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@cwkx
Last active February 3, 2020 22:56
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wasserstein-gan.ipynb
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{
"nbformat": 4,
"nbformat_minor": 0,
"metadata": {
"colab": {
"name": "wasserstein-gan.ipynb",
"provenance": [],
"collapsed_sections": [],
"include_colab_link": true
},
"kernelspec": {
"name": "python3",
"display_name": "Python 3"
},
"accelerator": "GPU"
},
"cells": [
{
"cell_type": "markdown",
"metadata": {
"id": "view-in-github",
"colab_type": "text"
},
"source": [
"<a href=\"https://colab.research.google.com/gist/cwkx/e85fefe8bffbe3b3598f8f582914eb12/wasserstein-gan.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
]
},
{
"cell_type": "code",
"metadata": {
"id": "X0XeNJMELfIb",
"colab_type": "code",
"colab": {}
},
"source": [
"%%capture\n",
"from os.path import exists\n",
"from wheel.pep425tags import get_abbr_impl, get_impl_ver, get_abi_tag\n",
"platform = '{}{}-{}'.format(get_abbr_impl(), get_impl_ver(), get_abi_tag())\n",
"cuda_output = !ldconfig -p|grep cudart.so|sed -e 's/.*\\.\\([0-9]*\\)\\.\\([0-9]*\\)$/cu\\1\\2/'\n",
"accelerator = cuda_output[0] if exists('/dev/nvidia0') else 'cpu'\n",
"!pip install -q torch torchvision livelossplot"
],
"execution_count": 0,
"outputs": []
},
{
"cell_type": "markdown",
"metadata": {
"id": "6N22Uz-kLiZW",
"colab_type": "text"
},
"source": [
"**Main imports**"
]
},
{
"cell_type": "code",
"metadata": {
"id": "MK1Jl7nkLnPA",
"colab_type": "code",
"colab": {}
},
"source": [
"import math\n",
"import numpy as np\n",
"import torch\n",
"import torch.nn as nn\n",
"import torch.nn.functional as F\n",
"import torchvision\n",
"import matplotlib.pyplot as plt\n",
"from time import sleep\n",
"from livelossplot import PlotLosses\n",
"\n",
"device = torch.device('cuda') if torch.cuda.is_available() else torch.device('cpu')"
],
"execution_count": 0,
"outputs": []
},
{
"cell_type": "markdown",
"metadata": {
"id": "run1dh_hM0oO",
"colab_type": "text"
},
"source": [
"**Import dataset**"
]
},
{
"cell_type": "code",
"metadata": {
"id": "bK383zeDM4Ac",
"colab_type": "code",
"outputId": "7ee6b198-e7f9-41e2-fd1d-82410a61633a",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 86
}
},
"source": [
"# helper function to make getting another batch of data easier\n",
"def cycle(iterable):\n",
" while True:\n",
" for x in iterable:\n",
" yield x\n",
"\n",
"class_names = ['airplane', 'car', 'bird', 'cat', 'deer', 'dog', 'frog', 'horse', 'ship', 'truck']\n",
"\n",
"train_loader = torch.utils.data.DataLoader(\n",
" torchvision.datasets.CIFAR10('data', train=True, download=True, transform=torchvision.transforms.Compose([\n",
" torchvision.transforms.ToTensor()\n",
" ])),\n",
"shuffle=True, batch_size=64, drop_last=True)\n",
"\n",
"test_loader = torch.utils.data.DataLoader(\n",
" torchvision.datasets.CIFAR10('data', train=False, download=True, transform=torchvision.transforms.Compose([\n",
" torchvision.transforms.ToTensor()\n",
" ])),\n",
"shuffle=False, batch_size=64, drop_last=True)\n",
"\n",
"train_iterator = iter(cycle(train_loader))\n",
"test_iterator = iter(cycle(test_loader))\n",
"\n",
"print(f'> Size of training dataset {len(train_loader.dataset)}')\n",
"print(f'> Size of test dataset {len(test_loader.dataset)}')"
],
"execution_count": 3,
"outputs": [
{
"output_type": "stream",
"text": [
"Files already downloaded and verified\n",
"Files already downloaded and verified\n",
"> Size of training dataset 50000\n",
"> Size of test dataset 10000\n"
],
"name": "stdout"
}
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "q-FdW5HnimG2",
"colab_type": "text"
},
"source": [
"**View some of the test dataset**"
]
},
{
"cell_type": "code",
"metadata": {
"id": "BtJs-qxHRLXz",
"colab_type": "code",
"outputId": "342187e3-a52f-4f69-fa9a-860b2056aae1",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 589
}
},
