{ "cells": [ { "cell_type": "markdown", "metadata": { "tags": [] }, "source": [ "# Spike to Spike Regression: Oxford\n", "\n", "This tutorial demonstrates _spike to spike regression_ training using __`lava.lib.dl.slayer`__.\n", "\n", "The task is to learn to transform a random Poisson spike train to produce output spike pattern that resembles _The Radcliffe Camera_ building of Oxford University, England. The input and output both consist of 200 neurons each and the spikes span approximately 1900ms. The input and output pair are converted from [SuperSpike](https://github.com/fzenke/pub2018superspike) (© GPL-3).\n", "\n", "\n", "\n", " \n", " \n", "\n", " \n", " \n", "\n", "
InputTarget
\"Drawing\" \"Drawing\"
" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "import os\n", "import h5py\n", "import numpy as np\n", "import matplotlib.pyplot as plt\n", "import torch\n", "from torch.utils.data import Dataset, DataLoader\n", "\n", "# import slayer from lava-dl\n", "import lava.lib.dl.slayer as slayer\n", "\n", "import IPython.display as display\n", "from matplotlib import animation" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Create Dataset\n", "\n", "Create a simple PyTorch dataset class. The dataset class follows standard torch dataset definition.\n", "\n", "It shows usage of __`slayer.io`__ module. The module provides a way to \n", "\n", "* easily represent events including graded spikes\n", "* read/write events in different known binary and numpy formats\n", "* transform event to tensor for processing it using slayer network and convert a spike tensor back to event\n", "* display/animate the tensor for visualization" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "class OxfordDataset(Dataset):\n", " def __init__(self):\n", " super(OxfordDataset, self).__init__()\n", " self.input = slayer.io.read_1d_spikes('input.bs1' )\n", " self.target = slayer.io.read_1d_spikes('output.bs1')\n", " self.target.t = self.target.t.astype(int)\n", "\n", " def __getitem__(self, _):\n", " return (\n", " self.input.fill_tensor(torch.zeros(1, 1, 200, 2000)).squeeze(), # input\n", " self.target.fill_tensor(torch.zeros(1, 1, 200, 2000)).squeeze(), # target\n", " )\n", "\n", " def __len__(self):\n", " return 1 # just one sample for this problem" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Create Network\n", "\n", "A slayer network definition follows standard PyTorch way using `torch.nn.Module`.\n", "\n", "The network can be described with a combination of individual `synapse`, `dendrite`, `neuron` and `axon` components. For rapid and easy development, slayer provides __block interface__ - `slayer.block` - which bundles all these individual components into a single unit. These blocks can be cascaded to build a network easily. The block interface provides additional utilities for normalization (weight and neuron), dropout, gradient monitoring and network export.\n", "\n", "In the example below, `slayer.block.cuba` is illustrated." ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "class Network(torch.nn.Module):\n", " def __init__(self):\n", " super(Network, self).__init__()\n", "\n", " neuron_params = {\n", " 'threshold' : 0.1,\n", " 'current_decay' : 1,\n", " 'voltage_decay' : 0.1,\n", " 'requires_grad' : True, \n", " }\n", " \n", " self.blocks = torch.nn.ModuleList([\n", " slayer.block.cuba.Dense(neuron_params, 200, 256),\n", " slayer.block.cuba.Dense(neuron_params, 256, 200),\n", " ])\n", " \n", " def forward(self, spike):\n", " for block in self.blocks:\n", " spike = block(spike)\n", " return spike\n", "\n", " def export_hdf5(self, filename):\n", " # network export to hdf5 format\n", " h = h5py.File(filename, 'w')\n", " layer = h.create_group('layer')\n", " for i, b in enumerate(self.blocks):\n", " b.export_hdf5(layer.create_group(f'{i}'))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Instantiate Network, Optimizer, DataSet and DataLoader\n", "\n", "Running the network in GPU is as simple as selecting `torch.device('cuda')`." ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [], "source": [ "trained_folder = 'Trained'\n", "os.makedirs(trained_folder, exist_ok=True)\n", "\n", "# device = torch.device('cpu')\n", "device = torch.device('cuda') \n", "\n", "net = Network().to(device)\n", "\n", "optimizer = torch.optim.Adam(net.parameters(), lr=0.001, weight_decay=1e-5)\n", "\n", "training_set = OxfordDataset()\n", "train_loader = DataLoader(dataset=training_set, batch_size=1)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Visualize the input and output spike train\n", "\n", "A `slayer.io.Event` can be visualized by invoking it's `Event.show()` routine. `Event.anim()` instead returns the event visualization animation which can be embedded in notebook or exported as video/gif. Here, we will export gif animation and visualize it." ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [], "source": [ "input_anim = training_set.input.anim(plt.figure(figsize=(10, 10)))\n", "target_anim = training_set.target.anim(plt.figure(figsize=(10, 10)))\n", "\n", "## This produces interactive animation\n", "# display.HTML(input_anim.to_jshtml())\n", "# display.HTML(target_anim.to_jshtml())\n", "\n", "## Saving and loading gif for better animation in github\n", "input_anim.save('input.gif', animation.PillowWriter(fps=24), dpi=300)\n", "target_anim.save('target.gif', animation.PillowWriter(fps=24), dpi=300)" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
Input Target
\"Drawing\" \"Drawing\"
" ], "text/plain": [ "" ] }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" } ], "source": [ "gif_td = lambda gif: f' \"Drawing\" '\n", "html = ''\n", "html += ''\n", "html += gif_td(f'input.gif')\n", "html += gif_td(f'target.gif')\n", "html += '
Input Target
'\n", "display.HTML(html)\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Error module\n", "\n", "Slayer provides prebuilt loss modules: `slayer.loss.{SpikeTime, SpikeRate, SpikeMax}`.\n", "* `SpikeTime`: precise spike time based loss when target spike train is known.\n", "* `SpikeRate`: spike rate based loss when desired rate of the output neuron is known.\n", "* `SpikeMax`: negative log likelihood losses for classification without any rate tuning.\n", "\n", "Since the target spike train $\\hat{\\boldsymbol s}(t)$ is known for this problem, we use `SpikeTime` loss here. It uses _van Rossum_ like spike train distance metric. The actual and target spike trains are filtered using a FIR filter and the norm of the timeseries is the loss metric.\n", "\n", "$$L = \\frac{1}{2T} \\int_T \\left(h_\\text{FIR} * ({\\boldsymbol s} - \\hat{\\boldsymbol s})\\right)(t)^\\top{\\bf 1}\\,\\text dt $$\n", "\n", "* `time_constant`: time constant of the FIR filter.\n", "* `filter_order`: the order of FIR filter. Exponential decay is first order filter." ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "error = slayer.loss.SpikeTime(time_constant=2, filter_order=2).to(device)\n", "\n", "# the followng portion just illustrates the SpikeTime loss calculation. \n", "# IT IS NOT NEEDED IN PRACTICE\n", "input, target = training_set[0]\n", "output = net(input.unsqueeze(dim=0).to(device))[0]\n", "# just considering first neuron for illustration\n", "output_trace = error.filter(output[0].to(device)).flatten().cpu().data.numpy()\n", "target_trace = error.filter(target[0].to(device)).flatten().cpu().data.numpy()\n", "fig, ax = plt.subplots(2, 1, figsize=(15, 3), sharex=True)\n", "ax[0].plot(output_trace, label='output trace')\n", "ax[0].plot(target_trace, label='target trace')\n", "ax[1].plot(output_trace - target_trace, label='error trace')\n", "ax[0].set_ylabel('trace')\n", "ax[1].set_ylabel('trace')\n", "ax[1].set_xlabel('time [ms]')\n", "for a in ax: a.legend()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Stats and Assistants\n", "\n", "Slayer provides `slayer.utils.LearningStats` as a simple learning statistics logger for training, validation and testing.