWBpbjPWG5urly9etWxdvkzDeV58+bJ0qVLzU1Xnt27dzfDLEOR/o/p0McuXbpI69ati50v1NdnduvFuiwwkfX2kfW+Qd7bR97/g6wP7Lyv5LVnAkqhU6dO5lZAP9D33nuvfPDBBzJt2jRH24bgoCtOvRX+jB06dEgyMjLk008/lVCjx0rpsWGbN292uilBVS/WZUDx+P+AL5D3/yDrAzvv2UN+S61atSQiIkJOnTpVZLrer1OnjsdldLqd+YNNWWrmLjIyUtq0aSMHDx6soFYGtuI+Y3pyiSpVqjjWrkCTkpISkp+x4cOHy/Lly2X9+vVSv379O84b6uszu/Vyx7osMJD19pH1vkHee0co5j1ZH/h5T4f8lqioKGnXrp2sXbvWNU2HJOj9wltFCtPphedXesa+4uYPNmWpmTsdBrdnzx4z7Ai3C/XPmLfoGWtD6TOm58PRsFm2bJmsW7dOGjduXOIyofxZK0u93LEuCwxkvX1kvW+E+ufMW0Ip78n6IMr7Cj1lXIBZvHixFR0dbWVmZlr79u2zhgwZYsXFxVk5OTnm8YEDB1oTJkxwzb9lyxarUqVK1qxZs6z9+/db6enpVmRkpLVnzx4rVNit2dSpU63Vq1dbhw4dsnbu3Gk9/fTTVuXKla29e/daoeDixYtWdna2uem/35w5c8zvR48eNY9rrbRmBQ4fPmxVrVrVGjt2rPmMzZ0714qIiLBWrVplhQq7NcvIyLCysrKsAwcOmP/FkSNHWuHh4dZ3331nhYqhQ4eaM4Ju2LDBOnnypOt25coV1zysz8pXr1BflwUyst4+st4+8t4+8t4esj548p4OuZt3333XatCggRUVFWUu87F9+3bXY926dbPS0tKKzP/ll19a99xzj5lfL1exYsUKK9TYqdmoUaNc88bHx1uPPfaYtWvXLitUFFyiw/1WUCP9qTVzXyY5OdnUrEmTJubyC6HEbs3eeustq2nTpmZlWbNmTat79+7WunXrrFDiqV56K/zZYX1WvnqF+ros0JH19pH19pD39pH39pD1wZP3YbcaBwAAAAAAfIhjyAEAAAAAcAAdcgAAAAAAHECHHAAAAAAAB9AhBwAAAADAAXTIAQAAAABwAB1yAAAAAAAcQIccAAAAAAAH0CEHAAAAAMABdMgBoAzOnTsnU6dOlZMnTzrdFAAAUAHIevhCmGVZlk9eCQCCyKBBg+TPP/+UyMhIycrKcro5AADAy8h6+AJ7yAHAphUrVsjFixfNz7i4OFm0aJHTTQIAAF5E1sNX6JADfqZ79+4yatQoCQY6AGfIkCFSs2ZNCQsLk927d982TUPOzvv1h/r06dNHli1bZn7PzMyUZ5991tH2AAACiz9kmbeQ9UD5MGQd8OD555+Xjz/+2Pyuw5QaNGhghi1NmjRJKlWqVKGv/ddff5nXrF69ugS6b7/9VlJTU2XDhg3SpEkTqVWrlqxZs6bItPDwcKlSpUqp329F1EeDPzk5Wd5++22vPScAwL+R9d5B1gPlU7FrGyCAPfroo7JgwQK5du2arFy5UoYNG2bCYeLEibfNe/36dYmKivLK6+rW5GBx6NAhqVu3rnTu3PmO00K1PgAAZ5H15UfWA+XDkHWgGNHR0VKnTh1p2LChDB06VHr27CnffPONayvr8OHDzXAq3RLcu3dvM71Ro0a3bXnVrbFvvPGGa7lXX31Vxo0bZ8JGn7/gseKGaZVmGT3GSYdSVatWzQRgRkZGicO98vPzZebMmdKsWTPzXnXPwJtvvul6XL+c6OvWrl1bKleuLF27dpWffvqpyPLTp0+Xxo0bm63eSUlJ8tVXXxXZ8zBixAg5duyYGa6mtfE0zb2dJbXL0/x3akdJ9dM2bdy4Ud555x3TJr39/vvvHmuWk5NjHtd527RpY+rSqlUr2bx5c7F1BgD4L7KerHdH1sPX6JADpaQBoFvHC+gwN91SvmXLFpk3b16pn0eX0zD94YcfTBj9+9//NkO7yrPM6NGjTTv0S4RO37Rpk+zateuOz6lb/2fMmCGvv/667Nu3Tz777DOJj493Pa6htnTpUvPa+lwamvplRIeRKQ3GTz75xLz3vXv3ymuvvSbPPfecCTylQabtrF+/vrlciAa8p2l22+WupHaUVD9tU6dOneSll14ybdJbYmKix9fS4+LU/PnzzZcxva9fIvQLkn5ZAAAENrKerCfr4XN6DDmAotLS0qzU1FTze35+vrVmzRorOjraGjNmjJnWrVs3q02bNrct17BhQysjI6PItKSkJCs9Pd21XNeuXYs83qFDB2v8+PGu+zrPyJEji9y/0zK5ublWZGSktWTJEtfj58+ft6pWrVrkeQrTZfT9fPTRRx4fv3TpknnORYsWuaZdv37dSkhIsGbOnGn9/fff5vm3bt1aZLnBgwdbAwYMcN3XWmhNCnOfVvj9ltQu9/lL046y1Lw4M2bMMHU5cuSIa9qOHTv0PBzWsWPHSlweAOA/yHqy3hOyHr7GMeRAMZYvXy533XWX3Lhxw2wRfeaZZ4oMf2rXrl2ZnveBBx4ocl+HnZ0+fbrMyxw+fNi0MSUlxfV4bGystGjRotjn279/vxmm9vDDD3t8XI/90ufs0qWLa5oeU6evocsePHhQrly5Ir169SqynO5V0OFdZVVSu9yVth1lqbknupX8iSeeMMPvCsTExNh+HgCAfyDryXp3ZD18jQ45UIwePXrI+++/b4aqJSQk3HbGVR0W5U7PIup+4QINu8I07ArT45RKGgJVlmVKGpJXHpcuXTI/9dqc9erVK/KYHgvmq3aVth3eqp+GdFpaWpFp27ZtM8cWur8+AMD/kfXFI+v/QdajInEMOVAMDWE9lkqPGyrt5U/uvvtuc1xSgdzcXDly5EgFtlLM5UQ0hAofo3XhwgX57bffil2mefPmJhDXrl3r8fGmTZu6jpkr/GVDX+O+++4zNw1BPWGL1qjwrbhjskqjpHa581Y79L3m5eXdcZ6rV6/KgQMHisynQa/Hl2lw6xc0AEBgIevJ+sLIejiBPeSAFz300EOSmZkpffv2lbi4OJkyZYpERERU6GvqNTo1JMaOHWvOLKpnSk1PTzehoVuHPdEzho4fP96czEUDSoernTlzxpwoZfDgweYLip5ttuA59YuKniBFh4zp4/qaY8aMMSdV0aDSs7LqFwMNdR3W5b5lubRKapen9+6NduiwND0JjJ5xVYcu6nt2D909e/aYei5cuND8nQv+vufPn5fJkyeX6f0CAAIPWU/WA95EhxzwIj1rqG4lf/zxx82xXdOmTavwreZqzpw58sorr5jX1XDSkDt+/LgJveLomU11b4AGzYkTJ8yxVvocBfTspxp8AwcONJdaad++vaxevVpq1KhhHtf3pnsJ9Mynemybhlbbtm1l0qRJ5XovJbXLnTfaoUGvga5b4XXruP7NCh87VjCErWXLlqa2Tz75pPkyoGei1TO86msCAEIDWU/WA94Upmd28+ozAnDc5cuXzXFOs2fP9ri1GfYNGzZMzp07Zy7NAgCA08h67yPr4QQOhACCQHZ2tnz++efmjKl6HVG9VqZKTU11umlBQ7eau5/BFQAAXyHrKx5ZDyfQIQeCxKxZsyQpKUl69uxptppv2rTJnBEU5acDifS4MkIaAOAksr7ikPVwCkPWAQAAAABwAHvIAQAAAABwAB1yAAAAAAAcQIccAAAAAAAH0CEHAAAAAMABdMgBAAAAAHAAHXIAAAAAABxAhxwAAAAAAAfQIQcAAAAAwAF0yAEAAAAAcAAdcgAAAAAAHECHHAAAAAAA8b3/B3C/PXJEVGy7AAAAAElFTkSuQmCC", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "def