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7-mnist-dcgan-example.ipynb
{
"nbformat": 4,
"nbformat_minor": 0,
"metadata": {
"colab": {
"provenance": [],
"collapsed_sections": [],
"include_colab_link": true
},
"kernelspec": {
"name": "python3",
"display_name": "Python 3"
},
"language_info": {
"name": "python"
},
"accelerator": "GPU",
"gpuClass": "standard"
},
"cells": [
{
"cell_type": "markdown",
"metadata": {
"id": "view-in-github",
"colab_type": "text"
},
"source": [
"<a href=\"https://colab.research.google.com/gist/enakai00/ab810d93d0de6c7648986dda65bb6e11/7-mnist-dcgan-example.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
]
},
{
"cell_type": "markdown",
"source": [
"# Naive DCGAN implementation with JAX/Flax"
],
"metadata": {
"id": "7L_N-aVxLdGh"
}
},
{
"cell_type": "code",
"source": [
"%%bash\n",
"curl -sLO https://raw.githubusercontent.com/enakai00/colab_jaxbook/main/requirements.txt\n",
"pip install -qr requirements.txt\n",
"pip list | grep -E '(jax|flax|optax)'"
],
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"id": "79A0zQ9At8Bg",
"outputId": "8011b200-c5e7-4104-9a42-d6a26e1089be"
},
"execution_count": 1,
"outputs": [
{
"output_type": "stream",
"name": "stdout",
"text": [
"flax 0.6.1\n",
"jax 0.3.21\n",
"jaxlib 0.3.15+cuda11.cudnn805\n",
"optax 0.1.3\n"
]
}
]
},
{
"cell_type": "code",
"source": [
"import numpy as np \n",
"import matplotlib.pyplot as plt\n",
"from functools import partial\n",
"from tensorflow.keras.datasets import mnist\n",
"\n",
"import jax, optax\n",
"from jax import random, numpy as jnp\n",
"from flax import linen as nn\n",
"from flax.training import train_state\n",
"\n",
"plt.rcParams.update({'font.size': 12})"
],
"metadata": {
"id": "idry_DanO34U"
},
"execution_count": 2,
"outputs": []
},
{
"cell_type": "code",
"source": [
"(train_images, train_labels), (test_images, test_labels) = mnist.load_data()\n",
"train_images = train_images.reshape([-1, 784]).astype('float32') / 255\n",
"test_images = test_images.reshape([-1, 784]).astype('float32') / 255\n",
"train_labels = np.eye(10)[train_labels]\n",
"test_labels = np.eye(10)[test_labels]"
],
"metadata": {
"id": "38PtLwqPubvx"
},
"execution_count": 3,
"outputs": []
},
{
"cell_type": "code",
"source": [
"def create_batches(data, batch_size):\n",
" num_batches, mod = divmod(len(data), batch_size)\n",
" data_batched = np.array_split(data[:num_batches * batch_size], num_batches)\n",
" if mod: # Last batch is smaller than batch_size\n",
" data_batched.append(data[num_batches * batch_size:])\n",
" data_batched = [jnp.asarray(x) for x in data_batched]\n",
" return data_batched"
],
"metadata": {
"id": "fwh-gO46mtpH"
},
"execution_count": 4,
"outputs": []
},
{
"cell_type": "code",
"source": [
"class Generator(nn.Module):\n",
" @nn.compact\n",
" def __call__(self, x):\n",
" x = nn.Dense(features=7*7*128)(x)\n",
" x = nn.leaky_relu(x, 0.3)\n",
" x = x.reshape((x.shape[0], 7, 7, 128))\n",
" x = nn.ConvTranspose(features=64, kernel_size=(5, 5), strides=(2, 2))(x)\n",
" x = nn.leaky_relu(x, 0.3)\n",
" x = nn.ConvTranspose(features=1, kernel_size=(5, 5), strides=(2, 2))(x)\n",
" x = nn.sigmoid(x)\n",
" x = x.reshape((x.shape[0], -1)) # flatten\n",
" return x"
],
"metadata": {
"id": "_b5vxKSkufar"
},
"execution_count": 5,
"outputs": []
},
{
"cell_type": "code",
"source": [
"class Discriminator(nn.Module):\n",
" @nn.compact\n",
" def __call__(self, x, train=False):\n",
" x = x.reshape((x.shape[0], 28, 28, 1))\n",
" x = nn.Conv(features=64, kernel_size=(5, 5), strides=(2, 2))(x)\n",
" x = nn.leaky_relu(x, 0.3)\n",
" x = nn.Conv(features=128, kernel_size=(5, 5), strides=(2, 2))(x)\n",
" x = nn.leaky_relu(x, 0.3)\n",
" x = x.reshape((x.shape[0], -1)) # flatten\n",
" x = nn.Dropout(0.4, deterministic=(not train))(x)\n",
" x = nn.Dense(features=1)(x)\n",
" return x"
],
"metadata": {
"id": "NTGpRd3xugz-"
},
"execution_count": 6,
"outputs": []
},
{
"cell_type": "code",
"source": [
"class Generator(nn.Module):\n",
" @nn.compact\n",
" def __call__(self, x):\n",
" x = nn.Dense(features=7*7*128)(x)\n",
" x = nn.leaky_relu(x, 0.3)\n",
" x = x.reshape([-1, 7, 7, 128])\n",
" x = nn.ConvTranspose(features=64, kernel_size=(5, 5), strides=(2, 2))(x)\n",
" x = nn.leaky_relu(x, 0.3)\n",
" x = nn.ConvTranspose(features=1, kernel_size=(5, 5), strides=(2, 2))(x)\n",
" x = nn.sigmoid(x)\n",
" x = x.reshape([x.shape[0], -1]) # flatten\n",
" return x"
],
"metadata": {
"id": "6XbVz0_sppzb"
},
"execution_count": 12,
"outputs": []
},
{
"cell_type": "code",
"source": [
"class Discriminator(nn.Module):\n",
" @nn.compact\n",
" def __call__(self, x, get_logits=False, eval=True):\n",
" x = x.reshape([-1, 28, 28, 1])\n",
" x = nn.Conv(features=64, kernel_size=(5, 5), strides=(2, 2))(x)\n",
" x = nn.leaky_relu(x, 0.3)\n",
" x = nn.Conv(features=128, kernel_size=(5, 5), strides=(2, 2))(x)\n",
" x = nn.leaky_relu(x, 0.3)\n",
" x = x.reshape([x.shape[0], -1]) # flatten\n",
" x = nn.Dropout(0.4, deterministic=eval)(x)\n",
" x = nn.Dense(features=1)(x)\n",
" if get_logits:\n",
" return x\n",
" x = nn.sigmoid(x)\n",
" return x"
],
"metadata": {
"id": "7KjlCXQ_proP"
},
"execution_count": 30,
"outputs": []
},
{
"cell_type": "code",
"source": [
"class TrainState(train_state.TrainState):\n",
" sampling_rng: type(random.PRNGKey(0))\n",
"\n",
"#### Global variables\n",
"train_images = jnp.asarray(train_images)\n",
"key, key1, key2, key3, key4 = random.split(random.PRNGKey(0), 5)\n",
"latent_dim = 64\n",
"\n",
"state_gen = TrainState.create(\n",
" apply_fn=Generator().apply,\n",
" params=Generator().init(key1, jnp.zeros((1, latent_dim))),\n",
" sampling_rng=key2,\n",
" tx=optax.adam(learning_rate=1e-3, b1=0.4, b2=0.8))\n",
"\n",
"state_disc = TrainState.create(\n",
" apply_fn=Discriminator().apply,\n",
" params=Discriminator().init(key3, jnp.asarray(train_images[:1])),\n",
" sampling_rng=key4,\n",
" tx=optax.adam(learning_rate=1e-3, b1=0.4, b2=0.8))\n",
"####"
],
"metadata": {
"id": "88P5OuGDuijO"
},
"execution_count": 46,
"outputs": []
},
{
"cell_type": "code",
"source": [
"@jax.jit\n",
"def loss_gen(params_gen, params_disc, inputs, labels):\n",
" images = Generator().apply(params_gen, inputs)\n",
" logits = Discriminator().apply(params_disc, images, get_logits=True, eval=True)\n",
" loss = optax.sigmoid_binary_cross_entropy(logits, labels).mean()\n",
" return loss\n",
"\n",
"\n",
"@jax.jit\n",
"def loss_disc(params_disc, inputs, labels, dropout_rng):\n",
" logits = Discriminator().apply(\n",
" params_disc, inputs, get_logits=True, eval=False,\n",
" rngs={'dropout': dropout_rng})\n",
" loss = optax.sigmoid_binary_cross_entropy(logits, labels).mean()\n",
" return loss\n",
"\n",
"\n",
"@partial(jax.jit, static_argnames=['batch_size'])\n",
"def train_step_gen(state_gen, state_disc, batch_size):\n",
" global latent_dim\n",
