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@sslotin
Last active April 18, 2018 19:33
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{
"cells": [
{
"cell_type": "code",
"execution_count": 307,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"import torch\n",
"import torch.utils.data\n",
"from torch import nn, optim\n",
"from torch.autograd import Variable\n",
"from torch.nn import functional as F\n",
"from torchvision import datasets, transforms\n",
"from torchvision.utils import save_image\n",
"\n",
"import numpy as np\n",
"import matplotlib.pyplot as plt\n",
"from matplotlib.animation import FuncAnimation\n",
"from IPython.display import HTML, display\n",
"%matplotlib inline"
]
},
{
"cell_type": "code",
"execution_count": 308,
"metadata": {},
"outputs": [],
"source": [
"dataset = datasets.MNIST('mnist', train=True, download=False,\n",
" transform=transforms.ToTensor())\n",
"dataloader = torch.utils.data.DataLoader(dataset, batch_size=64, shuffle=True)"
]
},
{
"cell_type": "code",
"execution_count": 309,
"metadata": {},
"outputs": [],
"source": [
"class VAE(nn.Module):\n",
" def __init__(self):\n",
" super(VAE, self).__init__()\n",
"\n",
" self.fc1 = nn.Linear(784, 400)\n",
" self.fc21 = nn.Linear(400, 20)\n",
" self.fc22 = nn.Linear(400, 20)\n",
" self.fc3 = nn.Linear(20, 400)\n",
" self.fc4 = nn.Linear(400, 784)\n",
"\n",
" self.relu = nn.ReLU()\n",
" self.sigmoid = nn.Sigmoid()\n",
"\n",
" def encode(self, x):\n",
" h1 = self.relu(self.fc1(x))\n",
" return self.fc21(h1), self.fc22(h1)\n",
"\n",
" def reparameterize(self, mu, logvar):\n",
" std = logvar.mul(0.5).exp_()\n",
" eps = Variable(std.data.new(std.size()).normal_())\n",
" return eps.mul(std).add_(mu)\n",
"\n",
" def decode(self, z):\n",
" h3 = self.relu(self.fc3(z))\n",
" return self.sigmoid(self.fc4(h3))\n",
"\n",
" def forward(self, x):\n",
" mu, logvar = self.encode(x.view(-1, 784))\n",
" z = self.reparameterize(mu, logvar)\n",
" return self.decode(z), mu, logvar\n",
"\n",
"model = VAE()\n",
"optimizer = optim.Adam(model.parameters(), lr=1e-3)"
]
},
{
"cell_type": "code",
"execution_count": 310,
"metadata": {},
"outputs": [],
"source": [
"def loss_function(recon_x, x, mu, logvar):\n",
" BCE = F.binary_cross_entropy(recon_x, x.view(-1, 784), size_average=False)\n",
" KLD = -0.5 * torch.sum(1 + logvar - mu.pow(2) - logvar.exp())\n",
" return BCE + KLD"
]
},
{
"cell_type": "code",
"execution_count": 317,
"metadata": {
"collapsed": true
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"epoch 0, loss 108.9877\n",
"epoch 1, loss 107.9145\n",
"epoch 2, loss 107.1889\n"
]
}
],
"source": [
"for epoch in range(3):\n",
" train_loss = 0\n",
" for data, _ in dataloader:\n",
" data = Variable(data)\n",
" optimizer.zero_grad()\n",
" recon_batch, mu, logvar = model(data)\n",
" loss = loss_function(recon_batch, data, mu, logvar)\n",
" loss.backward()\n",
" train_loss += loss.data[0]\n",
" optimizer.step()\n",
" print('epoch %d, loss %.4f' % (epoch, train_loss / len(dataset)))"
]
},
{
"cell_type": "code",
"execution_count": 312,
"metadata": {},
"outputs": [],
"source": [
"def get(x):\n",
" return dataset[x][0][0]\n",
"\n",
"def imshow(img):\n",
" pic = img.numpy().astype('float')\n",
" plt.axis('off')\n",
" return plt.imshow(pic, cmap='Greys', animated=True)"
]
},
{
"cell_type": "code",
"execution_count": 313,
"metadata": {},
"outputs": [],
"source": [
"def encode(x):\n",
" x = get(x)\n",
" #imshow(x)\n",
" x = Variable(x.view(1, -1))\n",
" mu, _ = model.encode(x)\n",
" return mu"
]
},
{
"cell_type": "code",
"execution_count": 314,
"metadata": {},
"outputs": [],
"source": [
"def morph(inputs, steps, delay):\n",
" inputs = list(map(encode, inputs))\n",
" fig = plt.figure()\n",
" images = []\n",
" for a, b in zip(inputs, inputs[1:] + [inputs[0]]):\n",
" for t in np.linspace(0, 1, steps):\n",
" c = a*(1-t)+b*t\n",
" morphed = model.decode(c).data.view(28, 28)\n",
" #imshow(morphed)\n",
" #pic = morphed.numpy().astype('float')\n",
" images.append([imshow(morphed)])\n",
" \n",
" ani = animation.ArtistAnimation(fig, images, interval=delay)\n",
"\n",
" # ani.save('dynamic_images.mp4')\n",
" display(HTML(ani.to_html5_video()))"
]
},
{
"cell_type": "code",
"execution_count": 320,
"metadata": {},
"outputs": [
{
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{
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"image/png": "iVBORw0KGgoAAAANSUhEUgAAAPsAAAD4CAYAAAAq5pAIAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nQ4TZIcLsEGF2iDA7RJgdIswOERs0FQTtmdiCqQAAAABJRU5ErkJggg==\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7f4a25000da0>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"morph([55, 66, 77, 88, 99, 11, 22, 33, 44], 50, 15)"
]
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3",
"language": "python",
"name": "python3"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.5.2"
}
},
"nbformat": 4,
"nbformat_minor": 2
}
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