plot_pruning(dropout_p, T=4):\n", "\n", " memories = [generate_memory() for _ in range(9)]\n", " model = StochasticHopfieldNetwork(memories, T=T)\n", "\n", " # Gradually increase the pruning coefficient and measure the network's performance\n", " pruning_coefs = np.linspace(0, 2.5, 26)\n", " avg_hamming_distances = []\n", " sparsities = []\n", " for pruning_coef in pruning_coefs:\n", " model.apply_pruning(pruning_coef)\n", " # Print sparsity of model weights\n", " sparsity = np.sum(model.W == 0) / model.W.size\n", " sparsities.append(sparsity)\n", " hamming_distances = []\n", " for mu in memories:\n", " # Clamp network activity to the degraded input pattern\n", " mu_ = degrade_input(mu, dropout_p)\n", " model.activity = mu_\n", " dist = model.attempt_recall(mu, mu_)\n", " hamming_distances.append(dist)\n", " avg_hamming_distance = np.mean(hamming_distances)\n", " avg_hamming_distances.append(avg_hamming_distance)\n", "\n", " # Plot the average Hamming distance as a function of the pruning coefficient\n", "\n", " fig, axes = plt.subplots(1, 2, figsize=(12, 5))\n", " fig.suptitle(\"Effect of pruning on network performance (stochastic, dropout_p = {}, T = {})\".format(dropout_p, T))\n", " axes[0].plot(pruning_coefs, avg_hamming_distances)\n", " axes[0].set_xlabel(r\"Pruning coefficient $\\hat p$\")\n", " axes[0].set_ylabel(\"Average Hamming distance\")\n", " axes[0].set_title(r\"Avg. Hamming dist. as function of $\\hat p$\")\n", " axes[1].plot(pruning_coefs, sparsities)\n", " axes[1].set_xlabel(r\"Pruning coefficient $\\hat p$\")\n", " axes[1].set_ylabel(\"Fraction pruned synapses\")\n", " axes[1].set_title(r\"Synapse sparsity as function of $\\hat p$\")\n", " plt.show()\n", "\n", "plot_pruning(0.1)\n", "plot_pruning(0.2)\n", "plot_pruning(0.33)\n", "plot_pruning(0.5)\n", "plot_pruning(0.75)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We would now like to assess the occurrence of \"functional fragmentation\" or \"spurious attractors\" after pruning.\n", "\n", "We can define a network that stores a number of pre-defined memories. We will then apply heavy pruning to the network, assess the recall of one of the memories and observe the network's behaviour during (attempted) convergence." ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [ { "data": { "image/png": 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5t8IyZFlW6vZXWept1+j8m9GGRjVjGcqss7MztLe3hzJKHb/NiN3UbUi9Dssu9f6rUa2w/cq+DVLr6OhI3YRKSx2/bSU4BriCDAAAAApkAAAAqFEgAwAAgAIZAAAAahTIAAAAoEAGAACAGgUyAAAAKJABAACgRoEMAAAACmQAAACoUSADAACAAhkAAABqFMgAAACgQAYAAIAaV5ABAAAghDAi1Yw7OztDe3t7qKK2trbUTQhZlpV6Geptf1dXV+jo6AhlVtVtV6Q2pF6HZZcyBxvd9kWI39Ssg7TKvv6LsP9stA2pt0ER1mGqGiD1tku97lPPvwj2xjpwBRkAAAAUyAAAAFCjQAYAAAAFMgAAADShQF6+fHl+o/SiRYsa+TNQSuKfqpMDVJn4p8rEP62s7gJ5/fr1YcWKFWHGjBnNbRGUgPin6uQAVSb+qTLxT6urq0DeunVrmDt3brjiiivC+PHjm98qKDDxT9XJAapM/FNl4p8qqKtAXrhwYZgzZ06YNWvWgO/dtm1b/uzZ3V9QZuKfqhtsDoh/WpFjAFUm/qmCEUP9wDXXXBM2bNiQd68YjGXLloULL7ywnrZB4Yh/qm4oOSD+aTWOAVSZ+KcqhnQFedOmTeHcc88Nq1atCqNHjx7UZ84///zQ2dm56xX/BpSR+KfqhpoD4p9W4hhAlYl/qqQty7JssG9evXp1OOWUU8Lw4cN3TduxY