Skip to content

Instantly share code, notes, and snippets.

@cwkx
Last active November 19, 2021 18:25
Show Gist options
  • Save cwkx/1a781e50024d2b9244b69b8155ed437f to your computer and use it in GitHub Desktop.
Save cwkx/1a781e50024d2b9244b69b8155ed437f to your computer and use it in GitHub Desktop.
variational-autoencoder.ipynb
Display the source blob
Display the rendered blob
Raw
{
"nbformat": 4,
"nbformat_minor": 0,
"metadata": {
"colab": {
"name": "variational-autoencoder.ipynb",
"provenance": [],
"collapsed_sections": [],
"include_colab_link": true
},
"kernelspec": {
"name": "python3",
"display_name": "Python 3"
},
"accelerator": "GPU",
"widgets": {
"application/vnd.jupyter.widget-state+json": {
"7cf42010f5a649029da5e94e56684265": {
"model_module": "@jupyter-widgets/controls",
"model_name": "HBoxModel",
"model_module_version": "1.5.0",
"state": {
"_view_name": "HBoxView",
"_dom_classes": [],
"_model_name": "HBoxModel",
"_view_module": "@jupyter-widgets/controls",
"_model_module_version": "1.5.0",
"_view_count": null,
"_view_module_version": "1.5.0",
"box_style": "",
"layout": "IPY_MODEL_2c007b5a72b24cb8bc6909095ac1614d",
"_model_module": "@jupyter-widgets/controls",
"children": [
"IPY_MODEL_f799045d183b43bfba0fd533df5f305b",
"IPY_MODEL_16e55b9b3c664d60b70d5acfd4883502",
"IPY_MODEL_ecea50773e574e59a944c82d53ce8b01"
]
}
},
"2c007b5a72b24cb8bc6909095ac1614d": {
"model_module": "@jupyter-widgets/base",
"model_name": "LayoutModel",
"model_module_version": "1.2.0",
"state": {
"_view_name": "LayoutView",
"grid_template_rows": null,
"right": null,
"justify_content": null,
"_view_module": "@jupyter-widgets/base",
"overflow": null,
"_model_module_version": "1.2.0",
"_view_count": null,
"flex_flow": null,
"width": null,
"min_width": null,
"border": null,
"align_items": null,
"bottom": null,
"_model_module": "@jupyter-widgets/base",
"top": null,
"grid_column": null,
"overflow_y": null,
"overflow_x": null,
"grid_auto_flow": null,
"grid_area": null,
"grid_template_columns": null,
"flex": null,
"_model_name": "LayoutModel",
"justify_items": null,
"grid_row": null,
"max_height": null,
"align_content": null,
"visibility": null,
"align_self": null,
"height": null,
"min_height": null,
"padding": null,
"grid_auto_rows": null,
"grid_gap": null,
"max_width": null,
"order": null,
"_view_module_version": "1.2.0",
"grid_template_areas": null,
"object_position": null,
"object_fit": null,
"grid_auto_columns": null,
"margin": null,
"display": null,
"left": null
}
},
"f799045d183b43bfba0fd533df5f305b": {
"model_module": "@jupyter-widgets/controls",
"model_name": "HTMLModel",
"model_module_version": "1.5.0",
"state": {
"_view_name": "HTMLView",
"style": "IPY_MODEL_7976efe9f3b2494bb112d8f2c1577f6c",
"_dom_classes": [],
"description": "",
"_model_name": "HTMLModel",
"placeholder": "​",
"_view_module": "@jupyter-widgets/controls",
"_model_module_version": "1.5.0",
"value": "",
"_view_count": null,
"_view_module_version": "1.5.0",
"description_tooltip": null,
"_model_module": "@jupyter-widgets/controls",
"layout": "IPY_MODEL_011aa69ff92542c6955ae48f1d55cc1d"
}
},
"16e55b9b3c664d60b70d5acfd4883502": {
"model_module": "@jupyter-widgets/controls",
"model_name": "FloatProgressModel",
"model_module_version": "1.5.0",
"state": {
"_view_name": "ProgressView",
"style": "IPY_MODEL_df107dbcbfb047309163a7bbc77bc058",
"_dom_classes": [],
"description": "",
"_model_name": "FloatProgressModel",
"bar_style": "success",
"max": 170498071,
"_view_module": "@jupyter-widgets/controls",
"_model_module_version": "1.5.0",
"value": 170498071,
"_view_count": null,
"_view_module_version": "1.5.0",
"orientation": "horizontal",