" new_sampling_rng, key1 = random.split(state_gen.sampling_rng)\n",
"\n",
" random_inputs = random.uniform(\n",
" key1, (batch_size, latent_dim), minval=-1, maxval=1)\n",
" fake_labels = jnp.ones((batch_size, 1))\n",
"\n",
" loss, grads = jax.value_and_grad(loss_gen)(\n",
" state_gen.params, state_disc.params, random_inputs, fake_labels)\n",
" new_state_gen = state_gen.apply_gradients(\n",
" grads=grads, sampling_rng=new_sampling_rng)\n",
" return new_state_gen, loss\n",
"\n",
"\n",
"@partial(jax.jit, static_argnames=['batch_size'])\n",
"def train_step_disc(state_disc, state_gen, real_images, batch_size):\n",
" global latent_dim\n",
" new_sampling_rng, key1, key2 = random.split(state_disc.sampling_rng, 3) \n",
"\n",
" random_inputs = random.uniform(\n",
" key1, (batch_size, latent_dim), minval=-1, maxval=1)\n",
" generated_images = Generator().apply(state_gen.params, random_inputs)\n",
" all_images = jnp.concatenate([generated_images, real_images])\n",
" labels = jnp.concatenate([jnp.zeros((batch_size, 1)),\n",
" jnp.ones((batch_size, 1))])\n",
"\n",
" loss, grads = jax.value_and_grad(loss_disc)(\n",
" state_disc.params, all_images, labels, dropout_rng=key2)\n",
" new_state_disc = state_disc.apply_gradients(\n",
" grads=grads, sampling_rng=new_sampling_rng)\n",
" return new_state_disc, loss"
],
"metadata": {
"id": "mS8QcEaEup3k"
},
"execution_count": 42,
"outputs": []
},
{
"cell_type": "code",
"source": [
"@jax.jit\n",
"def train_step(state_gen, state_disc, train_images_batch):\n",
" batch_size = len(train_images_batch)\n",
"\n",
" # Train discriminator\n",
" real_images = train_images_batch\n",
" state_disc, loss_disc = train_step_disc(\n",
" state_disc, state_gen, real_images, batch_size)\n",
"\n",
" # Train generator\n",
" state_gen, loss_gen = train_step_gen(state_gen, state_disc, batch_size)\n",
"\n",
" return state_gen, state_disc, loss_gen, loss_disc\n",
" \n",
"def train_epoch(state_gen, state_disc, input_batched):\n",
" loss_gen_history, loss_disc_history = [], []\n",
"\n",
" for inputs in input_batched:\n",
" state_gen, state_disc, loss_gen, loss_disc = train_step(\n",
" state_gen, state_disc, inputs)\n",
" loss_gen_history.append(jax.device_get(loss_gen).tolist())\n",
" loss_disc_history.append(jax.device_get(loss_disc).tolist())\n",
"\n",
" loss_gen, loss_disc = np.mean(loss_gen_history), np.mean(loss_disc_history)\n",
"\n",
" return state_gen, state_disc, loss_gen, loss_disc"
],
"metadata": {
"id": "1gYulBadotFo"
},
"execution_count": 43,
"outputs": []
},
{
"cell_type": "code",
"source": [
"%%time\n",
"examples = []\n",
"sample_inputs = 0.7 * random.uniform(key, (8, latent_dim), minval=-1, maxval=1)\n",
"examples.append(\n",
" jax.device_get(Generator().apply(state_gen.params, sample_inputs)))\n",
"\n",
"#train_images_batched = jnp.asarray(train_images.reshape(-1, 32, 784))\n",
"batch_size = 32\n",
"train_images_batched = create_batches(train_images, batch_size)\n",
"\n",
"for epoch in range(1, 15):\n",
" state_gen, state_disc, loss_gen, loss_disc = train_epoch(\n",
" state_gen, state_disc, train_images_batched)\n",
" print('epoch: {}, loss(discriminator, generator): {:.6f}, {:.6f}'.format(\n",
" epoch, loss_disc, loss_gen), flush=True)\n",
" examples.append(\n",
" jax.device_get(Generator().apply(state_gen.params, sample_inputs)))"
],
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 1000
},
"id": "vB4bAwJuDGkE",
"outputId": "bf01428f-b066-47c2-99d0-9132d8b2a2bd"
},
"execution_count": 47,
"outputs": [
{
"output_type": "error",
"ename": "TypeError",
"evalue": "ignored",
"traceback": [
"\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
"\u001b[0;31mUnfilteredStackTrace\u001b[0m Traceback (most recent call last)",
"\u001b[0;32m<timed exec>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m\u001b[0m\n",
"\u001b[0;32m<ipython-input-43-b91fd9b13377>\u001b[0m in \u001b[0;36mtrain_epoch\u001b[0;34m(state_gen, state_disc, input_batched)\u001b[0m\n\u001b[1;32m 19\u001b[0m state_gen, state_disc, loss_gen, loss_disc = train_step(\n\u001b[0;32m---> 20\u001b[0;31m state_gen, state_disc, inputs)\n\u001b[0m\u001b[1;32m 21\u001b[0m \u001b[0mloss_gen_history\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mappend\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mjax\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mdevice_get\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mloss_gen\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mtolist\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
"\u001b[0;32m/usr/local/lib/python3.7/dist-packages/jax/_src/traceback_util.py\u001b[0m in \u001b[0;36mreraise_with_filtered_traceback\u001b[0;34m(*args, **kwargs)\u001b[0m\n\u001b[1;32m 161\u001b[0m \u001b[0;32mtry\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 162\u001b[0;31m \u001b[0;32mreturn\u001b[0m \u001b[0mfun\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m*\u001b[0m\u001b[0margs\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m**\u001b[0m\u001b[0mkwargs\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 163\u001b[0m \u001b[0;32mexcept\u001b[0m \u001b[0mException\u001b[0m \u001b[0;32mas\u001b[0m \u001b[0me\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
"\u001b[0;32m/usr/local/lib/python3.7/dist-packages/jax/_src/api.py\u001b[0m in \u001b[0;36mcache_miss\u001b[0;34m(*args, **kwargs)\u001b[0m\n\u001b[1;32m 606\u001b[0m \u001b[0mdevice\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mdevice\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mbackend\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mbackend\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mname\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mflat_fun\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m__name__\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 607\u001b[0;31m donated_invars=donated_invars, inline=inline, keep_unused=keep_unused)\n\u001b[0m\u001b[1;32m 608\u001b[0m \u001b[0mout_pytree_def\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mout_tree\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
"\u001b[0;32m/usr/local/lib/python3.7/dist-packages/jax/core.py\u001b[0m in \u001b[0;36mbind\u001b[0;34m(self, fun, *args, **params)\u001b[0m\n\u001b[1;32m 1958\u001b[0m \u001b[0;32mdef\u001b[0m \u001b[0mbind\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mfun\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m*\u001b[0m\u001b[0margs\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m**\u001b[0m\u001b[0mparams\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m-> 1959\u001b[0;31m \u001b[0;32mreturn\u001b[0m \u001b[0mcall_bind\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mfun\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m*\u001b[0m\u001b[0margs\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m**\u001b[0m\u001b[0mparams\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 1960\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n",