\n", "\n", "In addtion, `slayer.utils.Assistant` module wraps common training validation and testing routine which help simplify the training routine." ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [], "source": [ "stats = slayer.utils.LearningStats()\n", "assistant = slayer.utils.Assistant(net, error, optimizer, stats)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Training Loop\n", "\n", "Training loop mainly consists of looping over epochs and calling `assistant.train` utility to train.\n", "\n", "* `stats` can be used in print statement to get formatted stats printout.\n", "* `stats.training.best_loss` can be used to find out if the current iteration has the best loss. Here, we use it to save the best model.\n", "* `stats.update()` updates the stats collected for the epoch.\n", "* `stats.save` saves the stats in files." ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "[Epoch 4999/5000] Train loss = 46478.09375 (min = 44918.71875))" ] } ], "source": [ "epochs = 5000\n", "\n", "for epoch in range(epochs):\n", " for i, (input, target) in enumerate(train_loader): # training loop\n", " output = assistant.train(input, target)\n", " print(f'\\r[Epoch {epoch:3d}/{epochs}] {stats}', end='')\n", " \n", " if stats.training.best_loss:\n", " torch.save(net.state_dict(), trained_folder + '/network.pt')\n", " stats.update()\n", " stats.save(trained_folder + '/')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Plot the learning curves\n", "\n", "Plotting the learning curves is as easy as calling `stats.plot()`." ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "data": { "image/png": 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+EBxk6PEDAAAAEDAIfj4QEmSo6gkAAAAgYARM8DPGDDfGzDfGvGGMGe7v9pwKevwAAAAABBKfBj9jzFvGmIPGmHXH7B9tjNlsjNlmjJno3m0l5UqKkJTiy3b5WkiQUSlVPQEAAAAECF/3+L0taXT5HcaYYEn/kHShpK6SJhhjukqab629UNIfJD3p43b5VHBQED1+AAAAAAKGT4OftXaepMPH7O4vaZu1doe1tljSh5IusdaWTYo7Iincl+3yNeb4AQAAAAgkIX64ZgtJe8ttp0gaYIy5XNIoSfGSXq3uycaY2yTdJkmtWrXyXStPQUgwc/wAAAAAnBYNjTHLym1PsdZOOfYgfwS/KllrP5f0eQ2OmyJpiiT169cvINNVCOv4AQAAADg9Dllr+53oIH9U9dwnqWW57UT3vjqDqp4AAAAAAok/gt/PkjoYY9oYY8IkXS3paz+0w2dCgoLkoKonAAAAgADh6+UcPpC0SFInY0yKMeZma22ppLslzZC0UdLH1tr1vmzH6RYRFqy84lJtScthyCcAAAAAv/PpHD9r7YRq9k+TNM2X1/anhtFhmr3poEa+Mk+Pj+uqm4a08XeTAAAAAJzB/DHUs86Liwz1fL1g2yE/tgQAAAAACH4+ERNxtCP1+40H/dgSAAAAACD4+URM+NHglxAd5seWAAAAAADBzyeiywW/jLxiCrwAAAAA8CuCnw/Ui6hYM+dIfrGfWgIAAAAABD+fKF/cRZJ++94KP7UEAAAAAGpp8DPGjDPGTMnKyvJ3U6rUtVmsJKlD4xhJ0vr9gdlOAAAAALVenDFmijFm3PEOqpXBz1r7jbX2tri4OH83pUrtG8foxfE99b9bBujy3i0Ue0wPIAAAAAB4SZa19jZr7TfHO6hWBr9AZ4zRlf1aqnFshNo2itaBrEIVFDv83SwAAAAAZyiCn4+1bBAlSdqXme/nlgAAAAA4UxH8fCyxfqQk6aeth/zcEgAAAABnKoKfj3VvEafG9cI1de0BfzcFAAAAwBmK4Odj4SHBuqxPCy3bfUTbDub6uzkAAAAAzkAEv9NgUNsEWSud//KP+nLlPn83BwAAAMAZhuB3Ggxt39Dz9Ver9mn57sN+bA0AAACAMw3B7zQICQ7Sz4+cr7YNozV3c7queH2RNh7I1gvTN6nE4fR38wAAAADUcSH+bsCZolG9cKVmF3q2L/zbfElScst4jezW1F/NAgAAAHAGoMfvNLppSFKlfQu3Z5z+hgAAAAA4oxD8TqMHR3XWjmfHaFiHo3P+3l64S0kTp2r9/iw/tgwAAABAXVYrg58xZpwxZkpWVu0LS0FBRv+8rq8eGt2pwv6xk3+StdZPrQIAAABQS8UZY6YYY8Yd7yBTm8NGv3797LJly/zdjJO2ZEeGfjVlsWf7nvM6KDYiRLcMa+vHVgEAAACoLYwxy621/U50HMVd/KhNw+gK25Nnb5UkXd4nUQ2iw/zRJAAAAAB1UK0c6llXNI6N0OrHR2rHs2Mq7O/z9CzlFZX6qVUAAAAA6hqCn5/FRYYqKMhU6v0776UflVZu+QcAAAAAOFkM9QwQr1/bR7mFrl6+8W8sUmp2oR7/ar2uH9xag9omyBjj5xYCAAAAqK0IfgGic9PYSvumr0/V9PWp6tgkRs9f0VN9WtXXwexCNaoXThAEAAAAUGMM9QxAL47vWWF7S1quLn9toYb+eY76Pztbz3+3yU8tAwAAAFAbEfwC0JX9Wuqins0q7U85UiBJ+ue8Hae7SQAAAABqMYJfgLpzeDs1jY3Qi+N7akSnRpUeLyxx+KFVAAAAAGojFnCvBVKO5Gvon+dW2v/Fbwerd6v6fmgRAAAAgEBQ0wXc6fGrBRLrR+mxi7pW2v/Vqv0qdTj90CIAAAAAtQk9frVITmGJdmfk66K//+TZN7xTI53fpYmKSp0a2bWJWjaI8mMLAQAAAJxONe3xI/jVQvO2pOv6t5ZW2t+rZby+umuIH1oEAAAAwB8Y6lmHnd2xcrEXSSoudepIXrEcztob5gEAAAB4H8Gvlnrj2j66a0S7Cvs2HshW76dnaczf5hP+AAAAAHjUyuBnjBlnjJmSlZXl76b4zejuzfTgqM5a+vB5lR7bnJajD5bu8UOrAAAAAJxmccaYKcaYccc7iDl+dcCl/1igVXszq3ysY5MYNY+P1Ns39T+9jQIAAADgc8zxO4N8edcQPX1Jtyof25KWqx82p2vS52tUVMqi7wAAAMCZiOBXR1w7sLW2PHOhRndrWuXjHyzdq1vfWa6cwpLT3DIAAAAA/kbwqyOMMQoLCdLr1/ZR+8YxkqT//qbi8M55W9I1/vVFlZ5b4nCqsITeQAAAAKCuIvjVMcYYvXJVsoZ1aKiBbRto0aRzKzy+OS1HSROnKmniVL04Y5Mk6co3Fqnzo9O1dOdhfzQZAAAAgI8R/OqgHolxevfmAQoPCVazuEjteHZMlcf9Y+527TyU5ykMc9U/F2lTaraO5BWfxtYCAAAA8DWC3xkgKMioY5OYKh8b8ZcfKmyP/ut8Xf76QuUVlWpTavZpaB0AAAAAXyP4nSE+uX2wJl3YWWN7NNNXdw3RjmfHKMhUfezOQ3m6/d3lGv3X+fp69f7T21AAAAAAXsc6fmewWRvSdOs7Nfv+vTC+p67q19LHLQIAAADwS9R0Hb+Q09EYBKbzuzTWfed3lMPp1E1D2qj307OqPfahT9eoQVSYikqdGtWtiQ7nFWt/VqGSW8ZXOC6nsETBQUZRYdxaAAAAQKCgxw8VzN+aruveXFrj45+9rIeSW8ara/NYSVLSxKmS5BpKWt1YUgAAAABeUdMeP4IfKilxOPXYV+u0L7NQ87ak1+g5bRtGK7lVvD5fsU+SNLJrE/VqGa/rB7XW9xvTdGlyCxlDEAQAAAC8ieCHU1bqcOrVudv01++3nvK5fj2glZ68uJtCg131hD5dnqJzOjZSo3rhp3xuAAAA4ExF8IPXzNuSruRW8SoudWrXoTw1iY3QsBfmnvJ5u7eI1be/G+aFFgIAAABnJoIffOpgdqGO5Jdo1F/nnfQ5QoKMzu3cWDM3pEmSmsVFaNGk8zyPlzqcOpxfrMb1Ik65vQAAAEBdRFVP+FTj2AiFuIdtnt2xUY3nApZX6rSe0CdJB7IKte1grhLrR6rzo9M9+we3S9D7tw6s8hyr92aqc7N6Cg8J/sXXBwAAAM4UtbLHzxgzTtK49u3b37p166nPP8PJW777iLo0qyeH08pKigkL0c6MPF3+2kJlFZSoeZyrt25/VqFev6aP7vzfipO6zqu/7q13Fu3W0p2H9e7N/TWgTYI2pWbr4lcXSJK2PztGwe4qovnFpXp/yR7dNKSNZx8AAABQFxljtkmaK+kba+031R5XG4NfGYZ6Bi5rrZ7/bpOu7Jeotg1jJElBQUbr92dpc2qO7v94tdevObR9Q713ywA9/e0GvfnTTv3t6mRdktziF51j5vpU9WoZryaxDC8FAABA4GOOHwLa7z5YqW9W7/dsR4YGq6DE4fXrPDKmi1o2iNLo7k0lSQu2HVLL+lFqlRBV6diPl+3VQ5+uoegMAAAAag2CHwKatVZOKxWVOrQjPU/dW8SpxOFUh0e+q3DcU5d002NfrfdsD26XoIXbM37x9d75TX81j4/Q+S+7itHsen6s57Gdh/L0xYoUTZ6zzbNv09OjFRHKvEEAAAAENoq7IKAZYxRspKiwEHVvESdJCg0O0oOjOql1QpR6JcYrsX6kjDFak5Kl7IISTZ7QWxGhwbLWaktarv7w2RrtyyxQek7RCa93/VtLK2wXlzrV8Y/fVXO01O+Z7/W7c9uraVyEZ7hoZn6xpq49oF/3b+VZjH7noTwt331E4/smnuy3AgAAAPA5evxQ6+1Iz9V1by7VvswCSdKlyc315SrXMNJBbRO0aMcv7yEs77qBrfX5ihTlFbuGoj5zaXeN69lccVGh6v74DOUWlWrRpHPVLC7y1F7ICRQUO7ThQJb6tm7g0+sAAACg9mCoJ844ZfeyMUaFJQ6lZhWqdUKU2kyadlquv+v5sdqRnquosBA1dVcztdZqV0a+2jSMrtDOV+dsU4v6kRrWoZGKSh1KrH90zmFWfomufXOJ0nOK9ML4nhrQtoG+WX1AU+Zt15a0XI3r1Vzzt6Zr1WMjT8vrAgAAQOAi+AFumfnF+nzFPk1de0D3nt9B1715dNhnQnSY2jaK1s+7jqhRvXCN6NRIHy9LOeVrTrqws247u60+/HmvJn2+VpLUP6mBbj27rW59p/I92zwuQlf3b6XLerfQsBfm1ugaH902UP3bNND6/dm66O8/6dZhbTSmRzMlt4yXMUYFxQ7d/N+fNapbUwUHGV07sLUkaXdGnlonuILozPWp6tO6vhKiwzzDV621Wrk3U73d5wEAAEDgIvgB1cgpLNGLMzbLaa2evqS7jDHanp6rprERigoLlsNp1f6YIjNBRnLWkv8q4SFBmnXfOTr7xYoB8ulLu+u1udt0IKtQtwxto7vPba/kp2Z5Hn9odCfdcXY7tX3Y1UPapmG0CksceunKXhrQNkFGriU5AAAAEDgIfsAp+HxFiqavS9Vr1/RRqdOq2OHUdf9eovO7NNFLs7bo6Uu769Ev1/m7mafkmgGt9L8leyrsG9OjqaatTa32OTufG+PpBSx1OJVX5FBcVKjWpGSqaVyEYsJDFBESrKAgo7/P3qoSh1NX9muptOxCOa0rlPZqGV+j9u09nC9jVGEYLAAAACoi+AE+klVQotiIEA15fo72ZxV69t81op0+XpZSoyqjtdXDYzrr6v6tFBYcpP5/+l7ZhaXa8ewYtX14mmIjQpRdWCpJuiS5ub5atb/Kc1w/qLVuGtJGDWPCNGtDmupHh2nm+jQ9OKqTGkSHeY5LmjhVkmvu5Kq9mXpp5ma9OqGP4qJCff9CAQAAagmCH+Bj1lrlFzsUFRasLWm56tS0nqy1WrQjQ/+Yu00LtmVo5aMXqPfTsxQbEaI1T4zSw1+sVXLLePVoEaewkCCd99KPkqTklvH64NaBmr0pTed1bqLt6bma9PlavXhlT02YslhH8ks0oE0DXdWvpf7vk9VqEhuutOyKAfPru4fo4lcXVNgXFxmqrIKS476OqLBg5bsrltbUlX0T9cnyU58Leaytf7pQC7dnaN2+LL04Y7MkafGk83Tjf5ZqU2qO/nZ1si5JbqEN+7PVODZcDWPCj3u+lCP5+ujnvbrnvA6as+mgzu/SRMHlhqumZhUqJNic8DwAAACBiuAH+FGpw6nU7EIl1o/S/swCRYUFKz4qrNJxszemqaDEofO7NKl2wfi1KVmaMn+HXr6qlwpKHOr5xEz9dng7dW4Wq8e+WqfxfRL17592asezY5RXXKoeT8yUJF3RJ1F/ubKnPluxTzPWp2rWhrQqz7/xqdFavvuIrn1zife+ASepb+v6Wr77yHGP+ff1/XSLu0BOw5gwXTcwSSO7NVFIkNHjX6/Xwu2u5TtCgox6tYyvcL4/ju2iW4a19WyX9SrOvO9sdWxSTy/N3Kydh/I0+ereCgoyWrHniC5/baGm3ztMnZvGqrDEoaJSp+Ii6XUEAACBgeAH1FFZ+SWqFxFSbaGVbQdz9MqsrXr5V70UHuIKkw6n1aq9R7TtYK52HMrTP3/c4Tl+1/Njtfdwvqea6LR7hskYqUF0mN5bvFt/n7Ot2rZ0bRarDQeyvfjqfKt3q3it3JOpgW0bKLllfb3x43bPY+XXfJx2zzBNX5+qj3/eq9TsQj04qpPuGtHeExTfuLavRndvWuPrOpxW6/dnqUeLOCqlAgAAryL4AajWv+fvUGxkqAa3S/AUT7nxP0v1w+Z0zbj3bHVqWq/C8ev2ZalpXISW7DisR79ap8N5xerUpJ5m3He2Zq5P1W3vLvcc+/JVvXT/x6tr1I62jaK1Iz1P8VGhysw//pBUfxvRqZHmbk73bP/5ih7q3DRWh/OKtXhHhnq3itegdg1V6nAqKixEC7Yd0rmdGysoyGjG+lTd/u5yvXBFT111VktJrqHC1laslFpc6lTHP7oqyn73+2HKzC/RoHYJp/eFAgCAWoXgB+AXySsq1fcb03RJcosTHvv5ihQNbtfQs1C9JDmdViVOp4yM/vjlWt08tK2axUfonBfm6og71PVoEaf+bRrovcW79YfRnXXNwFZavOOwcgpLdPf7K6u93iNjuuhP0zae+ov0sbCQIBWXOj3bUWHBeuyirproXsvxst4t9MqvkiVJD3yyWp8uT9H1g1qrdUK0zu3cWCP+8kOlc+58bozyix2yktakZGrv4Xz1TIxXxyauOaUhwUFea39Z4aJ9mQUnXU21sMSh4CCj0FNs197D+WoaF3HK5wEAoK4j+AEICGnZhRrw7Gz956azNKJT4yqPKXU4NXn2Vt08tK1W7Dmi299drgu6NVFBsUPdm8fq/pGdtD+zQHsO5+vO95arW/M4XdijqTYdyNGXq/apeVykxvRople+33JSbWzZIFJ7DxeoS7NYbfTy0NWQIKPSU1gEcvGk8zTkz3PkqOIcYcFBeubS7nroszV6+pJuurp/Kz3/3Sb9ZmgbTV2zX0t3HlGHJjFyWqufth5SqcNqULsEPTS6k/6zYJdGdGqsRvXCtXz3Yb310y4t3XXYc+75D43Q16v367pBrbX7UL56JMbVqL1JE6eqT6t4ff7bISf9mnMKS9TjiZma0L+lnru850mfBwCAMwHBD0CtlV1YosjQ4Cp7e5zuAFTVHMdNqdnKzC/R7ow8Hc4rUUJMmLo2i9W3aw5oa1qOxvRopv/7pOIw1L9c2Uvj+ybqo5/3aESnxlqy87Ae/mKt7jinnWZvTNOKPZmeY1vER2rOA+fod++v1MxqiuX4042Dk/T2wl1eOdewDg01f+shz3avxDh9eudgfb8hTf2SGqhRPVcl1H/+uF15xQ51ax6r28sN+d31/FhJrhCXU1iq5vGRla4x5Pk5uqhXM026sItW7DmiwmKHBrdvqK1pObrglXmKiwzV6sdHVnjO2pQszdqQquzCUr29cJem3jNU3ZpXDqWZ+cWKCA1WRGiwikod2nYwt8Jxm1Kz1bFxvWrnypbJKypVUamzwlIjJ7I2JUub03I0vm9ijZ8DAMDJIvgBQBUKSxxatCNDQ9s31JxNB3VBlybHffNfVtDlhfE9dVW/lp79r87Zqr/MrNjD+Nmdg9S3dQPd9b8Vmrr2wAnbcmxQ69A4Rl/fPVT/nLddf/1+6y98ZadPr5bxWr0387jHjOjUSKHBQUrPLdLKPZna+dwYT2GbqWsOqMTh1L0frZIkzf6/czxLm7RqEKU9h/MlSRGhQdr09IVavvuwGkSH63Beka54fVGF61w/qLWeuqS7JNdQ2GenbdSbN5ylbo/P0OB2CXr/1oF69Mt1enfxbj1/eQ9dnNxc2w/madyrP2nihZ01tH1DfbYiRfdf0FH1IipXa738tQVasSdTj4zpouGdGqlDk3qVjinv6W836M2fdkpShdcMAICvEPwAwAs+XrZX+zMLdO/5HSs9tjYlS+Ne/cmzveTh89Qk1jXvsSwwlvnb1clqER+pDk3qqdeTriU3Njw1Svd9tEoz1qdp5aMXqH65XqUvV+7zBCPJFYIKS5yqzeqFh+iLuwbr/Jfn1fg5z13eQ5PccySrs+Th85RTWKqxk+erqLTi9+jD2wbq6imLa3StXc+P1e6MPL06Z5vuGN5OuzPy9Ju3K/6Oefums5SZX6LzuzbR7I1pmrUhTc9d3sMTGsv/u695YqRijwmTGblFOpBVqO4t4rTrUJ5enrVFL17Z01OBt7wN+7PVtlF0tUu9pGUXanNqjga1S6iyd3znoTz9/sOV6tY8To9e1EVRYSGeYkRjejSr0fdEkgqKHUrPKVKrBNe8T6fTasb6VI3q1lRBQUaZ+cWSVOWSNeXlFJbI4bQnPA4A8MsQ/ADAx5xOq0tfW6BR3ZrqlmFtKrx5zy8u1XPTNmn34Xy9cEXPCoVwUo7ka8WeTF3cq7kKSxzKL3ZUGko4a0OabnWvVxgSZLTt2TFyOK0mfrZG1w5srUO5Rbr5v5V//t06rI3+NX+nZ3tsz2ZatD1Dh/OKFRcZqqyCqqunvvKrXsotLNWjX61Xh8Yx2now95S+N7XRqb7uSRd21nPfbfJst20Yran3DNP6/Vl6eupG3TQ4SVPm7dCGA9l6+pJueuKbDZ65mx/eNlAD27oquH788159t+6A5m5O1xV9EvXSVb0kuQrejHv1J2Xml2jdk6M04i8/KD2nSNLRobXl/WXGZr0617Ucy6MXddXM9alastM1j3PpI+epcb0IrdxzRJe9tlCStPmZ0ZUC6LuLd+vRL9dJkt66sZ/O7dxE9320Sl+s3KdXftVL53Zuol5PzpQx0s7nxmpHeq7W7c/WxM/WaNo9w5TUMNpzrt5PzdSR/JJKbc3KL5GMPOtjLt99WLe/u0Lf3392lSFx7+F8fb16v347vF2NelSttXrth+26sm+iGsdGnPD42iS70PX/+dgPGACcWep08DPGjJM0rn379rdu3Rq4w6EA4GRZa/XjlnQNbtdQTmur7PVZk5KpNg2j5XC6ji1fkbWo1KGs/BLPG93p61LVrXmshr0wV3ec006/P6+DSp1OfbIsRd3d1VadTqvXftimawe2VvJTs2rUzsHtErRwe4ZXXvNdI9opITpcV/ZLVI8nZh732GOX1whUF/dqrlV7Mz3DV4/ngZEdteNQnj5fsa/C/n9f30/BwUY3/efnap877Z5hmvj5Gv26fyv9fc42hQYb7co4es07h7fT6z9sr/S8/kkNKhT16dEiTq9d00cPfLJaY3s202Nfra9w/BvX9tUd7x2dy9muUbS2p+dJcoXPY3u6r+iTqEXbDyk2MlSbUnMkSfdf0FG/O7e93l28Wy9M36zcolJJ0tY/XajQ4CD9+l+LtXB7hu47v6N+MzRJBcUOXf/WUv316mRZK1335lIdyi3S7P87R+0axVS4XmGJQ5tTc9S+cYyiw0MkSX+aukH/mr9TQ9s31Hu3DNBe979FywbVV67935Ld6t48Tr1axld7TFW+Wb1fHy/bqxfH9/Ksh+rLyrRl3++qgj9ObPq6VDWODVefVvX93RTglBhjtkmaK+kba+031R5XG4NfGXr8AOCXyS4sUUxYyAmLmkiu8ClJRaVO/fHLdYoIDdLNQ9t6lp2Y/9AINYmN0D9/3K4vV+3T2B7NNHnONnVuWk+bUnM0qG2CHhnbRXsO5+u3/1tx3Gutfnykp8dHkt5dtEuPHhM6JGl830RdP6i1eibGK6ugxDNstqZ6tIjT2n1Znu1Z952ttxbs0gdL93j2ndu5seZsOviLzouqg98v8dMfRmjpzsM1Xgd04oWddcc57Srsu/fDlfpy1X5J0q/6tVRRqcOzLUl/HNtFz0x1LQ3zyR2D1KNFnDo/Ol0juzbRk5d004JtGZq+LlXfb3QVb3r35v4a1qFRtW3ILSrVlB+3yxijkd2aaOzknyod86fLuuuaAa2P+1ocTqv0nCIVljg0f2u6rhuUVOVx09YeUL+k+mpcL0LWWrWZNE1S5eC3PT1XzeIiFBUWctzrlnlv8W69MmuLPrtzcIVe2vJW7jmiKfN2aOehPL13ywA1jAnXx8v2alTXpoqL8m2P419mbFa/pPoaXk1l6JooKHZoU2q2epcLeQRn1BV1usevDMEPAE6/jQeytXZfVoViN5Krl/HJbzbo3vM7qFFMuGcYnrVWK/dm6nL3kMILujbRrHJVUf/x6z4a27PinDOH06r3UzOVXejqDfrLlb00qluTSgVYvlq1T7//cJUk17qJM+87W01iXev/FZY49POuw2oWF+GZV7jzuTF6ccZmvebu/dr1/FhZa3X3+ys1de0BXdC1if51fT+t35+lg9lF+sNna/TrAa302g/bdU7HRnp0bFfN2pimp7/dUO33555z26uw1Kkp83ac8Hs5qlsTOa0qfD986a4R7fSPuZV7/rzhg1sHasK/ajafsirXD2qtdxbt/kXPMUZ6cFQnvTB980mt9xkabFTiOP77oLkPDNefpm7UTUOSdM2/l0iSplzXVwUlDs+9dzxNYyO0+OHzJLmGqTaJjZAxUmhwkA5mF8pKenbaRn1VLqAuefg8vTRzs+44p53auns1s/JL1OupmWrXKFqz/2+4/vDpGn20bK8kKbllvCZf3VutEqJU4nCqwyPfSZLev2WAujaPVb2IUAVX82FP2fIpkjS0fUP98aIuat0gWpFhFUcZHBvqo8OClVfsUK/EOH125+BTXlPUWlf4rWo4blUBbcb6VFkrje7e9LjnLPs59PKsLZo8e6u+vnuIeibGVzjv9/efo8T6kdXOpz0ZJQ6nCkocv2gY7kc/71F4SLAu7X3i9XR96atV+3Qkr1g3Dmlz3ONW781URGiwOjU9ftErbyp1OFXscNb4Q40zBcEPABBQ9mUWqGFMmHIKSzVhymJFhYfo/VsGeIbkHavE4dSalCy1rB95wrlZWQUlCg8JqvaNW9LEqUpKiNIPD47wbEsV30gu2p6hvq3rKyzk6BvY8m8cyzucVyyH0+qCV35UZv7ReZOPj+uqm9xvltJzinTWn76v9NzzuzTx9Ch9dudg9UyM87xRP5Fv7h6qfZkFuuO95WoRH6nJE5IrVTot76+/StbczQf11ar9qhceojVPjNT/luzRH93z9sq7ok+iPluRUmn/2R0bad6WisNqdz43Rpe/vlAr92SqeVyE9mcVVnre+L6J+nR5xfMlJURVGIIaZKSqlrmMDA1WQYnDsx0VFqz8YkflA2uJ/m0aKCkhSh8vq/z9PZHHx3XVWwt2KiE6XKvc1XSPt3TL85f30MQqCiLdNaKd7hzeXrsz8hQTHqLWCa6evfLzOMv74YHhWp3imov87ZoD+t0HK4/bzvaNY9SqQZQu7N5UD366Rv+56SwNaddQkqtHcf3+bF0/qLVn+GxRqUO7DuWraVyEZqxP1UOfrpEkvfrr3rqoZ3PPecv3bG5/doyCjPS32Vs9lY8/uHWgth3M0Yc/79X6/dmVgt1V/RL1wvheuueDlfp6tStcz31guOZsOljhA5yOTWL05V1DqgwUC7Yd0g1vLdVNQ5IUHBSkB0d1UonDqX2ZBXpn4S49Nq5bpWD9wCer9enyFG3704XVhuK07EKNfGWeHruoq2ZvStO0tamSKv5cstbqsxX7NKZH018cdtJzihQfFeoZblxQ7KgU6CXXfPX/Ldmt8X1bKjIs2PPz8Z5z2+uCrk2rXMd1wbZDng9Cdj0/VrlFpYqp5me5N5V94LH04fNkjPEsLXSykiZO1bUDW+nmoW018bM1mnJ9vwqjT2oLgh8AAG7r92cpsX6U5xf6J8v2KqugRLcMa3tK5/142V49+fV6LfvjBVW+oSqTkVukkOAgWfd8zQXbDmn+1kP649guCgkO0t7D+Xpp5mY9PKaLGsdGaO7mgxrUNkGfLk/R/swCXTuwtaLDQ6p9Q+J0WmUVlGje1nRd1LO5Fu/I0OB2CTLG6GBOoX7aekiX9W4hY4yO5BXr3o9W6Ud3mPvzFT00dW2q/nvTWZ432G/e0E+9W9WXw2lVVOrQ0D/P9VyrbAmNsuIxVc3znHXf2Z6lLxbvyNCRvGK98eN2vX1Tf9WPDvO8sdz53BjN2pCm28qtASlJfVvX15a0HOW4e3wfvairlu7M0Iz1J9cz2qNFnMJDgrRs9xFJrjU592UWVHnsG9f20aB2DXXtv5dUGBZc10zo30qNYsL07doD2uGep3k6/O3qZF2S3EJPfrNe/1mwSw1jwnUot6jCMbueHyuH02rtviw5nE7Phxsx4SE6K6n+Cef3BgcZDWqboJ+2udYindC/lVbtzdTGA9mSpMb1wnUwp6jK5+56fqwWbc9QywaRSqwfpayCEl3413kVPtz41/X9PMW3JOn7+8/Wu4t2a8nOw5p+79mSjn64NP3eYercNLbCNbILSxQbEaqb3/5Zs6sYVl42EiG3qFSPfLFOX6/er6vPaqnHxnVVVkGJmsUdXRf1cF6xdh7KVVp2kc7r0thToMnhtGr38DSN7dlMNw5O0pVvuL6HlyQ31wMjO1WY4/r9hjTd8s4yRYQGaUSnxvpuXWql9pQ6nNqenqfgICkpIVpdH5+hYncV5W/uHqpxr/6kN67tW20P7Pyt6Xp30W797ere1f6sTDmSr8b1Iip8+HasY3uejx2mm1dUqpQjBRV6IaevO6BB7RqquNSphOgwz1SH8h8qlK1d+/zlPXR1/1bVXj9QEfwAAEC1DmQVKCo0pML8rGv/vUQ9EuP0h9GdKxy761Cenv9ukx4a3ckz9LCwxKG5mw6qZ8t4DXl+jiQpLCRIm58efcJqm6v3ZioqLNgTDlOO5HvC5TkdG+m1a/ooOjxEh3KL9NLMLfrj2C6KDg9RblGpuj8+Q/df0FF3jWivdg9PO+HrfOPaPhrd3TWUuGxdxs/uHKQ+rerrrvdXKDosRC9e2UuPfbVO361L1c+PnC9JOpRbpH7PVOyxvbhXc43u3rTCnNWJF3bW8+WqudZG3VvEat2+7NN2vS9+O1iTPl/rKfgTSHomxmlNSpZiwkP0myFJmjxn2wmfUzbstcx/bjxLN719tBjTZ3cOVnhIkN5fukc70/O0aEeGGsaE6VBucbXnPHa91P5tGkhWWrrrsFo2iNR7Nw9QqwZRuvjVBZ4PKJrFReiuEe312FfrdGH3ZsddT/alK3tpROfGenXONiW3itc9x+nRjQkPUWGJQ6VVdc9L+r8LOuqlWVt0Vb9E3TqsrW55Z5l+dVZLTTirlepHh2lPRr7OftH1/3vKdX01slvlcFgWPiXXKIM3b+jn6anMyC3SvswCfb8hrdK/x7HBrywYls0bn7E+Vbe/u1xtG0VrR3qe+rdpoOcu76H4yFD1fabyiAxJuvqslnr60u6a9Pla3Ty0jbo0i9WalExt2J8dsKGQ4AcAAE6LUvd8pmPnYP4Sh3KLtHpvps7r0uS4x+UXlyoiJFhBQUYFxQ51eWy6JNfwx8U7MtSlWax+f14HtU6IUqnTVqqqmVdUWuXwYmutHE5bYVjesb0LD47qpJFdm+iCV1xzRqPDgrXuyVH6bl2qJwxe3ruFBrdvqAc+OVqkplG9cKXnFOnhMZ317LTKIfHmoW305k87K+yrbnmRi3o207drXG/oj52zef8FHfXyrC2SpLOS6uvnXUf03s0DdO2bSyqdp7yxPZpp8oTe+mTZXkWGBeuspAYa7A7zx/rm7qH6du1+/fPHinNYL+vdQl+s3FflcwJdbV0ntU3DaO08dPp6a0/Gt78bqg0Hsj1DeRvVC1d8ZKg+/+1gLdiWoUe+WKuMvMoB+JM7BmnOpoO6rHcLjXyl+rVfy4Kf02lV7HCq86PTPY99f/85mrkhVS9M31zpeccbLn2sDU+NUtfHZlS4XqAh+AEAgDqvLJxtenq0V4tzSNJ3aw9owfZDiggJVt/W9XVB1yYKCQ7SgawCpWUXKbnccg/WWhWUODzzsNKyC+VwWjVzr+GZml2o+lFhuvWdZZq/9ZDneT8+OFytE6IrhMxBbRP0/q0DPMPQfnhguIa7q+mWf+NZtg7j/24ZoNSsQl2S3Fzt3fNFl/3xfKVlF6pb8zhtT8/VI1+s1eIdR5fuKO+2s9vq4TFdKuxLzSrUqr1HdMd7R3s3n72sh349oJWstfpg6V6N6dFUm1JztCM9T78e0ErnvDhXuzPydWH3pnr92r4qdTjV/pHv1DrBNaxwd8aJlzX5JXq3ilepw3p6vE6meNH5XRrrH9f00ecr9mlSFXMj4RtVfdhxMnY9P1bvLd5d5bxl6egQTm9ZMPFctYiPPPGBpxnBDwAA1Hmfr0jRmpQsPXFxN383pcYycosUGRZcoVjH8t1H1CA6TAcyC9StRZziIkM1fV2q4iJDNahdgr5atU+RocGVhsmVOpwVeinX7cuS01pPgZPy1u/P0n8X7tKzl/XQgaxCXT1lsUZ1a6r/G9mx2iJLpQ6ncotKZa1UPzrsuK/L6bSatTFN53dp4il2UvY+0xijRdszKlR+PbtjIwUZ6e2b+isrv0TZhSWKiwrV+n3Z+nFLuu67oIPueHe55m5O142DkzRpTGeFhwRr4mdr9OHPe/XFbwerd6v62rA/W0kNoxQZGuwJy49d1FXdmsfqV1Nc13tkTBddN6i18opKFRxktOdwvj78ea+euaS7goKMCkscFXqLypT1Bj55cTc9/vXRJWYm9G+lP4zupLP+9H21lWGPHQJ6rBbxkaofHXrcYbb3nNteifWj9NBna6o95njXKuvZWvPESH27+oAe/uLE4TYhOkxTru9bqXDUuidH6UhesZ74er1mbzqoFvGRunFw0i+upnuqbhycpPeX7FGx4/T30pZ9qBFoCH4AAAAIKEt3HlbvVvE1Xtje4XT1pJavGFlQ7NDMDam6uFfzSvNJF247pPaNYzyVgLek5Wjdvixd3ifxhNeqah3Knc+N8VyjfHAt3/NaVlzpitcXaod76GXZMjW9npyprIIS/f68DrqiT6JaJUQp5Ui+Nh3I0XldGsvhtFqxJ1NX/dMVslrER2ra74epXniIFm7P0JD2CXI4racnt0+reD02rpsu/ccCz/UfHNVJF/dqrmEvzNXYHs301CXdPPPXtj87pkLF0cU7MrRiz5Eqhz+W9Y7df0FH3XNeB2XllyinqEQ/7zqsC7s38/SoW2v1/HebNLana1/5oZj3nNteQUFGvVvV1w1vLa1w/j9f0UOfLk/Rz7uOePbNf2iElu0+rLmb0j1VV09kwcRz9fLMLVVWIa7O578d7FlSKLllvKdCruT6txrTo6nu/mClpq45oIUTz6001LmsAvGDozrprhHta3zd04XgBwAAANTQ8t1HtPFAthrGhOmO91boL1f20vi+FQPje4t3KyTIVFnko6DYodyi0gpLDIz+6zxtSs3RT38YocT6UZWeU2Zzao7GTJ6v924eoEHtEio9PmdTmpbuPKJbh7VRgrsSar9nvteL43vqymPWVHW9lsPanJqrXw+ouhhJek5RlUshHMotUv2osGrXfazKh0v3qHuLOCU1jK60pMPk2Vs9805/fuR8NaoXru6Pz1BuUanuGtFOD446WkgqNatQB3MK1Tw+UqNemeeZ+9e2UbQmX91bF/39J0nS2idGKi270LM+a5m/T+itRvXCdfWUiuuJfnjbQA1sm6BHv1ynhJgwDW7X0BO0j52zV7aEz6TP1+iDpa51Mls2iNTs+4fry1X7dFnvFjX+0OJ0IvgBAAAAfjR/a7rmbz2kSRd2PmG127qqrCe1bE3DolKH0rKK1LJB5C/6nkxfl6r5W9P1zKXdZYxRVn6Jej01U5KrkEv7xq6Kw3+ZsVnpOUV6bFxX5RWXqnG9yuvA7snIV6N64cddhkdyrTdZ6rDVDoUOFAQ/AAAAAH71ybK9ah4fqSHtG3r93Nf+e4mW7z6iDU+NOmODtVTz4BfY8RUAAABArVXVUFRv+ed1fVXicJ7Roe+XIPgBAAAAqHUCfQhmoAm82YkAAAAAAK8i+AEAAABAHUfwAwAAAIA6juAHAAAAAHUcwQ8AAAAA6jiCHwAAAADUcQQ/AAAAAKjjCH4AAAAAUMcR/AAAAACgjiP4AQAAAEAdZ6y1/m7DSTPGpEva7e92VKGhpEP+bgTqLO4v+BL3F3yNewy+xP0FXwrU+6u1tbbRiQ6q1cEvUBljlllr+/m7HaibuL/gS9xf8DXuMfgS9xd8qbbfXwz1BAAAAIA6juAHAAAAAHUcwc83pvi7AajTuL/gS9xf8DXuMfgS9xd8qVbfX8zxAwAAAIA6jh4/AAAAAKjjCH4AAAAAUMcR/LzIGDPaGLPZGLPNGDPR3+1B7WGMecsYc9AYs67cvgbGmFnGmK3uv+u79xtjzGT3fbbGGNOn3HNucB+/1Rhzgz9eCwKLMaalMWauMWaDMWa9Meb37v3cX/AKY0yEMWapMWa1+x570r2/jTFmifte+sgYE+beH+7e3uZ+PKncuSa59282xozy00tCADLGBBtjVhpjvnVvc3/BK4wxu4wxa40xq4wxy9z76uTvSIKflxhjgiX9Q9KFkrpKmmCM6erfVqEWeVvS6GP2TZQ021rbQdJs97bkusc6uP/cJul1yfVDStLjkgZI6i/p8bIfVDijlUr6P2ttV0kDJd3l/tnE/QVvKZJ0rrW2l6RkSaONMQMl/VnSK9ba9pKOSLrZffzNko6497/iPk7u+/JqSd3k+nn4mvt3KyBJv5e0sdw29xe8aYS1NrncGn118nckwc97+kvaZq3dYa0tlvShpEv83CbUEtbaeZIOH7P7Ekn/dX/9X0mXltv/jnVZLCneGNNM0ihJs6y1h621RyTNUuUwiTOMtfaAtXaF++scud44tRD3F7zEfa/kujdD3X+spHMlferef+w9VnbvfSrpPGOMce//0FpbZK3dKWmbXL9bcYYzxiRKGivp3+5tI+4v+Fad/B1J8POeFpL2lttOce8DTlYTa+0B99epkpq4v67uXuMexHG5hzz1lrRE3F/wIvcwvFWSDsr1hme7pExrban7kPL3i+decj+eJSlB3GOo3l8lPSTJ6d5OEPcXvMdKmmmMWW6Muc29r07+jgzxdwMAnJi11hpjWHsFJ80YEyPpM0n3WmuzXR+Au3B/4VRZax2Sko0x8