0c+it2wYcPyrhS7/64vsXtFR0dHnijt7e2hiuL6Sm0Im/0xWYZG51+vRuKvVeK/rNuuSMq6DhuNv0ZzoHv+KZU9fptx/Cj7OmiFY0CVt18RvgM1KvU2aHQdlvk7UOrjb9nnT81AMTikLtYnnHBC2LhxY49p8+fPD9OmTQuLFy8eMDGgzMQ/VScHqDLxT5WJf6pkSAXyuHHjwvTp03tMGzt2bJgwYUKv6dBqxD9VJweoMvFPlYl/qqTu5yADAABApUexfrSbbrqpOS2BEhL/VJ0coMrEP1Um/mlVDRfIKbhBvXEGGUirkUFayj44SKNSL38z2pB6HZZZ6nVfhPirOvkTSp0DqXO4FdS7DoswUGKjUsdP6vk3Q+rjWFsB1sFAdLEGAAAABTIAAADUKJABAABAgQwAAAA1CmQAAABQIAMAAECNAhkAAAAUyAAAAFCjQAYAAAAFMgAAANQokAEAAECBDAAAADUKZAAAAFAgAwAAQI0CGQAAABTIAAAAUDMiVFCWZaHM2traSt+GRrdBEdYB1d32Zd+HpNbZ2Rna29tLue9pBUXIoVTbsKurK3R0dIQy50Cj5ED641Dq+ZNOEfIvdfxkJYh/V5ABAABAgQwAAAA1CmQAAABQIAMAAECNAhkAAAAUyAAAAFCjQAYAAAAFMgAAANQokAEAAECBDAAAADUKZAAAAFAgAwAAQI0CGQAAABTIAAAAUKNABgAAgBDCiNQNKKO2traGPp9lWdPaUuY2UE6tEDuNLkNZ9wFdXV2ho6MjlFnq+Gt025d9+Ysg9TZIraz7nyIpewzVuw1b4RiQetvJv/Jvw8FwBRkAAAAUyAAAAFCjQAYAAAAFMgAAANQokAEAAECBDAAAADUKZAAAAFAgAwAAQI0CGQAAABTIAAAAUKNABgAAAAUyAAAA1CiQAQAAQIEMAAAANQpkAAAACCGMCBXU1tZW6vlnWda0tpBGZ2dnaG9vr2T8Yh9QZbYdUUdHR6iqIuz/Urch9fzLrOrrvhnfwVKvwzJwBRkAAAAUyAAAAFCjQAYAAAAFMgAAANQokAEAAECBDAAAADUKZAAAAFAgAwAAQI0CGQAAABTIAAAAUKNABgAAAAUyAAAA1CiQAQAAQIEMAAAANQpkAAAACCGMSDXjjo6OUFZZljX0+ba2tqSfL8IyNDr/Kku97poRf6mXv+zxm3obpFTlZW+VdZg6f4qgs7MztLe3l3L7tcL2T92G1N/BUmukBmh03aXe9q0gK3EN0dXVNaj4cwUZAAAAFMgAAABQo0AGAACAegrkLVu2hEWLFoUpU6aEMWPGhJkzZ4b169c/Nq2DghH/VJ0coMrEP1UnB6iCIRfICxYsCGvXrg1XXXVV2LhxY5g9e3aYNWtW2Lx582PTQigQ8U/VyQGqTPxTdXKASsiG4KGHHsqGDx+eXX/99T2mH3XUUdl73vOeQf2Nzs7OOPRYqV+NSt3+IixD6vnHOByqZsZ/PfMvirLHbjOWIbUU8d+MHGhG/KeOv7LHTlT2ddCMNpT5GJB6/ZNeivhv5jFA/NavCPvgRqVs/2D3wUN6zNP27dvDjh07wujRo3tMj10sbrvttj4/s23btvy1+/DaUEbin6obag6If1qJYwBV5xhAVQypi/W4cePCMcccE5YuXRruueeePElWrlwZ1q1bF+69994+P7Ns2bL8eVPdr4MOOqhZbYe9SvxTdUPNAfFPK3EMoOocA6iKtv+71D1ov/3tb8PZZ58dbrnlljB8+PBw1FFHhcMOOyz86Ec/Cnfcccegzh6VPUFSPyC7FZYh9fw7OztDe3v7kD/XrPivd/5FkDp+G42dIsRvo1LF/1Bz4LGI/9Tx16jUsVOEdZh6/1/2Y0DZ9180ruzHgEZUPX6bsf9LvQ7bEu7DYgzGkzUD5cCQulhHhxxySLj55pvDgw8+mM9k4sSJ4fTTTw9PfepT+3z/qFGj8he0AvFP1Q0lB8Q/rcYxgKpzDKAK6n4O8tixY/OkeOCBB8KaNWvCySef3NyWQYGJf6pODlBl4p+qkwO0siFfQY5JEC9tT506Ndx5553hvPPOC9OmTQvz589/bFoIBSL+qTo5QJWJf6pODlAFQ76CHPtsL1y4ME+GefPmhWOPPTZPlpEjRz42LYQCEf9UnRygysQ/VScHqIIhD9LVqO6bo8usCAOMlH0ZUs8/1SBZgx0coMhSx69Buqod/6njr1GpY6cI6zD1/r/qOVCEGKTax4BGVD1+DdIVijlIV9k3SjO0wnPcUi9D6vmnisPu+aZe/jIrwrorQhsaIf7TqfKyF2kdVDkHirD+qXb8N0L8Nq7s67CrgfZ3f3agWNzrBfKWLVtC2ZX9CngRliH1/GMcpmhDd/yX/VFnVY6dorShEeI/nbLHTqusgyrnQBHWP9WO/0aI38aVfR12NKH9A+XAXu9ivXPnzvzh4vFh46m7eRVR9zPiNm3aVNouuEVefzHcY1JMmjQpDBtW9yDudRP/eyb+GyP+y08ONEYOlJv4b4z4LzfxX5wc2OtXkGNjDjzwwL0929KJG1VyPDbrL+WZM/E/OOK/MeK//ORAY+RAuYn/xoj/chP/6XNg758+AgAAgAJSIAMAAIACuXhGjRoVlixZkv9k6Ky/crP9GmP9lZ9t2Bjrr9xsv8ZYf+Vm+xVnHe71QboAAACgiFxBBgAAAAUyAAAA1CiQAQAAQIEMAAAANQrkAlq+fHloa2sLixYtSt2U0tiyZUu+vqZMmRLGjBkTZs6cGdavX5+6WdRB/NdHDrQOOTB04r91iP/6yIHWIQfSx78CuWDixlyxYkWYMWNG6qaUyoIFC8LatWvDVVddFTZu3Bhmz54dZs2aFTZv3py6aQyB+K+fHGgNcqA+4r81iP/6yYHWIAeKEf8K5ALZunVrmDt3brjiiivC+PHjUzenNB5++OFw7bXXhosvvjgcd9xx4dBDDw0XXHBB/vPyyy9P3TwGSfzXTw60BjlQH/HfGsR//eRAa5ADxYl/BXKBLFy4MMyZMyc/48Hgbd++PezYsSOMHj26x/TYxeK2225L1i6GRvzXTw60BjlQH/HfGsR//eRAa5ADxYn/EXW2hSa75pprwoYNG9wvUodx48aFY445JixdujQcfvjh4YADDghXX311WLduXX72iOIT/42RA+UnB+on/stP/DdGDpSfHChW/LuCXACbNm0K5557bli1alWvsx8MTrznIMuyMHny5DBq1KhwySWXhDPPPDMMGybEi078N4ccKC850DjxX17ivznkQHnJgeLFf1sW/xpJrV69Opxyyilh+PDhu6bFrgJxBLu4Ybdt29bjd/TvwQcfDF1dXWHixInh9NNPz+/n+MY3vpG6WeyB+G8uOVA+cqB5xH/5iP/mkgPlIweKF/+6WBfACSeckI+4trv58+eHadOmhcWLF0uKIRg7dmz+euCBB8KaNWvyG/YpNvHfXHKgfORA84j/8hH/zSUHykcOFC/