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"\u001b[0;32m/usr/local/lib/python3.7/dist-packages/jax/_src/traceback_util.py\u001b[0m in \u001b[0;36mreraise_with_filtered_traceback\u001b[0;34m(*args, **kwargs)\u001b[0m\n\u001b[1;32m 161\u001b[0m \u001b[0;32mtry\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 162\u001b[0;31m \u001b[0;32mreturn\u001b[0m \u001b[0mfun\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m*\u001b[0m\u001b[0margs\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m**\u001b[0m\u001b[0mkwargs\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 163\u001b[0m \u001b[0;32mexcept\u001b[0m \u001b[0mException\u001b[0m \u001b[0;32mas\u001b[0m \u001b[0me\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
"\u001b[0;32m/usr/local/lib/python3.7/dist-packages/jax/_src/api.py\u001b[0m in \u001b[0;36mcache_miss\u001b[0;34m(*args, **kwargs)\u001b[0m\n\u001b[1;32m 606\u001b[0m \u001b[0mdevice\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mdevice\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mbackend\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mbackend\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mname\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mflat_fun\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m__name__\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 607\u001b[0;31m donated_invars=donated_invars, inline=inline, keep_unused=keep_unused)\n\u001b[0m\u001b[1;32m 608\u001b[0m \u001b[0mout_pytree_def\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mout_tree\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
"\u001b[0;32m/usr/local/lib/python3.7/dist-packages/jax/core.py\u001b[0m in \u001b[0;36mbind\u001b[0;34m(self, fun, *args, **params)\u001b[0m\n\u001b[1;32m 1958\u001b[0m \u001b[0;32mdef\u001b[0m \u001b[0mbind\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mfun\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m*\u001b[0m\u001b[0margs\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m**\u001b[0m\u001b[0mparams\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m-> 1959\u001b[0;31m \u001b[0;32mreturn\u001b[0m \u001b[0mcall_bind\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mfun\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m*\u001b[0m\u001b[0margs\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m**\u001b[0m\u001b[0mparams\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 1960\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n",
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"\u001b[0;32m/usr/local/lib/python3.7/dist-packages/jax/interpreters/partial_eval.py\u001b[0m in \u001b[0;36mtrace_to_subjaxpr_dynamic2\u001b[0;34m(fun, main, debug_info)\u001b[0m\n\u001b[1;32m 2029\u001b[0m \u001b[0min_tracers_\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;34m[\u001b[0m\u001b[0mt\u001b[0m \u001b[0;32mfor\u001b[0m \u001b[0mt\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mkeep\u001b[0m \u001b[0;32min\u001b[0m \u001b[0mzip\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0min_tracers\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mkeep_inputs\u001b[0m\u001b[0;34m)\u001b[0m \u001b[0;32mif\u001b[0m \u001b[0mkeep\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m-> 2030\u001b[0;31m \u001b[0mans\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mfun\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mcall_wrapped\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m*\u001b[0m\u001b[0min_tracers_\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 2031\u001b[0m \u001b[0mout_tracers\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mmap\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mtrace\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mfull_raise\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mans\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
"\u001b[0;32m/usr/local/lib/python3.7/dist-packages/jax/linear_util.py\u001b[0m in \u001b[0;36mcall_wrapped\u001b[0;34m(self, *args, **kwargs)\u001b[0m\n\u001b[1;32m 167\u001b[0m \u001b[0;32mtry\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 168\u001b[0;31m \u001b[0mans\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mf\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m*\u001b[0m\u001b[0margs\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m**\u001b[0m\u001b[0mdict\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mparams\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m**\u001b[0m\u001b[0mkwargs\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 169\u001b[0m \u001b[0;32mexcept\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
"\u001b[0;32m<ipython-input-42-b1d9bfc1bd4b>\u001b[0m in \u001b[0;36mtrain_step_disc\u001b[0;34m(state_disc, state_gen, real_images, batch_size)\u001b[0m\n\u001b[1;32m 45\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m---> 46\u001b[0;31m loss, grads = jax.value_and_grad(loss_disc)(\n\u001b[0m\u001b[1;32m 47\u001b[0m state_disc.params, all_images, labels, dropout_rng=key2)# , eval=False)# train=True)\n",
"\u001b[0;32m/usr/local/lib/python3.7/dist-packages/jax/_src/api.py\u001b[0m in \u001b[0;36mvalue_and_grad\u001b[0;34m(fun, argnums, has_aux, holomorphic, allow_int, reduce_axes)\u001b[0m\n\u001b[1;32m 1124\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m-> 1125\u001b[0;31m \u001b[0m_check_callable\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mfun\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 1126\u001b[0m \u001b[0margnums\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mcore\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mconcrete_or_error\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0m_ensure_index\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0margnums\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
"\u001b[0;32m/usr/local/lib/python3.7/dist-packages/jax/_src/api.py\u001b[0m in \u001b[0;36m_check_callable\u001b[0;34m(fun)\u001b[0m\n\u001b[1;32m 178\u001b[0m \u001b[0;32mif\u001b[0m \u001b[0;32mnot\u001b[0m \u001b[0mcallable\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mfun\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 179\u001b[0;31m \u001b[0;32mraise\u001b[0m \u001b[0mTypeError\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34mf\"Expected a callable value, got {fun}\"\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 180\u001b[0m \u001b[0;32mif\u001b[0m \u001b[0m_isgeneratorfunction\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mfun\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
