{ "cells": [ { "cell_type": "markdown", "source": [ "The Square Model Using GRU and LSTM\r\n", "====================================\r\n", "\r\n", "In this notebook, we put GRU and LSTM in the same square sequence direction classification that we have seen before with Elman RNN. The Elman RNN model is also included for performance comparision. \r\n", "\r\n", "You can see that LSTM achieves the best result, but GRU being a simpler model also has similar performance. So when there is a trade-off between performance and computational efficiency, GRU is often a prefered model. " ], "metadata": {} }, { "cell_type": "markdown", "source": [ "## Download Untility Files for Plotting and Data Generation\r\n", "\r\n", "Download these utility functions first and place them in the same directory as this notebook. " ], "metadata": {} }, { "cell_type": "code", "execution_count": 1, "source": [ "from IPython.display import FileLink, FileLinks" ], "outputs": [], "metadata": {} }, { "cell_type": "code", "execution_count": 2, "source": [ "FileLink('plots.py')" ], "outputs": [ { "output_type": "execute_result", "data": { "text/html": [ "plots.py
" ], "text/plain": [ "c:\\Users\\wei\\jupyter_book\\cits4012\\cits4012_natural_language_processing\\cits4012_natural_language_processing\\LSTM\\plots.py" ] }, "metadata": {}, "execution_count": 2 } ], "metadata": {} }, { "cell_type": "code", "execution_count": 3, "source": [ "FileLink('util.py')" ], "outputs": [ { "output_type": "execute_result", "data": { "text/html": [ "util.py
" ], "text/plain": [ "c:\\Users\\wei\\jupyter_book\\cits4012\\cits4012_natural_language_processing\\cits4012_natural_language_processing\\LSTM\\util.py" ] }, "metadata": {}, "execution_count": 3 } ], "metadata": {} }, { "cell_type": "code", "execution_count": 4, "source": [ "FileLink('replay.py')" ], "outputs": [ { "output_type": "execute_result", "data": { "text/html": [ "replay.py
" ], "text/plain": [ "c:\\Users\\wei\\jupyter_book\\cits4012\\cits4012_natural_language_processing\\cits4012_natural_language_processing\\LSTM\\replay.py" ] }, "metadata": {}, "execution_count": 4 } ], "metadata": {} }, { "cell_type": "markdown", "source": [ "## Imports" ], "metadata": {} }, { "cell_type": "code", "execution_count": 5, "source": [ "import numpy as np\r\n", "\r\n", "import torch\r\n", "import torch.optim as optim\r\n", "import torch.nn as nn\r\n", "import torch.nn.functional as F\r\n", "\r\n", "from torch.utils.data import DataLoader, Dataset, random_split, TensorDataset\r\n", "from torch.nn.utils import rnn as rnn_utils\r\n", "from util import StepByStep\r\n", "from plots import *" ], "outputs": [], "metadata": {} }, { "cell_type": "markdown", "source": [ "## Synthetic Data Generation\r\n", "\r\n", "### Sequence Generation Function\r\n", "\r\n", "This function generate sequences, each of four data points, located close to a perfect square with four corners at `[-1, -1], [-1, 1], [1, 1], [1, -1]`, respectively. " ], "metadata": {} }, { "cell_type": "code", "execution_count": 6, "source": [ "def generate_sequences(n=128, variable_len=False, seed=13):\r\n", " basic_corners = np.array([[-1, -1], [-1, 1], [1, 1], [1, -1]])\r\n", " np.random.seed(seed)\r\n", " bases = np.random.randint(4, size=n)\r\n", " if variable_len:\r\n", " lengths = np.random.randint(3, size=n) + 2\r\n", " else:\r\n", " lengths = [4] * n\r\n", " directions = np.random.randint(2, size=n)\r\n", " points = [basic_corners[[(b + i) % 4 for i in range(4)]][slice(None, None, d*2-1)][:l] + np.random.randn(l, 2) * 0.1 for b, d, l in zip(bases, directions, lengths)]\r\n", " return points, directions" ], "outputs": [], "metadata": {} }, { "cell_type": "markdown", "source": [ "### Training data Generation" ], "metadata": {} }, { "cell_type": "code", "execution_count": 7, "source": [ "points, directions = generate_sequences(n=128, seed=13)" ], "outputs": [], "metadata": {} }, { "cell_type": "code", "execution_count": 8, "source": [ "fig = plot_data(points, directions)" ], "outputs": [ { "output_type": "display_data", "data": { "image/png": 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", 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" ] }, "metadata": {} } ], "metadata": {} }, { "cell_type": "markdown", "source": [ "## Square Model" ], "metadata": {} }, { "cell_type": "markdown", "source": [ "### Test Data Generation" ], "metadata": {} }, { "cell_type": "code", "execution_count": 9, "source": [ "test_points, test_directions = generate_sequences(seed=19)" ], "outputs": [], "metadata": {} }, { "cell_type": "markdown", "source": [ "### Data Preparation" ], "metadata": {} }, { "cell_type": "code", "execution_count": 10, "source": [ "train_data = TensorDataset(torch.as_tensor(points).float(), \r\n", " torch.as_tensor(directions).view(-1, 1).float())\r\n", "test_data = TensorDataset(torch.as_tensor(test_points).float(),\r\n", " torch.as_tensor(test_directions).view(-1, 1).float())\r\n", "\r\n", "train_loader = DataLoader(train_data, batch_size=16, shuffle=True)\r\n", "test_loader = DataLoader(test_data, batch_size=16)" ], "outputs": [], "metadata": {} }, { "cell_type": "markdown", "source": [ "### Model Configuration" ], "metadata": {} }, { "cell_type": "code", "execution_count": 11, "source": [ "class SquareModel(nn.Module):\r\n", " def __init__(self, n_features, hidden_dim, n_outputs):\r\n", " super(SquareModel, self).__init__()\r\n", " self.hidden_dim = hidden_dim\r\n", " self.n_features = n_features\r\n", " self.n_outputs = n_outputs\r\n", " self.hidden = None\r\n", " # Simple RNN\r\n", " self.basic_rnn = nn.RNN(self.n_features, self.hidden_dim, batch_first=True)\r\n", " # Classifier to produce as many logits as outputs\r\n", " self.classifier = nn.Linear(self.hidden_dim, self.n_outputs)\r\n", " \r\n", " def forward(self, X):\r\n", " # X is batch first (N, L, F)\r\n", " # output is (N, L, H)\r\n", " # final hidden state is (1, N, H)\r\n", " batch_first_output, self.hidden = self.basic_rnn(X)\r\n", " \r\n", " # only last item in sequence (N, 1, H)\r\n", " last_output = batch_first_output[:, -1]\r\n", " # classifier will output (N, 1, n_outputs)\r\n", " out = self.classifier(last_output)\r\n", " \r\n", " # final output is (N, n_outputs)\r\n", " return out.view(-1, self.n_outputs)" ], "outputs": [], "metadata": {} }, { "cell_type": "code", "execution_count": 12, "source": [ "torch.manual_seed(21)\r\n", "model = SquareModel(n_features=2, hidden_dim=2, n_outputs=1)\r\n", "loss = nn.BCEWithLogitsLoss()\r\n", "optimizer = optim.Adam(model.parameters(), lr=0.01)" ], "outputs": [], "metadata": {} }, { "cell_type": "markdown", "source": [ "### Model Training" ], "metadata": {} }, { "cell_type": "markdown", "source": [ "The StepByStep class encapsulated the training routine as well as the data loading into methods such as:\r\n", "\r\n", "- `_mini_batch`\r\n", "- `_make_train_step`\r\n", "- `_make_val_step`\r\n", "\r\n", "You may want to take a closer look at the `StepByStep` in the `util.py` file to learn how to factorize your code into a reusable blocks. " ], "metadata": {} }, { "cell_type": "code", "execution_count": 13, "source": [ "sbs_rnn = StepByStep(model, loss, optimizer)\r\n", "sbs_rnn.set_loaders(train_loader, test_loader)\r\n", "sbs_rnn.train(100)" ], "outputs": [], "metadata": {} }, { "cell_type": "code", "execution_count": 14, "source": [ "fig = sbs_rnn.plot_losses()" ], "outputs": [ { "output_type": "display_data", "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {} } ], "metadata": {} }, { "cell_type": "code", "execution_count": 15, "source": [ "StepByStep.loader_apply(test_loader, sbs_rnn.correct)" ], "outputs": [ { "output_type": "execute_result", "data": { "text/plain": [ "tensor([[50, 53],\n", " [75, 75]])" ] }, "metadata": {}, "execution_count": 15 } ], "metadata": {} }, { "cell_type": "markdown", "source": [ "### Transformed Inputs" ], "metadata": {} }, { "cell_type": "code", "execution_count": 16, "source": [ "class SquareModelGRU(nn.Module):\r\n", " def __init__(self, n_features, hidden_dim, n_outputs):\r\n", " super(SquareModelGRU, self).