+FcgF6Ts/ffr0HtPixp0wYUKv6fQtJkHsDDF16tRw5513hvPOOy/fscQdDMUm/ptDDpSXHGic+C8v8d8ccqC85EDx4t+NCbSEzs7OfPS/mAzz5s0Lxx57bJ4sI0eOTN002CvkAFUm/qk6OUCVdTY5/t2DDAAAAK4gAwAAQI0CGQAAABTIAAAAUKNABgAAAAUyAAAA1CiQAQAAQIEMAAAANQrkR/n85z8f2tra8tdtt93W6/fxsdEHHXRQ/vtXvvKVoco2bNgQTjrppPCEJzwh7LPPPmH69OnhkksuSd0sGiD+B/bGN75x1zrq67V58+bUTaQBcmBwfvOb34QzzjgjHHjggfn+f9q0aeH9739/eOihh1I3jQaI/8H50Y9+FF72speF9vb2MG7cuDB79uzwk5/8JHWzGAKxPrCtW7eGJUuW5LEev+vHdRHXW3/uuOOO/L377rtv/v6zzjor3HfffaGMRqRuQFGNHj06fOlLXwrHHntsj+k333xzuPvuu8OoUaNClX3nO98JJ554Yvi7v/u78N73vjdPht/+9rf5uqH8xH//3vKWt4RZs2b1OpC+9a1vDU9+8pPD5MmTk7WN5pED/du0aVN4znOeEzo6OsLb3va2/IvQunXr8i9SsXD4+te/nrqJNEj87/niQFwvsXiKMb9z585w2WWXhRe+8IXhP//zP8PUqVNTN5EhEOv9+9Of/pSf+Dz44IPDM5/5zHDTTTf1+964ro477rj8uPCBD3wgL64//OEPh40bN+Z58bjHPS6UiQK5H694xSvCV77ylfyK6IgR/7+aYhI961nPyoOmjB588MEwduzYhv5GV1dXmDdvXpgzZ0746le/GoYN0xGh1Yj//h1zzDH5a3fx7HO8cjZ37twGW0hRyIH+XXXVVeEvf/lLHvdPf/rT82lvfvOb80Lhi1/8YnjggQfC+PHjm9RiUhD//YsXBcaMGZOfFJowYUI+7fWvf3047LDDwrvf/e5w7bXXNqm17A1ivX8TJ04M9957b3jSk54UfvjDH4ajjz663/fGojjOM54kjQV1FE+kvuQlL8mvOsdjRJmobPpx5plnhvvvvz+sXbt217RHHnkkLwhf97rX9fmZ+OXg4x//eP6FIZ6ROuCAA/KrTfHLwu7iVabYXSOeiXn2s5+d72if8Yxn7Doz87WvfS3/d/wbMTl//OMf95rXDTfcEF7wghfkwf/4xz8+nHzyyXnXht1dcMEFeXeIX/ziF3mb4xeWeIbsyiuvzKf39XdjgA8fPnyP3UTjTuN//ud/wkUXXZQXxzEh4rLTOsT/0LpJx5yIf7O/dUP5yIHNezxJGsXle/SXqXhMKNuVAnoT//3H/6233pr3IuoujrtjP15Bvv766/MrZ5SHWO8/1keNGpUXx4MRTwzFZe0ujqOYJ/HE0b/+67+G0sno4corr8zialm/fn02c+bM7Kyzztr1u9WrV2fDhg3LNm/enE2ZMiWbM2dOj88uWLAgGzFiRHbOOedkn/70p7PFixdnY8eOzY4++ujskUce2fW++NmpU6dmEydOzC644ILsYx/7WDZ58uRs3333zVauXJkdfPDB2fLly/NXR0dHduihh2Y7duzY9fm1a9fm8znssMOyiy++OLvwwguz/fbbLxs/fnz2+9//ftf7lixZki/LEUcckZ188snZZZddln3qU5/Kurq6sjFjxmTveMc7ei1/fO/xxx+/x3V06qmnZu3t7Xk7YhviPOJyvvWtb80efvjhutc96Yn/geP/0eKyTZgwIXv+858/pM9RTHJg4Bz41re+lf/dk046Kfvxj3+c/fd//3d2zTXX5MeFRYsW1b3uSU/8Dxz/j3vc47J58+b1mn7aaafl81u3bt0Q1jipiPWhfd9Zv359Po+43h7t7rvvzn/3wQ9+sNfvXv/612dPeMITsrJRIO8hYS699NJs3Lhx2UMPPbRr5/fiF784//9HJ8ytt96af27VqlU9/t63v/3tXtPjZ+O022+/fde0NWvW5NNiIN911127pq9YsSKffuONN+6aduSRR2b7779/dv/99++a9tOf/jRP5t132t0Jc+aZZ/Zazjht0qRJPRJxw4YN/Qb/7mbMmJHts88++evtb397du211+Y/42fPOOOMPX6WYhP/A8f/o1133XX55+IBifKTA4PLgaVLl+Ztje/vfr3nPe8Z8HMUm/gfOP6f8Yxn5AXL9u3bd03btm1bXuzEz3/1q1/d4+cpBrE+tO876/dQIHf/7otf/GKv35133nn57/76179mZaKL9R689rWvDQ8//HDeZWbLli35z/66W8T7F+KN6bGvfbxfofsVu0zEAaxuvPHGHu8/4ogjetzH+NznPjf/efzxx/fontA9/Xe/+13+M94LEEdKjCPpxoFRus2YMSOf9ze/+c1ebYuDBz1avIf4nnvu6dGuVatW5d0/Tj311D2ul9h9KN5vGf9GvGfj1a9+df4zdi+55ppr8tFNKT/xP/ju1SNHjszXF61FDvQvdh2MA7J85jOfybvWnX322XmXvUsvvXTAz1IO4r9vf//3fx9+/etfhze96U15l9af/exn+d+LbYviOqNcxHpjHv6/mO9rQLPYfXz395SFQbr24IlPfGLefz5+AY4F4Y4dO8JrXvOaPt8bi8LOzs6w//779/n7P/7xjz3+vXtSRDHZojgqYl/Tu+9ruOuuu/KffY2SePjhh4c1a9b0ujH/KU95Sq/3xuSK98zEJDnhhBPy+ymuvvrq/N6G+MiCPYlJ1X3fxu7izmTFihX5wBVPe9rT9vg3KD7xP7B4siiO2PvSl760x/1otAY50Ld4IjQOuBKLhPiYpyieKI1/Y/HixfmxQT6Un/jvWyxC4kjuH/rQh8IXvvCFfFq8v/Rd73pXPjZLLJIoF7HemDH/Vxds27at1+/++te/9nhPWSiQBxCLvnPOOSf84Q9/CC9/+cvzG+T7EgMuJksMwP6Sb3fxxvi+9Dc9doevV19BGecTl+2KK67IH0/wve99Lz/DFEdiHMikSZPCz3/+814DtHTvLB49SAHlJf73bPXq1UavbnFyoLf4/viIv+7iuNtJJ52Uj1YaB4R59KPQKCfx37dYCL/zne/MvwvFwiYOtBRHsI7ioESUj1iv38SJE/Of3b0odhenxSvgZXtclgJ5AKecckredfj73/9++PKXv9zv+w455JDw3e9+Nzz/+c9/TM+STJkyJf/5q1/9qtfvfvnLX4b99ttv0MO6x24XH/nIR8J1110XvvWtb+VJHa+EDSR2I4mj/cWR73Y/sxUTrq+dA+Ul/vcsHiDj1YJYGNCa5EBv8SkGfT3G6W9/+1v+c/v27YOaP8Un/vvXPVJwt7j88aTRtGnTBv03KA6xXr/JkyfnfzM+CurR4jOQjzzyyFA27kEeQPzye/nll+dDqJ944ol7vH8hdslYunRpr9/FLwvxmZHNOksTAy1269n9b8Z7YL7zne/kz3MbrHgfQ3x99rOfze8hO+OMM3o8A64/3fdafu5zn+sxPf6d+PkXvehFQ1omikv89+++++7LD5LxoLrPPvsMeVkoBznQW7xCFq8Sxy7Wu4vd9uJjnuLfpDWI/8GJBdX69evDokWL8hygfMR6Y0499dT83u14+0G3//iP/8iPE6eddlooG1eQB+ENb3jDgO+Jz7+LZ56WLVuW31Q/e/bsfOCeeK9CvKH/E5/4RL/3MwxVvO8ldv+IN/3HQSLije+f/OQn824+MbGHIp5Vit2EosF2t4hd6+KALP/yL/+S7wzissdnusXlPP/88/Mu2LQO8d//F6IY/7pXtz450NN5552XX4WIz+Z829velt9vHL8YxWkLFixwDGgx4r+nW265Jbz//e/PlzHGfrziGJ83+7KXvSyce+65dS0TxSDWe7v00kvzAr27l2i8Cn333Xfn///2t799173T8RaDuPwvfvGL8zyIY7TE9sfbD+bPnx9KJ/Uw2kUe9n1P+nouWvSZz3wme9aznpUP3x6HjI+PA3jXu96V3XPPPQN+Ns534cKFPabF55zF6R/60Id6TP/ud7+bP3c1zic+e/LEE0/MfvGLX/R4T/ew7/fdd1+/y3Hvvfdmw4cPzx9ZMBTxOW/xmW5xWUaOHJk/uy0+341yE/+D97znPS9//MLuj/qg/OTA4PzgBz/IXv7yl2dPetKT8mNA/PxFF12U/e1vfxvS36FYxP/A7rzzzmz27Nn582hHjRqVTZs2LVu2bFn+qCfKQ6wPzpT/e1RVX6/dn8Uc/exnP8tzIz4G9vGPf3w2d+7c7A9/+ENWRm3xP6mLdNKJQ9PHbhzve9/7wnvf+97UzYG9SvxTdXKAKhP/VIVYHxo3SlRcHHE03ktx1llnpW4K7HXin6qTA1SZ+KcqxPrQuAe5om644Yb8AffxUQWvetWrwpOf/OTUTYK9RvxTdXKAKhP/VIVYr48u1hUVR5q+/fbb82HqV65cmQ/RDlUh/qk6OUCViX+qQqzXR4EMAAAA7kEGAACAGgUyAAAApBika+fOnfnDpseNGxfa2tr29uypuHhHwZYtW8KkSZPCsGF7//yQ+Ccl8U/VyQGqTPxTddkgc2CvF8gxMQ466KC9PVvoYdOmTeHAAw/c6/MV/xSB+Kfq5ABVJv6puk0D5MBeL5DjWaPUOjs7G/p8R0dH0vm3gkbXYVnjsHu+MTHb29tDFaXe9kWQah/Q1dWVfzlJHf+NqPr+sxn5k/oYmLL9RcmBRo4Bqb+DpJ5/M7TCMpQ5/qle7DVTM45BA8XiXi+Qi9ClInVhknr+pIvD7vnGGBAH1ZV626eO/zKvu1ZQ9nXYjPZX+RiQevunnn8zlH0ZUsc/1Y29ohgoFg3SBQAAAApkAAAAqFEgAwAAgAIZAAAAahTIAAAAoEAGAACAGgUyAAAAKJABAACgRoEMAAAACmQAAACoUSADAACAAhkAAABqRoREOjs7Q3t7e12fbWtrCyllWdbQ51O3vxXUuw26urpCR0dHSK2RNqSOv0bn36jU84/kcHWlzp9mxL/4LbeyHwNSz79ZfyOlsudwyhrAtk+/DtpKEL+uIAMAAIACGQAAAGoUyAAAAKBABgAAgBoFMgAAACiQAQAAoEaBDAAAAApkAAAAqFEgAwAAgAIZAAAAahTIAAAAoEAGAACAGgUyAAAAKJABAACgRoEMAAAAIYQRqWbc0dFR92ezLAsptbW1JZ1/6uUvwjqg3PFT9thLvQ6LsA6qqtFtX4RtJ36peg6lbkOj86/3811dXQ19/26WlG1Ivf9Jte2bqS1x/O+NbegKMgAAACiQAQAAoEaBDAAAAApkAAAAqFEgAwAAgAIZAAAAahTIAAAAoEAGAACAGgUyAAAAKJABAACgRoEMAAAACmQAAACoUSADAACAAhkAAABqFMgAAAAQQhiRugFllGVZKLu2trak66DR+Tf6+dQ6OztDe3t7JbddEVgH1ZV627XC8YNyK3sMFqH9RWhDmaX8DtSoVtj2Zf8emTUw/66urtDR0THg+1xBBgAAAAUyAAAA1CiQAQAAQIEMAAAANQpkAAAAUCADAABAjQIZAAAAFMgAAABQo0AGAAAABTIAAADUKJABAABAgQwAAAA1CmQAAABQIAMAAECNAhkAAABCCCNSzbizszO0t7enmn2ptbW1Nfw3sixL2oZG51+vrq6u0NHREVJL2YbU264Z8Vv2dZBKUeI/5f6/rNuuSFLncOr5N0MjeSiGaYUcqKoifP9IvQ/JSvA90hVkAAAAUCADAABAjQIZAAAAFMgAAADQhAJ5+fLl+Y3SixYtauTPQCmJf6pODlBl4p8qE/+0sroL5PXr14cVK1aEGTNmNLdFUALin6qTA1SZ+KfKxD+trq4CeevWrWHu3LnhiiuuCOPHj29+q6DAxD9VJweoMvFPlYl/qqCuAnnhwoVhzpw5YdasWQO+d9u2bfmzN3d/QZmJf6pusDkg/mlFjgFUmfinCkYM9QPXXHNN2LBhQ969YjCWLVsWLrzwwnraBoUj/qm6oeSA+KfVOAZQZeKfqhjSFeRNmzaFc889N6xatSqMHj16UJ85//zzQ2dn565X/BtQRuKfqhtqDoh/WoljAFUm/qmStizLssG+efXq1eGUU04Jw4cP3zVtx44d+Sh2w4YNy7tS7P67vsTuFR0dHXmitLe3N9b6iorru1FD2OyPSRsanX+9Gom/ZsZ/maWOnSJIFb+NanT/22gO2P+3hlbI4TIfA8q6/6E4OZg6/hs5BqTe/6T+DiT/Q1NiYKAYHFIX6xNOOCFs3Lixx7T58+eHadOmhcWLFw+YGFBm4p+qkwNUmfinysQ/VTKkAnncuHFh+vTpPaaNHTs2TJgwodd0aDXin6qTA1SZ+KfKxD9VUvdzkAEAAKDSo1g/2k033dSclkAJiX+qTg5QZeKfKhP/tKqGC+R6pRyoKPUN7m7Qp8wDRKTWjPhvdB2kzuGyb0P7//K2vxltKHv8NkOZB6prhRgWg2mV+RiQOv6LMFBvFfJPF2sAAABQIAMAAECNAhkAAAAUyAAAAFCjQAYAAAAFMgAAANQokAEAAECBDAAAADUKZAAAAFAgAwAAQI0CGQAAABTIAAAAUKNABgAAAAUyAAAA1CiQAQAAQIEMAAAANSNCIp2dnaG9vT2UUVtbW6i6LMtSN6HUGon/RuOv0W2XOv5Tz78ZWmEZUkkdv43OvxX2nanXYSvkT0dHR6VjiGpL+R2oUfZf1eAKMgAAACiQAQAAoEaBDAAAAApkAAAAqFEgAwAAgAIZAAAAahTIAAAAoEAGAACAGgUyAAAAKJABAACgRoEMAAAACmQAAACoUSADAACAAhkAAABqFMgAAAAQQhiRasYdHR11fzbLsqa2haFra2tL3QQSaTT/WiF2yroP6urqamjfS+PxW4TYKXsONrIOWyEHUm+/1MeAZuRQ6jxMvQ2p9rar+j5kMFxBBgAAAAUyAAAA1