"\u001b[0;31mUnfilteredStackTrace\u001b[0m: TypeError: Expected a callable value, got 0.5812597941716512\n\nThe stack trace below excludes JAX-internal frames.\nThe preceding is the original exception that occurred, unmodified.\n\n--------------------",
"\nThe above exception was the direct cause of the following exception:\n",
"\u001b[0;31mTypeError\u001b[0m Traceback (most recent call last)",
"\u001b[0;32m<timed exec>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m\u001b[0m\n",
"\u001b[0;32m<ipython-input-43-b91fd9b13377>\u001b[0m in \u001b[0;36mtrain_epoch\u001b[0;34m(state_gen, state_disc, input_batched)\u001b[0m\n\u001b[1;32m 18\u001b[0m \u001b[0;32mfor\u001b[0m \u001b[0minputs\u001b[0m \u001b[0;32min\u001b[0m \u001b[0minput_batched\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 19\u001b[0m state_gen, state_disc, loss_gen, loss_disc = train_step(\n\u001b[0;32m---> 20\u001b[0;31m state_gen, state_disc, inputs)\n\u001b[0m\u001b[1;32m 21\u001b[0m \u001b[0mloss_gen_history\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mappend\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mjax\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mdevice_get\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mloss_gen\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mtolist\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 22\u001b[0m \u001b[0mloss_disc_history\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mappend\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mjax\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mdevice_get\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mloss_disc\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mtolist\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
"\u001b[0;32m<ipython-input-43-b91fd9b13377>\u001b[0m in \u001b[0;36mtrain_step\u001b[0;34m(state_gen, state_disc, train_images_batch)\u001b[0m\n\u001b[1;32m 6\u001b[0m \u001b[0mreal_images\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mtrain_images_batch\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 7\u001b[0m state_disc, loss_disc = train_step_disc(\n\u001b[0;32m----> 8\u001b[0;31m state_disc, state_gen, real_images, batch_size)\n\u001b[0m\u001b[1;32m 9\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 10\u001b[0m \u001b[0;31m# Train generator\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
"\u001b[0;32m<ipython-input-42-b1d9bfc1bd4b>\u001b[0m in \u001b[0;36mtrain_step_disc\u001b[0;34m(state_disc, state_gen, real_images, batch_size)\u001b[0m\n\u001b[1;32m 44\u001b[0m jnp.ones((batch_size, 1))])\n\u001b[1;32m 45\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m---> 46\u001b[0;31m loss, grads = jax.value_and_grad(loss_disc)(\n\u001b[0m\u001b[1;32m 47\u001b[0m state_disc.params, all_images, labels, dropout_rng=key2)# , eval=False)# train=True)\n\u001b[1;32m 48\u001b[0m new_state_disc = state_disc.apply_gradients(\n",
"\u001b[0;31mTypeError\u001b[0m: Expected a callable value, got 0.5812597941716512"
]
}
]
},
{
"cell_type": "code",
"source": [
"def show_examples(examples):\n",
" fig = plt.figure(figsize=(10, 1.2*len(examples)))\n",
" c = 1\n",
" for images in examples:\n",
" for image in images:\n",
" subplot = fig.add_subplot(len(examples), 8, c)\n",
" subplot.set_xticks([])\n",
" subplot.set_yticks([])\n",
" subplot.imshow(image.reshape((28, 28)),\n",
" vmin=0, vmax=1, cmap=plt.cm.gray_r)\n",
" c += 1\n",
"\n",
"show_examples(examples)"
],
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 230
},
"id": "1MY3HTScu_1Y",
"outputId": "43bbbf18-f02a-471b-84f6-47dd1f9f7bac"
},
"execution_count": 45,
"outputs": [
{
"output_type": "display_data",
"data": {
"text/plain": [
"<Figure size 720x259.2 with 24 Axes>"
],
"image/png": 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\n"
},
"metadata": {}
}
]
},
{
"cell_type": "code",
"source": [
"def show_images(images):\n",
" fig = plt.figure(figsize=(len(images)*1.4, 1.4))\n",
" for c, image in enumerate(images):\n",
" subplot = fig.add_subplot(1, len(images), c+1)\n",
" subplot.set_xticks([])\n",
" subplot.set_yticks([])\n",
" subplot.imshow(image.reshape((28, 28)), vmin=0, vmax=1,\n",
" cmap=plt.cm.gray_r, interpolation='bilinear')"
],
"metadata": {
"id": "rytpUutkAKuC"
},
"execution_count": 14,
"outputs": []
},
{
"cell_type": "code",
"source": [
"latent_dim = 64\n",
"random_inputs = 0.7 * (np.random.rand(8, latent_dim) * 2.0 - 1.0)\n",
"images = Generator().apply(state_gen.params, random_inputs)\n",
"show_images(images)"
],
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 101
},
"id": "3ahDrHucANv_",
"outputId": "1ac51d9a-10ca-4a64-d0eb-59f9275931a5"
},
"execution_count": 15,
"outputs": [
{
"output_type": "display_data",
"data": {
"text/plain": [
"<Figure size 806.4x100.8 with 8 Axes>"
],
"image/png": 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\n"
},
"metadata": {}
}
]
},
{
"cell_type": "code",
"source": [
"start, end = random_inputs[0], random_inputs[1]\n",
"\n",
"interpolation = [np.linspace(s, e, 10) for s, e in zip(start, end)]\n",
"example = np.array([[x[c] for x in interpolation] for c in range(10)])\n",
"show_images(Generator().apply(state_gen.params, example))"
],
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 101
},
"id": "R8UvTgQ7AQML",
"outputId": "598574f3-cfa1-43a0-bede-048abb808694"
},
"execution_count": 16,
"outputs": [
{
"output_type": "display_data",
"data": {
"text/plain": [
"<Figure size 1008x100.8 with 10 Axes>"
],
"image/png": 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\n"
},
"metadata": {}
}
]
},
{
"cell_type": "code",
"source": [
"import matplotlib.animation as animation\n",
"\n",
"x = 0.7 * np.random.rand(3, latent_dim) * 2.0 - 1.0\n",
"inputs = []\n",
"theta1, theta2 = 0, 0\n",
"for _ in range(64):\n",
" theta1 += 2*np.pi / 64 * 2\n",
" theta2 += 2*np.pi / 64\n",
" inputs.append(np.cos(theta1) * x[0] + \\\n",
" np.sin(theta1)*(np.cos(theta2)*x[1] + np.sin(theta2)*x[2]))\n",
"res = Generator().apply(state_gen.params, inputs)\n",
"\n",
"images = []\n",
"fig = plt.figure(figsize=(2, 2))\n",
"for i in range(len(res)):\n",
" subplot = fig.add_subplot(1, 1, 1)\n",
" subplot.set_xticks([])\n",
" subplot.set_yticks([])\n",
" image = subplot.imshow(res[i].reshape((28, 28)), vmin=0, vmax=1,\n",
" cmap=plt.cm.gray_r, interpolation='bilinear')\n",
" images.append([image])\n",
"ani = animation.ArtistAnimation(fig, images, interval=10, repeat=True)\n",
"ani.save('DCGAN_morphing.gif', writer='pillow', fps=55)"
],
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 200
},
"id": "-maoi51EAWHk",
"outputId": "9bed1a70-5b01-4ca2-9a38-6e89fc06a74c"
},
"execution_count": 17,
"outputs": [
{
"output_type": "stream",
"name": "stderr",
"text": [