ZK+kNTZvy1CXWGMuUjSQWvtcmPMcD83B3XTUGvtPmNMY0mzjDGbyj9Yl35H0uPnPfsktSy3nejeB5ysNPfwAbn/PujeX929xj2IKhljQuUKff+z1n7u3s39Ba+z1mZKmitpkFxDoMo+YC5/v3juJffjcZIyxD2Gqg2RdLExZpdc02jOlfQ3cX/BS6y1+9x/H5Trg6v+qqO/Iwl+3vOzpA7uKlNhck0g/trPbULt9rWksqpQN0j6qtz+692VpQZKynIPR5ghaaQxpr57QvFI9z6cwdxzW96UtNFa+3K5h7i/4BXGmEbunj4ZYyIlXSDXXNK5ksa7Dzv2Hiu798ZLmmOtte79V7urMraRq3jC0tPyIhCwrLWTrLWJ1tokud5bzbHWXiPuL3iBMSbaGFOv7Gu5fretUx39HclQTy+x1pYaY+6W6x85WNJb1tr1fm4WagljzAeShktqaIxJkasy1POSPjbG3Cxpt6Sr3IdPkzRGronp+ZJukiRr7WFjzNNyfQghSU9Za48tGIMzzxBJ10la656DJUkPi/sL3tNM0n/dFRKDJH1srf3WGLNB0ofGmGckrZTrAwi5/37XGLNNrqJWV0uStXa9MeZjSRvkqkZ7l3sIKVCVP4j7C6euiaQv3NMfQiS9b62dboz5WXXwd6RxfQgCAAAAAKirGOoJAAAAAHUcwQ8AAAAA6jiCHwAAAADUcQQ/AAAAAKjjCH4AAAAAUMcR/AAAZzxjjMMYs6rcn4lePHeSMWadt84HAMDJYB0/AACkAmttsr8bAQCAr9DjBwBANYwxu4wxLxhj1hpjlhpj2rv3Jxlj5hhj1hhjZhtjWrn3NzHGfGGMWe3+M9h9qmBjzL+MMeuNMTONMZF+e1EAgDMSwQ8AACnymKGevyr3WJa1toekVyX91b3v75L+a63tKel/kia790+W9KO1tpekPpLWu/d3kPQPa203SZmSrvDpqwEA4BjGWuvvNgAA4FfGmFxrbUwV+3dJOtdau8MYEyop1VqbYIw5JKmZtbbEvf+AtbahMSZdUqK1tqjcOZIkzbLWdnBv/0FSqLX2mdPw0gAAkESPHwAAJ2Kr+fqXKCr3tUPMsQcAnGYEPwAAju9X5f5e5P56oaSr3V9fI2m+++vZku6UJGNMsDEm7nQ1EgCA4+ETRwAA3HP8ym1Pt9aWLelQ3xizRq5euwnufb+T9B9jzIOS0iXd5N7/e0lTjDE3y9Wzd6ekA75uPAAAJ8IcPwAAquGe49fPWnvI320BAOBUMNQTAAAAAOo4evwAAAAAoI6jxw8AAAAA6jiCHwAAAADUcQQ/AAAAAKjjCH4AAAAAUMcR/AAAAACgjvt/M6r+QWvbJLMAAAAASUVORK5CYII=", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "stats.plot(figsize=(15, 5))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Export the best model\n", "\n", "Load the best model during training and export it as hdf5 network. It is supported by `lava.lib.dl.netx` to automatically load the network as a lava process." ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [], "source": [ "net.load_state_dict(torch.load(trained_folder + '/network.pt'))\n", "net.export_hdf5(trained_folder + '/network.net')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Visualize the network output\n", "\n", "Here, we will use `slayer.io.tensor_to_event` method to convert the torch output spike tensor into `slayer.io.Event` object and visualize the input and output event." ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
OutputTarget
\"Drawing\" \"Drawing\"
" ], "text/plain": [ "" ] }, "execution_count": 12, "metadata": {}, "output_type": "execute_result" } ], "source": [ "output = net(input.to(device))\n", "event = slayer.io.tensor_to_event(output.cpu().data.numpy())\n", "output_anim = event.anim(plt.figure(figsize=(10, 10)))\n", "# display.HTML(output_anim.to_jshtml())\n", "output_anim.save('output.gif', animation.PillowWriter(fps=24), dpi=300)\n", "\n", "html = ''\n", "html += ''\n", "html += gif_td(f'output.gif')\n", "html += gif_td(f'target.gif')\n", "html += '
OutputTarget
'\n", "display.HTML(html)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Compare Output vs Target\n", "\n", "Event data can be accessed as `slayer.io.Event.{x, y, c, t, p}` for x-address, y-address, channel-address, timestamp and graded-payload. This can be used for further processing and visualization of event data." ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 13, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plt.figure(figsize=(7, 7))\n", "plt.plot(training_set.target.t, training_set.target.x, '.', markersize=12, label='target')\n", "plt.plot(event.t, event.x, '.', label='actual')\n", "plt.xlabel('time [ms]')\n", "plt.ylabel('neuron')\n", "plt.legend()" ] } ], "metadata": { "kernelspec": { "display_name": "Python 3.8.10 ('lava_nx_env')", "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": "3.8.10" }, "vscode": { "interpreter": { "hash": "7ebb4c32c029abbab1fd16ef4d8ac43152261b56d4033e55d2744ce843ecba08" } } }, "nbformat": 4, "nbformat_minor": 4 }