CiQAQAAQIEMAAAANQpkAAAAUCADAABAjQIZAAAAFMgAAABQo0AGAAAABTIAAADUKJABAABAgQwAAAA1CmQAAABQIAMAAECNAhkAAABCCCNCBbW1tTX0+SzLQtWVdR10dXWFjo6O1M0gcew1ug+guvHTaOwU4fiTev8t/8q9/cqeg81oQ1nnX5TvQI20IfW2a5T4D0nbP9gccAUZAAAAFMgAAABQo0AGAAAABTIAAADUKJABAABAgQwAAAA1CmQAAABQIAMAAECNAhkAAAAUyAAAAFCjQAYAAAAFMgAAANQokAEAAECBDAAAADUKZAAAAAghjEg1487OztDe3l7XZ9va2hqad5ZlDX2+0fkXQep10Oj8qyz1tqt6+5uhFZYhlbKvO/EPIfn3h9R5VPX9QCM1QGq+v1aDK8gAAACgQAYAAIAaBTIAAADUUyBv2bIlLFq0KEyZMiWMGTMmzJw5M6xfv/6xaR0UjPin6uQAVSb+qTo5QBUMuUBesGBBWLt2bbjqqqvCxo0bw+zZs8OsWbPC5s2bH5sWQoGIf6pODlBl4p+qkwNUQjYEDz30UDZ8+PDs+uuv7zH9qKOOyt7znvcM6m90dnbG4d/yn/WKn2/k1ahG51+EV+p1kEoj8VeU+G9U1WPPMtQff43mQHf8V/nVqNTtb5VX6mNAyhgifR6lbn/qY0DK70BlV4T4K7PBxuCQHvO0ffv2sGPHjjB69Oge02MXi9tuu63Pz2zbti1/devq6qq3loekxD9VN9QcEP+0EscAqs4xgKoYUhfrcePGhWOOOSYsXbo03HPPPXmSrFy5Mqxbty7ce++9fX5m2bJloaOjY9froIMOalbbYa8S/1TdUHNA/NNKHAOoOscAqqItXkYeygd++9vfhrPPPjvccsstYfjw4eGoo44Khx12WPjRj34U7rjjjkGdPYoJ0shDwht9QHrVH9BehHWQ6kHrMf7iTrre+CtC/Dcqdfymjr1mKPsyNBJ/Q8mB/uK/ysoeO60i9TGgjMfPVpI6j1LvB1IfA1J+Byq7ZsRulfchXYOsA4bUxTo65JBDws033xwefPDBfCYTJ04Mp59+enjqU5/a5/tHjRqVv6AViH+qbig5IP5pNY4BVJ1jAFVQ93OQx44dmyfFAw88ENasWRNOPvnk5rYMCkz8U3VygCoT/1SdHKCVDfkKckyCeGl+6tSp4c477wznnXdemDZtWpg/f/5j00IoEPFP1ckBqkz8U3VygCoY8hXk2Gd74cKFeTLMmzcvHHvssXmyjBw58rFpIRSI+Kfq5ABVJv6pOjlAFQx5kK7UgyQVYYCo1IM7NEPqdVDWQbrKPv8ixG/q2GuGsi9D6vivsrLHTqsocw5UeYCdZkmdR6n3A6nj3yBd9TNIV0EH6WrWRkn5LDTPYUu/DlLNv3u+qXYORYj/1Fph2cu+DKnjv8rKHjutosw5IIbKL/U2TB3/qZe/6qq8/rsGWQfs9QJ5y5Yt+c+Uj/qo+hWMIqyD1POPcZiiDUWI/9RSb/tmKPsypI7/Kit77LSKMueAGCq/1NswdfxX+TtQEaSOvyIYKAf2ehfrnTt35g8Xjw8bT93FpYi6nxG3adMm3U8eg/UXwz0mxaRJk8KwYXUP4l438b9n4r8x4r/85EBj5EC5if/GiP9yE//FyYG9fgU5NubAAw/c27MtnbhRJcdjs/5SnjkT/4Mj/hsj/stPDjRGDpSb+G+M+C838Z8+B/b+6SMAAAAoIAUyAAAAKJCLZ9SoUWHJkiX5T4bO+is3268x1l/52YaNsf7KzfZrjPVXbrZfcdbhXh+kCwAAAIrIFWQAAABQIAMAAECNAhkAAAAUyAAAAFCjQC6g5cuXh7a2trBo0aLUTSmNLVu25OtrypQpYcyYMWHmzJlh/fr1qZtFHcR/feRA65ADQyf+W4f4r48caB1yIH38K5ALJm7MFStWhBkzZqRuSqksWLAgrF27Nlx11VVh48aNYfbs2WHWrFlh8+bNqZvGEIj/+smB1iAH6iP+W4P4r58caA1yoBjxr0AukK1bt4a5c+eGK664IowfPz51c0rj4YcfDtdee224+OKLw3HHHRcOPfTQcMEFF+Q/L7/88tTNY5DEf/3kQGuQA/UR/61B/NdPDrQGOVCc+FcgF8jChQvDnDlz8jMeDN727dvDjh07wujRo3tMj10sbrvttmTtYmjEf/3kQGuQA/UR/61B/NdPDrQGOVCc+B9RZ1tosmuuuSZs2LDB/SJ1GDduXDjmmGPC0qVLw+GHHx4OOOCAcPXVV4d169blZ48oPvHfGDlQfnKgfuK//MR/Y+RA+cmBYsW/K8gFsGnTpnDuueeGVatW9Tr7weDEew6yLAuTJ08Oo0aNCpdcckk488wzw7BhQrzoxH9zyIHykgONE//lJf6bQw6UlxwoXvy3ZfGvkdTq1avDKaecEoYPH75rWuwqEEewixt227ZtPX5H/x588MHQ1dUVJk6cGE4//fT8fo5vfOMbqZvFHoj/5pID5SMHmkf8l4/4by45UD5yoHjxr4t1AZxwwgn5iGu7mz9/fpg2bVpYvHixpBiCsWPH5q8HHnggrFmzJr9hn2IT/80lB8pHDjSP+C8f8d9ccqB85EDx4l+BXJC+89OnT+8xLW7cCRMm9JpO32ISxM4QU6dODXfeeWc477zz8h1L3MFQbOK/OeRAecmBxon/8hL/zSEHyksOFC/+3ZhAS+js7MxH/4vJMG/evHDsscfmyTJy5MjUTYO9Qg5QZeKfqpMDVFmz4989yAAAAOAKMgAAANQokAEAAECBDAAAADUKZAAAAFAgAwAAQI0CGQAAABTIAAAAUKNABgAAAAUyAAAA1CiQAQAAQIEMAAAANQpkAAAAAiH8L0Pw8o4ApU6eAAAAAElFTkSuQmCC", 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", 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", 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", 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Hamming distance to memory 1: 21\n", "Hamming distance to memory 2: 53\n", "Hamming distance to memory 3: 32\n", "Hamming distance to memory 4: 30\n", "Hamming distance to memory 5: 63\n", "Hamming distance to memory 6: 58\n", "Hamming distance to memory 7: 30\n", "Hamming distance to memory 8: 49\n", "Hamming distance to memory 9: 57\n", "Hamming distance to memory 10: 59\n" ] }, { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# NOTE: This cell demonstrates one way to visualise fragmentation after pruning (not the only approach).