"/usr/local/lib/python3.7/dist-packages/ipykernel_launcher.py:16: MatplotlibDeprecationWarning: Adding an axes using the same arguments as a previous axes currently reuses the earlier instance. In a future version, a new instance will always be created and returned. Meanwhile, this warning can be suppressed, and the future behavior ensured, by passing a unique label to each axes instance.\n",
" app.launch_new_instance()\n"
]
},
{
"output_type": "display_data",
"data": {
"text/plain": [
"<Figure size 144x144 with 1 Axes>"
],
"image/png": "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\n"
},
"metadata": {}
}
]
},
{
"cell_type": "code",
"source": [
"from IPython.display import Image\n",
"Image('DCGAN_morphing.gif', format='png')"
],
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 161
},
"id": "ianatRT5AfEy",
"outputId": "61697c5a-7512-4a99-b581-e8cf04cf2ea3"
},
"execution_count": 18,
"outputs": [
{
"output_type": "execute_result",
"data": {
"image/png": 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AwoQDHEacWMBixo0XBxAQWfLkyQEsC8AcQLNmAQICfAb9WcBo0qVNnyYdQPVqAa1duw4QW3ZsAbUD3MadW8Bu3r19+w4gQPhwAQEEHBcQQLlyAQICPIf+XMB06tWtX6ceQPv2AAK8fwfvPcB48uXNjxeQXv169uwDCIAfX378APUDCBAQQP9+/QL8AxQgcCDBggYDIEwYQADDhgwDQIwocSJFARYvYsyYMYCAjh4/egwgMoAAAQFOogwgYCVLAQECCIgpM4CAmjYFBP/IqXOngJ4+AwANKnQo0QACjiJNqnQp06UBngYQICAAVaoCrmIVEGDrVgFeBQQIK3Ys2bECzqINoHYt27Zu1QqIK3fu3AB2BeDNq3evgAB+AwgQEGBwAAGGDxsOoFixgMaNA0COLHmyZAGWLQfIrHkz584BBIAOLXp0gNIBBKAWEGB1AAGuXwsIIDuAgAC2bwvIrVt3gAACfgP/HWA48eLGiwtIHmA58wACAkCPLj26gOrVAwQQoH079+4CAoAPL2A8eQEBzqNPL2A9+/bu2weIH0AA/QD27QvILyAAf/4CAAYQOFBAwQAHEQoIsHChAIcCAkQUMJFixYoBMGbEKID/Y0ePAUCGBCmAZEmTJ00GUCmApYAALwXEjBmAZk2bAnDiDLBzpwABAYACFTBUQACjApAmVao0QFOnTgVElSo1QFWrVQVk1bqV69YAAQSEDRuArACzZgOkVZtWQFu3AgLEjSuAbgC7AQTkFRCArwC/fwH/DTCYcGEBhxEjDrCY8WIBjyFHFhAggADLlzFbDrB5swDPAgKEFj1aQOnSAVCjFrA6QOsAAmDDDhBAQG3bt20H0L2btwDfv38HED5cuADjx40HUL5cQHPnzwUEkD5dQHUBAbBnzy6Ae/cA3wMIEB+APHkB5wUECCCAPfsA7+HHhy9AQAD7AvDnzx+Af3/+/wAFCAhAsKDBggISKlQYoKHDAAIiCghAsaJFARgxBtgYQICAACBDghRAsqSAAChTqkQpoKXLly0DyJQpIIDNmwEECAjAs6fPngKCCh0aoKhRAUiRBljKlKmAp08DSBVAVUCAq1ivCti6NYDXr2DBChhLlmyAs2gDCFgboK3btwEEyBUQoG5dAXjz6hUQoG8AAYADCw5AuLCAwwICBBDAuLGAAJAhC5g8OYDly5gzBxDAubNnAQFCBxBAunSA06gDCFjNOoBrAbBjy55Nm3aA27gF6A4goLfv3wICBBBAXECA48iTCwjAvLmA59CjQw8QQID16wICaN8uoLt3AQECCP8YLyCAeQHo06tfvz6A+/fvBcifT19+gAAC8gsIwL9/f4ACBAQgWFDAQYQJFS4UEMDhQwERJQoIUFGAgAAZMwrg2NHjx48BRI4cKcDkSZQmAwhgGcDlS5gCBASgWTOAAJw5de7kGcDnzwAChAoNUNTo0QAClC5lKiDA0wACpE6VGsDq1QACtG7l2jXAV7BfBYwVEMDsWbMC1K5lG8CtWwFx4wagW5euAAEB9O7ly1fAXwEBBA8mLMDw4cMBFC9mHEDAY8iPA0ymPFnA5csBNG/mLMDzZ88BRI8OIMB0ANSpVa9m3dq1agGxZcsOUNv27QACdO8WEMD3bwHBhQcgXtz/OHEByZULCNDceQAB0aUHoF7d+nXs2bUHENDdu/cA4cWPDy/A/PkA6QMIYN+efQD4AQQICFDfvgD8+QUE4N9fAEABAgcKCGDwIMKEChcyFODw4cMAEiUKqGgxQAABGjUG6CjgI0iQAUYGEGAyAMoAAlaybBkggICYMmcKCGDzJs6cOAXwDODzpwABAYYOFWD0KNKkSQMwFeBUQICoAqZSpRrgqoCsWQMEEOD1K9iwYsEGKBtAQIC0atemFeDWbYC4cQXQDWA3gIC8evfy5Rvgr4DAAgIQFmD48OEAigUwbhxAAOTIkidTlhzgMubMmgMI6Ow5AOgAAkYHKG1agIAA/6pVC2jt+nXrALIDCKgtIEAAAbp37w4QQADw4AGGCyhu/DhyAQEEMG8uIAD06NKnBxBg/XqA7AEEcA/g/buAAOLHBxBg/jz6AOrVC2gvIEAAAfLnBxBg/779APr37xfgH6CAAAMDCDAYIIAAhQsFBHD4EGJEARMpCghwMYAAjQE4dhQQAGTIAAJIliQZAGXKAAJYsgzwEiZMATNnBrB5E6dNATsD9PT5U0BQoQGIFjVKVEBSpUsDNA0gAGoAqVMFBLB61aoArVsDdPXqVUBYAQHIli0rAC3aAGvZtl0rAG4AuQEE1LV7V0AAvXv56hXwV0AAwQIICwhwOIAAxQEYN/8WEAByZMgCKFcOcBlzZs2bAwjw/DlAaNGjAwgwHQB1AAGrWbcWEAB2bNkBBNSuHQB3AAECAvTuLQB4AOHDBQgIcBy5AOXLlQdw/hz6cwHTqVe3Xj1Adu0CuAfwHkBAePHjBQQwfx59AAHr1wdw/x6+ewECAtSvLwB/fv378wfwDzCAwIEDBRg8iDChwgAMAwh4GCBiAAEUK1oUECCjxo0BBHj0GCCkyJEhBQgIgBKlgJUsWwZ4+VKATAEBatq8GUCAzp08e/oUECCoAAEBihYVgDSpUgEBmjp9GkCAVKkBqlYVgDVr1gBcuwr4CjZsgLFjBZg1GyCtWrUC2rp9Cxf/boC5dOvOFYA3QAABfPsG+As4sIDBhAMYDiAgseLFARo7DiAgsmTJASpbDiAgs+bMAToHEAA6tOjRoAOYPo06teoAAloLCAA7NmwBtGvXDhBAgO7dvAUE+A08gIDhxIkHOI48gIDlzJkHeB5AgPTp1KkHuI49u/bt2AV4FxAgvPgAAsqbP48+vfkA7NsLeA8/foD59AXYv38/gH79Avr7ByhA4EABAQweRJhQoUEBDRsGgBhRwESKFS1erBhAo0YBHT1+7BhApEgBJU0KCJBSpQCWLV26DBBT5kyaNWMKwIkzwM6dAnz+BBpUqNAAAQQcRZpUqYAATQU8hRpA6tQA/wKsXsWaVWvWAF29fhUQVmwAsgEEnEWbVu1atgECCIAbV+5cuAECCMCbN8BevgL8/gUcWPDgAIUNGxaQWHEAxgEEPIYcWfJkygEEXMacWTPmAAEEfP4cQPToAAJMn0adWvVqAQFcvw4gQPZsAQFsBxCQW/fu3AF8CwAeXPhw4sWDB0CeXPnyAAKcCwgQXXp0AdWtX8cuIMB27gEEfAcfPnwA8gEEnD8fQH0AAe3dv4cfH34A+vXt38cvQEAA/v39AwwQQADBggYLBkioMICAhgECCIgoUUCAihYDCMgYYONGAR4/ggwp8mOAkiZPokypcqVKAS5fwgwgUwBNAQFuCv/IqTMAz54BBAANIFSogKJGBQRIKmAp06ZNA0CNKnUq1apWrwrIqjVrgAACvoINIGAs2bEBzqIVoDYAW7YC3sJ9G2CugLp2BQTIm1cAX74BBAAWEGAw4cKGDyNOTFgA48aOH0NuHGCygMoBLl8WoHnz5gCePwsILSAAadICTqNOHWA169auX7cWIFt2gNq2bQvIrXs3796+BQQILlwA8eLGAyBPLmB5gObNBUCPLl1AgOrWr2PPXl0A9+7eA4APL2A8+fLmz6MPoH69gPbu3weIL1+AgAD27wvIr3+/gAD+AQYQOJBgwYICECZMGIBhwwACIEaEGEBARYsXMWYMsDH/gACPH0F6DDCSZEmSAlCmTBmAZUsBAgLElDlzpgCbN28G0LlzpwCfAgIEFRpAQFGjAZAmFbCU6dIAAQRElTqVqoAAV7FmvSqAK9cAXwWEFRs2QFmzZ8sKULt2bQC3b+HGlSuAbt0Ad/EGELCXb1+/f/sGEDyYMGEBARAjFrCYMeMAjyFHFjCZcgDLlzFbFhCAc2fPnAWEFh2AdOkAAlCnVr2ateoAr2HHji0gQO0AAnDn1h2Ad2/fAoADDzCceHHjx40LUL48QHPnzgVEjx4ggADr17FjDxBAQPfuAcCHDy+AfHnz5wOkV69eQHv3AeDHlz9fvgABAfDjF7Cfv4AA/wADCBwoUIDBAAgFKFzIUGGAhwEESJwYoKLFigIyatzIMYDHjx8FiBwZoKTJkyhPClgZoGUAATBjygxAs6ZNmgJy6tyZM4DPAAKCCg1AtChRAUiTCggQQIDTpwGiBhBAtarVAFizCgjAtavXrgIEBBg7VoDZs2cDqF0bQIDbt3Djvg1AN4CAu3cD6N2rV4Dfv34DCBZAmHCAwwEEKF7MWECAx5AjS34soLKAAJgxC9jMeXOAz6A/CxhNurRp0gFSpxbAWkCA17ADCJhNe3aA2wEE6NYdoHcAAQGCBxBAvHiA48iTKw8goHmA59ADCJhOfXqA69gDCNjOvfv2AOADCP8YH6B8eQHoA6hfH0CA+/cCAsifL6C+/fsB8ucXwJ9/AIABBA4kSFDAQQEBFC4MIMDhQ4cBJE4MIMDiRYwBNG4U0FFAAJAgBQQgWTKAAJQpBQRg2TKAAJgxZQagSVPAzZsBdO7kyVPAz58BhA4NIMDo0aMBlC4V0NTp0wBRpQYQUDXA1asCAmzlGkDAV7ACAowlG0DAWbRnA6xlG0DA27cB5M6lW1fAXQEB9AYQ0Nfv378BBAcQUNjw4QCJFQcQICDAY8gCAkymHEDAZcyXA2zmLMCz5wChRY8WULp0ANSpVa8OIMB1gAACZM+mXVt2ANwCdO/mHcD3b98CAgwnLiD/wHHkAQQsD9BcwPMA0aMLoE49wHXs2QMI4C4gwHfw4cWHF1De/Hn06AOsXy/A/XsBAeTPp09fgIAA+fUHECAgAMAAAgUQFBDgYAABChUGaOjwYQABEgUEqGjxIkaMAjZy7OjxI0iOAUaSLGlSQICUKgWwDODSpQABAWbOFGDTZoCcOncK6NkzANCgQocOFWD06NEASpUKaOr0KVQBAaZSrWr1agABWrUG6BpAgIAAYsUKKFs2ANq0aQWwZRvgLdy4cucKqGvXboC8egXw7euXb4DAggMIKBzgMOL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fH8D9e/jx3QsQEMC+fQECAuzn398/wAACBQooaPBggIQKAwhoKCBAAAESJQYQYPGigAAaAwgI4PGjgJAhAwgoaVJAgJQqV7Js6fIlzJUCZgoIYFMATgEBdu4U4DMAUAFChQYIIODo0QBKlzINIOAp1KhPA1CtavUq1qoCtgbo6vUr2LBivQooKyAA2rRqAwho2zZAAAFy5Qaoa/duAAF69/IN4Pcv4MCCAwsoHOAw4sSIBTAO4Pgx5MgCJk8OYPkyZgGaNQcIIODz5wCiR5MOIOA06gD/AQSwDuD6NezYsmfTDiDgtoAAunfz7r1bAHDgAYYTLy7gOPLkxwMwb+5cAPToAaYLqG49APbs2rdjF+Dde4Dw4scHEGDefID06tezVy/gPfwA8ufTF2D/Pn4BAfbz7y8AoACBAgMUDCAAYUKFCAM0dOhQQESJAShWtCgAY8YAGzl2DCBAQACRIgWUNFkyQEqVK1MKcPlSQACZM2kKsHkzQM4AAnj29PkzQNCgAogWFRAAadKkApg2FRAAalSpAqgKCHA1gACtW7cG8PoVbAABY8kKCHAWbdoAAtiyDfBWQFy5c+UGsBtAQAC9egX07RsAMGABAgIUFnAYcQDFixkL/3DsOEBkAZMpTw5wGXNmzAI4dxYQAHRo0QJIlzZtOoAA1QICtHYtQEAA2QEE1K4dAHcAAbsD9A4gADjwAMOJFxdwHHkAAcuXB3DuXICAANOpVw8gAHv2ANu5dw8gAHx48eADlA8