From 2695b249b17fa6385877fa2d6cee9d882f3d22cc Mon Sep 17 00:00:00 2001
From: falheisen <filipe.penna.soares@gmail.com>
Date: Wed, 15 Mar 2023 09:29:00 +0100
Subject: [PATCH] exercise 01

---
 .gitignore             |   3 +
 BE2_GAN_and_cGAN.ipynb | 335 ++++++++++++++++++++++++++++++++++++++++-
 2 files changed, 335 insertions(+), 3 deletions(-)

diff --git a/.gitignore b/.gitignore
index f3e111f..48f69a8 100644
--- a/.gitignore
+++ b/.gitignore
@@ -127,3 +127,6 @@ dmypy.json
 
 # Pyre type checker
 .pyre/
+
+# Data
+/data
diff --git a/BE2_GAN_and_cGAN.ipynb b/BE2_GAN_and_cGAN.ipynb
index 7243c89..b39e356 100644
--- a/BE2_GAN_and_cGAN.ipynb
+++ b/BE2_GAN_and_cGAN.ipynb
@@ -67,19 +67,348 @@
     "\n"
    ]
   },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Enable CUDA for faster processing"
+   ]
+  },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 1,
    "metadata": {
     "colab": {},
     "colab_type": "code",
     "id": "sIL7UvYAZx6L"
    },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "CUDA is available!  Training on GPU ...\n"
+     ]
+    }
+   ],
+   "source": [
+    "import torch\n",
+    "\n",
+    "# check if CUDA is available\n",
+    "train_on_gpu = torch.cuda.is_available()\n",
+    "\n",
+    "if not train_on_gpu:\n",
+    "    print(\"CUDA is not available.  Training on CPU ...\")\n",
+    "else:\n",
+    "    print(\"CUDA is available!  Training on GPU ...\")\n",
+    "\n",
+    "# Decide which device we want to run on\n",
+    "device = torch.device(\"cuda:0\" if (torch.cuda.is_available()) else \"cpu\")"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Get libraries and set seed "
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 2,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Random Seed:  999\n"
+     ]
+    },
+    {
+     "data": {
+      "text/plain": [
+       "<torch._C.Generator at 0x1e0a0abc510>"
+      ]
+     },
+     "execution_count": 2,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "from __future__ import print_function\n",
+    "%matplotlib inline\n",
+    "import argparse\n",
+    "import os\n",
+    "import random\n",
+    "import torch\n",
+    "import torch.nn as nn\n",
+    "import torch.nn.parallel\n",
+    "import torch.backends.cudnn as cudnn\n",
+    "import torch.optim as optim\n",
+    "import torch.utils.data\n",
+    "import torchvision.datasets as dset\n",
+    "import torchvision.transforms as transforms\n",
+    "import torchvision.utils as vutils\n",
+    "import numpy as np\n",
+    "import matplotlib.pyplot as plt\n",
+    "import matplotlib.animation as animation\n",
+    "from IPython.display import HTML\n",
+    "\n",
+    "# Set random seed for reproducibility\n",
+    "manualSeed = 999\n",
+    "print(\"Random Seed: \", manualSeed)\n",
+    "random.seed(manualSeed)\n",
+    "torch.manual_seed(manualSeed)"
+   ]
+  },
+  {
+   "attachments": {},
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Set hyperparameters and transform parameters"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 3,
+   "metadata": {},
    "outputs": [],
    "source": [
-    "#TO DO: your code here to adapt the code from the tutorial to experiment on MNIST dataset"
+    "# Number of workers for dataloader\n",
+    "workers = 2\n",
+    "\n",
+    "# Batch size during training\n",
+    "batch_size = 128\n",
+    "\n",
+    "# Spatial size of training images. All images will be resized to this\n",
+    "#   size using a transformer.\n",
+    "image_size = 64\n",
+    "\n",
+    "# Number of channels in the training images. For color images this is 3\n",
+    "nc = 3\n",
+    "\n",
+    "# Size of z latent vector (i.e. size of generator input)\n",
+    "nz = 100\n",
+    "\n",
+    "# Size of feature maps in generator\n",
+    "ngf = 64\n",
+    "\n",
+    "# Size of feature maps in discriminator\n",
+    "ndf = 64\n",
+    "\n",
+    "# Number of training epochs\n",
+    "num_epochs = 5\n",
+    "\n",
+    "# Learning rate for optimizers\n",
+    "lr = 0.0002\n",
+    "\n",
+    "# Beta1 hyperparam for Adam optimizers\n",
+    "beta1 = 0.5"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Load images"
    ]
   },
+  {
+   "cell_type": "code",
+   "execution_count": 4,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Downloading http://yann.lecun.com/exdb/mnist/train-images-idx3-ubyte.gz\n",
+      "Downloading http://yann.lecun.com/exdb/mnist/train-images-idx3-ubyte.gz to ./data\\MNIST\\raw\\train-images-idx3-ubyte.gz\n"
+     ]
+    },
+    {
+     "data": {
+      "application/vnd.jupyter.widget-view+json": {
+       "model_id": "5b4fdfc67b6b4f52a8e66773d1d2d19a",
+       "version_major": 2,
+       "version_minor": 0