\n", "\n", "\n", "# Create a single random generator with a fixed seed. We will use this same generator for all random operations to ensure reproducibility.\n", "# In principle, we could create separate RNGs for different components (e.g., one for memory generation, one for degradation, one for the stochastic updates), \n", "# but using a single RNG is simpler and still ensures that all stochastic operations are reproducible.\n", "rng = np.random.default_rng(seed=30)\n", "\n", "# Generate memories with the seeded RNG\n", "memories = [generate_memory(rng=rng) for _ in range(10)]\n", "\n", "# Plot the structured memories\n", "fig, axes = plt.subplots(2, 5, figsize=(12, 5))\n", "for i, mu in enumerate(memories):\n", " axes[i // 5, i % 5].imshow(mu.reshape((10, 10)), cmap='gray')\n", " axes[i // 5, i % 5].set_title(f\"Memory {i + 1}\")\n", " axes[i // 5, i % 5].set_xticks([4, 9])\n", " axes[i // 5, i % 5].set_yticks([4, 9])\n", "plt.show()\n", "\n", "# Create the Hopfield model\n", "model = StochasticHopfieldNetwork(memories, T=4, rng=rng) # Pass the same RNG to the model.\n", "model.apply_pruning(1.25)\n", "\n", "# Degrade memory with the same RNG\n", "mu = memories[0]\n", "mu_ = degrade_input(mu, dropout_p=0.35, rng=rng)\n", "\n", "# Plot mu and mu_\n", "fig, axes = plt.subplots(1, 2, figsize=(8, 4))\n", "axes[0].imshow(mu.reshape((10, 10)), cmap='gray')\n", "axes[0].set_title(\"Memory\")\n", "axes[0].set_xticks([4, 9])\n", "axes[0].set_yticks([4, 9])\n", "axes[1].imshow(mu_.reshape((10, 10)), cmap='gray')\n", "axes[1].set_title(\"Degraded memory\")\n", "axes[1].set_xticks([4, 9])\n", "axes[1].set_yticks([4, 9])\n", "plt.show()\n", "\n", "# Update the model activity and plot it\n", "model.activity = mu_\n", "for step in range(30):\n", " model.update_activity() # Note: `model.update_activity` uses the same RNG because we passed it to the model, ensuring reproducibility.\n", " if step % 5 == 4:\n", " plt.imshow(model.activity, cmap='gray')\n", " plt.title(f\"Step {step + 1}\")\n", " plt.xticks([4, 9])\n", " plt.yticks([4, 9])\n", " plt.show()\n", "\n", "# Print the Hamming distance\n", "for i, mu in enumerate(memories):\n", " dist = np.sum(model.activity != mu)\n", " print(f\"Hamming distance to memory {i + 1}: {dist}\")\n", "\n", "# NOTE. For exploration purposes, we plot the distance between the converged activity and each memory within each quadrant.\n", "heatmap = np.zeros((10, 4))\n", "# Loop through each memory and compute distances\n", "for i, mu in enumerate(memories):\n", " mu_reshaped = mu.reshape((10, 10)) # Reshape memory for quadrant comparisons\n", " for x in range(10):\n", " for y in range(10):\n", " # Determine which quadrant the (x, y) point belongs to\n", " if x < 5 and y < 5: # Top-left (1st quadrant)\n", " heatmap[i, 0] += model.activity[x, y] != mu_reshaped[x, y]\n", " elif x < 5 and y >= 5: # Top-right (2nd quadrant)\n", " heatmap[i, 1] += model.activity[x, y] != mu_reshaped[x, y]\n", " elif x >= 5 and y < 5: # Bottom-left (3rd quadrant)\n", " heatmap[i, 2] += model.activity[x, y] != mu_reshaped[x, y]\n", " elif x >= 5 and y >= 5: # Bottom-right (4th quadrant)\n", " heatmap[i, 3] += model.activity[x, y] != mu_reshaped[x, y]\n", "\n", "# Plot the