"min": 0,
"description_tooltip": null,
"_model_module": "@jupyter-widgets/controls",
"layout": "IPY_MODEL_78a49400d4ea4ff2819a6ad3eefd8dec"
}
},
"ecea50773e574e59a944c82d53ce8b01": {
"model_module": "@jupyter-widgets/controls",
"model_name": "HTMLModel",
"model_module_version": "1.5.0",
"state": {
"_view_name": "HTMLView",
"style": "IPY_MODEL_d3ebd2d287b5499494c80915b8dd8a5e",
"_dom_classes": [],
"description": "",
"_model_name": "HTMLModel",
"placeholder": "​",
"_view_module": "@jupyter-widgets/controls",
"_model_module_version": "1.5.0",
"value": " 170499072/? [00:03<00:00, 56708371.39it/s]",
"_view_count": null,
"_view_module_version": "1.5.0",
"description_tooltip": null,
"_model_module": "@jupyter-widgets/controls",
"layout": "IPY_MODEL_b968f036014c4ec9ac8656b9d27d02e9"
}
},
"7976efe9f3b2494bb112d8f2c1577f6c": {
"model_module": "@jupyter-widgets/controls",
"model_name": "DescriptionStyleModel",
"model_module_version": "1.5.0",
"state": {
"_view_name": "StyleView",
"_model_name": "DescriptionStyleModel",
"description_width": "",
"_view_module": "@jupyter-widgets/base",
"_model_module_version": "1.5.0",
"_view_count": null,
"_view_module_version": "1.2.0",
"_model_module": "@jupyter-widgets/controls"
}
},
"011aa69ff92542c6955ae48f1d55cc1d": {
"model_module": "@jupyter-widgets/base",
"model_name": "LayoutModel",
"model_module_version": "1.2.0",
"state": {
"_view_name": "LayoutView",
"grid_template_rows": null,
"right": null,
"justify_content": null,
"_view_module": "@jupyter-widgets/base",
"overflow": null,
"_model_module_version": "1.2.0",
"_view_count": null,
"flex_flow": null,
"width": null,
"min_width": null,
"border": null,
"align_items": null,
"bottom": null,
"_model_module": "@jupyter-widgets/base",
"top": null,
"grid_column": null,
"overflow_y": null,
"overflow_x": null,
"grid_auto_flow": null,
"grid_area": null,
"grid_template_columns": null,
"flex": null,
"_model_name": "LayoutModel",
"justify_items": null,
"grid_row": null,
"max_height": null,
"align_content": null,
"visibility": null,
"align_self": null,
"height": null,
"min_height": null,
"padding": null,
"grid_auto_rows": null,
"grid_gap": null,
"max_width": null,
"order": null,
"_view_module_version": "1.2.0",
"grid_template_areas": null,
"object_position": null,
"object_fit": null,
"grid_auto_columns": null,
"margin": null,
"display": null,
"left": null
}
},
"df107dbcbfb047309163a7bbc77bc058": {
"model_module": "@jupyter-widgets/controls",
"model_name": "ProgressStyleModel",
"model_module_version": "1.5.0",
"state": {
"_view_name": "StyleView",
"_model_name": "ProgressStyleModel",
"description_width": "",
"_view_module": "@jupyter-widgets/base",
"_model_module_version": "1.5.0",
"_view_count": null,
"_view_module_version": "1.2.0",
"bar_color": null,
"_model_module": "@jupyter-widgets/controls"
}
},
"78a49400d4ea4ff2819a6ad3eefd8dec": {
"model_module": "@jupyter-widgets/base",
"model_name": "LayoutModel",
"model_module_version": "1.2.0",
"state": {
"_view_name": "LayoutView",
"grid_template_rows": null,
"right": null,
"justify_content": null,
"_view_module": "@jupyter-widgets/base",
"overflow": null,
"_model_module_version": "1.2.0",
"_view_count": null,
"flex_flow": null,
"width": null,
"min_width": null,
"border": null,
"align_items": null,
"bottom": null,
"_model_module": "@jupyter-widgets/base",
"top": null,
"grid_column": null,
"overflow_y": null,
"overflow_x": null,
"grid_auto_flow": null,
"grid_area": null,
"grid_template_columns": null,
"flex": null,
"_model_name": "LayoutModel",
"justify_items": null,
"grid_row": null,
"max_height": null,
"align_content": null,
"visibility": null,