+      },
+      "text/plain": [
+       "  0%|          | 0/9912422 [00:00<?, ?it/s]"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Extracting ./data\\MNIST\\raw\\train-images-idx3-ubyte.gz to ./data\\MNIST\\raw\n",
+      "\n",
+      "Downloading http://yann.lecun.com/exdb/mnist/train-labels-idx1-ubyte.gz\n",
+      "Downloading http://yann.lecun.com/exdb/mnist/train-labels-idx1-ubyte.gz to ./data\\MNIST\\raw\\train-labels-idx1-ubyte.gz\n"
+     ]
+    },
+    {
+     "data": {
+      "application/vnd.jupyter.widget-view+json": {
+       "model_id": "76637c44384843df8b33ff631a8658f9",
+       "version_major": 2,
+       "version_minor": 0
+      },
+      "text/plain": [
+       "  0%|          | 0/28881 [00:00<?, ?it/s]"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Extracting ./data\\MNIST\\raw\\train-labels-idx1-ubyte.gz to ./data\\MNIST\\raw\n",
+      "\n",
+      "Downloading http://yann.lecun.com/exdb/mnist/t10k-images-idx3-ubyte.gz\n",
+      "Downloading http://yann.lecun.com/exdb/mnist/t10k-images-idx3-ubyte.gz to ./data\\MNIST\\raw\\t10k-images-idx3-ubyte.gz\n"
+     ]
+    },
+    {
+     "data": {
+      "application/vnd.jupyter.widget-view+json": {
+       "model_id": "5caffd3ba48d4bfd969d655a608a556a",
+       "version_major": 2,
+       "version_minor": 0
+      },
+      "text/plain": [
+       "  0%|          | 0/1648877 [00:00<?, ?it/s]"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Extracting ./data\\MNIST\\raw\\t10k-images-idx3-ubyte.gz to ./data\\MNIST\\raw\n",
+      "\n",
+      "Downloading http://yann.lecun.com/exdb/mnist/t10k-labels-idx1-ubyte.gz\n",
+      "Downloading http://yann.lecun.com/exdb/mnist/t10k-labels-idx1-ubyte.gz to ./data\\MNIST\\raw\\t10k-labels-idx1-ubyte.gz\n"
+     ]
+    },
+    {
+     "data": {
+      "application/vnd.jupyter.widget-view+json": {
+       "model_id": "4c73c2f111764d14adb8a1cd8bcd93f7",
+       "version_major": 2,
+       "version_minor": 0
+      },
+      "text/plain": [
+       "  0%|          | 0/4542 [00:00<?, ?it/s]"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Extracting ./data\\MNIST\\raw\\t10k-labels-idx1-ubyte.gz to ./data\\MNIST\\raw\n",
+      "\n"
+     ]
+    }
+   ],
+   "source": [
+    "import torchvision.datasets as datasets\n",
+    "import torchvision.transforms as transforms\n",
+    "\n",
+    "# Define the transformations to be applied to the dataset\n",
+    "transform = transforms.Compose([\n",
+    "                               transforms.Resize(image_size),\n",
+    "                               transforms.CenterCrop(image_size),\n",
+    "                               transforms.ToTensor(),\n",
+    "                               transforms.Normalize((0.5,), (0.5,))\n",
+    "                               ])\n",
+    "\n",
+    "# Load the MNIST training dataset\n",
+    "train_dataset = datasets.MNIST(root='./data', train=True, download=True, transform=transform)\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 5,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "<matplotlib.image.AxesImage at 0x1e0b2d35e80>"
+      ]
+     },
+     "execution_count": 5,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 800x800 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "# Create the dataloader\n",
+    "dataloader = torch.utils.data.DataLoader(train_dataset, batch_size=batch_size,\n",
+    "                                         shuffle=True, num_workers=workers)\n",
+    "\n",
+    "# Plot some training images\n",
+    "real_batch = next(iter(dataloader))\n",
+    "plt.figure(figsize=(8,8))\n",
+    "plt.axis(\"off\")\n",
+    "plt.title(\"Training Images\")\n",
+    "plt.imshow(np.transpose(vutils.make_grid(real_batch[0].to(device)[:64], padding=2, normalize=True).cpu(),(1,2,0)))"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Implementation"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 6,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# custom weights initialization called on netG and netD\n",
+    "def weights_init(m):\n",
+    "    classname = m.__class__.__name__\n",
+    "    if classname.find('Conv') != -1:\n",
+    "        nn.init.normal_(m.weight.data, 0.0, 0.02) # Normal distribution with mean=0, stdev=0.02\n",
+    "    elif classname.find('BatchNorm') != -1:\n",
+    "        nn.init.normal_(m.weight.data, 1.0, 0.02)\n",
+    "        nn.init.constant_(m.bias.data, 0)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  },
   {
    "cell_type": "markdown",
    "metadata": {
@@ -1225,7 +1554,7 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.8.8"
+   "version": "3.9.16"
   }
  },
  "nbformat": 4,
-- 
GitLab