__init__()\r\n", " self.hidden_dim = hidden_dim\r\n", " self.n_features = n_features\r\n", " self.n_outputs = n_outputs\r\n", " self.hidden = None\r\n", " # Simple GRU\r\n", " self.basic_rnn = nn.GRU(self.n_features, self.hidden_dim, batch_first=True)\r\n", " # Classifier to produce as many logits as outputs\r\n", " self.classifier = nn.Linear(self.hidden_dim, self.n_outputs)\r\n", " \r\n", " def forward(self, X):\r\n", " # X is batch first (N, L, F)\r\n", " # output is (N, L, H)\r\n", " # final hidden state is (1, N, H)\r\n", " batch_first_output, self.hidden = self.basic_rnn(X)\r\n", " \r\n", " # only last item in sequence (N, 1, H)\r\n", " last_output = batch_first_output[:, -1]\r\n", " # classifier will output (N, 1, n_outputs)\r\n", " out = self.classifier(last_output)\r\n", " \r\n", " # final output is (N, n_outputs)\r\n", " return out.view(-1, self.n_outputs) " ], "outputs": [], "metadata": {} }, { "cell_type": "markdown", "source": [ "### Model Configuration & Training" ], "metadata": {} }, { "cell_type": "code", "execution_count": 17, "source": [ "torch.manual_seed(21)\r\n", "model = SquareModelGRU(n_features=2, hidden_dim=2, n_outputs=1)\r\n", "loss = nn.BCEWithLogitsLoss()\r\n", "optimizer = optim.Adam(model.parameters(), lr=0.01)" ], "outputs": [], "metadata": {} }, { "cell_type": "code", "execution_count": 18, "source": [ "sbs_gru = StepByStep(model, loss, optimizer)\r\n", "sbs_gru.set_loaders(train_loader, test_loader)\r\n", "sbs_gru.train(100)" ], "outputs": [], "metadata": {} }, { "cell_type": "code", "execution_count": 19, "source": [ "fig = sbs_gru.plot_losses()" ], "outputs": [ { "output_type": "display_data", "data": { "image/png": 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kwIQQQriqdu3aUaRIEX744QeHdpPJxKJFi3j66adRVZWXXnqJ6tWrU7RoUWrVqsXUqVOxWq0ZXvfuYQkWi4UxY8ZQpkwZypQpw6hRo7BYLA6vWb9+PR06dKBMmTKULVuWJ554gmPHjtmP16hRA4AWLVrg5+dnHz5x972sVisTJ04kNDSUIkWK0LBhQ4ce4ts9ycuXL6dr164UK1aM8PBwIiMjH+AreMe2bdto1aoVgYGBBAcHM3r0aIxGo8Px1q1bU6JECYKDg2nZsiVHjhwB4NatWwwYMICgoCACAwOpUaMGX3/99UPFkx7ZcUDkThoN/jPf41ixMlSa+qq9uQjXqPDyU+wv9zs1mng5MUAhhBBZUcDPL3uuk8nzbsXGZum6Op2OXr16sWDBAkaNGoVGY+sjXL16NTdu3KBPnz5YrVaKFSvGnDlzCAgIYO/evbz88sv4+/vzzDPPZOo+06ZNY968eUydOpXQ0FBmzZrFkiVLqF69uv2cxMREBg0aRNWqVUlOTmby5MlERESwc+dODAYDGzdupGXLlvz0009UrVoVg8GQ7r2mT5/Ol19+yZQpU6hZsyaLFi2ib9++bNq0yeF+H3zwAePHj+fTTz9l0qRJPP/88xw8eBBvb+90r3svFy9epEePHvTs2ZOvv/6aM2fOMHz4cDQaDR9++CFms5nevXvTt29fZs2aRUJCAkePHkWr1dpjOXLkCIsWLaJw4cKcO3eOGzduZDmO+5EeYJGrFX3veQ53e92hLUQ9jOmJ5zl70pLBq4QQQois69u3LxcuXGDTpk32tvnz59OyZUtKliyJXq/n7bffplatWpQpU4Zu3brx/PPP89NPP2X6HtOnT2f48OF069aNihUr8sknn1CkSBGHc7p06UKXLl2oUKECVatW5auvvuLcuXPs2bMHgICAAAAKFixIYGAg/v7+6d5r2rRpvPTSS/To0YOgoCDefvttGjRowLRp0xzOGzJkCB06dKBChQqMHTuWmJgYDh48mOn39F/ffvstRYsW5dNPP6VSpUq0b9+ecePGMWvWLJKSkoiPj+fWrVu0b9+ecuXKERwcTI8ePahUqRIA58+fp0aNGtSuXZvSpUvTpEkTunbt+kCx3IsUwCLXK/ntaI7X6ObQ1sq0lgOtxhITozgpKiGEEK6mQoUKNGrUiPnz5wNw6dIlNmzYQN++fe3nfPfddzRv3pwKFSpQokQJvv76ay5cuJCp69+6dYvLly9Tt25de5tGo6F2bcdNoc6cOUP//v0JCwujVKlSVKxYEavVmun7AMTFxXHp0iXq16/v0N6gQQOOHj3q0BYaGmr//2LFigFw7dq1TN/rv44dO0adOnXsPei372k0Gjl9+jT+/v707t2b7t2789RTTzFjxgzOnz9vP/eFF17g559/plGjRowZM4atW7c+UBz3IwWwyP00GgJXf8W5QMdvEH1vfcVPLf5HiuyVIYQQIpv07duXVatWERMTw4IFC/D39+exxx4DYNmyZYwePZrevXvz008/ERUVxQsvvOAwvjU79OzZk+vXr/P555+zfv16tmzZgk6ny7b7KIpj55Fer09zTM2BtUdvX/vrr79m/fr1NGzYkLVr11K3bl02bNgAQJs2bTh48CDDhg3jxo0b9OzZkyFDhmR7LFIAi7zB05MCmxZw3aOUQ/OIs68y+4lNskawEELkcrdiY7PlceXy5Uyd96C6dOmCm5sbixYtYv78+URERNgLxOjoaGrXrs2AAQMICwujfPnynDlzJtPXLlCgAEWLFmX37t32NlVV2bt3r/35zZs3OX78OK+++irNmzenUqVKxMfHYzab7efcHvN79+S5//L19aVYsWLs2LHDoT06Oto+3CAnVKpUid27dztMDIyOjsZgMFCuXDl7W7Vq1RgxYgQ///wzjRs35scff7QfCwgIICIiwj6G+ccffyQ1NTVb45RJcCLPUIoFolm1gKTWHfC0JgCgxcor23sxd/Cv9J5R9z5XEEIIIe7Nw8ODHj16MGHCBGJjYx2GPwQFBfHjjz+ybt06ypcvz08//cT27dspUCCzU/Ng0KBBTJkyhaCgIEJCQpg9ezZXrlwhMDAQAD8/PwICApg3bx4lS5bk4sWLjB07Fp3uTslWuHBhPDw82LBhA6VLl8bNzS3dGIYNG8bHH39MhQoVCAsLY9GiRURHR7N58+aH+ArZxMXFceDAAYe2AgUK8MILLzB9+nRee+01Bg0axNmzZ3nvvfd48cUX8fT05OzZs8yZM4cOHTpQrFgxjh8/zuHDh3n++ecB+PDDD6lRowZVqlTBbDazYsUKypYti5ub20PH/F9SAIs8RVurGgmzZuP+Qi802Lp9PUmmz8InWFf2N1qPqubkCIUQQuR1ffv25dtvvyU8PNyht7Rfv34cPHiQ/v37o6oqnTt3ZujQofYxw5nx0ksvceXKFYYNGwbYhjv06NHDvsyZRqPhu+++Y9SoUTRo0IDy5cvzwQcfOKwyodPp+OSTT5g4cSKffPIJDRo0SHcDjEGDBpGQkMC4ceO4evUqwcHBzJs3j2rVHv5nZXR0NE2bNnVo69y5M/PmzWPJkiWMHTuWJk2aUKBAAZ588knGjh0LgKenJydPnuS5557jxo0bFC5cmB49ejBixAgA3Nzc+OCDDzh37hxubm7UrVuXhQsXPnS8d1NiY2Plj8dOcuLECYKDg50dRp4UP2E2JSeMdGi7QUEOf7WaGn1y7k879yL5dC2ST9chuXz0bt26laVe0axISUnB3d09R64tHr2HzeeD/luTMcAiT/IZ1Z8T/cY5tAVwk4ovdeHCpsyPxxJCCCFE/iMFsMizinz2Cgcee82hrah6mQJPdiXuyEUnRSWEEEKI3E4KYJGnlflhDDtqD3RoK2k+h7VVN0znrzgpKiGEEELkZlIAi7xNUaj8+8dsKfu0Q3OZ5GOYw9tjOXbaSYEJIYQQIreSAljkeYpWQ+Vtn7OpoONucUWTzqBt2g519z7nBCaEEEKIXEkKYOES3Lx0lNn2DZGejzm0F0i9hlv7x1HWRzopMiGEyJ9yYicxIf7rYf6NSQEsXEbBYgYCt89jqdczDu0e5gQ8n3oK7ZKfnBSZEELkL15eXsTGxkoRLHKMqqrExsbi5eX1QK+XjTCESylRVodl+xd83bgoQ+In2tt1VhPeL75A8rUrGHNgT3EhhBB36HQ6fHx8iIuLy/Zrx8XF4evrm+3XFc7xMPn08fFx2CEvK6QAFi6ndBloFPU245oV5b1brzoc83jrLTTHjpMyaSL8u5e6EEKI7KfT6XJkM4yrV69SqlSpbL+ucA5n5VOGQAiXVLasSpeN/RlS4HtMd/2e5zZ3Dl6Pd0K5IsukCSGEEPmRFMDCZVWoYKXfui70KbCCeLwdjul27cS7eQu0e/Y4KTohhBBCOIsUwMKlVaxo5dU1jXjMbxunKO9wTHPpIl6PPYZ+wQInRSeEEEIIZ5ACWLi8KlWsTFpdjg4BO/mdNg7HlNRUPIcMwf2tt8BqdVKEQgghhHiUpAAW+UKVKla+X+XGc4VXMomRaY67ff01HgMGgNHohOiEEEII8ShJASzyjcqVrSxflcqngZ/Qh/kk4+5w3LB0KZ69ekFiopMiFEIIIcSjIAWwyFcqVrSycmUiG4v2ohHbuEgxh+P6DRvw6toVJSbGSREKIYQQIqdJASzyneBgK6tWJXKleBiN2MYJghyO6/74A68OHVAuXnRShEIIIYTISVIAi3ypQgVbEayWKUNjtrKXmg7HtUeP4t22LZqjR50UoRBCCCFyihTAIt8qV87KunUJFKtRiBZEsolmDsc1Fy7g3awZblOmgMnkpCiFEEIIkd2kABb5WpEiKitXJlC3lSftWcPPdHU4rqSm4j5+PN4tW6LZv985QQohhBAiW0kBLPI9Hx9YuDCJbhEaerCEWfRPc4724EG8W7bE7b33IDnZCVEKIYQQIrtIASwEoNfD9OnJjHjNzABm0osFXKOQwzmKxYL7Z5/h3aQJug0bnBSpEEIIIR6WFMBC/EtR4J13Uvn00xSWaCMI4QgL6JXmPO3Jk3h1745njx5ojh1zQqRCCCGEeBhSAAtxlxdeMLJiRSK6ogH0YQGd+JULlEhznn7dOrwbNsT99ddRbt50QqRCCCGEeBBSAAuRjoYNLWzenECjRmZW0olQDjODgVhRHM5TLBbcZs3Cp2ZNiixYAGazkyIWQgghRGZJASxEBgIDVZYvT2TEiBTiKMBgZlCXP9hCkzTnKrduUfqzz/Bu1QrNvn2PPlghhBBCZJoUwELcg04H776byvz5ifj6quylNs3YTHeWcppyac7X7t+Pd6tWuL/zDiQlOSFiIYQQQtyPFMBCZMLjj5vZvDmB8HAzoLCM7oRwhDf4hDh8HM5VLBbcvvwSnwYN0EVGOidgIYQQQmRICmAhMqlcOSu//ZbIe+8lYzCopOLOJN6gIsdZSM8052vOncOrWzc8+/ZFGx0NquqEqIUQQghxNymAhcgCrRZeftlIZGQC1apZALhCUXqxkI6s5G9KpXmNfsUKvDt0wLtZM/Tz50NKyqMOWwghhBD/IQWwEA8gNNTKhg0JjByZgkZj69n9jY6EcITPeTnNahEA2gMH8HzpJXxCQnB77z2Uy5cfddhCCCGEQApgIR6YwQBjxqSyYUMitWrZlj9LxJtX+Jz67GAvNdN9nebmTdw/+wyf2rVxmzABEhMfZdhCCCFEvicFsBAPqWZNC+vXJzJmzFkKFbIC8Af1qM0eWrGe5XROt0dYSUzEfcIEfGrXRv/992CxPOrQhRBCiHxJCmAhsoFGA126XGf37ngGDkxFq1UBhY20oivLCeIkk3mNWMUv7WsvX8Zz2DC8mzaVVSOEEEKIR0AKYCGykZ8ffPJJClu2JNC48Z1d4c5QnteZTAn1AsP4ghhdoTSv1R4+jFe3bni1bYtu+XLpERZCCCFyiBTAQuSA0FArK1Yk8r//JVGihNXenoQX0xhGWfNJJvAmRo1bmtfqdu3C69ln8alVC8OMGRAf/yhDF0IIIVxeviiA+/TpQ5kyZXjmmWecHYrIRxQFunUzsWtXPK+9loLBcGcd4DgKMJoJBFuPMZ8+6b5ec+4cHqNG4Rsaivs776A5evRRhS6EEEK4tHxRAA8aNIgZM2Y4OwyRT3l5wTvvpLJjRwLt2pkcjv1NGfoynzr8wWrap/t6JS7OtrNc/fp4NW+OYcYMlGvXHkXoQgghhEvKFwVwkyZN8Pb2dnYYIp8rX97KokVJ/PxzIvXrmx2O7aEOj7GaUA4xmxcwKYZ0r6Hbtw+PUaPwqVIFz5490a1cKWOFhRBCiCxyagG8bds2IiIiqFKlCn5+fvzwww9pzpk9ezbVq1cnMDCQZs2asX37didEKkT2adHCzOrViSxfnkCDBo6F8BFCeZHZlFT/ZjzvcMuQdrIcgGI2o1+7Fq+nn8a7Xj30c+bIDnNCCCFEJjm1AE5MTCQkJIQJEybg4eGR5viyZcsYNWoUr732Glu2bKFevXr06NGD8+fP289p3LgxDRo0SPO4dOnSo3wrQmSJokCzZhZ++y2RX39NoFEjx0L4KoGMYzxFjX/znDKHQ0Vboipp1xIG0J46heeIEfhUr47blCkQG/sI3oEQQgiRdzm1AG7bti1jx46lS5cuaDRpQ/nqq6/o3bs3zz77LJUqVWLSpEkEBgby3Xff2c/ZunUr0dHRaR7FihV7lG9FiAeiKNC0qYVVq2w9wnXrOhbCKXgwV32Wapc3UEr9m69Lf0RM8SrpXktz9Sru48fjW7Uq7q++ijY6GqzWdM8VQggh8jOdswPIiNFoZN++fQwbNsyhvWXLluzcuTPH7nvixIkcu3ZuuJ/IWQ+Tz+LF4auvICqqADNmlODECU+H4/9QkqF/j2Yoo2jhu4vxRabQ8MwyNBbHollJSMDtu+9w++47UosV42bbttxo356UoKAHji2/ks+n65BcuhbJp2vJiXwGBwff83iuLYBv3LiBxWKhcOHCDu2FCxfm6tWrWbpWly5dOHToEElJSYSEhDBnzhzq1auX7rn3+4JlpxMnTjzS+4mclV35rFgR+vUz8fPPSXz0kRunTmnvOkMhMi6cJnGLKKP5m6nBn9Hxwmx0yQlpruV26RLF5s6l2Ny5WEJDMfbpgykiArVgwYeO09XJ59N1SC5di+TTtTgrn/liFYjly5dz6tQpLl26xJEjRzIsfoXILTQa6N7dxM6dCcyZk0iTJuZ0zztnLU3XE59RKPk8X5f8gOQCRTK8pvbwYTzeegufKlXwePFFtFFRoKoZni+EEEK4qlxbAAcEBKDVarl213qn165do0iRjH/IC+FKdDro2tXMihWJ7NwZz4ABqfj6pi1ab+HH0AtvU+DWeZ4v9AtHqj2J6uae7jWV1FQMS5bg3akT3nXqYJg6FeXy5Zx+K0IIIUSukWsLYIPBQFhYGJGRkQ7tkZGRhIeHOykqIZynUiUrEyemcORIHJ9/nkTlymnX/zVh4H/XuxB6cAml3S+zsMNskhq3RE1nkinYVpDwGDcOn5AQPLt3R79kCSQl5fRbEUIIIZzKqQVwQkICBw4c4MCBA1itVi5cuMCBAwfsy5wNHTqUBQsWMG/ePI4dO8abb77J5cuX6devnzPDFsKpvL3huedMREcnsGxZIq1amdI978KtAvRa/QIBu9czsucpLr40DkvZsumeq1it6DdswPPFF/GtVAmPoUPRbt4M5vSHXgghhBB5mRIbG+u0QYBRUVF06tQpTXuvXr2YPn06YNsIY+rUqVy5coUqVarw0Ucf0ahRo0cdao6QgfyuxZn5/OsvDdOnu7FokZ7U1PTXC9ZoVFq3NPJarXU0PfY/3H5bgWJKv3i+zVqwIOb27TF17Ii5ZUtIZ71uVyWfT9chuXQtkk/X4qx8ZrkAPnbsGCdPnqRjx472tm3btvHpp59y69YtunfvzpAhQ7I9UFckH2LXkhvyee2awsyZBmbNMhAbm/EfePz9rTzX6RJDfeZRdsuPaA8evO+1VU9PzK1aYerWDdNjj4F7+mOMXUVuyKfIHpJL1yL5dC15ZhWIMWPGMHfuXPvzf/75h549e7J//34SExMZM2YMCxYsyNYghRCZU7iwyttvp3LoUDwff5xMyZLpb4QRE6Phs3klCPpqNDX5kx/e2EHCoGFYAwMzvLaSlIR+xQo8n38e30qVcB85Es2+fbKShBBCiDwnywXw/v37HYYgLFq0CKvVytatW9mxYwft2rVj9uzZ2RqkECJrvL1h8GAjf/4Zz8yZSVSvnnbC3G0HD2p5emI4JRZM5eVupzj55U8YIyKw+vll+Brl1i3cZs/Gp3lzvBs1wvD117KShBBCiDwjywXwrVu3CAgIsD9ft24dTZo0sW893K5dO06ePJl9EQohHpheD089ZWLLlgQ2b7Yto+bvn36vcFycwrQZXlQc3o3Hb8xj6bQz3Fq2nNQXX8RavHiG99AeOWJfX9irbVsMU6eiOXUqp96SEEII8dCyXAAXLlyYv//+G4DY2Fh2795NixYt7MdTU1OzLzohRLapUcO2jNrRo/HMmZNImzYmNJq0wxdUVWHdOj09n/YjaMDjDFe+ZNO8o8Rv2EjqoEFYM9hFTlFVdLt22ZZVq10b7/r1cXv3XXS//ILm6FG4z4Q7IYQQ4lHJ8lbILVq0YObMmfj6+rJ161YAHnvsMfvxo0ePUqJEieyLUAiRrdzcbJtrdO1q5vx5hf/9z8DcuQZu3Ej7+/D16xpmznRj5kw3KlRoSo8eDei5+gOCj67CsGABunXrUKzp9yhrjx5Fe/So/bmq12MNDsZSuTKWmjUx9eyJKpvaCCGEcIIs9wCPHTuWKlWq8M477xAZGcn48eMpXbo0ACkpKfzyyy80bdo02wMVQmS/UqVUxo5N5fDheKZPT6JWrYzX/T11SsuECe7UDA+gyee9+aTxz5zYcITkd9/FXLPmfe+lmExojxzBsGwZHu+8g0/VqngMHYrm8OHsfEtCCCHEfT3wOsC3bt3Cw8MDg8Fgb0tOTubkyZOULFkSf3//bAvSVclSLq7FVfK5Z4+WuXMN/PKLnri49NcU/q8GDcw8+aSJJ8PPUHj7KvSrVqHduhXFkvHEu7uZmzUjdcgQzG3aQAa71j1qrpJPIbl0NZJP1+KsfGZ5CMRtBQoUcHiuqiqqqlKtWrWHDkoI4Ty1a1uoXTuZiROT+f13HYsXG1i7VofJlH4xHB2tIzpax1tuVejaNYjn3xpMePB19OvXof3zTzT/DoXQXLqU4T11mzej27wZa+nSmNq3x9y+PeZGjWzjNYQQQohsluWulpUrVzJ+/HiHti+//JISJUpQsmRJevfuTVJSUrYFKIRwDnd36NzZzPz5SRw/Hs/nnyfRqJEZRUn/j0apqQqLFhlo186bho+XYnrc01wd/TFJP/9M/F9/cevsWRJWryZ5/HisZcqkew3N33/jNnMmXk88gW/58nj26YN+3jyUf/7JybcqhBAin8lyAfz5559z+T/rfe7bt49x48ZRu3ZtnnvuOdatW8fUqVOzNUghhHP5+6s895yJVasSOXw4ng8/TKZ27YzHCx85omXkSA+qVPFl0CAPIiN1WHz8sDRogHH4cOL37iVx3jzMDRpkeA0lMRH9qlV4Dh+Ob2go3vXq4f766+hWrYJbt9K+wGq1tScnZ8dbFkII4cKyPATi1KlTPPnkk/bnS5YsoWDBgixduhQ3Nzd0Oh3Lli1j9OjR2RqoECJ3KF5cZehQI0OHGjl7VmHpUgPff2/g3Lm0v08nJiosXGhg4UIDgYFWunc38dRTRmrUAHPnzpg7d0b7558Ypk9H/8svKEZjhvfVHj+O9vhx3GbNQtVosIaEgNWKEheHEhcH8fEoqoqq0WAJD8f02GOYO3bEWr58Tn45hBBC5EFZLoBTUlLw9PS0P9+4cSOtWrXC7d+xetWqVWP+/PnZF6EQItcqW1Zl5MhUXn01lchIHd99Z2D1ah1Wa9rxwleuaPj6aze+/tqNihUtdO5solMnE9XDamKZOZPkKVPQbd6Mfu1adL//juYeO8spVivaQ4cyPKaLjkYXHQ3vvIOlcmVMjz2GpXZt2wlWq+3x7xbO1mrVsFao8PBfDCGEEHlGlgvgEiVK8Oeff/LMM89w6tQpjh49yogRI+zHb968ibu7e3bGKITI5TQaaNXKTKtWZv75R+H77w3Mm2fg4sX0R1kdP65l8mQtkye7U7q0lU6dTHTurKVuh46YO3YEVUWzfz/6339Ht2ED2t27s7SqxH/dvR7x3VSNhpTx4zEOHQrK/Ve9EEIIkfdleQxwz549mTt3LhEREXTv3h1/f3/at29vP753716CgoKyNUghRN5RooTKqFGpHDwYz/LlCfTpY8THJ+PVFv/+W8NXX7nRrp03Vav6MG6cO0ePabGGhZH6xhskrl1L3JkzJC5cSOqgQViqVMnwWup//jqVWYrViseYMbiPHAnmjMc1227wQKtGCiGEyGWyXAC/+uqrvPrqq1y8eJGSJUsyf/58+5JoMTExbN++nQ4dOmR7oEKIvEWrhWbNLHz1VTLHj8fxv/8l0aGDCZ0u4yLy4kUNU6e6Ub++D82bezFjhoHr1xXw9cXcvj0pEyaQEB1N3NGjJKxdS3xUFHH793Pr7FluXb9O3MWLxO3fT/KECZibNEHVajMdr9u33+IZEQFxcY4HUlLQz5mDd6NG+JYqhceAAWjOnHnQL4sQQohc4IE3whAPTxbzdi2Sz8yJjYXVq/WsWKFn40YdKSn3Hnag06m0amWmWzcTjz1mwtc38/dSYmLQ/f47uo0bUW7dso3VuP1QFHSRkbYJdP9hCQkhcfFiTl26RJXISAyzZqG5ds3hHFWnw/jcc6SOHIlatGjmAxJOIZ9N1yL5dC3OyudDFcDXr1/n77//BqB06dIUKlQo2wLLD+RD7Fokn1mXkAAbNuhYsULP6tV6EhPvXQy7uam0aWPmiSdMtGtnwsvr4e6vOXIEr6eeQnPhgkO7NSAANTERbUrKPV+venqSOmgQqcOHg5/fwwUjcox8Nl2L5NO1OCufD7TnaHR0NC1btqRixYq0bt2a1q1b2/9/x44d2R2jEMJFeXtDly5mZs+2DZP45pskmjc33XOzjZUr9Tz/vCfBwb4895wHy5freNC9d6whISRs2IC5Zk2Hds2NG/ctfgGUpCTcp0zBJywMt8mT0w6fyIjFAikpEBeHcvMmyuXLKDdvPshbEEII8QCy3AMcHR1N165d8fb2pnfv3lSsWBGA48ePs3DhQuLi4li+fDn169fPkYBdifwW61okn9nnn38UlizR8+OPBo4du/84Xk9PlbZtTXTtaqJNG3PWe4aTkvAcMAD9ypXpHlZ9fDA++yyWihVx//RTNOfOpX9egQKkDhlC6sCBDj3CSkwMulWr0P/6K7qtW1EyqNgtVauS8uabmB9/XFakyEby2XQtkk/XkmeGQDz++ONcuXKFtWvXUrBgQYdjMTExtG3blqJFi7JixYpsDdQVyYfYtUg+s5+qwsGDGn7+Wc+yZelvtnE3T0/bmOFOnWzDJP6do3t/Fgvu48bhNm2avclarBipgwZhfO457BcyGjHMnYvbpElorl5NP25fX1IHD8ZaogT65cvRbd6Mcr8VJv7DXLMmqWPGYG7ZMnOFsMWCftEiDAsWoPr6YurWDVPHjvAAq2K4IvlsuhbJp2vJMwVwiRIlGDVqFMOGDUv3+Jdffsknn3zChbvG1Im05EPsWiSfOUtVYe9eLcuW6fnlFz3//HP/YlivV2nWzEznziY6dDBTuPD9v93pNm5Et349/wQGEjB4MBgM6Z+YkIDbjBm4ffFFmol02cXcoAEpY8ZgadQo/RNUFd3GjbiPHYv28GHHQ76+mLp2xdirF5b69TPfo2yx2DYK0esfMvrcQz6brkXy6Vqclc8sb4Sh1Wox3mO70tTUVDSaBxpaLIQQGVIUqF3bQu3aFt5/P4Xdu7X8/LOeX3/NuBg2mRTWr9ezfr0eRVGpW9dC+/ZmOnQwUbmyNd2a0NyyJeaWLbl54gQBGRW/AN7epI4cSWr//rh98w1uX39tW2kik1SDAQwGVJ0O9HqU69dR7lpnWBcdjXfHjljKlsXSuDHmJk0wN26MWqIEmv37cR83Dv2mTeleX4mLwzBvHoZ587CUK4e5dWus5cvfeZQuDQYDyrlz6PbsQbtnD9q9e9Hu3w+pqRhfeIGUjz5yqUJYCCFuy3IPcI8ePTh06BCrV6+mbNmyDsfOnj1L+/btqVGjBosWLcrOOF2S/BbrWiSfzmG1wu7dWn75xVYMX7iQuV/Ay5Sx0r69idatzdSrZ04zVCLL+YyLw23mTAxffYUmJibNYUvlypg6d8bUtSvWKlXS9Mhq/voL948+Qp+J4WPWkiVR/vknTcGcFapGA97e9+y9NrVqRdKcOeDj88D3yQ3ks+laJJ+uJc8MgTh06BAdOnTAaDTSoUMH+65vJ06cYM2aNbi5ubF69WpCQ0NzJGBXIh9i1yL5dD5VhT//1LJihY5ff9Vz6lTmNsLQaFRCQ600aGCmYUMzDRpYiIs7/mD5jI/HbfZs9AsXonp4YO7QAVOXLlgrV85cLPv24f7hh+jXrcvyrY1PPYVapAj6xYszHJ+cVZYaNUhcvBg1MDBbrucM8tl0LZJP15JnCmCwrfgwfvx4IiMjSfp3NrOnpyetWrVi6NChBAQEyHbImSAfYtci+cxdVBWOHtWwYoVt042DBzO/KxxAaGgCgwdreOIJk1Pmkmmjo3GbPBndli0oJtM9zzU3bUry+PFYw8L+bTCj27AB/Y8/ov/tN5R7DFvLDGuZMiT+9BPW7Pi+brHYtgl8hOSz6Vokn64lTxXAt1mtVq5fvw5AoUKF0Gg0TJ48mY8++oibsqblfcmH2LVIPnO3CxcU1q7Vs2aNjs2bdRiNmZsUVqCASu/eRp5/3khwsDWHo0xHUhLaP/5AFxWFbutWtHv22AtiS0gIKe+9h7l16wwnuSkxMWijotCcPo329Gk0p0+jOXMGzT//AKB6e2MJC8NSuzbmWrWwli+Px/Dh6P780+E61oIFSVq0CEvdug/0NrQ7d9om6+3fj6lrV5InTXpkQyvks+laJJ+uJU8WwOmRAjjz5EPsWiSfeUdCAkRG6tiwQceOHTqOHs1cj2SzZma6djXRooWJsmWdtIt8YiLavXtBVW2rQzxob2pyMkpMjG1ow93XSEjAs1+/NMMwVA8PUl9/HeNzz6HetQxmhuLjcR8/HsPs2Q5jls1hYSQtXYr6CHYQlc+ma5F8upY8swqEEELkdd7e0KmTmU6dbGvz3rihsGOHlh07dGzfrmXvXi2qmrZHdfNmW+8xeFC2rIXmzc20aGGmaVML/v6PqCD28sLSpMnDX8fDA9XDI/1j3t4kLViAx4gRGH74wd6sJCfjPn48bhMnYnrqKVIHDsR6j/keunXr8HjllTRbTQPo9u3Dq317EpctQy1d+qHfjhBCZIUUwEKIfC8gQKVjRzMdO9oK4jNnNEyZksiqVUW4eTP9VSXOntUyZ46WOXPc0GhUGjWy0KmTiccfN1G8uJN6h7OTXk/ytGlYixfHfdIkh0NKSop9iTVzkyaYOnZEdXcHnc720OvRrV2LYfHie95Ce/Ik3v8WwZmdJJguVcXwzTfoly8Ho9E2APzfdoCKOh36Xr0wPvvsIx9/LITInaQAFkKIu5QrZ2X48AtMmuTB8uV6vv3WwK5dGX+7tFoVoqJ0REXpeOMND+rVs+1E16mTE4dKZAdFIfXtt7GWKoXH6NEoiYlpTtFFRaGLisrU5Sxly6IWL45u+3Z7m+biRbw6dCBp8eIHG1+ckoLHSy9hWLo0w1N8Af74A/2PP5L85ZcPV2wLIVxCpgrgPXv2ZPqCFy9efOBghBAiN3F3h549TfTsaeLwYQ1r1ujZtEnHzp3ae06i27VLx65dOt55x4M6dcw88YSJrl3zbs+w6ZlnMHfqhP7773GbOTPdIQ33omo0GIcMIeWtt0CrxWPgQAy//GI/romJwatLF5I//RRTjx62XuRMUK5dw7NPH3S7dmXqfN0ff+DdtKltA5NXXpFNPoTIxzI1Cc7f3x8lk9toqqqKoigyCS4TZCC/a5F8upZ75TMxEaKjdURG2h5Hjtz/z+qKotKwoYXu3W09w5nZljlXMpvR/fYbbjNmOPTkZsQSGkryl19iqVXrP40W3F9/HbfvvktzvrVUKVIHD8bYt+89V4nQHD2K11NPofn77wd6G5bQUJK++urO0nEiz5Dvta4lV68CsWDBgixfuHfv3g8UUH4iH2LXIvl0LVnJ5+nTGvvmG3v2ZK73skYNC61amWjZ0ky9ehbutetybqU5cAD9r7+ixMTYlmYzmWzr/JpMoNHYxgf36ZN+T6uq4vbxx7hPnJjutVVfX1Kffx7TM89gLVQIvLzs43d1kZF4Pvtsml3sLBUrkjx5su1csC0NZzJh+ugj/DdvTnsPrRbj4MGkvPlmnt/tLj+R77WuJVcXwCJnyIfYtUg+XcuD5vPCBYWVK/UsX64nOjpzxbC3t0rjxmZatrQ9KlSwZrSsr8sxzJyJ++jRKBbLfc9V3dxQvbxQYmNRrI5rMpuaN7dt2+znl+Z1J44fJ+TQIdzfeAPNv2vX/5e1WDFSPvgA0xNPZLiessg95Huta3FWPtOf3iyEEOKBlCypMmiQkdWrEzl0KI73308mLMx8z9ckJCisWaPnjTc8qFPHh2rVfBg2zIOff9Zz86ZrF2TGAQNI2LmT1H79UN3c7nmukpqK5ubNNMVvar9+JC1Zkm7xa3uhgumJJ0jYuRNjjx5pDmsuXcLzhRfw6twZzV9/PehbEULkIVIACyFEDilZUmXYMCObNiWyZ088b7+dQvXq9+/pvHBBw/ffG+jXz5MKFXxo2dKLDz5wIzpai/netXSeZA0KIuWzz4g/dIiUN9/EmslNNlRFIfmDD0iZMiVTE9rUgACSZ80i8ccfsZYokea4LioK7yZNcH/7bTSnTmX5fQgh8g4ZAuFE8mcc1yL5dC05mc9r1xQiI3Vs3GibRHflSub7Inx9VZo1M9O6tYnHHzcTEOCC38KTkjAsXIj+hx/Q/P03SlISJCU57CRnLViQ5GnTMD/22H0vl24uExNxmzwZt2nT7FtL380SEoKpUydMnTrZNvyQ4RG5gnyvdS0yBjgfkg+xa5F8upZHlU9VhUOHNPYVJaKjdaSkZK7Q0ulUWrUy06OHiQ4dTPa5Xy5JVW3bNyclQXIyapEicJ8hE7fdK5eaEydwf+MN9JGR97yGpXx5jP36YRwyRDbTcDL5XutaZCtkIYTIhxQFqlWzUq2akeHDjSQnw86dWiIj9WzcqOPgwYyLLbNZYe1aPWvX6vHyUunY0US3biYaNza73qIGigKenqientl6WWtwMEnLlqH79Vc83n47wzWOtadP4/HOO2hPnCD5iy+ydhOjEe2OHei2bEExGjH27YtVCjghnEp6gJ1Ifot1LZJP15Jb8nn1qsLGjbbhEhs26Lhx4/7DJbRalZo1LTRtaqZJEwvh4WayuW7MUzKdy8RE29CL5cvRbtuW4coUSd99Z1sx4h40Z86g27AB3fr16LZuRUlIsB9T9XpSX36Z1NdeAw+PLL0XkXs+myJ7yBCIfEg+xK5F8ulacmM+rVY4cEDD77/r+eknPceOZe5P8Xq9bZm1Hj1MPP64CV/fHA40l3mQXCo3bqBbvRr9ihXoIiNRjEb7MdXXl/ioKNQyZdK8TnP6NB6DB6PbufO+97CULUvKpEmY27TJUmz5XW78bIoHJ8ugCSGEuCeNBsLCrLzxRio7diSweXM8L72USrFi1nu+zmRSiIzUM2SIJxUr+tKvnwe//abjPzWduIsaEIDp6adJWrSIhA0bUP+zU4kSF4fniy9y95Icmv378WrXLlPFL4D27Fm8evTA85lnUP75J1vjF0LcmxTAQgiRBykK1Khh5YMPUjh0KJ5ff02gf/9UKla89zJrKSkKP/9soHdvLypV8uH55z2YMcPAn39qyWAxhHzPWq0aKePHO7Tpdu3CbcIE+3Pt1q14d+qE5tq19K8RGIjxqaewBgamOab/9Vd8wsPRbtmSvYELITIkk+CEECKP02qhaVMLTZvait9LlxS2btWxZYuOqCgtZ8+mP1QiJkbDsmUGli2zPff0VKlVy0L9+mYef9xEjRr5Z0e6+zEOHIguMhL92rX2NrdPP8XcrBlKfDye/fqhpKY6vMZcrx6mjh0xt2p1Zxm1W7dw//BDDLNnO2zooSQk4Nm/P/F794K39yN7X0LkVzIG2IlkHJNrkXy6FlfK59GjGpYs0bN4sYHz5zP/h79KlSz07GmiRw8jpUrl3R8V2ZVL5fp1vBs3RnP5sr3NWrAgyq1baSbMpb70kq3XWJP+11uzbx8er76Kbu9eh/aUMWNIHTnyoWN1Za702RQyBlgIIUQOqVzZyjvvpLJ/fzyrVyfw/POp+Pvfe9wwwLFjWsaPd6d6dR8ef9yLefP0nD+ff7uE1UKFSPrmG9T/dItrbt5MU/wmv/suKe+/n2HxC2ANCyNx3TpSX3zRod3tiy9Qbt7M3sCFEGlIASyEEPmERgMNGliYMiWF48fjWb8+gQ8/TKZzZxOBgRkXxKpqG1IxfLgn1ar5EhbmzbBhHixZoufy5fxVEFuaNSP15ZfTPaZqNCR98QXGESMyt2ucVkvK229j9fOzNylxcbhNmZI9wQohMiQFsBBC5EN6PdSpY2HoUCPz5iVx9Gg8+/fHMWNGEu3bm9DpMh7ycPaslu+/N/Dii55UruxLeLg3Y8a4s3mzNl+sLJH69tuYa9d2aFMNBpLmzMH0zDNZu5ifn2094P8wzJqFcv78w4YphLgHmQQnhBACRYEyZVTKlDEREWHi+nWFZcv0LFqkZ8+ee/+oOHZMy7FjWqZNc8PbW6V5czNt2pho08ZM8eJ5d+xwhvR6kr791rbqw/nzWP39SZo7F0vTpg90OWP//rjNmIHm36XQlNRU3D/5hORp09Kcq42KQv/bb7Ytoe+ienpi7NULa/XqDxSHEPmJTIJzIhnI71okn65F8nnHiRMafvpJz+bNOnbv1mIyZX7YQ1iYmQ4dzHToYKJaNeesKpFjubx1C+3hw1iqVuVhdxfRz5uH5/Dh9ueqRkNCdDTWSpVsDSkpuI8ahducOfe8jmowkDx1KqZevR4qHrvkZNzfegvd5s2YO3a0Texz8tIg8tl0LbITXD4kH2LXIvl0LZLP9CUlwc6dtuXVoqJ07N2rxWLJXEFUsqSV9u1NdOhgpkkTM//ZWyJH5Ylcms14N2yI9vhxe5Pp8cdJmj8fzZkzeD7zDNqDBzN9uZRXXiH1nXfuORHvvqxWPJ97Dv2vv9qbkr75BlPPng9+zWyQJ/IpMk1WgRBCCJHreXpCixZmxo5NZd26RE6fjmPu3ESeftp4z4l0ABcuaJg9243u3b0ICvLl+ec9WLpUz61bjyj43EynI2XMGIcm/cqVuH3yCd7NmmWp+AVw/+wzPJ9+GhISHjgkt/ffdyh+AQz36YEWIq+QHmAnkt9iXYvk07VIPrPOaoUDBzSsW6dn7Vode/ZoUdX79w7r9SqNG5vp1MlMx44mAgOz98dSnsmlquLVujW6PXvueZqlfHmMQ4ag6u6MzdbcuIHbxIlpNuOwVK1K4o8/opYqlaVQ9N9/j+ewYekei9+zB2uFClm6XnbKM/kUmeKsfMokOCGEENlCo4GwMCthYam8/noqV64orF2rY80aPZGROpKT0y+GTSaFyEg9kZF6XnvNnfr1LXTqZOLxx02ULp2P+mgUhZRx4/Du3DnDU0xdupD0xRdQoECaY+ZmzfDs0wfNlSv2Nu2hQ3g3aYJavDikpKCkpEBSEkpqKtZy5TD274+xTx9wc7vzms2b8XjllQxj0C9YYBteIUQeJj3ATiS/xboWyadrkXxmr+Rk2LxZx+rVen77Tce1a5kbgRcWZqZlSzPNm5sJD7f8t07LtLyWS88nnkC/caNDm6rXk/LBBxgHDLjnJDTlwgW8evXK0pAJa/HipA4fjvHZZ9GcP493mzYo9xiXYi1enPiDB217cDtBXsunuDcZAyyEEMJleXhA+/Zmpk5N5tixeH7/PYGXX04lKMhyz9ft26djyhR3Onf2plw5X5580pMvvzRw6JAG1UW7b1LGjXMY3mAtVYrENWswDhx43xUY1JIlSVizBlOnTpm+n+biRTxGjcKnRg28nngiTfGb9NVXqF5eDufrNm3K9PWFyI2kABZCCPFIaTRQr56F995LYffuBHbtiuedd1KoUePexXBSksL69XreeceDxo19qFzZh4EDPVi4UM+VK66zI521Rg2S5s3D1KYNqS+9RMKWLVju2njjnry8SJo7l5SRI1GzsAqE5upVNBcuOLQlv/supj59MHXp4tCu/+GHzMcjRC4kQyCcSP6M41okn65F8ukc584prFihZ+VKPTt3Zm4S3W0hIRbatjXRsaOZ2rUt9hXA8nMulQsX0Fy8iOrhAR4eqO7utu74xETcpk/HMGcOSnJyuq819u1L8hdfgKKg3bYN744d7cdUg4H4Y8dQ/f0f1Vuxy8/5dEWyDnA+JB9i1yL5dC2ST+e7elVh0yYdkZE6Nm3ScelS5nszAwOtPPaYrRguXvwoISFBORhp3qVcvYrbtGkYvv0WJTHR3m5u2pTEn36y7ZkNoKp416qF9swZ+znJkyZhfPHFRx2yfDZdjBTA+ZB8iF2L5NO1SD5zF1WF48c1REbaCuJt23QkJGSud9jLy0zHjla6dzfRosWj24AjL1Fu3MAwfTq6HTuwhITY1iS+a3c7t0mTcP/wQ/tzc1gYiU4YCyyfTdciBXA+JB9i1yL5dC2Sz9zNaIQ//tDaC+K9ezM3XMLf30rnzma6dzfSqJHFWQsZ5EnKhQv4VKuG8p/Zh/HbtmENDX2kcchn07XIKhBCCCFEJhkM0KiRhTFjUtmwIZHTp+OZNSuJbt2MeHtn3K8TE6Nh7lwDnTt7ExLiw4ABHnz/vZ6zZ11nEl1OUUuWxNy8uUObQSbDiTxKCmAhhBB5nr+/So8eJv73v2ROnYpjyZJEnnsulSJFMt6e+coVDYsXGxg2zJOwMF+qVfNh8GAP5s/Xc/iwBrP5Eb6BPMLUp4/Dc/3ixWAyOSkaIR6c7AQnhBDCpbi5QZs2Ztq0MfPppyksWXKZHTvKsny5npiYjPt9zp/X8OOPBn780TZI2N1dpWpVC2FhFmrUsNC4sYVy5TIuqPMDU8eOqAUK2NcK1ly/jm7tWsyPP+7kyITIGukBFkII4bK0WqhdO57PP0/h+PF4Fi9OpGfPew+TuC0lRWH3bh2zZ7sxbJgnNWv60K6dF3Pm6LnHRmmuzcMD45NPOjQZ5s/PvuurKpoTJ9DPn4/bxIlo9u/PvmsL8R9SAAshhMgX9Hpo29bMN9/Yhkn89lsCo0en0LixGTe3zM0H37lTx4gRnlSq5Ev//h5s2KDDcu/9O1zO3cMgdGvX4jZ5Mg/0hUhNRbttG26ffYZnRAQ+FSrgU7cuni+9hPtHH+HdogVuU6aANX/3vIvsJ6tAOJHMZHUtkk/XIvl0HZnJZUoK7NqlZds2Hfv2adm3T8uVK5nrIypUyEr79mYee8y2zJqHR3ZEnYupKt4NG6L96y+HZlPz5iR/8w1qYOA9X66cPYt+/Xp069eji4pyWH84I6a2bW3X9veXz6aLcVY+ZQywEEKIfM/dHZo2tdC06Z1ezEuXFHsxvGWLjujo9H9kXr+uYf58A/PnG/D0VGnR4k4xXLy4C/YxKQop48fj1aOHQ7N+0ya0TZqQNHMmlturRagqmrNn0e7Zg3bnTnQbN6I9dSrLt9T//jvapk1JmjsXfHyy4U2I/E56gJ1Ifot1LZJP1yL5dB3ZlcuzZxX7JLm//85c73CFChYaNbLQuLGZRo3MlCjhOj9ydevX4zFwIJobNxzaVUXBFBGBcv062j170Ny8maXrqr6+mOvUQbtvX5rXqno9f7/yCn6jR4MiS9e5AtkIIx+SH7CuRfLpWiSfriO7c2m1wvbtWhYsMLBypZ64uMwXYuXKWWjd2rZCRePGZjw9sy0sp1AuXcKzf39027Y98DWsxYphbtIES/36mMPDsVauDFotyoULePbrh+6PP9K8xlK+PJYmTTA3aYK5cWPUokUf5m0IJ5ICOB+SH7CuRfLpWiSfriMnc2k02orhVav0/Pabnn/+yfzccnd3lcaNzbRubaZtWzPly+fRiV4WC24TJ+I2caLDLnEZUfV6LPXrY2rdGnPr1lhDQjLuzTUacR83Drfp0+8dQnAw5rZtSX31VdSAgAd5F8JJpADOh+QHrGuRfLoWyafreFS5VFXYv1/DqlV6Nm+2bc9sNme+d7hiRQvt25tp395EvXoWdHlslo5282Y8BwxAc+WKQ7vq7Y2lZk3MtWtjqVcPc5MmWR7Hq1u+HM+XXkKJj7/neZayZUlcs0Z6hPMQKYDzIfkB61okn65F8uk6nJXLxETYtUvHtm1atm7VsWePFpMpcwWxv7+Vtm3NdOhgomVLM76+ORxsNlGuX8cwYwZKXByW6tWx1KmDNTjYtiDzQ9KcPIn76NFoN25Ec48l1ywhISSuWoXq7//Q9xQ5TwrgfEh+wLoWyadrkXy6jtySy8REiIrSsW6djt9/13P+fOaGS+j1Kk2amOnQwdY7XKpU/v6xfWr/firduIE2Kgrd1q1o9+5FuasgNtetS+Ivv4CXl3OCFJkmy6AJIYQQLszLi3+HOJhR1RSOH9fYi+Ht2zMeLmEyKWzcqGfjRj2vv+5B1aoW2rc30batmdq1LdnRuZqnWD09MdeogbllS1IB4uPx7N8f/dq19nN0f/yB59NPk7RwoW1vbCHuIjvBCSGEEI+YokClSlZeesnIr78mcvJkHN99l0SPHkb8/O49Ge7QIS2TJ7vTtq03QUE+9O/vwaJFeq5fz6fLgvn4kDRnDuaGDR2a9ZGReL74YuZ3qEtJgdhY22Bu4fKkB1gIIYRwMj8/eOIJE088YcJshh07tKxerWf1ah2nT2fcxRsTo2HpUgNLlxpQFJVq1aw0bWqmSRMzDRrknbHDD83Dg8SFC/Hu1Ant/v32Zv2vv+Lx4ouYW7YEDw9Ud3fbf7Va2wYdx4+jOXECzfHjaM6dQ1FVLEFBGPv2xRQRcd9d7UTe5fJjgC9cuMDAgQO5fv06Wq2WN954g65duzo7LCD3jEsT2UPy6Vokn64jL+dSVeHECQ2rV+tYs0bPzp1arNbM9fRqtSq1allo2tRMs2ZmwsMtLjEa4F75VK5fx6tDB7QnTjz0fVStFnO7dhj79sXcpg15blmOPEImweWQy5cvc/XqVapXr86VK1do3rw5u3fvxisXDIzPy9+URVqST9ci+XQdrpTL69cV1q+3TaTbsEFHbGzmRzJ6eqo0bGgrhlu0MBMaas2Tm6ndL5/KhQt4t2+P5sKFbLuntWhRjM8+i/H556VXOJvJJLgcUrRoUYr+ux5gYGAgBQsWJCYmJlcUwEIIIURWFCqkEhFhIiLCNlRizx6tfSLdgQP3ng2XlKSwfr2e9ev1AHh4qAQEqBQubKVQIdX+KFfOStWqFqpUsWR1ud5cQS1ZksRffsGrQwc0165l7bVabZoVJQA0ly/j/sknuE2ZgqlbN4yDBmGpVSu7QhZO4NQCeNu2bXz55Zfs37+fS5cu8dVXX9GnTx+Hc2bPns0XX3zBlStXqFy5Mh9//DEN7xronln79u3DarVSsmTJ7AhfCCGEcBqdDsLDLYSHWxgzJpUbNxS2btUSFaVjyxYdx4/fuyBOTla4cEHhwoWMe5HLlbMQGmoriOvXN1O/vgV39+x+J9nPGhREwsaNGL7/HuXaNZTkZEhJQUlORklJAaMRa/HiWIODsVasiCU4GGuFCihJSegXLcIwfz7av/5Kc13FZMKweDGGxYsx162LceBATJ07g8HghHcpHoZTC+DExERCQkLo1asXgwYNSnN82bJljBo1ik8//ZT69esze/ZsevTowY4dOyhVqhQAjRs3xpLOb2vLli2jWLFi9ucxMTEMGjSIqVOn5twbEkIIIZwkIEClSxczXbqYAbh8WWHLFh2bNtkeFy9mfeGnM2e0nDmjZeVKW6+xu7tKgwa2IRTNm5upWtWKJpeuJ6WWKkXqW29l7TWenhiHDsU4ZAjaPXswzJuHftkylISENOfq/vgD3R9/2IZHPP88xn79UAsXzq7wRQ7LNWOAS5QowcSJEx16gFu1akVoaChffPGFva1WrVp06dKFcePGZfraqampdO3alWeffZaIiIhsjfthuNK4NCH5dDWST9chubRNpjt+XENkpI7ISB3bt+uIj3/4AcCFC1t56ikTL76YStmyj6aceOT5jIvD8OOPGGbORHvqVIanqQYDpu7dSR04EGtY2KOLL4/L95Pg7i6AjUYjxYoV49tvv3VYtWHkyJEcOXKE3377LVPXVVWV/v37ExQUxOjRo+97/olsmDkqhBBC5GaqComJGmJj9dy8qSMmRkdsrJ6rV/WcPu3BiRMenD/vnukVJzQalaZNY4mIuEqtWvF5cnLdfVmt+EZHE7hoEQWio+95qrFwYawGA6pej6rToer1WN3cSKxaleudO5NSrtwjCjr/ul9RnWsnwd24cQOLxULhu/6cULhwYa5evZrp6+zYsYNly5YRGhrKqlWrAPjmm28IDQ1N9/xH+VuI9Eq4Fsmna5F8ug7J5YMwkpRk5OhRLYcOadi1yzaMIqPxwlarwqZN/mza5E/VqhYGDEilUycz/v7Z38fm1HxWqgTPPUf8iRMYZs7EsGABSmJimtMMGUy+89m3j6Lz52OuXx/jM89g6toVPD1zOOjcTVaByCENGjQgJibG2WEIIYQQeYqnJ9SqZaFWLQvPPGNCVeHkyTvDKLZuTX8YxaFDWoYP9+SVV1TCw23bNrdrZ6Zixby57Fp6rMHBpEyaRMqYMRh++ME2POLs2Uy/XrdjB7odO1BHjcL41FOYW7TAUq0aaqlSuMwXKZfLtQVwQEAAWq2Wa3f9FnXt2jWKFCnipKiEEEKI/ElRIDjYSnCwkQEDjKSkwNKlembMcOPQobQrTlgsCtu328Ybjx0LZctaaNnSTM2aFmrWtFC5sjXv7y1RoADGIUMwDhyIbt06DDNmoNu8GSWT2ykrcXG4zZ6N2+zZAKgFCmCpVs32qF0bU8eO4OGRk+8g38q1//QMBgNhYWFERkY6jAGOjIykc+fOzgtMCCGEELi7w9NPm+jTx8S2bVpmzHDjt990GY4bPntWy3ffaf/zepVq1SyEhdmWcmve3EyhQrliWlLWabWY27fH3L49xMej3LqFYjKB0QhGI4rJhOb4cQzff49u27YML6PcuoVu61Z0W7cCYC1ThuTPPrNt5SyylVML4ISEBE6fPg2A1WrlwoULHDhwAH9/f0qVKsXQoUMZOHAgtWvXJjw8nO+++47Lly/Tr18/Z4YthBBCiH8pCjRubKFx4yTOnlX4/nsDq1frOXLk3usQp6Qo/PGHjj/+0DFrlq2tWjULLVrYllmrX9+cNzs/fXxQfXy4u5S31KqFKSICzcmTtuXVFixAc/36PS+lOXcOryeewNizJykffYQaEJBzceczTl0FIioqik6dOqVp79WrF9OnTwdsG2FMnTqVK1euUKVKFT766CMaNWr0qEPNETIxw7VIPl2L5NN1SC6d49w5hd9/17N2rW1jDqMxa2Nb3d1VatSwUKOGbchEWJiFihWtnD7tIvk0GtGtWYMuKgrtoUNoDx5Md73h26wBAaR8/DGmHj1capxwvl8GLT+Sb8quRfLpWiSfrkNy6XwJCbB9u469e7X8+aeWffu0XLmS9R00vLxUgoMTaNLEQL16ZsLDLRQp4iJljNWK5tw5NAcOoIuMxDB3brpjiU2tW5MyaRJWF1lKTQrgfEi+KbsWyadrkXy6Dsll7nTpksKff2rZtUvLpk069u/XoqpZ79ksW9ZCvXq2R506ZkJCrC6xM7F29248hg9He+RImmOqwYBx8GBSXnsNfH2dEF32kQI4H5Jvyq5F8ulaJJ+uQ3KZN9y4obB5s86+zFpGaw7fj5ubbehErVoW6tSx/bds2dy7ZfM9mUy4ffEFbhMnoqSmpjlsLVKElHfewdSnD3nzDUoBnC/JN2XXIvl0LZJP1yG5zHtUFS5eVOzDJfbtsw2duHHjwYo8X1/bihPVq1vs44orVrSivfc8vVxDc+IEHi+/jG779nSPW2rUIGX0aCy1a6PetYFYbicbYQghhBBCYJvjVaKESokSZh5/3AzYiuLz5xVWrrzG33+XZNcuLQcOaDGb7z9sIi5OYds2Hdu23Sl7vLxsPcW1a1uoXdtMrVoWSpVSc+X8MmtwMIkrV6JfuhT3cePQXLrkcFy7fz9eERG2cwsXxhoSgiUkBEuVKqjFi6MWLIi1YEFUf3/bkInbb1JVwWSClBSU1FRUvR78/B7xu3MOKYCFEEIIkespCpQurdKmTQzBwYUASEri33HEOvbs0bJnj5ZLlzLXS5yYeGejDnADoHBhK7Vq2VacqFXLtvpErplkp9FgeuopTB074vb557h9+SVKSkra065dQ7N5M7rNm9O9jKrTgZfXncLXanU4bvX3x1qhAtby5W3/rVABS2go1sqVXWr1CSmAhRBCCJEneXpCo0YWGjWy2NsuXlTYs0fL3r1a9uyxTa67dStzhdu1axrWrtWwdq3e3laihJWwMNuwierVbY9ixZzYU+zlRerbb2Ps2xf3ceMw/Pxzll6umM1w61aGxzUxMWh274bdux3arSVLYmrXDnO7dpibNMnzO9RJASyEEEIIl1G8uErx4mY6dTIDqaiqbU3iAwdsQyb277eNJ75+PXM9xf/8o+GffzSsWnWnKC5UyEr16haqVbMSEmIhJMQ2ptjNLYfeVDrU0qVJ/t//MA4ciGH+fLQHD6I5dizdXuHsoLlwAbdvv8Xt229RPTwwN22KJTQUPD1RPTzs/1X9/DA3bJjrV6eQAlgIIYQQLktRoGxZlbJlzXTu7DieeM+eO0Mn9u/XkpSUuW7d69c1bNyoYePGO21arUpQkJUqVSyEhlrtvcVFi+Zsb7Glfn2S69f/94kFzenTaI4cQXv4MJpTp1Bu3EBz8ybKzZsoMTEoiYkOr1d1OnB3R3VzQ0lISHe1ibspycno165Fv3ZtusdVHx9S3n0XY79+uXZ1CimAhRBCCJGv3B5PXLq0iW7dTACYzXD0qMa+8sTevVoOHdJiMmWuerVYFI4d03LsmJZffrnTXrjwnWL49tjikiVzqCjWarEGB2MNDsbcpUv656SkoCQlobq5gZsb6P5TClqtKP/8g+b0abSnTqE5dQrNsWPotm1DSU7OdBhKfDwer72GfskSkqdOxVqp0kO+sewnBbAQQggh8j2dDqpWtVK1qpW+fW1FcWoqHDmi5cABjX0IxaFDWpKTM1+9XrumYcMGDRs23BlCcXuy3e1H1ao531Ns5+6O6u6e/jGNBrVUKSylSmFp1uxOe3IyuqgodP/2+mouXMjUrXQ7duDdpAmpI0eSOmIEuWmHElkH2IlkbUrXIvl0LZJP1yG5dC3OzqfFAidP2griI0c0HDmi5cgRLefPP9yf+v39rVSpYhtTXKWKbShFlSpW/P1zWZmmqmgOH0YXHY0SGwvJyShJSShJSZCYiH7tWpSEhDQvs1SpQuLChahlyji0yzrAQgghhBC5nFYLlSpZqVTJcfmwuDg4elTL4cNaDh60FciHD2e+tzgmRsP27Zp/l2W7o0gRK5UrW6lc2ULlyrYCOTTUgo9Ptr2lrFEUrFWrYqxaNd3DKRcu2IY/pDM+WC1WLKejyzQpgIUQQgghHpKvL9SrZ6FevTtLspnNd3qLb+9ml5XJdgBXr2q4elXDli2OJVv58hb7ShTVq9uKYqcuz/YvtWRJkhYuRP/zz7i/+Saaa9dQFYXkqVNz1RAIKYCFEEIIIXKATse/vbdWnnrKcbLd7XWKDx3S8NdfWSuKAU6f1nL6tOOEu9vDKEJDLYSE3Fmi7ZH3FisKpieewNyiBe5jxqB6eWGpV+8RB3FvUgALIYQQQjwi/51s98wztqLYaoW//1Y4ckTLX39p+esvW1F84oQGozHzhXFGwyjKlrX8e0+L/VGqlIpWm61vLQ3V35/kr76yvcFcRgpgIYQQQggn0mjurFX82GNme7vZDGfOaPjrLw3HjtkK40OHbIWxqma+MD57VsvZs1pWrryzEoVer1K6tJWyZa2UK2elTBkrFSrYeo3LlMnmoRS5cC1gKYCFEEIIIXIhnQ6Cg60EB1uBO4VxYqJtebaDB+9MuDt6VEtiYuarVpNJ4dQpLadOpe0G9vFRCQ21jSuuWtVWFFeqZMHPLxveVC4hBbAQQgghRB7i5QV161qoW/fOhDurFc6d03D48O2l2Wz/PXlSg9Wate7c+HiFHTt07NjhWCYWLWr9dwUM24oUQUEWKlSwUry48yffZZUUwEIIIYQQeZxGA+XK2YYzPP74nd7ipCTb8myHDmk4eNC2kcfx4xpu3Mj6sITLlzVcvqxh82bH8tHDQ6VcOdsQittF8e2e64IFc9k6xv+SAlgIIYQQwkV5emLfcQ5M9va4ODh7VmN/nDmjsa9jHBeXte7c5GTFviEI6B2OFSxopWJFKy+8YKRHD1P6F3ACKYCFEEIIIfIZX1+oXt1K9eqOKzSoKpw/r3D4sK0YPnTINgHv5EkNJlPWxzncvKlhxw4N3bvnnuIXpAAWQgghhBD/UhQoXVqldGkzHTrcGUphMvFvL7GtID52TMOpUxpOncpcj3FwsOW+5zxKUgALIYQQQoh70uuhYkXbcIb/rkihqnDjhvJvMWx7nDhh6zE+dUpDaqqtOA4Kyl1rAUsBLIQQQgghHoiiQKFCKoUKWQgPd+zltVhswylOntRSvHjumgwnBbAQQgghhMh2Wu2dDT5ym9y3NYcQQgghhBA5SApgIYQQQgiRr0gBLIQQQggh8hUpgIUQQgghRL4iBbAQQgghhMhXlNjY2Ny1LoUQQgghhBA5SHqAhRBCCCFEviIFsBBCCCGEyFekABZCCCGEEPmKFMBCCCGEECJfkQJYCCGEEELkK1IAO8Hs2bOpXr06gYGBNGvWjO3btzs7JJEJU6ZMoUWLFpQqVYoKFSrQs2dPjhw54nCOqqp8/PHHVK5cmaJFi9KxY0f++usvJ0UsMmvKlCn4+fnx+uuv29skl3nP5cuXGTRoEBUqVCAwMJDw8HC2bt1qPy45zRssFgsffPCB/edk9erV+eCDDzCbzfZzJJe517Zt24iIiKBKlSr4+fnxww8/OBzPTO5iY2MZMGAApUuXpnTp0gwYMIDY2NhsjVMK4Eds2bJljBo1itdee40tW7ZQr149evTowfnz550dmriPrVu38sILL7B27Vp+/fVXdDodXbt2JSYmxn7O1KlT+eqrr/jkk0/YuHEjhQsXplu3bsTHxzsxcnEvf/zxB3PmzCE0NNShXXKZt8TGxtKuXTtUVWXx4sXs3LmTiRMnUrhwYfs5ktO84fPPP2f27Nl88skn7Nq1iwkTJjBr1iymTJliP0dymXslJiYSEhLChAkT8PDwSHM8M7nr378/Bw4cYOnSpSxdupQDBw4wcODAbI1T1gF+xFq1akVoaChffPGFva1WrVp06dKFcePGOTEykVUJCQmULl2aH374gQ4dOqCqKpUrV+bFF19k5MiRACQnJxMcHMz7779Pv379nByxuNutW7do1qwZX3zxBZ988gkhISFMmjRJcpkHjR8/nm3btrF27dp0j0tO846ePXvi7+/PjBkz7G2DBg0iJiaGRYsWSS7zkBIlSjBx4kT69OkDZO5zeOzYMcLDw1mzZg3169cHIDo6mg4dOvDHH38QHBycLbFJD/AjZDQa2bdvHy1btnRob9myJTt37nRSVOJBJSQkYLVa8fPzA+DcuXNcuXLFIb8eHh40bNhQ8ptLjRgxgi5dutC0aVOHdsll3rNq1Spq165Nv379CAoKonHjxsycORNVtfXxSE7zjvr167N161aOHz8OwNGjR4mKiqJNmzaA5DIvy0zudu3ahbe3N+Hh4fZz6tevj5eXV7bmV5dtVxL3dePGDSwWi8Of5AAKFy7M1atXnRSVeFCjRo2iWrVq1KtXD4ArV64ApJvfS5cuPfL4xL3NnTuX06dPM3PmzDTHJJd5z9mzZ/n2228ZMmQII0aM4ODBg7z55psADBgwQHKah4wYMYKEhATCw8PRarWYzWZGjhxJ//79Afl85mWZyd3Vq1cJCAhAURT7cUVRKFSoULbWSlIAC/EA3nrrLXbs2MGaNWvQarXODkdk0YkTJxg/fjxr1qxBr9c7OxyRDaxWKzVr1rQPJatRowanT59m9uzZDBgwwMnRiaxYtmwZCxcuZPbs2VSuXJmDBw8yatQoSpcuzTPPPOPs8ISLkCEQj1BAQABarZZr1645tF+7do0iRYo4KSqRVaNHj+ann37i119/pWzZsvb2wMBAAMlvHrBr1y5u3LhB/fr1CQgIICAggG3btjF79mwCAgIoWLAgILnMSwIDA6lUqZJDW8WKFblw4YL9OEhO84KxY8fy0ksv0b17d0JDQ4mIiGDo0KF89tlngOQyL8tM7ooUKcKNGzfsw5fANnb4+vXr2ZpfKYAfIYPBQFhYGJGRkQ7tkZGRDmNdRO715ptv2ovfihUrOhwrU6YMgYGBDvlNSUkhOjpa8pvLdOzYke3btxMVFWV/1KxZk+7duxMVFUVQUJDkMo+pX78+J0+edGg7efIkpUqVAuTzmZckJSWl+cuaVqvFarUCksu8LDO5q1evHgkJCezatct+zq5du0hMTMzW/MoQiEds6NChDBw4kNq1axMeHs53333H5cuXZdZqHjBy5EgWLVrE/Pnz8fPzs49l8vLywtvbG0VRGDx4MFOmTCE4OJigoCAmT56Ml5cXTz75pJOjF//l5+dnn7x4m6enJ/7+/oSEhABILvOYIUOG0LZtWyZPnswTTzzBgQMHmDlzJu+88w6AfD7zkPbt2/P5559TpkwZKleuzIEDB/jqq6+IiIgAJJe5XUJCAqdPnwZsQ5MuXLjAgQMH8Pf3p1SpUvfNXaVKlWjdujWvvPIKn3/+OQCvvPIK7dq1y7YVIECWQXOK2bNnM3XqVK5cuUKVKlX46KOPaNSokbPDEvdxd8F025tvvsno0aMB259pJkyYwJw5c4iNjaV27dpMnjzZXlSJ3Ktjx472ZdBAcpkXrV27lvHjx3Py5ElKlizJiy++yMCBA+2TaSSneUN8fDwffvghK1eu5Pr16wQGBtK9e3feeOMN3N3dAcllbhYVFUWnTp3StPfq1Yvp06dnKnexsbG88cYbrF69GoAOHTowceLEDH8OPwgpgIUQQgghRL4iY4CFEEIIIUS+IgWwEEIIIYTIV6QAFkIIIYQQ+YoUwEIIIYQQIl+RAlgIIYQQQuQrUgALIYQQQoh8RQpgIYQQ6Tp37hx+fn72LWiFEMJVSAEshBBO9MMPP9h3pkvvsX79emeHKIQQLke2QhZCiFxg1KhRlCtXLk171apVnRCNEEK4NimAhRAiF2jVqhV169Z1dhhCCJEvyBAIIYTIA/z8/HjllVdYtmwZ4eHhBAYG0qhRo3SHSJw7d45+/fpRrlw5ihYtSosWLVi5cmWa84xGI5MmTaJu3boUKVKE4OBgevXqxV9//ZXm3Llz5xIWFkaRIkVo0aIFe/fudTh+9epVhg0bRmhoqP1aTz75ZLrXEkIIZ5MeYCGEyAXi4uK4ceNGmvaAgAD7/+/cuZOff/6ZgQMH4u3tzdy5c4mIiGDFihU0aNAAgGvXrtGuXTsSEhIYOHAgAQEBLF68mL59+zJr1iyefPJJAKxWKxEREWzcuJGuXbsyYMAAkpKSiIqKYt++fVSpUsV+32XLlpGYmEi/fv1QFIWpU6fSt29f9u3bh16vB+DZZ5/l8OHDDBgwgNKlS3Pjxg22bdvGyZMnHa4lhBC5gRIbG6s6OwghhMivfvjhB4YOHZrh8cuXL+Pu7o6fnx8Av//+O/Xq1QPg5s2b1KpVi8qVK7NmzRoA3nrrLb7++mtWrFhBkyZNAEhOTqZ58+bExsZy6NAh9Hq9/b7jx49n+PDhDvdUVRVFUTh37hw1atSgYMGC7N271x7Db7/9Ru/evVm4cCHt27cnNjaWsmXL8v777zNs2LBs/goJIUT2kx5gIYTIBT755BMqVaqUpt1gMNj/v2bNmvbiF6BgwYL06NGDWbNmERsbi5+fH7///js1atSwF78AHh4evPDCC7zxxhvs37+fOnXq8Ouvv+Ln58egQYPS3FNRFIfnnTt3the/AA0bNgTg7Nmz9usbDAa2bt3K008/jb+//wN9DYQQ4lGRAlgIIXKBWrVq3XcSXIUKFTJs+/vvv/Hz8+P8+fN06tQpzXm3i+u///6bOnXqcObMGYKCghwK7IyULFnS4fntYjg2NhYANzc33n33Xd555x2Cg4OpU6cObdq0oWfPnmleK4QQuYFMghNCCHFPWq023XZVvTOCbsiQIezZs4fx48fj6+vLpEmTCA8PJyoq6lGFKYQQmSYFsBBC5BGnTp3KsK106dIAlCpVihMnTqQ57/jx4w7nlStXjpMnT2I0GrMtvrJlyzJkyBAWL17Mnj17cHNz49NPP8226wshRHaRAlgIIfKIP//8k127dtmf37x5kyVLlhAeHm4fltCuXTv279/P9u3b7eelpKTw3XffERgYSFhYGGAb1xsbG8uMGTPS3Oe/PbuZkZSURHJyskNbiRIlKFy4MLdu3crStYQQ4lGQMcBCCJELbNiwgdOnT6dpr127NkFBQQCEhITQs2dPBgwYYF8GLSEhgbFjx9rPHzFiBD/99BM9e/Z0WAbt6NGjzJo1C53O9m0/IiKCxYsXM3bsWP78808aNmxISkoKW7dupVu3bkRERGQ69pMnT9K5c2e6du1K5cqVcXNz4/fff+fYsWO8//77D/mVEUKI7CcFsBBC5AITJkxIt33ixIn2Ajg8PJwmTZowYcIEzp49S1BQED/88AONGjWyn1+4cGHWrFnDu+++y+zZs0lOTqZKlSrMmzfPYXKcVqtl0aJFfPrppyxdupSVK1fi7+9PnTp17L3EmVWyZEl69OjBli1bWLp0KYqiUKFCBb788kv69u2b9S+GEELkMFkHWAgh8gA/Pz/69evHZ5995uxQhBAiz5MxwEIIIYQQIl+RAlgIIYQQQuQrUgALIYQQQoh8RSbBCSFEHnB71zUhhBAPT3qAhRBCCCFEviIFsBBCCCGEyFekABZCCCGEEPmKFMBCCCGEECJfkQJYCCGEEELkK1IACyGEEEKIfOX/5/KQJJHNN+0AAAAASUVORK5CYII=", "text/plain": [ "
" ] }, "metadata": {} } ], "metadata": {} }, { "cell_type": "code", "execution_count": 20, "source": [ "StepByStep.loader_apply(test_loader, sbs_gru.correct)" ], "outputs": [ { "output_type": "execute_result", "data": { "text/plain": [ "tensor([[53, 53],\n", " [75, 75]])" ] }, "metadata": {}, "execution_count": 20 } ], "metadata": {} }, { "cell_type": "markdown", "source": [ "## Visualizing the Model" ], "metadata": {} }, { "cell_type": "markdown", "source": [ "### Hidden States" ], "metadata": {} }, { "cell_type": "code", "execution_count": 21, "source": [ "fig = figure20(sbs_rnn.model, sbs_gru.model)" ], "outputs": [ { "output_type": "display_data", "data": { "image/png": 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", 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", 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" ] }, "metadata": {} } ], "metadata": {} }, { "cell_type": "markdown", "source": [ "### Journey of a GATED Hidden State" ], "metadata": {} }, { "cell_type": "code", "execution_count": 23, "source": [ "fig = figure22(model.basic_rnn)" ], "outputs": [ { "output_type": "display_data", "data": { "image/png": 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" ] }, "metadata": {} } ], "metadata": {} }, { "cell_type": "markdown", "source": [ "## Square Model: LSTM" ], "metadata": {} }, { "cell_type": "markdown", "source": [ "### Model Configuration" ], "metadata": {} }, { "cell_type": "code", "execution_count": 24, "source": [ "class SquareModelLSTM(nn.Module):\r\n", " def __init__(self, n_features, hidden_dim, n_outputs):\r\n", " super(SquareModelLSTM, self).