"align_self": null,
"height": null,
"min_height": null,
"padding": null,
"grid_auto_rows": null,
"grid_gap": null,
"max_width": null,
"order": null,
"_view_module_version": "1.2.0",
"grid_template_areas": null,
"object_position": null,
"object_fit": null,
"grid_auto_columns": null,
"margin": null,
"display": null,
"left": null
}
},
"d3ebd2d287b5499494c80915b8dd8a5e": {
"model_module": "@jupyter-widgets/controls",
"model_name": "DescriptionStyleModel",
"model_module_version": "1.5.0",
"state": {
"_view_name": "StyleView",
"_model_name": "DescriptionStyleModel",
"description_width": "",
"_view_module": "@jupyter-widgets/base",
"_model_module_version": "1.5.0",
"_view_count": null,
"_view_module_version": "1.2.0",
"_model_module": "@jupyter-widgets/controls"
}
},
"b968f036014c4ec9ac8656b9d27d02e9": {
"model_module": "@jupyter-widgets/base",
"model_name": "LayoutModel",
"model_module_version": "1.2.0",
"state": {
"_view_name": "LayoutView",
"grid_template_rows": null,
"right": null,
"justify_content": null,
"_view_module": "@jupyter-widgets/base",
"overflow": null,
"_model_module_version": "1.2.0",
"_view_count": null,
"flex_flow": null,
"width": null,
"min_width": null,
"border": null,
"align_items": null,
"bottom": null,
"_model_module": "@jupyter-widgets/base",
"top": null,
"grid_column": null,
"overflow_y": null,
"overflow_x": null,
"grid_auto_flow": null,
"grid_area": null,
"grid_template_columns": null,
"flex": null,
"_model_name": "LayoutModel",
"justify_items": null,
"grid_row": null,
"max_height": null,
"align_content": null,
"visibility": null,
"align_self": null,
"height": null,
"min_height": null,
"padding": null,
"grid_auto_rows": null,
"grid_gap": null,
"max_width": null,
"order": null,
"_view_module_version": "1.2.0",
"grid_template_areas": null,
"object_position": null,
"object_fit": null,
"grid_auto_columns": null,
"margin": null,
"display": null,
"left": null
}
}
}
}
},
"cells": [
{
"cell_type": "markdown",
"metadata": {
"id": "view-in-github",
"colab_type": "text"
},
"source": [
"<a href=\"https://colab.research.google.com/gist/cwkx/1a781e50024d2b9244b69b8155ed437f/variational-autoencoder.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "6N22Uz-kLiZW"
},
"source": [
"**Main imports**"
]
},
{
"cell_type": "code",
"metadata": {
"id": "MK1Jl7nkLnPA"
},
"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",
"\n",
"device = torch.device('cuda') if torch.cuda.is_available() else torch.device('cpu')"
],
"execution_count": 1,
"outputs": []
},
{
"cell_type": "markdown",
"metadata": {
"id": "run1dh_hM0oO"
},
"source": [
"**Import dataset**"
]
},
{
"cell_type": "code",
"metadata": {
"id": "bK383zeDM4Ac",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 136,
"referenced_widgets": [
"7cf42010f5a649029da5e94e56684265",
"2c007b5a72b24cb8bc6909095ac1614d",
"f799045d183b43bfba0fd533df5f305b",
"16e55b9b3c664d60b70d5acfd4883502",
"ecea50773e574e59a944c82d53ce8b01",
"7976efe9f3b2494bb112d8f2c1577f6c",
"011aa69ff92542c6955ae48f1d55cc1d",
"df107dbcbfb047309163a7bbc77bc058",
"78a49400d4ea4ff2819a6ad3eefd8dec",
"d3ebd2d287b5499494c80915b8dd8a5e",
"b968f036014c4ec9ac8656b9d27d02e9"
]
},
"outputId": "5223c0ee-5ec7-4fcb-eac3-268611972f97"
},
"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": 2,
"outputs": [
{
"output_type": "stream",
"name": "stdout",
"text": [
"Downloading https://www.cs.toronto.edu/~kriz/cifar-10-python.tar.gz to data/cifar-10-python.tar.gz\n"
]
},
{
"output_type": "display_data",
"data": {
"application/vnd.jupyter.widget-view+json": {
"model_id": "7cf42010f5a649029da5e94e56684265",
"version_minor": 0,
"version_major": 2
},
"text/plain": [