gIEB69QEECAjw/r0A+QIC1A8gAH8A/fv3CxAAMIDAgQMFGDwoIIDChQsFOAwAMaJEARQrBriIMWMAARw7ehQQIKTIkSIFCAiAEqWAlQICuAwgIGaAmTRpCriJU0CAnQEE+PwpIIDQoUMFGBUQIKlSpQKaOhUQIKrUqQKqWr0qIIDWrVy3CggANqyAsQICmA0gIG2AtWzZCngL9/9tgLkBBNi1GyCvXr0C+goIADiwYAGECwsIICBxgMWLBTh+DNlxgMmUK1u2LCCzgACcO3MWICCA6NECSpsuHSC16tWsBbh+HSC2bAG0Awi4jTu37t28A/j+DTx4cAHEiwc4jlyAcgEBmjcXAD169ADUq1sPICC79uwBunsXAF5AAAHky5s/jz59gPXs27tvLyC+/PgB6tcXgB9/gP0BBPgHKEDgwAAFDR4MIEDhQoUBHD4UEFFAAAEVLV7EGEDARo4dOQYAGUDAyAAlTZ5EmfKkAJYCAryEKUDmzAA1AwgIkFPnTgE9BQQAGjSAAKICAgQQkFTpUqUBnAYQEFVAAKr/AqwKCJA1gACuAgJ8BRtW7FiwAswKCJBW7Vq2Aty6DRBX7ly6cgXcFRAggAC+fQMIABw4wGDChQMIQCwgwGIBjRsHgBxZ8mTKkQVcFhBA82bOnAV8Bi0gwGjSpU2PFpBaQIAAAly/DiBA9uwAtW3fri1AdwDeAnz7DhBc+HDixY0LCJBc+XLlApw/FxBA+nTq1aULwJ5dO/YAArx7DxBe/HjxAswLCBBAwHr2Ady/hx9f/nz68QXcxy8gwH7+/f0DDBBAAMGCBgkGSKhwIcOFAh5CjPgwAMWKFikKCKBxYwABAgKADClypEgBJk8KCKByJcsAAgLAjClgJs2aAgLg/8ypc6dOAT5/Av0ZYChRogKOCgigdKmApgGeQo0qFaqAqlYDYM2qNYCArgICgA0bQADZsmQDoE2LVkCAtm7fCogrd67cAHbv2hWgV2+Avn4FAA4geDDhwoMFIE4cYDHjxgEEQBYQYHIAAZYvYw6geTPnAAI+BwgdWgBpAQFOC0itOgDr1q5fuxYgOwDtAAJu4w6ge/duAb5/BwgufHgAAcaPIxcQQADz5gGeBxAgXUCA6gKuY88uIAB37gK+fw8gfjz58uIFoEcfYH0AAe7fB4gvf76A+gIC4A8gQECA/v4BChA4kKCAAAEEJBQQgGEAAQ8fBpAogGJFiwICZMwogP8jxwAfBYQUGYBkyQACUKYMsDKAAJcvA8SUOZNmTAE3A+TUKYBnT58CAgQQMFRAAKMBBCRVGiCAAKdPoQoIMHWqAKtWA2QVsJVrAK9fBYQVKyBAWQFn0QoIsJZtW7drBcQVEIBuXQF38eYNEEBAXwEBAAMWMHhwAAGHER8OsJgxYwGPBQSQHEBAZcsCAmTOLIBzZ84BAggQPVpAANOnUac+LYB1ANevAwiQPXt2gAACcAsIsHu3AN+/gfsOMJx4cQHHjwdQHkBAc+cCAkQPIIB6devXqwfQvp179+0CwAsIMJ58AAHn0Z8PIIC9gADv4b8XMJ8+/QD38eMXsJ+/gAD/AAMIFECwIMEACAUoXMiwocOHASJKlCigosUAGDEK2BigY0cBIEMGGEkygICTKE8GWMmSpYCXMAUEmDlTgM2bAgLoFMCzp8+fQIMGGEq0aAABSAUEWLpUgNMAUKEKmEo1gNWrVgVo3SoggNevYAWIHRugbFkBaNMKCMBWgNu3AgLIDSCgrt27eAUE2Mu3b18BAQIHEEC4cOEAAhIrFhCgsePHAiIHmEy58mQBmDMH2BxAgOfPAUIHEECadIDTqAMIWM26tesAsGPLnh1AgO3buG0HEMC7t4AAwIMLH058uIDjxwMoVy6gefMA0AMImC4ggPXr1wVo386de4Dv4MOL/w8goLz58+jRB1jPvr2A9wICyJ9PX76A+/cD6A8goL9/gAEECiBIMMBBhAcFLGTY0GEAiBElTgwgwOJFjBkzBuDYsaMAkCEFBAggwGQAlCkFCAjQsqUAmDADCKBZs2YAnDlxCuDZ06fPAEGFDiUaQMBRpAGUCmDa1CnTAFGlShVQ1erVqwG0buUaQMBXAQECCCBbtmwAtGkDCGDbVkAAuHHlzqULV8BdvAH07tUrwO9fvwEEDxYswPBhxIkFBGDc2LEAyAICBBBQ2fJlzJkrB+DcubMA0AICjCZNWsBp1AFUr14twPVr1wFkzw4gwPZt3LkFBODd27cA4MADDBdQ3P/4ceTJBQRg3ty5AOgBpE+nLsD69QDZtWsX0N27gADhAwggX978+fIB1K9nH0DA+/cB5AugXz+AAPz59esP0N8/wAACBwoQEOAgwoQBBDBsKCAAxIgQBVCsGOCigIwZAwjo6PGjxwAiR44UYPKkgAAqBbBsGUAAzJgCAgioaTMAzgACAvDsGUAA0ABChxIVYPTo0QBKlwpo6jRAAAFSpwYQYPUqVqsBtnLdKuAr2K8BxgYQYPZsAAFq1woIIODt2wBy5QoIYPduAAF6BQToG0BAgMCBBRAuXDgAYsQCFi8O4FgA5MiSJ08OYNmygMyaNwfoHEAA6NCiRQcQYNp0gNT/qQUICOD6tYDYAgLQrl1bAO7cugPwFuD7t4AAwgUQL268eIAAApYzDxBAAPToAaZTpy7gOvbs2rUH6N5dAPgA4sULKG8+APr0Atazb78+AHwB8gUEqF9fAP78+vEH6N8foACBAwkKDHAQ4UEBCxk2dPhQQACJEgVUFBAAYwABGzkG8OhRQEiRI0MGMBlAQMoAK1cKcPkSpoAAM2kGEHATZ86bAXj25CkAqIAAQwUUNXoUaQClSgU0bRpAQFSpUQNUrSoAa9YAArhyDfA1gACxYwUEMBtAQFq1aQO0dRtAQFy5c+MGsHvXrgC9AgL0DSAAcGDBggMUNixAQADFAQQ0/3YcAHLkAAIoCwhwGXPmywI4dw7wGXQAAaNHBzB9WkBq1atVB3D92rUA2QIC1LZdW0DuALt59/bdW0Dw4AGIFzd+HLlxAcuXB3D+/LkA6QECCLB+HXuAAAK4cw/wHTx4AeMFBDB/Hn169evNC3AvIEB8+fPp158vAD/+APv59w8AUIDAgQQFBjgYQIBChQEaOmwoIGLEABQrWryIMWMAARwFBPgIMqTIkSEFmDQZIKXKlQEEuHwJ82WAAAJq2gyAM2cAATx7CggANKjQoAIEBDiKNOlRAUyZBngKNarUqVAFWL0aIKvWrQK6ev36NUAAAWTLBjiLNoCAtWwFBHgLV/+A3Ll0BQS4izevgL17A/j9CziwYL8CChsOgDix4gACGjt+/DiAgMmUBQS4jDmAgM2cNwf4LCC06NGiA5g+bVqA6tUCArh+7VqAgAC0a9uuLSB37gC8e/vmLSC48OHDAwg4jlxAgOXMAwh4Dv15gOkCqlu/bj2A9u0BBHj/7j2A+PEBBJgXECC9+vUC2rsXECC+/PnxBdi/LyCAgP37A/gHKEDgwAAFDQYQkFBhwgANBTyEGBFiAIoVBVzEiDHARo4cBXwUEEDkSJECTJ4MkFLlSgEtXboMEFPAzAA1awrAiTPATp4BBPwE+jPAUAFFjR41GkDpUgFNnToNEFXq1ADCAqwGwJpVwFauAbx+BStA7FiyAcwKQBtArVoBbd0GgBs3gAC6dQPcDSBA716+egP8BRxAwGDChAMcRpw4gADGAgI8fixA8uQAlS1bFpBZ82YBATwLAB1A9GgBpU0HQJ1awGrWAVwHEBBb9uzYAWzfFpBb9+4AvX3/DiBAuIAAxYsLQJ48wHLmzAU8hx5dQADqAqwHwJ5dwHbuAbx/FxBefADyAQScR5/+fAD27QW8hx8/wHz69QMIwC8gwP79AvwDDAgAIfkEAAEAAAAh/wtORVRTQ0FQRTIuMAMBAAAALBQAEgBsAGwAh////4GBgX5+fhkZGTMzMwkJCQAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAA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TZkwBNW3exFkzQAABPQUEABpU6FCiRYsKQJo0aQCmTQU8hRo1wFSq/wEEXMWaVUAArl0FfAUbVuzXAGUFnBUQQK1aAQICvIUbV65cAQIC3MUbQMBevn0D/A0gQPBgwgICHEYsQPFixgICPA4gQPJkypUpBwggQPPmAJ0FfBYQQPRo0qVHC0AtIMBq1gJcv4YtIEAAAbVtBxCQO3cA3r0F/AYe/HcAAcWNH0eePEAAAc2dCwggQPr0ANWtX8ceQMB27gG8excQXvx4AQECCECfPoAA9u0DvH8vQP58+vXt368fQL8A/v0FAAwgYCDBAAYPIkwYQADDhgEePhQgcSLFABYvYgwgYKOAAB4/fhQgUmSAkiUFoEypcqWAAC5fBhAgc2aAAAJu4v8MoHMnzwACAgANIGAoUaIBAghIqjQA06ZOnwqIKiAA1apWr14VoFVAgK5eAwgIG2As2bICBARIm1YAWwEB3sKNK2Au3QB27QrIq3dv3gB+/wIO7FcA4QCGDyNOrHgx48aLBUAOIHkyZQGWL18OoFkA586eBQQILXo06dACTgdIrXo169auWQsIIHt2AAEBbuPGLWC3gAC+AwgIIHy4cAHGjyNPnjwA8+bOnzMXID0A9QACrgsIoH079+0CBAQILz68gPICAqBPLyAA+/YBBMCPLyAAfQECAuDPj18A//7+AQoQOJAgwQAHESY8KIAhwwACIEIMMHGiAIsBMGIUsFH/QACPHgWEFDmSZEmSAVAKEBCAZUuWAmDGlDmT5swAAQQICLCTpwCfP4H6DDA0gACjAZAiFbCUaVOnT6FGDRBAgIAAV7FeFbCVa1evX7sGECuAbACzZgWkVbs2bQC3AQTEDTB3rgC7d/Hm1buXb4AAAgIEFixYQGHDhQMkDiCAcWPHjANEjiyAsoAAAQRk1rxZcwDPAQSEDjB6tADTp1GnVr2adYAAAgLElh1bQG3btQPk1i2Ad2/fAYAHFzCceHHjxQMkDyBAQADnzwVElz49QPXqArBn176dO/YA38F/FzA+QHnz58sLUL+efQD37wXElz+f/vwA9wMIEBCAf/8A/wAFCBwoMIDBgwYFKFzIsKHDABAjQhRAMYBFARgDaNwooKPHjwFCihRAsqTJkycDqBQgIIDLlwEEyJwpM4DNmzgF6Ny5M0AAAUCBBhgqIIDRo0YFKF26NIBTpwKiSp0qIIDVqwKyatUaoGsAAWDDBgggoKyAAGjRCljLdm2At3DfCghAl66Au3gFBNjLl68AAQECCw4soLDhwgESKxYgIIBjAZAjB5hMWYDly5YDaNYsoHPnAAJChw5AOoCA06hPB1jNmrWAALBhC5hNW0CA27hxC9i9O4Bv3wKCCxceoHhxAQGSJxfAvHmA588FSJ8uIID16wEEaN/OPYD3AALCi/8XEKC8+fMCAqhfL6C9+wDw48sXQJ9+gPv3Bejfrz+Af4ABBA4UKMDgwQAJFQpg2DDAQ4gRHwqgSDHAxQACNG4UEMDjR5ACAowkKcDkyQApVa5MKcBlAJgwBcykKSDATZw5cQrgKSDAT6BBhQ4lSlTAUaQBlC5l2rSpAKhQA0ylWlXA1QBZtW7l2tXrV68CxIoNUNbsWbRoBQgI0DaAALhxA8ylWzeAALx59QoI0FfAXwEBBA8mPFhAAMSJFS9OLCDAY8iQBUyeHMDyZcyZMwvg3Nkz5wChRY8OLcD0adQBVAtgzTrAa9ixZc+mDVtAANy5cQvg3VtAAODBhQ8nLsD/+HHkAZQvZ65cwHPo0QNMF1DdevUA2bVvDyDAewDw4cWLFyAgwHn0AQSsZ88+wHv4AgLMpy/AfgD8AvTv1x/AP8AAAgcSFCjgIEKEAQIIaOjwYYCIEicKqFgxAMaMGjEK6BjgYwABIkeSFBngpICUAgKwDCDg5csAAQTQpBngJk4BOnUG6OnTp4CgQgUECCDgKNKkAZYyZSrgKVQBAQIIEBDgKtYAArZy7eq1a4AAAsaODWA2gIC0aQMEEOBWQIC4cgMIqGtXQIC8evUK6Ns3QAABggcTDmD4MGIBihUHaBxAgIAAkicLqCwgQAABmjdz5hxAAGjQAUYHEGBaQIDU/wEEsA7g+rWA2LIFBKhtu7aA3LoFBOgt4Dfw3wGGEy8eQAByAQGWLxcgIAB06AKmCwhgPYCA7AICcBfg/Tt4AQHGjxdgXkCA9OkFBGjvXgD8+AIC0K9fXwB+AQH2898vAKAAgQIDFDR4sKAAAQEYNhQgIEDEiAIoCghwMYAAjQE4dhTwESTIACNJCjAZAGVKlSgFtHQZAGZMmQJoBrB5E6cAnQIC9PT586eAAEOJChAQAClSAUsFBHDqVICAAFOpBhBwFauAAFu5BhAgIEBYsWMDCDB7VkAAtWvZCnArIEBcuXMF1BUQAG9evXgF9A3wF7AAAQEIFxYgIEBixQICNP923FhAZMmRA1S2LEBAAM2bOQcQ8Bm0gACjSZcWcFpAANUBBAgI8Pq1ANkBaNe2TVtAbgEBePMWEAB48AACBAQwflxAAOXLlQtw/tx5AOnTqVMXcD1AAAHbuQsI8B18eAHjBQQwH0BA+gDr1wsI8B5+/PcC6NMPcB9/fv37BQTwDzCAQIECCho0GCChwoUJBTh0GECAxIkCAgQQgBFjgAACOnoMAFKAyAAkS5osKSCAygACWroMADOmzJk0awYQgDNnzgA8e/rkKSBo0AACihoVEECA0qVMmQZ4KiBqgKlTBQS4ihWrgK1cuQb4Cjas2LFiBZg9i9ZsgLVs264VABf/bgABdOvatRsggIC9AgL49SsgcIDBAgoLCIA4MWIBjBs3DgA5suTJlCELuIw58+UAnAMI+BwgtOjQAkoHOB1AgOrVrFUHeA079msBtGvbDoA7N24BvHvzDgA8eHABxIkHOI4cuYDlzJsvDwA9gIDp1KsLCIA9e3YB3Lt7FxAgvPjx5AWYPy8ggPr1AQS4f/8+gPz58gXYvy8ggP79+gX4ByhA4MCBAQwGEJBQ4cKEARw+fChA4sSJASxexJjxogCOHQN8/ChA5EiSAgKcRClA5UqVAVy+DCBA5kyaMwPcDCBA584APX0KACogwFABRYsGQBpAwFIBAZw+hRrVqQCq/1QDXA0gQOtWrloDfAUrQOxYsQHMmhWQVu1atgHcBhAQN24AunUDCMCbV6+AAH39CgAcWHAAwgEEBECMWMDixQEcBxAQWfLkyAEsXxaQWbPmAJ0DCAANOsBo0gJMCwiQOoAA1qwDvIYdQMBs2rUFBMCdW8Bu3r13BwAeHLgA4sQDHBeQXHmAAAKcOw8QPboA6tWtB8AeQMD27QG8fxcQXkAA8gEEnD8fQP36AALcv4cvIMB8+gLs38ePP8B+/gL8AxQgIABBAQYFBEiocGFCAQ4fQhQQYOJEARYFBMioMaOAjgE+fhQgUkCAkiYDCEiZMkAAAS4DwIwJUwDNmjZrBv/ImVMAz54+eQYIKnRoUAFGjyI1GmApUwECAkCNKnUqVQECAmDNKkBAgK5ev4LtKmAs2bICAqANIGAt27ZsA8CNKxeugLp1A+ANIGBvgL5+/wIOLDiAAAEBDiNOrHixYgGOH0MOIDmAgMqWL1sOoHkzZ80CPn8OIFq0AAEBTqNOrXq1AAEBXsMWICAA7dq2b+O+LWA3794BAggILjyAgOLGiwdIrnx5AAHOnweIHl1AgOrWAwgIoH07d+0CvgsIIH48+fLmywsQEGA9ewHu38OPLyAA/QAC7uO/H2A///4CAAoQODBAQYMHAwgQEIBhwwACIEaUGIBiRYsXMVIUsJH/Y8cAHz8KEDmSZACTJwMIULlSZQCXLwMIkCkgQAABN3EG0LlTQE8BAYAGFTCUaNEAR5EmRSogQFOnTQVElTpVQACrVgVk1ao1QFevXgWEFSs2QFmzAgKkDSCALdsAb+EKkCs3QN26AvDm1Ys3QF+/fwEHFjCYcOEAhxELULxYQADHjyE/FjCZMuUAlzFnDiBAQADPnwMIEC0gQGnTAlCnVr06QGvXr2EHEDCbdm0BAXDnxi2At4AAv4EHF/5bQHHjxQMkV76cuXIBz58HkD5dQHXr17FXD7Cde3fuAsCHFy8gQHnz5wMIEBCAfXv379sLkD9fQAD79/Hnvy9AQAD//wADCBwooKDBAAgDCFjIsOHCABAjCphIcWKAixgzatzIsaOAjyAFBBhJsqTJkygDCFi5MoBLlwJiypwpM4DNmwJy6hQQoKcAAQGCCh1KtKhRoQKSKhUQoKlTAVCjShUQoKqAqwICaN3KVYDXr2DDfg1AtmwAAWjTBgggoK2AAHDjyoUrQECAu3cF6A3At6+AAIABCxgcoHBhAYgTK0YcoLGAx48DSJ48WYDly5gzZw7AmbOAz6ADBBBAmnSA06hTBxDAOoBrAbAFBJg9W4DtALhxCxAQoHdvAcCDCwceoLiA48cDKF++XIDz5wICSBdAvbp1AQGyZxfAnXuAAALCi/8PQL48eQHoBQRYH0CAe/cB4scXEKC+fQECAugPIKC/f4ACBA4UGCCAAIQIAyxkyFDAQ4gCAkwUUNHiRQEBNAYQ0LFjAJACRIoMUNJkSQEpBQRgyVLAy5cBZM6kKVPATQEBBOzkGcCnAKBBAwggWjTAUaRHBSxlKiDA0wACpE4NIMCqgABZAwjgyjXAVwFhBQQgW5asALQCAqxlG0DA2wBx5c6VK8DuXbwCAuwNIMDvX8ACAgwmTFjAYcQCAiwW0NixgAABBAgIULmyAMyYA2wOIMBzANChBYwmHcD06QACVAdg3dq1ANixZccOULu2ANy5cwfg3du3AODAAwwnLsD/+PEAyZUrF9DceQDoAQQICFDdegAB2bUH4N49gADwAgKMJz9ewHn06dEHYN8+gAD48eEHoF+/vgD8+QUE4M9fAEABAgUGKGjwoICECQMwDCDgYYCIEgUICGDxIsYAAjYKCODxo4CQIkeSDGDyZAABKgUEaOnyZUsBMmfODGD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AgI8CAogUKUBAgJMBBKhUGaClgJcwXwaYKaCmgAA4c+oUwFNAAAFAgwodGqCoUaMCkioVEKCp06cCBASYOlWAgABYsQrYujVAAAFgA4gVK6Cs2QAC0qoVEKCtgLdwBQSYS5eugLsCAgjYyzeAXwGAAwMOQLhwAAGIEyMOwLhxYwEBIksWICCAZcsCMmveHKCzZwGgQ4sOHSCAgNOoUwdYzbq1gNewXweYLaC27doBcusWwLu3bwEBggsPICCA8eMCBARYzlyA8+fPA0ifLqC69evWAwjYzr379gDgw4f/F0C+vPnzAdKrXy+gvfv3AgLInx9AQID7+AUICMC/vwCAAgQOFBjA4EGDAhQuZNjQIcMAESVGFFDR4sWKATRuDCAgwMePAkSOJCkgwEmUAQQEYNlSgIAAMWUGEFDTpoAAOXXuFNDT50+gQX0GIFqUqACkSZUiDdDUaQABAgJMDSDA6lWsAgJs5RpAQACwYQUICFDWbAABadMGYNvWLVsBceUGEFDX7l28dQPs5ctXwF/AgQUEIFw4gAABARQHENDYsYAAkSVPDiAgwGXMAQQE4MxZwOcAoUWPJh1AwGkBAVQHENDa9WvYrQPMpl1bwG3cuQPs5i3A92/gAgIMJ16c/7gAAQGULw8gwPlz5wGkT6dePYAA7AG0bxfQ3ft38N8DjCdPXsB59OnTBxDQ3n37APHlz58vwP59AQH0C+Dfnz/AAAIHEiwYQADCAAoXCmgoIEAAARInUqwY4CJGjAI2cuzo8aOAACJHkgwg4CTKlAECCGjpsmWAmDJn0owpQECAnDoF8Ozp8yfQAEKHChVg9CjSpEYDCGjaNADUqFEFUK1q9SpWAQG2chUgIADYsAICkC1bVgDatGrXBmjbVgDcAHLnBhBg9y7evAIC8BXgV0CAwIIFEC5s+HDhAIoDCGgc4HEAAZIlB6gcQICAAJo3bxbg+TPo0AFGkxZg+jTq1P+qUQdoLeC1gACyZQuobfs2btsBdvMW4FtAAAHChwcoHkAA8gDKlwcQ4Pw59OgCAlCvLuA69uzat2MP4D2AgPACApAnL+A8+vToAwQQ4D4A/PgC5tOvPz8AfgH6A/DvLwCgAIEDBwYwGEBAwgALGQpw+BBiRIkOA1S0KABjAI0bBXT0+FFAAJEjSYoUcBJlypMBWApwGQBmAAEzadYUEABnTgECAvT0KQBoUKFAAwQQcBTp0QBLmQYQ8DRAVKlTowqwKiBAVq1btQrw+hWs1wBjAwgIcDaAALVrA7R1+7atAAEB6NIVcBdvXgEB+PIVICBAYMGDAwswLCBAYsWLGTf/dhxAQGTJkwUEsHxZQGbNmgN09vy5swABAUiTFnAadWoBAVizFiAgQGzZs2MLsC0gQG7du3n39r1bQHDhwQMUN15cQHLlAZg3d85cQPQA06cLsC4gQAAB27cH8O5dgIAA48mXHy8APfoA69m3DyAAPvwA8+nXtx9AQH79AgL09w8wQAABBAkGOIgwgAABAQIIePgwgMSJAgQEuHhRgMYAHDkKEBAgZEgBAUqaFIAyZYCVLFkKeAnzZYCZNGvWFIAzp4AAPHv6DCAggNChAQQYPYo0gNKlAgI4fSogqoAAVAVYDYAVqwABAbp2FQA2rIAAZMsGEIA2bdoAbNu6fSsg/65cAQHq2r2L166AvXz7BvgLWECAwYQDCDgcILGAxQEaNxYQILJkAZQpB7iM+bKAzZw5B/gMOrTozwJKmw6AOrXq1akFuH4NO4Ds2QIC2L4dQIBuAQEE+BYQILjw4QKKGw+APDlyAcybMw8APbr06dQFWL8eILv27dwDCPgOHnyA8eTLmw8gIL369AHau28vIL58AQHq268vIL/+APz7+wcYQOBAggUDCECYUEAAhg0dMhQQUWLEABUtXsSIUcBGAQE8CgApIEAAASVNlgyQUmUAAS1dBoAZU+ZMmjQF3MQpIMBOnjwF/AQaNMBQokWNHhWQNMDSAAKcCggQNYAAqv9VBQTAmjWAAK5cA3wFG1asAAEBzJ5Fa1bA2rUB3LoVEFdAgAAC7N61G0DvXr59/f4VEFhAAMKFBRxGfDjAYsaNHT9eLECygACVLQsQEECzZgGdA3wOIEC06AClBZw+HUC1agGtXbcOEFv2bNqxBdwWEED37gACfP/2HUD4cOLEBRw/HkC5AOYCAjx/LkB6AOrVBQTAHkDAdu4BvAcQICDA+PECzJ9HLyDAevbt3a8XED/AfPoBBNzHjz/Afv799wMUIHBggIIBBCAMoFChgIYBHkKMGEAAxYoBLgYQICAAR44CPoIMKSAAyZImT5IUoDIAy5YBBMCMCTMAzZo2bQr/yCkgAM+eAgQECCpUgIAARo8iDSBg6dIATp0KiCogAFUBVq9iFRBgK9euXrcKCBtgLNkAAs6eDaB2Ldu2agXAFRBgLl0BAgLgzSsgAN++fvsKCCwgAGHCAg4jFhAggIDGjh0HiCx5MuXKlAVgxhxgM+fOnjsLEBBgNOkAAgKgTq16NesAAgQEiC1bAO3aAgLgFqB79+4Avn8DDy4cuIDixQMgT658OfPmAgJAjy59OvXq0AVgzx5g+3YB3r+DDyB+PPny5scLSJ8+APv27t/Dhy9AQID69gUEyK9/P//+AgAKECggQEGDBQUkVKgwQEOHDyE2FBCAYkUBFzEKCLCR/2NHAR8/BhA5cqQAkwICpAwgQEAAly9fCpA5M4AAmzcFBNC5k2dPngKAAg0wlGhRogIEBFC6VEBTpwICRJUaVUBVqwGwZg0ggGtXr1wDhBUbVkBZs2fPBlC7Vq0AAQHgxpUrgC7dAHfx5g0ggK+AAH8BCxA8WEAAw4cNC1CsOEBjxwEERJY8WXIAy5cDCNC8mXPnAJ9BfxYQgHRp0wEEpE4dgHVr169hC5AtO0Bt27dx5xawm/fuAL9/CwgwnHgAAceRJ1cuIEBz58+hPxcwfXoA69exZ9cuQEAA79/BCwgwnnz5AALQp0cfgH179+4FxJc/n359AQHw5xcQgH//AP8ABQgIQLCgwYMIBSgUEKChQ4cCIgoIQLFiRQEYM2IMwLGjR48CQooMEECAyZMoUwoIwDKAgJcBYsoUEKCmTZsCcgbYyXOngJ9AAwgdOlSAUQEBkipVKqCpU6cBokqdKlWAVasBsgYQwLWr168CAogVICCA2bMBBARYy1aA27cB4soVQLdu3QB48+IVwJdvgL+A/woYTLiwYcIBEgcQwJhxgMeQBUieTLmygACYM2MWwFlAgM8CQosWHaB0AAGoU6sOwLq1gNewYQeYPVuAbdsBAgjYzbs37wDABQgXHqC4cQHIkytfLiCA8+cCokufTl16gOsBBGjfzj2Ad+8Cwov/Hx8+QAAB6NEHWC+gvfv37gPIDyCgvoAA+PML2M+ffwCAAQQMHBjA4EEBCRUuZLgwwEMBESVODFDRogCMGTVuxBjAo0cBIUWODBnAZAABKQOsZBlAwEuYMAPMFFBTQACcOQXs5NnTZ88AQQUMJVpUQACkSAUsZdrUqYAAUaUGEFDV6tUAWbMK4BrA69cAAsSOHRvAbAABaQOsZSvA7Vu4cd8GoBtAwF28eQUE4NvXrwDAgQULCFDYcAABiRUnDtDYcQABkQNMphxAwGXMlwNs5iwgwGfQAQSMJl16dADUqVULYB0ggADYsQPMpl1bwG3cuQPs5s1bwG8BAYQPJx5A/0AA5MkDCGDevHkA6NGlTxdQ3br1ANm1b88uQEAA8AEEjBcQwPx59AEErGffPsB7+O8FzJ8fwP59/PnvC+Df3z/AAAIHEiwo4CBChAEWMmy4UICAABInCghg8aKAjBo3chQQ4CPIjwJGCghgUgDKACpXsgwg4CXMADJn0qxZUwDOnDpxBggg4GeAoEEFCAhg9ChSowKWMm3qdGmAqFIDCKhaNUAAAVq3Cgjg9WsAAWLHCghg9mwAAWrVBmjrtq2AuHLn0pUb4G4AAQIC8O3rl6+AwIIHExYQ4DDiwwIWLw4QQADkyAICUK4cQADmzAE2cw4g4DPoAKJHBxBgWkCA1P8CVrNuvToA7AACBASobft2bQG6dwcQ4Pv37wDChwsXYFxAgOQBBDBnHuA59AACplMXEOA69gACtnMP4P17AAHiBQQoL+A8+vTnA7APIEBAgPjy58sXYF9AgPz69QsI4B9gAIECBRQUEABhQgECAjR0GEBARIkTBQSwaFFARo0BOHYMIACkgAAjBZQ0ebJkAJUBBAgI8BKmAAEBaNYUEABnTp07cQrwKSBAUKFDiQYQcBRpAKVKBTQVEACqAKlTA1S1WlVA1gBbBXT1+lVAALFiBQgIcPasALUB2LZ1+xYuWwFz5wawexdvXgF7+QoI8PevAMGCAwQQcBhxAMWLFQv/cBwAcgABkwNUDiAAcwDNmgUICPD5swDRAgKULi0gQGrVq1cLcP36dQDZswMIEBAAdwABu3cH8P3btwDhw4kLD3AcuQDlAgI0d/7cuQABAahTFyAgQPYAArhzD/A9gAABAciXDyAgQPr0AtizDxBAQHwBAejTF3BfQAD9AQT0DwAwgECBAgIYNCggYcIADAMIeAgxYoCJFCtSFBAgo0YBHAN4FAASZICRAQSYDIASpYCVAVoGEABTQICZAmrWDIBTgE6dAXoGECAggNChAooGOBpAgFIBAZo2FQA1qtQAVKtarSoggNatAroG+CogbNgAZAMIOBsgbQABbNkGeCsg/66AAHQF2LUbIK+AvXwD+BUgIIDgwQIKBzgcQIBiAQEaNxYAObLkAJQrW758WYDmAJwFePYcIHQAAQICmD4tILWAAKwFuBYQILaA2bMD2BaAG3eA3bsFBPj9W4DwAMSLCzgeIHlyAcybOw8APbr06dMFCAiAPYCA7dwDeBcgIID48QLKmz9fPoCA9esDuHcvIH6A+fTrBxCAX0CA/fwF+AcYQOBAggIFHAyQUOFChg0XCoAYUWIAihUrCsCYMcDGAAI8CggQUuR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D6N+vX4B/gAIEDiRY0KCAAAkVBhDQ0OHDhgEkTgwgQEAAjBgFbOQYwONHkAIEBCBZ0qRJASkDrGTZ0qUAmDEDCKBZ0+bNmgF07tQpwOdPoAICDCUaQICAAEkDCGDaNMBTqFEDCKAawOpVrFYFbA3Q1etXsAEEjBUQwGwAAWnVrmWbNsBbuHAFzKVbV0AAvHkF7A0QQMBfwAEEDyYsWMBhAQEULxbQ2HHjAJElT6YcQMDlAJkzC+Dc2fNnzgFEjyYtWsBp1KcDCGDd2vXrALFlz5YtwPZt2wECCODdm3cA4MGFDxdQXP9AAOTJBSwXECCAAOjRpU8PUN16dQHZtW/n3j17APDhxQcQUN78+QAC1K9fH8D9e/jxBcwXEMC+fQH59e/nH8A/wAABBAgIYPCgQQEKFzJsKCAARAESBQSoaNGigIwaN3LsKCAASJACRgYoaVJAgJQqVQpo6fIlzAAyZQqoGeAmTgE6d/LsKSAAUKAChgYoalQA0qRKlyoNEEAAVKgBpgqoWjUAVqwCAnDt2lUA2LBixQYoazaAgLQBAgho6/Yt3LcB5s4VYDcAXrwC9vLt67dvgMABBBAWECCAgMSKAzAOIEBAgMiSIwuobPky5gCaNwcQ4Pkz6NCiPwcoXVoA6gD/qlULaO36NWzXAWbTFmBbQAABuncH6B1AgIAAwocHEGD8OHIBAZYLEBDgOfQAAqZTr279+vQA2rcL6B7g+3cB4seTHx/gPPr05wWwb+9eQID4AQQEqG9fAP78+gPw5y8AoAABAQgWFHAQYcKDAQQ0dOgwQESJAQRUDHARo4AAGzkK8BgAZEiRIwWUNHkyQMoAAgK0DCAAZsyYAWjWrClAQACdOwX09PlTQAChAQQICHAUadKjApgKCPAUalSpU6lCFXAVK9YAW7lyFfAVbACxY8mKFSAgQFq1Ati2dRsALlwBAgLUtXu3rgC9egP09fsXcGDBfgUUNlw4QGLFigU0/24cAHJkyZAFVA5wGbMAzQECCPDsOUBo0QIClDZ9urQA1asDtHb9OoAA2bID1LZ9+7YA3bt1B/D9+7cA4QICFDcuAHly5QGYNxcQAHp0AdMDVLd+vbqAANu5C/D+XUAA8ePHCzB/XkAA9evZsxfwHr6AAPPp17dfX0B+/fsD9PcPUECAgQQFGAyAMKFChAICOHwoIKJEAQEqWqwoIKPGjAE6evz4UYDIkQICmDyJMiVKASxbugwAM6aAADRrBhCAM4DOnTx77hQAFGiAoUSHCjiKFGmApUybOg0gIKrUAFSrWr1qVYDWrVwDeP0KFqwAAQHKmj2L1qyAtWsDuH3rVv+A3LkCAti9izevXgF8A/j9CzgwYAGECxsOgDix4sWMEQsIADkyZAGUKwsIgDkzZgGcOQf4DDq06NGkAwg4LSCA6tWsVwt4Dft1gNm0a9u+LSC37t0Begv4DVxAgOHEhws4fjyA8uXMmzt/HkCAdOkBqlu/HkCA9u3aA3j/Dj68+PACypsPgB69gPXsBQR4Dz+AgPkB6tu/jz+/fvsC+gsAGECgQAEFBQRAKEDhQgEBHD6EKCDARIoVLU4UkFFAAI4dAwgAGRJkAJIlTZ5EWVKAgAAtXQoIEFOmAJoBbAYQkDNnAJ4CfP4UEEBoAAFFjQoIkFTpUqZJBTx9GkDqVAH/Va1WDZBV69atArwKCBA2rACyAcyaFZA2wNq1AgQEgBtAwFy6AewGEJBX716+egP8BRxY8F8BhQUEQJxYwGLGiwM8hhw5sgDKAgJcvixAcwDOnAV8DhBatIAApQMIQJ06wOoAAly/hh37dQDatW3fpi1At4AAvX0LAB4ceADixY0bF5BcQADmzQUICBA9ugDqAaxfFxBAewAB3b0HAB9AwHjy4wMIQJ8+fQD27d2/by9AQAD69QMIwJ8/wH7+/f0DDBBAAMEABg8KEBBgIUMBAR5CjAhRAEUBAS5eFKBxo8YAAj6CDBlgJMmSJk+WFKBSZYCWLl/CjClzJk2YAm4G/8iZUwDPnjwDABUgdCjRAEaPIk2q9KiApk0DQI0qdSrVqgICYM2qdSvXrgEEgA0LNgBZAWbPohUQYC3btm7fshUgV26Aunbv4s2bV4CAAH7/CgggeDDhwoUFIE6cOABjAY4fQw4geTLlypMFBMisWQDnzgICgA4tWgBp0gFOo0YtYLWAAK4DCBAQYDbt2gEEBMidWwDv3r0DAA8gIADx4saJC0guIADz5s6bCwggfXoAAdavCwigfbt2Ad6/BwgvPryA8ubPCwigfr16Ae4FBIgfQAD9+vQD4M8vQECA/v4BBhAoUEBBAQEQJlSYUEAAhw8DCJA4UUAAixctCtCoMf9AR48BBIQUOVJkAJMnAwhQqTJAywACYMYUEIBmzQACBATQuZNnAAE/BQQQOpRoUaMCkCYNsJRpUwEBoEaNKoBqVaoBsGIVEIBr1wACwIINMDaAALNnzQZQu5ZtW7dv4b4VMDdAXbt38eYNIIBvX74BAAcWLFhA4cIBAghQvJhx4wCPHwuQHIByZcuXMWcWsHlzAM+fPwsQLSBAadOmBaRWnTpAa9evXwuQPTtAAAG3cefWLSBAbwG/BQQQPlxAAOPHAwhQrjxAc+cBBESXHj1AdevVBWQXEIB79+4CwIcPH4B8efPkBaRXH4B9AAHv4ceXLyBAAAH3BQTQv19AAP//AAMIFECwYICDBwUoXMgwgMOHAQRInBigosWKAjJq3MhRY4CPAQSIFBmgpEkBKFOqXIkygMuXLgXIDEBTgM2bNwPoDCCgp8+fAYIKFUC0qNEASAMIWCoggFMBUKNKjRqgqoCrVwNo3RpAgNevYMMKCECWrICzaNOqRRugbQABcOPKDUC3roC7ePMKCBBAgF+/AQILGEy4MOEAiAUoVhygseMAAiJLFhCgsoDLmANo1iygs+fPoD8HGC2gtOnTAVKrFsC6tevXrAPIli2gtu3btQPoFsCbd4DfwAMIGE5cQIDjAQQoFxCguXMB0KNLny49gHUB2LNrFxCge3cB4MOL/x8vIID58wEEqF/PPoD7AALixw9Av76A+/jvB9gfQIB/gAICDCQowOBBhAkPBmAYQMBDiBEFBKBY0aIAjBk1BuDYkaMAkCEFBCBZMoAAlAICrGQZQMBLmC8DzJwpwGYAnDkDCODZ06eAAEGFDhVQNEAAAUmVBmDa1GkAAVGlSg1Q1erVqgICbOXaVYCAAGHFBhBQ1qzZAGnVrmUbQMBbuG8DzKVbd64AAQH0BhDQt28AwIAFBCBMWMBhxIgDLGbMWMDjAJElT6Y8WcBlzJkDbObc2XMAAaFFhw5Q2vTp0gIEBGDd2nVrAbEFBAggwPZt3AF079YtwLeAAMEFDB8ewP/48eMClC8P0Nz5c+jRBUynXj3AdQHZA2zfLkBAAPDhxYMXUN58AAHp1asP0N59ewHx4wcQUN9+/QD59QcQ0N8/wAACBwoUYNBggIQKEwpo6PAhRIcBJgYQICAAxowaMQro6PHjxwAiR44UYPJkAAEqV6oM4PKlgJgyBQSoabOmgJw5A/DsGUAAUAEBAggoavTo0QBKBQgI4PQpVKcCpk4NYDWAgKwCAnDt6lUAWLABxgYQYNZsgLRqAwho61ZAgLhy4wqoWzcA3rwBBPDlG0AA4MCCAwcoHECAgACKFzNeLOBxgMiSJ1OWLODy5QCaNwsQEOAz6M8CRpMOYPo0agH/qlUHaO06gIDYsQMIqG37tu0AugMIEBDgN3ABAYYTL278OHEBypcLCOD8OXToAqZTFxDgegAB2gUE6B5AAHjwAcaTHy/gPPr0AdYHEOA+AHz4AgQEqF9fAH4BAfbz7+8fYACBAwUUNCggQEKFCxkKcPgwQMSIAigKCHAxgACNGgN09NhRQEiRIgOUNClAQACVKgUICPDypQCZAgLUtHkT500BO3n2DPATaAABAgIULSoAqYAAS5kuFfAUatQAU6lSFXA1QFatAgJ09SpAQACxYgUICHA2gAC1agO0bSsgQFy5AQQEsGtXQF69ewUE8OtXQGABAQgHEHA4QGLFAgI0/24sALKAAJMpVxZw+XIAzZs5bxYgIEDo0AIEBDAdQEDq1AFYBxDwOkDs2AJoB7AdQEBu3btzB/AtADjwAMOHCwhwHLkA5QGYBxDwXEAA6dMFVLduPUB27du1CwjwHbwAAQHIBxBw/nwA9QEEtA/wPoAA+fID1Bdw/34AAfv5B/APUIBAgQEKFhQQIKFCAQwDOAwgIKKAABQrCriIEWOAjRw7chQQIKRIAQICmAwgIGXKACwDCBAQIKZMATQFBLgpIKfOnTkD+BQAFGiAoUMFBDh6VIDSAEyZCngqIIDUqVQDCLgaIKvWrVsFBPgKVoCAAGQDCDiLNoBaAQICuH0rIP+ugAB0Awi4izdvgL17BfgNADiwgMEBAgg4LCCA4sUCBAR4DDlyZAEBKlu+jFlAgM2cOwv4DDq0gACkS5cWgFpAgNUBBLh+HSC27Nm0Ywu4jft2gN28e/v+HUBAgOHEixsXECC5cuUCmjt/3jyA9OnUBVgPgB27gO0CAnj/Dj68dwHky5MPgD69+vXs0QsIAD++/PkBBNi3HyC//gAC+vsHKECgwAAFDQpAiDDAQoYCHAaAGFHiRIgCLF60GEDjRo4dPX4E2VHASAEBTJ5EeVLAypUBXLoUEFNmAJo1awoQEEDnTp48BfwECjTAUKJFjR5FmvSoAKYBnD6F+lTAVKqoAawKwJpVQACuXbsKABtA7FgBAgKcPStA7Vq2Ady+hRtXQAC6de3aFRBA716+AvwGABxYsGABhQsHQCxA8WIBARw/fixAsoAAlQMIwBxAcwABnT1/Bv05wGjSAkyfDpBatWoBAgK8hh1bwOwAtW3fvi1At+4AvQX8Bi4gwHDixAUcFxBAeQABzQM8DyBA+nTq1akHwJ5dwHbuAbx//y5AQADy5c0LQB8QACH5BAABAAAAIf8LTkVUU0NBUEUyLjA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\n",
"text/plain": [
"<IPython.core.display.Image object>"
]
},
"metadata": {},
"execution_count": 18
}
]
},
{
"cell_type": "code",
"source": [
"@jax.jit\n",
"def train_step(states, train_images_batch):\n",
" state_gen, state_disc, _, _ = states\n",
"\n",
" # Train discriminator\n",
" batch_size = len(train_images_batch)\n",
" real_images = train_images_batch\n",
" state_disc, loss_disc = train_step_disc(\n",
" state_disc, state_gen, real_images, batch_size)\n",
"\n",
" # Train generator\n",
" state_gen, loss_gen = train_step_gen(state_gen, state_disc, batch_size)\n",
"\n",
" return (state_gen, state_disc, loss_gen, loss_disc), None\n",
"\n",
"\n",
"@jax.jit\n",
"def train_epoch(state_gen, state_disc, train_images_batched):\n",
" (state_gen, state_disc, loss_gen, loss_disc), _ = jax.lax.scan(\n",
" train_step, (state_gen, state_disc, jnp.asarray(0), jnp.asarray(0)),\n",
" train_images_batched)\n",
" return state_gen, state_disc, loss_gen, loss_disc"
],
"metadata": {
"id": "CxqA1qNVCp0p"
},
"execution_count": 11,
"outputs": []
}
]
}
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