__init__()\r\n", " self.hidden_dim = hidden_dim\r\n", " self.n_features = n_features\r\n", " self.n_outputs = n_outputs\r\n", " self.hidden = None\r\n", " self.cell = None\r\n", " # Simple LSTM\r\n", " self.basic_rnn = nn.LSTM(self.n_features, self.hidden_dim, batch_first=True) \r\n", " # Classifier to produce as many logits as outputs \r\n", " self.classifier = nn.Linear(self.hidden_dim, self.n_outputs)\r\n", " \r\n", " def forward(self, X):\r\n", " # X is batch first (N, L, F)\r\n", " # output is (N, L, H)\r\n", " # final hidden state is (1, N, H)\r\n", " # final cell state is (1, N, H)\r\n", " batch_first_output, (self.hidden, self.cell) = self.basic_rnn(X)\r\n", " \r\n", " # only last item in sequence (N, 1, H)\r\n", " last_output = batch_first_output[:, -1]\r\n", " # classifier will output (N, 1, n_outputs)\r\n", " out = self.classifier(last_output)\r\n", " \r\n", " # final output is (N, n_outputs)\r\n", " return out.view(-1, self.n_outputs)" ], "outputs": [], "metadata": {} }, { "cell_type": "markdown", "source": [ "### Model Configuration & Training" ], "metadata": {} }, { "cell_type": "code", "execution_count": 25, "source": [ "torch.manual_seed(21)\r\n", "model = SquareModelLSTM(n_features=2, hidden_dim=2, n_outputs=1)\r\n", "loss = nn.BCEWithLogitsLoss()\r\n", "optimizer = optim.Adam(model.parameters(), lr=0.01)" ], "outputs": [], "metadata": {} }, { "cell_type": "code", "execution_count": 26, "source": [ "sbs_lstm = StepByStep(model, loss, optimizer)\r\n", "sbs_lstm.set_loaders(train_loader, test_loader)\r\n", "sbs_lstm.train(100)" ], "outputs": [], "metadata": {} }, { "cell_type": "code", "execution_count": 27, "source": [ "fig = sbs_lstm.plot_losses()" ], "outputs": [ { "output_type": "display_data", "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {} } ], "metadata": {} }, { "cell_type": "code", "execution_count": 28, "source": [ "StepByStep.loader_apply(test_loader, sbs_lstm.correct)" ], "outputs": [ { "output_type": "execute_result", "data": { "text/plain": [ "tensor([[53, 53],\n", " [75, 75]])" ] }, "metadata": {}, "execution_count": 28 } ], "metadata": { "scrolled": true } }, { "cell_type": "markdown", "source": [ "## Visualizing the Hidden States" ], "metadata": {} }, { "cell_type": "code", "execution_count": 29, "source": [ "fig = figure25(sbs_rnn.model, sbs_gru.model, sbs_lstm.model)" ], "outputs": [ { "output_type": "display_data", "data": { "image/png": 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", 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", "text/plain": [ "
" ] }, "metadata": {} } ], "metadata": {} }, { "cell_type": "markdown", "source": [ "## Variable-Length Sequences" ], "metadata": {} }, { "cell_type": "code", "execution_count": 31, "source": [ "s0 = points[0] # 4 data points\r\n", "s1 = points[1][2:] # 2 data points\r\n", "s2 = points[2][1:] # 3 data points\r\n", "\r\n", "s0.shape, s1.shape, s2.shape" ], "outputs": [ { "output_type": "execute_result", "data": { "text/plain": [ "((4, 2), (2, 2), (3, 2))" ] }, "metadata": {}, "execution_count": 31 } ], "metadata": {} }, { "cell_type": "markdown", "source": [ "### Padding" ], "metadata": {} }, { "cell_type": "code", "execution_count": 32, "source": [ "all_seqs = [s0, s1, s2]\r\n", "torch.as_tensor(all_seqs)" ], "outputs": [ { "output_type": "error", "ename": "ValueError", "evalue": "expected sequence of length 4 at dim 1 (got 2)", "traceback": [ "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m", "\u001b[1;31mValueError\u001b[0m Traceback (most recent call last)", "\u001b[1;32m~\\AppData\\Local\\Temp/ipykernel_13432/1816182238.py\u001b[0m in \u001b[0;36m\u001b[1;34m\u001b[0m\n\u001b[0;32m 1\u001b[0m \u001b[0mall_seqs\u001b[0m \u001b[1;33m=\u001b[0m \u001b[1;33m[\u001b[0m\u001b[0ms0\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0ms1\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0ms2\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m----> 2\u001b[1;33m \u001b[0mtorch\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mas_tensor\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mall_seqs\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m", "\u001b[1;31mValueError\u001b[0m: expected sequence of length 4 at dim 1 (got 2)" ] } ], "metadata": {} }, { "cell_type": "code", "execution_count": 33, "source": [ "seq_tensors = [torch.as_tensor(seq).float() for seq in all_seqs]\r\n", "padded = rnn_utils.pad_sequence(seq_tensors, batch_first=True)\r\n", "padded" ], "outputs": [ { "output_type": "execute_result", "data": { "text/plain": [ "tensor([[[ 1.0349, 0.9661],\n", " [ 0.8055, -0.9169],\n", " [-0.8251, -0.9499],\n", " [-0.8670, 0.9342]],\n", "\n", " [[-1.0911, 0.9254],\n", " [-1.0771, -1.0414],\n", " [ 0.0000, 0.0000],\n", " [ 0.0000, 0.0000]],\n", "\n", " [[-1.1247, -0.9683],\n", " [ 0.8182, -0.9944],\n", " [ 1.0081, 0.7680],\n", " [ 0.0000, 0.0000]]])" ] }, "metadata": {}, "execution_count": 33 } ], "metadata": { "scrolled": true } }, { "cell_type": "code", "execution_count": 34, "source": [ "torch.manual_seed(11)\r\n", "rnn = nn.RNN(2, 2, batch_first=True)" ], "outputs": [], "metadata": {} }, { "cell_type": "code", "execution_count": 35, "source": [ "output_padded, hidden_padded = rnn(padded)\r\n", "output_padded" ], "outputs": [ { "output_type": "execute_result", "data": { "text/plain": [ "tensor([[[-0.6388, 0.8505],\n", " [-0.4215, 0.8979],\n", " [ 0.3792, 0.3432],\n", " [ 0.3161, -0.1675]],\n", "\n", " [[ 0.2911, -0.1811],\n", " [ 0.3051, 0.7055],\n", " [ 0.0052, 0.5819],\n", " [-0.0642, 0.6012]],\n", "\n", " [[ 0.3385, 0.5927],\n", " [-0.3875, 0.9422],\n", " [-0.4832, 0.6595],\n", " [-0.1007, 0.5349]]], grad_fn=)" ] }, "metadata": {}, "execution_count": 35 } ], "metadata": { "scrolled": false } }, { "cell_type": "code", "execution_count": 36, "source": [ "hidden_padded.permute(1, 0, 2)" ], "outputs": [ { "output_type": "execute_result", "data": { "text/plain": [ "tensor([[[ 0.3161, -0.1675]],\n", "\n", " [[-0.0642, 0.6012]],\n", "\n", " [[-0.1007, 0.5349]]], grad_fn=)" ] }, "metadata": {}, "execution_count": 36 } ], "metadata": {} }, { "cell_type": "markdown", "source": [ "### Packing" ], "metadata": {} }, { "cell_type": "code", "execution_count": 37, "source": [ "packed = rnn_utils.pack_sequence(seq_tensors, enforce_sorted=False)\r\n", "packed" ], "outputs": [ { "output_type": "execute_result", "data": { "text/plain": [ "PackedSequence(data=tensor([[ 1.0349, 0.9661],\n", " [-1.1247, -0.9683],\n", " [-1.0911, 0.9254],\n", " [ 0.8055, -0.9169],\n", " [ 0.8182, -0.9944],\n", " [-1.0771, -1.0414],\n", " [-0.8251, -0.9499],\n", " [ 1.0081, 0.7680],\n", " [-0.8670, 0.9342]]), batch_sizes=tensor([3, 3, 2, 1]), sorted_indices=tensor([0, 2, 1]), unsorted_indices=tensor([0, 2, 1]))" ] }, "metadata": {}, "execution_count": 37 } ], "metadata": {} }, { "cell_type": "markdown", "source": [ "![](../images/packed_seq_inddata.png)\r\n", "![](../images/packed_seq_data.png)\r\n" ], "metadata": {} }, { "cell_type": "code", "execution_count": 38, "source": [ "(packed.data[[0, 3, 6, 8]] == seq_tensors[0]).all()" ], "outputs": [ { "output_type": "execute_result", "data": { "text/plain": [ "tensor(True)" ] }, "metadata": {}, "execution_count": 38 } ], "metadata": {} }, { "cell_type": "code", "execution_count": 39, "source": [ "output_packed, hidden_packed = rnn(packed)\r\n", "output_packed, hidden_packed" ], "outputs": [ { "output_type": "execute_result", "data": { "text/plain": [ "(PackedSequence(data=tensor([[-0.6388, 0.8505],\n", " [ 0.3385, 0.5927],\n", " [ 0.2911, -0.1811],\n", " [-0.4215, 0.8979],\n", " [-0.3875, 0.9422],\n", " [ 0.3051, 0.7055],\n", " [ 0.3792, 0.3432],\n", " [-0.4832, 0.6595],\n", " [ 0.3161, -0.1675]], grad_fn=), batch_sizes=tensor([3, 3, 2, 1]), sorted_indices=tensor([0, 2, 1]), unsorted_indices=tensor([0, 2, 1])),\n", " tensor([[[ 0.3161, -0.1675],\n", " [ 0.3051, 0.7055],\n", " [-0.4832, 0.6595]]], grad_fn=))" ] }, "metadata": {}, "execution_count": 39 } ], "metadata": { "scrolled": true } }, { "cell_type": "code", "execution_count": 40, "source": [ "hidden_packed == hidden_padded" ], "outputs": [ { "output_type": "execute_result", "data": { "text/plain": [ "tensor([[[ True, True],\n", " [False, False],\n", " [False, False]]])" ] }, "metadata": {}, "execution_count": 40 } ], "metadata": {} }, { "cell_type": "code", "execution_count": 41, "source": [ "output_packed.data[[2, 5]] # x1 sequence" ], "outputs": [ { "output_type": "execute_result", "data": { "text/plain": [ "tensor([[ 0.2911, -0.1811],\n", " [ 0.3051, 0.7055]], grad_fn=)" ] }, "metadata": {}, "execution_count": 41 } ], "metadata": {} }, { "cell_type": "markdown", "source": [ "### Unpacking (to padded)" ], "metadata": {} }, { "cell_type": "code", "execution_count": 42, "source": [ "output_unpacked, seq_sizes = rnn_utils.pad_packed_sequence(output_packed, batch_first=True)\r\n", "output_unpacked, seq_sizes" ], "outputs": [ { "output_type": "execute_result", "data": { "text/plain": [ "(tensor([[[-0.6388, 0.8505],\n", " [-0.4215, 0.8979],\n", " [ 0.3792, 0.3432],\n", " [ 0.3161, -0.1675]],\n", " \n", " [[ 0.2911, -0.1811],\n", " [ 0.3051, 0.7055],\n", " [ 0.0000, 0.0000],\n", " [ 0.0000, 0.0000]],\n", " \n", " [[ 0.3385, 0.5927],\n", " [-0.3875, 0.9422],\n", " [-0.4832, 0.6595],\n", " [ 0.0000, 0.0000]]], grad_fn=),\n", " tensor([4, 2, 3]))" ] }, "metadata": {}, "execution_count": 42 } ], "metadata": {} }, { "cell_type": "code", "execution_count": 43, "source": [ "output_unpacked[:, -1]" ], "outputs": [ { "output_type": "execute_result", "data": { "text/plain": [ "tensor([[ 0.3161, -0.1675],\n", " [ 0.0000, 0.0000],\n", " [ 0.0000, 0.0000]], grad_fn=)" ] }, "metadata": {}, "execution_count": 43 } ], "metadata": {} }, { "cell_type": "code", "execution_count": 44, "source": [ "seq_idx = torch.arange(seq_sizes.size(0))\r\n", "output_unpacked[seq_idx, seq_sizes-1]" ], "outputs": [ { "output_type": "execute_result", "data": { "text/plain": [ "tensor([[ 0.3161, -0.1675],\n", " [ 0.3051, 0.7055],\n", " [-0.4832, 0.6595]], grad_fn=)" ] }, "metadata": {}, "execution_count": 44 } ], "metadata": {} }, { "cell_type": "markdown", "source": [ "### Packing (from padded)" ], "metadata": {} }, { "cell_type": "code", "execution_count": 45, "source": [ "len_seqs = [len(seq) for seq in all_seqs]\r\n", "len_seqs" ], "outputs": [ { "output_type": "execute_result", "data": { "text/plain": [ "[4, 2, 3]" ] }, "metadata": {}, "execution_count": 45 } ], "metadata": {} }, { "cell_type": "code", "execution_count": 46, "source": [ "packed = rnn_utils.pack_padded_sequence(padded, len_seqs, enforce_sorted=False, batch_first=True)\r\n", "packed" ], "outputs": [ { "output_type": "execute_result", "data": { "text/plain": [ "PackedSequence(data=tensor([[ 1.0349, 0.9661],\n", " [-1.1247, -0.9683],\n", " [-1.0911, 0.9254],\n", " [ 0.8055, -0.9169],\n", " [ 0.8182, -0.9944],\n", " [-1.0771, -1.0414],\n", " [-0.8251, -0.9499],\n", " [ 1.0081, 0.7680],\n", " [-0.8670, 0.9342]]), batch_sizes=tensor([3, 3, 2, 1]), sorted_indices=tensor([0, 2, 1]), unsorted_indices=tensor([0, 2, 1]))" ] }, "metadata": {}, "execution_count": 46 } ], "metadata": {} }, { "cell_type": "markdown", "source": [ "### Variable-Length Dataset" ], "metadata": {} }, { "cell_type": "code", "execution_count": 47, "source": [ "var_points, var_directions = generate_sequences(variable_len=True)\r\n", "var_points[:2]" ], "outputs": [ { "output_type": "execute_result", "data": { "text/plain": [ "[array([[ 1.12636495, 1.1570899 ],\n", " [ 0.87384513, -1.00750892],\n", " [-0.9149893 , -1.09150317],\n", " [-1.0867348 , 1.07731667]]),\n", " array([[ 0.92250954, -0.89887678],\n", " [ 1.0941646 , 0.92300589]])]" ] }, "metadata": {}, "execution_count": 47 } ], "metadata": {} }, { "cell_type": "markdown", "source": [ "## Data Preparation" ], "metadata": {} }, { "cell_type": "code", "execution_count": 49, "source": [ "class CustomDataset(Dataset):\r\n", " def __init__(self, x, y):\r\n", " self.x = [torch.as_tensor(s).float() for s in x]\r\n", " self.y = torch.as_tensor(y).float().view(-1, 1)\r\n", " \r\n", " def __getitem__(self, index):\r\n", " return (self.x[index], self.y[index])\r\n", "\r\n", " def __len__(self):\r\n", " return len(self.x)\r\n", " \r\n", "train_var_data = CustomDataset(var_points, var_directions)" ], "outputs": [], "metadata": {} }, { "cell_type": "code", "execution_count": 50, "source": [ "train_var_loader = DataLoader(train_var_data, batch_size=16, shuffle=True)\r\n", "next(iter(train_var_loader))" ], "outputs": [ { "output_type": "error", "ename": "RuntimeError", "evalue": "stack expects each tensor to be equal size, but got [4, 2] at entry 0 and [2, 2] at entry 1", "traceback": [ "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m", "\u001b[1;31mRuntimeError\u001b[0m Traceback (most recent call last)", "\u001b[1;32m~\\AppData\\Local\\Temp/ipykernel_13432/3135847152.py\u001b[0m in \u001b[0;36m\u001b[1;34m\u001b[0m\n\u001b[0;32m 1\u001b[0m \u001b[0mtrain_var_loader\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mDataLoader\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mtrain_var_data\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mbatch_size\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;36m16\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mshuffle\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;32mTrue\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m----> 2\u001b[1;33m \u001b[0mnext\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0miter\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mtrain_var_loader\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m", "\u001b[1;32mC:\\ProgramData\\Anaconda3\\envs\\cits4012\\lib\\site-packages\\torch\\utils\\data\\dataloader.py\u001b[0m in \u001b[0;36m__next__\u001b[1;34m(self)\u001b[0m\n\u001b[0;32m 519\u001b[0m \u001b[1;32mif\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m_sampler_iter\u001b[0m \u001b[1;32mis\u001b[0m \u001b[1;32mNone\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 520\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m_reset\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 521\u001b[1;33m \u001b[0mdata\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m_next_data\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m 522\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m_num_yielded\u001b[0m \u001b[1;33m+=\u001b[0m \u001b[1;36m1\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 523\u001b[0m \u001b[1;32mif\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m_dataset_kind\u001b[0m \u001b[1;33m==\u001b[0m \u001b[0m_DatasetKind\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mIterable\u001b[0m \u001b[1;32mand\u001b[0m\u001b[0;31m \u001b[0m\u001b[0;31m\\\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n", "\u001b[1;32mC:\\ProgramData\\Anaconda3\\envs\\cits4012\\lib\\site-packages\\torch\\utils\\data\\dataloader.py\u001b[0m in \u001b[0;36m_next_data\u001b[1;34m(self)\u001b[0m\n\u001b[0;32m 559\u001b[0m \u001b[1;32mdef\u001b[0m \u001b[0m_next_data\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mself\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 560\u001b[0m \u001b[0mindex\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m_next_index\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m \u001b[1;31m# may raise StopIteration\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 561\u001b[1;33m \u001b[0mdata\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m_dataset_fetcher\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mfetch\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mindex\u001b[0m\u001b[1;33m)\u001b[0m \u001b[1;31m# may raise StopIteration\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m 562\u001b[0m \u001b[1;32mif\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m_pin_memory\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 563\u001b[0m \u001b[0mdata\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0m_utils\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mpin_memory\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mpin_memory\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mdata\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n", "\u001b[1;32mC:\\ProgramData\\Anaconda3\\envs\\cits4012\\lib\\site-packages\\torch\\utils\\data\\_utils\\fetch.py\u001b[0m in \u001b[0;36mfetch\u001b[1;34m(self, possibly_batched_index)\u001b[0m\n\u001b[0;32m 