" 0%| | 0/170498071 [00:00<?, ?it/s]"
]
},
"metadata": {}
},
{
"output_type": "stream",
"name": "stdout",
"text": [
"Extracting data/cifar-10-python.tar.gz to data\n",
"Files already downloaded and verified\n",
"> Size of training dataset 50000\n",
"> Size of test dataset 10000\n"
]
}
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "Qnjh12UbNFpV"
},
"source": [
"**Define a simple model**"
]
},
{
"cell_type": "code",
"metadata": {
"id": "RGbLY6X-NH4O",
"colab": {
"base_uri": "https://localhost:8080/"
},
"outputId": "233d3fca-b8d0-4ee0-c982-3913eff934d5"
},
"source": [
"# define variational autoencoder model - note there's issues with this architecture, can you spot them?\n",
"class VAE(nn.Module):\n",
" def __init__(self, intermediate_size=128, hidden_size=20):\n",
" super(VAE, self).__init__()\n",
"\n",
" # encoder\n",
" self.conv1 = nn.Conv2d(3, 3, kernel_size=3, stride=1, padding=1)\n",
" self.conv2 = nn.Conv2d(3, 32, kernel_size=2, stride=2, padding=0)\n",
" self.conv3 = nn.Conv2d(32, 32, kernel_size=3, stride=1, padding=1)\n",
" self.conv4 = nn.Conv2d(32, 32, kernel_size=3, stride=1, padding=1)\n",
" self.fc1 = nn.Linear(16 * 16 * 32, intermediate_size)\n",
"\n",
" # latent space\n",
" self.fc21 = nn.Linear(intermediate_size, hidden_size)\n",
" self.fc22 = nn.Linear(intermediate_size, hidden_size)\n",
"\n",
" # decoder\n",
" self.fc3 = nn.Linear(hidden_size, intermediate_size)\n",
" self.fc4 = nn.Linear(intermediate_size, 8192)\n",
" self.deconv1 = nn.ConvTranspose2d(32, 32, kernel_size=3, stride=1, padding=1)\n",
" self.deconv2 = nn.ConvTranspose2d(32, 32, kernel_size=3, stride=1, padding=1)\n",
" self.deconv3 = nn.ConvTranspose2d(32, 32, kernel_size=2, stride=2, padding=0)\n",
" self.conv5 = nn.Conv2d(32, 3, kernel_size=3, stride=1, padding=1)\n",
"\n",
" def encode(self, x):\n",
" out = F.relu(self.conv1(x))\n",
" out = F.relu(self.conv2(out))\n",
" out = F.relu(self.conv3(out))\n",
" out = F.relu(self.conv4(out))\n",
" out = out.view(out.size(0), -1)\n",
" h1 = F.relu(self.fc1(out))\n",
" return self.fc21(h1), self.fc22(h1)\n",
"\n",
" def reparameterize(self, mu, logvar):\n",
" if self.training:\n",
" std = logvar.mul(0.5).exp_()\n",
" eps = std.data.new(std.size()).normal_()\n",
" return eps.mul(std).add_(mu)\n",
" else:\n",
" return mu\n",
"\n",
" def decode(self, z):\n",
" h3 = F.relu(self.fc3(z))\n",
" out = F.relu(self.fc4(h3))\n",
" out = out.view(out.size(0), 32, 16, 16)\n",
" out = F.relu(self.deconv1(out))\n",
" out = F.relu(self.deconv2(out))\n",
" out = F.relu(self.deconv3(out))\n",
" out = torch.sigmoid(self.conv5(out))\n",
" return out\n",
"\n",
" def forward(self, x):\n",
" mu, logvar = self.encode(x)\n",
" z = self.reparameterize(mu, logvar)\n",
" return self.decode(z), mu, logvar\n",
"\n",
"\n",
"N = VAE().to(device)\n",
"\n",
"print(f'> Number of network parameters {len(torch.nn.utils.parameters_to_vector(N.parameters()))}')\n",
"\n",
"# initialise the optimiser\n",
"optimiser = torch.optim.Adam(N.parameters(), lr=0.001)\n",
"epoch = 0"
],
"execution_count": 4,
"outputs": [
{
"output_type": "stream",
"name": "stdout",
"text": [
"> Number of network parameters 2155807\n"
]
}
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "wlPEDo_GIOTR"
},
"source": [
"**VAE loss has a reconstruction term and a KL divergence term summed over all elements and the batch**"
]
},
{
"cell_type": "code",
"metadata": {
"id": "AsnGVtmRIO09"
},
"source": [
"def vae_loss(p, x, mu, logvar):\n",
" BCE = F.binary_cross_entropy(p.view(-1, 32 * 32 * 3), x.view(-1, 32 * 32 * 3), reduction='sum')\n",
"\n",
" # see Appendix B from VAE paper:\n",
" # Kingma and Welling. Auto-Encoding Variational Bayes. ICLR, 2014\n",