"source": [
"plt.figure(figsize=(10,10))\n",
"for i in range(25):\n",
" plt.subplot(5,5,i+1)\n",
" plt.xticks([])\n",
" plt.yticks([])\n",
" plt.grid(False)\n",
" plt.imshow(test_loader.dataset[i][0].permute(0,2,1).contiguous().permute(2,1,0), cmap=plt.cm.binary)\n",
" plt.xlabel(class_names[test_loader.dataset[i][1]])"
],
"execution_count": 4,
"outputs": [
{
"output_type": "display_data",
"data": {
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usrwVU1BEa1mOo6zoLLhl3zugNZ9jtnokfcdCGd85pQytMZw6h7cdjAOeOLKQ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OdFP9InZHtLlFoJC4Nj0AdtI4qjUMWi3EjHt8j34BcgLOBC5inNPT4WNTdamnv6aR8tV/W7uRXN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\nJo7j+T9+t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24zNmRCPFR+AKOx537/G1l5AiZ3JSghgrYohcsXk7Dxzg1RQYW6wtQPPyYa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0zRaiHpfJuDJJapwU1WBrNJCzbdJO/kgMNOMK0ZBFSp+m+kilkoFSwguUTeO7McYujuMelwpQ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\n",
"text/plain": [
"<Figure size 720x720 with 25 Axes>"
]
},
"metadata": {
"tags": []
}
}
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "UaTJZNS7kQRI",
"colab_type": "text"
},
"source": [
"**Wasserstein Gradient Penalty**"
]
},
{
"cell_type": "code",
"metadata": {
"id": "X30e0-K3mIiF",
"colab_type": "code",
"colab": {}
},
"source": [
"def grad_penalty(M, real_data, fake_data, lmbda=10):\n",
"\n",
" alpha = torch.rand(real_data.size(0), 1, 1, 1).to(device)\n",
" lerp = alpha * real_data + ((1 - alpha) * fake_data)\n",
" lerp = lerp.to(device)\n",
" lerp.requires_grad = True\n",
" lerp_d = M.discriminate(lerp)\n",
"\n",
" gradients = torch.autograd.grad(outputs=lerp_d, inputs=lerp, grad_outputs=torch.ones(lerp_d.size()).to(device), create_graph=True, retain_graph=True, only_inputs=True)[0]\n",
" gradients = gradients.view(gradients.size(0), -1)\n",
" \n",
" return ((gradients.norm(2, dim=1) - 1) ** 2).mean() * lmbda"
],
"execution_count": 0,
"outputs": []
},
{
"cell_type": "markdown",
"metadata": {
"id": "Qnjh12UbNFpV",
"colab_type": "text"
},
"source": [
"**Define two models: (1) Generator, and (2) Discriminator**"
]
},
{
"cell_type": "code",
"metadata": {
"id": "RGbLY6X-NH4O",
"colab_type": "code",
"outputId": "1f820b4a-d5fd-422d-bc1d-b522a3ed3e3f",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 52
}
},
"source": [
"# define the model\n",
"class Generator(nn.Module):\n",
" def __init__(self, f=64):\n",
" super(Generator, self).__init__()\n",
" self.generate = nn.Sequential(\n",
" nn.ConvTranspose2d(100, f*8, 4, 2, 1, bias=False),\n",
" nn.BatchNorm2d(64*8),\n",
" nn.ReLU(True),\n",
" nn.ConvTranspose2d(f*8, f*4, 4, 2, 1, bias=False),\n",
" nn.BatchNorm2d(f*4),\n",
" nn.ReLU(True),\n",
" nn.ConvTranspose2d(f*4, f*2, 4, 2, 1, bias=False),\n",
" nn.BatchNorm2d(f*2),\n",
" nn.ReLU(True),\n",
" nn.ConvTranspose2d(f*2, f, 4, 2, 1, bias=False),\n",
" nn.BatchNorm2d(f),\n",
" nn.ReLU(True),\n",
" nn.ConvTranspose2d(f, 3, 4, 2, 1, bias=False),\n",
" nn.Sigmoid()\n",
" )\n",
"\n",
"class Discriminator(nn.Module):\n",
" def __init__(self, f=64):\n",
" super(Discriminator, self).__init__()\n",
" self.discriminate = nn.Sequential(\n",
" nn.Conv2d(3, f, 4, 2, 1, bias=False),\n",
" nn.LeakyReLU(0.2, inplace=True),\n",
" nn.Conv2d(f, f*2, 4, 2, 1, bias=False),\n",
" nn.BatchNorm2d(f*2),\n",
" nn.LeakyReLU(0.2, inplace=True),\n",
" nn.Conv2d(f*2, f*4, 4, 2, 1, bias=False),\n",
" nn.BatchNorm2d(f*4),\n",
" nn.LeakyReLU(0.2, inplace=True),\n",
" nn.Conv2d(f*4, f*8, 4, 2, 1, bias=False),\n",
" nn.BatchNorm2d(f*8),\n",
" nn.LeakyReLU(0.2, inplace=True),\n",
" nn.Conv2d(f*8, 1, 4, 2, 1, bias=False)\n",
" # nn.Sigmoid() # NOPE! for wasserstein\n",
" )\n",
" \n",
"G = Generator().to(device)\n",
"D = Discriminator().to(device)\n",
"\n",
"print(f'> Number of generator parameters {len(torch.nn.utils.parameters_to_vector(G.parameters()))}')\n",