45\u001b[0m \u001b[1;32melse\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 46\u001b[0m \u001b[0mdata\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mdataset\u001b[0m\u001b[1;33m[\u001b[0m\u001b[0mpossibly_batched_index\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m---> 47\u001b[1;33m \u001b[1;32mreturn\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mcollate_fn\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mdata\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m", "\u001b[1;32mC:\\ProgramData\\Anaconda3\\envs\\cits4012\\lib\\site-packages\\torch\\utils\\data\\_utils\\collate.py\u001b[0m in \u001b[0;36mdefault_collate\u001b[1;34m(batch)\u001b[0m\n\u001b[0;32m 82\u001b[0m \u001b[1;32mraise\u001b[0m \u001b[0mRuntimeError\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;34m'each element in list of batch should be of equal size'\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 83\u001b[0m \u001b[0mtransposed\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mzip\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m*\u001b[0m\u001b[0mbatch\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m---> 84\u001b[1;33m \u001b[1;32mreturn\u001b[0m \u001b[1;33m[\u001b[0m\u001b[0mdefault_collate\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0msamples\u001b[0m\u001b[1;33m)\u001b[0m \u001b[1;32mfor\u001b[0m \u001b[0msamples\u001b[0m \u001b[1;32min\u001b[0m \u001b[0mtransposed\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m 85\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 86\u001b[0m \u001b[1;32mraise\u001b[0m \u001b[0mTypeError\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mdefault_collate_err_msg_format\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mformat\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0melem_type\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n", "\u001b[1;32mC:\\ProgramData\\Anaconda3\\envs\\cits4012\\lib\\site-packages\\torch\\utils\\data\\_utils\\collate.py\u001b[0m in \u001b[0;36m\u001b[1;34m(.0)\u001b[0m\n\u001b[0;32m 82\u001b[0m \u001b[1;32mraise\u001b[0m \u001b[0mRuntimeError\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;34m'each element in list of batch should be of equal size'\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 83\u001b[0m \u001b[0mtransposed\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mzip\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m*\u001b[0m\u001b[0mbatch\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m---> 84\u001b[1;33m \u001b[1;32mreturn\u001b[0m \u001b[1;33m[\u001b[0m\u001b[0mdefault_collate\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0msamples\u001b[0m\u001b[1;33m)\u001b[0m \u001b[1;32mfor\u001b[0m \u001b[0msamples\u001b[0m \u001b[1;32min\u001b[0m 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\u001b[0melem\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mstorage\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m_new_shared\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mnumel\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 55\u001b[0m \u001b[0mout\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0melem\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mnew\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mstorage\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m---> 56\u001b[1;33m \u001b[1;32mreturn\u001b[0m \u001b[0mtorch\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mstack\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mbatch\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;36m0\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mout\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0mout\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m 57\u001b[0m \u001b[1;32melif\u001b[0m \u001b[0melem_type\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m__module__\u001b[0m \u001b[1;33m==\u001b[0m \u001b[1;34m'numpy'\u001b[0m \u001b[1;32mand\u001b[0m \u001b[0melem_type\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m__name__\u001b[0m \u001b[1;33m!=\u001b[0m \u001b[1;34m'str_'\u001b[0m\u001b[0;31m \u001b[0m\u001b[0;31m\\\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 58\u001b[0m \u001b[1;32mand\u001b[0m \u001b[0melem_type\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m__name__\u001b[0m \u001b[1;33m!=\u001b[0m \u001b[1;34m'string_'\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n", "\u001b[1;31mRuntimeError\u001b[0m: stack expects each tensor to be equal size, but got [4, 2] at entry 0 and [2, 2] at entry 1" ] } ], "metadata": {} }, { "cell_type": "markdown", "source": [ "### Collate Function" ], "metadata": {} }, { "cell_type": "code", "execution_count": 51, "source": [ "def pack_collate(batch):\r\n", " X = [item[0] for item in batch]\r\n", " y = [item[1] for item in batch]\r\n", " X_pack = rnn_utils.pack_sequence(X, enforce_sorted=False)\r\n", "\r\n", " return X_pack, torch.as_tensor(y).view(-1, 1)" ], "outputs": [], "metadata": { "scrolled": true } }, { "cell_type": "code", "execution_count": 52, "source": [ "# list of tuples returned by the dataset\r\n", "dummy_batch = [train_var_data[0], train_var_data[1]]\r\n", "dummy_x, dummy_y = pack_collate(dummy_batch)\r\n", "dummy_x" ], "outputs": [ { "output_type": "execute_result", "data": { "text/plain": [ "PackedSequence(data=tensor([[ 1.1264, 1.1571],\n", " [ 0.9225, -0.8989],\n", " [ 0.8738, -1.0075],\n", " [ 1.0942, 0.9230],\n", " [-0.9150, -1.0915],\n", " [-1.0867, 1.0773]]), batch_sizes=tensor([2, 2, 1, 1]), sorted_indices=tensor([0, 1]), unsorted_indices=tensor([0, 1]))" ] }, "metadata": {}, "execution_count": 52 } ], "metadata": {} }, { "cell_type": "code", "execution_count": 53, "source": [ "train_var_loader = DataLoader(train_var_data, batch_size=16, shuffle=True, collate_fn=pack_collate)\r\n", "x_batch, y_batch = next(iter(train_var_loader))" ], "outputs": [], "metadata": {} }, { "cell_type": "markdown", "source": [ "## Square Model IV: Packed" ], "metadata": {} }, { "cell_type": "code", "execution_count": 55, "source": [ "class SquareModelPacked(nn.Module):\r\n", " def __init__(self, n_features, hidden_dim, n_outputs):\r\n", " super(SquareModelPacked, self).__init__()\r\n", " self.hidden_dim = hidden_dim\r\n", " self.n_features = n_features\r\n", " self.n_outputs = n_outputs\r\n", " self.hidden = None\r\n", " self.cell = None\r\n", " # Simple LSTM\r\n", " self.basic_rnn = nn.LSTM(self.n_features, self.hidden_dim, bidirectional=True) \r\n", " # Classifier to produce as many logits as outputs \r\n", " self.classifier = nn.Linear(2 * self.hidden_dim, self.n_outputs)\r\n", "\r\n", " def forward(self, X): \r\n", " # X is a PACKED sequence now\r\n", " \r\n", " # output is PACKED\r\n", " # final hidden state is (2, N, H) - bidirectional\r\n", " # final cell state is (2, N, H) - bidirectional\r\n", " rnn_out, (self.hidden, self.cell) = self.basic_rnn(X)\r\n", " # unpack the output (N, L, 2*H)\r\n", " batch_first_output, seq_sizes = rnn_utils.pad_packed_sequence(rnn_out, batch_first=True)\r\n", " \r\n", " # only last item in sequence (N, 1, 2*H)\r\n", " seq_idx = torch.arange(seq_sizes.size(0))\r\n", " last_output = batch_first_output[seq_idx, seq_sizes-1]\r\n", " # classifier will output (N, 1, n_outputs)\r\n", " out = self.classifier(last_output)\r\n", " \r\n", " # final output is (N, n_outputs)\r\n", " return out.view(-1, self.n_outputs)" ], "outputs": [], "metadata": {} }, { "cell_type": "markdown", "source": [ "## Model Configuration & Training" ], "metadata": {} }, { "cell_type": "code", "execution_count": 56, "source": [ "torch.manual_seed(21)\r\n", "model = SquareModelPacked(n_features=2, hidden_dim=2, n_outputs=1)\r\n", "loss = nn.BCEWithLogitsLoss()\r\n", "optimizer = optim.Adam(model.parameters(), lr=0.01)" ], "outputs": [], "metadata": {} }, { "cell_type": "code", "execution_count": 57, "source": [ "sbs_packed = StepByStep(model, loss, optimizer)\r\n", "sbs_packed.set_loaders(train_var_loader)\r\n", "sbs_packed.train(100)" ], "outputs": [], "metadata": { "scrolled": true } }, { "cell_type": "code", "execution_count": 58, "source": [ "fig = sbs_packed.plot_losses()" ], "outputs": [ { "output_type": "display_data", "data": { "image/png": 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", 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