" # https://arxiv.org/abs/1312.6114\n",
" # 0.5 * sum(1 + log(sigma^2) - mu^2 - sigma^2)\n",
" KLD = -0.5 * torch.sum(1 + logvar - mu.pow(2) - logvar.exp())\n",
"\n",
" return BCE + KLD"
],
"execution_count": 5,
"outputs": []
},
{
"cell_type": "markdown",
"metadata": {
"id": "N1UBl0PJjY-f"
},
"source": [
"**Main training loop**"
]
},
{
"cell_type": "code",
"metadata": {
"id": "kb5909Y8D_zx",
"colab": {
"base_uri": "https://localhost:8080/"
},
"outputId": "1a58c0d4-5e27-43cc-90af-7e27396ac2da"
},
"source": [
"# training loop, feel free to also train on the test dataset\n",
"while (epoch<5):\n",
" \n",
" # arrays for metrics\n",
" logs = {}\n",
" train_loss_arr = np.zeros(0)\n",
"\n",
" # iterate over some of the train dateset\n",
" for i in range(1000):\n",
" x,t = next(train_iterator)\n",
" x,t = x.to(device), t.to(device)\n",
"\n",
" optimiser.zero_grad()\n",
" \n",
" p, mu, logvar = N(x)\n",
" loss = vae_loss(p, x, mu, logvar)\n",
" loss.backward()\n",
" optimiser.step()\n",
"\n",
" train_loss_arr = np.append(train_loss_arr, loss.item())\n",
"\n",
" print('loss: {:.3f}'.format(train_loss_arr.mean()))\n",
" epoch = epoch+1"
],
"execution_count": 6,
"outputs": [
{
"output_type": "stream",
"name": "stdout",
"text": [
"loss: 122521.945\n",
"loss: 119492.007\n",
"loss: 118486.455\n",
"loss: 118215.886\n",
"loss: 118025.484\n"
]
}
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "MTFqiEHzMOVw"
},
"source": [
"**Input images**"
]
},
{
"cell_type": "code",
"metadata": {
"id": "nqv3w6b0nKbr",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 286
},
"outputId": "75fec1bc-74a0-4e12-d946-3ca4615d4b1d"
},
"source": [
"plt.grid(False)\n",
"plt.imshow(torchvision.utils.make_grid(x).cpu().data.permute(0,2,1).contiguous().permute(2,1,0), cmap=plt.cm.binary)"
],
"execution_count": 10,
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/plain": [
"<matplotlib.image.AxesImage at 0x7f37d2251690>"
]
},
"metadata": {},
"execution_count": 10
},
{
"output_type": "display_data",
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
}
}
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "aM9VJtB8KMed"
},
"source": [
"**Model prediction**"
]
},
{
"cell_type": "code",
"metadata": {
"id": "oek8E0uRC7aQ",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 286
},
"outputId": "9872e408-c34e-4a7a-db0e-9b1588a2cc1c"
},
"source": [
"plt.grid(False)\n",
"plt.imshow(torchvision.utils.make_grid(p).cpu().data.permute(0,2,1).contiguous().permute(2,1,0), cmap=plt.cm.binary)"
],
"execution_count": 11,
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/plain": [
"<matplotlib.image.AxesImage at 0x7f37d21bbfd0>"
]
},
"metadata": {},
"execution_count": 11
},
{
"output_type": "display_data",
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
}
}
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "e2mNhB8Za2PP"
},
"source": [
"**Sample the model**"
]
},
{
"cell_type": "code",
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 286
},
"id": "I6TEaeZSbWun",
"outputId": "cfae7e6d-06d0-4e71-c182-5cc35f6123bd"
},
"source": [
"plt.grid(False)\n",
"plt.imshow(torchvision.utils.make_grid(N.decode(torch.randn_like(z))).cpu().data.permute(0,2,1).contiguous().permute(2,1,0), cmap=plt.cm.binary)"
],
"execution_count": 20,
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/plain": [
"<matplotlib.image.AxesImage at 0x7f37d1f81850>"
]
},
"metadata": {},
"execution_count": 20
},
{
"output_type": "display_data",
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
}
}
]
}
]
}
Sign up for free to join this conversation on GitHub. Already have an account? Sign in to comment