"print(f'> Number of discriminator parameters {len(torch.nn.utils.parameters_to_vector(D.parameters()))}')\n",
"\n",
"# initialise the optimiser\n",
"optimiser_G = torch.optim.Adam(G.parameters(), lr=1e-4, betas=(0.5,0.9))\n",
"optimiser_D = torch.optim.Adam(D.parameters(), lr=1e-4, betas=(0.5,0.9))\n",
"bce_loss = nn.BCELoss()\n",
"epoch = 0\n",
"liveplot = PlotLosses()"
],
"execution_count": 6,
"outputs": [
{
"output_type": "stream",
"text": [
"> Number of generator parameters 3576704\n",
"> Number of discriminator parameters 2765568\n"
],
"name": "stdout"
}
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "N1UBl0PJjY-f",
"colab_type": "text"
},
"source": [
"**Main training loop**"
]
},
{
"cell_type": "code",
"metadata": {
"id": "kb5909Y8D_zx",
"colab_type": "code",
"outputId": "d3d446dd-ceae-4301-d9f1-3c9341ddc1ca",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 1000
}
},
"source": [
"# training loop\n",
"while (epoch<50):\n",
" \n",
" # arrays for metrics\n",
" logs = {}\n",
" gen_loss_arr = np.zeros(0)\n",
" dis_loss_arr = np.zeros(0)\n",
" grad_pen_arr = np.zeros(0)\n",
"\n",
" # iterate over some of the train dateset\n",
" for i in range(200):\n",
"\n",
" # train discriminator k times\n",
" for k in range(5):\n",
" \n",
" x,t = next(train_iterator)\n",
" x,t = x.to(device), t.to(device)\n",
" optimiser_D.zero_grad()\n",
"\n",
" g = G.generate(torch.randn(x.size(0), 100, 1, 1).to(device))\n",
" l_r = D.discriminate(x).mean()\n",
" l_r.backward(-1.0*torch.ones(1)[0].to(device)) # real -> -1\n",
" l_f = D.discriminate(g.detach()).mean()\n",
" l_f.backward(torch.ones(1)[0].to(device)) # fake -> 1\n",
" \n",
" loss_d = (l_f - l_r)\n",
" grad_pen = grad_penalty(D, x.data, g.data, lmbda=10)\n",
" grad_pen.backward()\n",
" \n",
" optimiser_D.step()\n",
" \n",
" dis_loss_arr = np.append(dis_loss_arr, loss_d.item())\n",
" grad_pen_arr = np.append(grad_pen_arr, grad_pen.item())\n",
" \n",
" # train generator\n",
" optimiser_G.zero_grad()\n",
" g = G.generate(torch.randn(x.size(0), 100, 1, 1).to(device))\n",
" loss_g = D.discriminate(g).mean()\n",
" loss_g.backward(-1.0*torch.ones(1)[0].to(device)) # fake -> -1\n",
" optimiser_G.step()\n",
" \n",
" gen_loss_arr = np.append(gen_loss_arr, -loss_g.item())\n",
"\n",
" # plot some examples\n",
" plt.grid(False)\n",
" plt.imshow(torchvision.utils.make_grid(g).cpu().data.permute(0,2,1).contiguous().permute(2,1,0), cmap=plt.cm.binary)\n",
"\n",
" liveplot.update({\n",
" 'generator loss': gen_loss_arr.mean(),\n",
" 'discriminator loss': dis_loss_arr.mean(),\n",
" 'grad penalty': grad_pen_arr.mean(),\n",
" })\n",
" liveplot.draw()\n",
" sleep(1.)\n",
"\n",
" epoch = epoch+1"
],
"execution_count": 0,
"outputs": [
{
"output_type": "display_data",
"data": {
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iQiVFtaLiVjQ69RKp1AQzrjAplTFjGfdUh6AoM8y7KMhEmT6JLJJLR+xkAvxY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/NWLq9LH7Pu69MWHHRg3n5sDIj5lIJdJ9H7srMxQCtFBCdi3MMEtJT3GGA0ZSwLQ+pjd8TLnn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DZPPz7CBybnSD18nBNiSNy652bfBwXOjXscO5Nh6pyBGCn8eElEUD2kEwaFiQxuqsKWXmFE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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"tags": []
}
},
{
"output_type": "display_data",
"data": {
"image/png": 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NZb/a3Ju1Syn1LrAbaAZukSEWYqBrX+DiZGKCvPjgd5O54+2tPPTpLvYdqebhC0b0yVya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\nfEsywgAAAABJRU5ErkJggg==\n",
"text/plain": [
"<Figure size 864x864 with 3 Axes>"
]
},
"metadata": {
"tags": []
}
},
{
"output_type": "stream",
"text": [
"generator loss:\n",
"training (min: 6.532, max: 162.788, cur: 142.966)\n",
"\n",
"discriminator loss:\n",
"training (min: -156.643, max: -7.345, cur: -36.575)\n",
"\n",
"grad penalty:\n",
"training (min: 1.368, max: 353.619, cur: 29.570)\n"
],
"name": "stdout"
}
]
}
]
}
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