heatmap\n", "plt.imshow(heatmap, cmap='hot', interpolation='nearest')\n", "plt.xlabel(\"Quadrant\")\n", "plt.ylabel(\"Memory\")\n", "plt.title(\"Hamming distance between activity and memory in each quadrant\")\n", "plt.colorbar(label=\"Hamming Distance\")\n", "plt.xticks(range(4), [\"Q1\", \"Q2\", \"Q3\", \"Q4\"]) # Quadrant labels\n", "plt.yticks(range(10), [f\"Mem {i+1}\" for i in range(10)]) # Memory labels\n", "plt.show()\n", "\n", "\n", "fig, axes = plt.subplots(1, 4, figsize=(16, 4))\n", "\n", "# First subplot: Final model activity with shaded quadrants\n", "axes[0].imshow(model.activity, cmap='gray')\n", "axes[0].set_title(\"Final model activity\")\n", "axes[0].set_xticks([4, 9])\n", "axes[0].set_yticks([4, 9])\n", "\n", "# Shade Quadrant 1 (top-left) in green\n", "axes[0].axhspan(-0.5, 4.5, xmin=0, xmax=0.5, facecolor='green', alpha=0.3)\n", "# Shade Quadrant 2 (top-right) in red\n", "axes[0].axhspan(-0.5, 4.5, xmin=0.5, xmax=1, facecolor='red', alpha=0.3)\n", "# Shade Quadrant 4 (bottom-right) in blue\n", "axes[0].axhspan(4.5, 9.5, xmin=0.5, xmax=1, facecolor='blue', alpha=0.3)\n", "\n", "# Second subplot: Memory 1\n", "axes[1].imshow(memories[0].reshape((10, 10)), cmap='gray')\n", "axes[1].set_title(\"Memory 1\")\n", "axes[1].set_xticks([4, 9])\n", "axes[1].set_yticks([4, 9])\n", "# Shade quadrants 1 in green\n", "axes[1].axhspan(-0.5, 4.5, xmin=0, xmax=0.5, facecolor='green', alpha=0.3)\n", "\n", "# Third subplot: Memory 7\n", "axes[2].imshow(memories[6].reshape((10, 10)), cmap='gray')\n", "axes[2].set_title(\"Memory 7\")\n", "axes[2].set_xticks([4, 9])\n", "axes[2].set_yticks([4, 9])\n", "# Shade quadrant 2 in red\n", "axes[2].axhspan(-0.5, 4.5, xmin=0.5, xmax=1, facecolor='red', alpha=0.3)\n", "\n", "# Fourth subplot: Memory 3\n", "axes[3].imshow(memories[2].reshape((10, 10)), cmap='gray')\n", "axes[3].set_title(\"Memory 3\")\n", "axes[3].set_xticks([4, 9])\n", "axes[3].set_yticks([4, 9])\n", "# Shade quadrant 4 in blue\n", "axes[3].axhspan(4.5, 9.5, xmin=0.5, xmax=1, facecolor='blue', alpha=0.3)\n", "\n", "plt.tight_layout()\n", "plt.show()\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "In the above example, the final activity pattern of the model resembles the correct memory (1) most closely in the top-left quadrant, but is actually more similar to memories 7 / 3 in quadrants 2 / 4. The model thus ends up in a mixture of memories at once. Synaptic pruning appears to cause a loss of coherence among the network activities in different regions of the topological space. At least intuitively (and, perhaps, naively?), this phenomenon could be said to resemble the dyscoordination of thoughts, actions and emotions (processed, to some degree, in separate parts of the brain) that is said to occur in Schizophrenia [https://academic.oup.com/schizophreniabulletin/article/34/1/155/1892304].\n", "\n", "On another note, the notable \"T-shape\" in the lower left quadrant of the network activity first occurs on Step 15 of convergence, and then persists, although it does not appear in any of the network's stored patterns. This is what Hoffmann and Dobscha call a \"parasitic locus\". One might liken this phenomenon to the occurrence of persistent thoughts in Schizophrenia, that appear to be improperly grounded in previous experience. The author of this solution finds that argument a bit less convincing -- but you be the judge!" ] }, { "cell_type": "markdown", "metadata": {}, "source": [] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.13.0" } }, "nbformat": 4, "nbformat_minor": 2 }