{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# CMPT 743 - GAN Mode Collapse Assignment\n", "\n", "## Objective\n", "Understand how hyperparameter settings affect GAN training by implementing and comparing two scenarios:\n", "- Settings that cause **mode collapse**\n", "- Settings that enable **stable training**\n", "\n", "## What is Mode Collapse?\n", "Mode collapse occurs when the generator learns to produce only a small subset of possible outputs. For example, instead of generating all digits 0-9, it might only generate 1 or 2 different digits repeatedly.\n", "\n", "## Your Tasks\n", "1. Implement a GAN trainer with configurable hyperparameters\n", "2. Run training with two different configurations\n", "3. Compare and analyze the results" ] }, { "cell_type": "code", "execution_count": 1, "metadata": { "id": "ZLDpr0NC4HG2" }, "outputs": [], "source": [ "#@title import libraries\n", "\n", "import torch\n", "import torch.nn as nn\n", "import torch.nn.functional as F\n", "from torchvision import transforms\n", "import torchvision.transforms.functional as TF\n", "import torchvision.datasets as datasets\n", "from torch.autograd import Variable\n", "from torch.utils.data import DataLoader\n", "\n", "import numpy as np\n", "from PIL import Image\n", "\n", "from tqdm import tqdm\n", "\n", "import os" ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "_fJ2P54F4m6F", "outputId": "95d38736-067d-4965-91f5-f6e95feefefc" }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "100%|██████████| 9.91M/9.91M [00:01<00:00, 6.99MB/s]\n", "100%|██████████| 28.9k/28.9k [00:00<00:00, 405kB/s]\n", "100%|██████████| 1.65M/1.65M [00:00<00:00, 3.95MB/s]\n", "100%|██████████| 4.54k/4.54k [00:00<00:00, 1.45MB/s]\n" ] } ], "source": [ "#@title load dataset\n", "\n", "batch_size = 100\n", "#TODO: define transform that turns images to torch tensors and normalizes them to (-1, 1)\n", "#Hint: use transforms.ToTensor() and transforms.Normalize()\n", "transform = transforms.Compose([transforms.ToTensor(), transforms.Normalize((0.5,), (0.5,))])\n", "\n", "\n", "mnist_trainset = datasets.MNIST(root='./data', train=True, download=True, transform=transform)\n", "mnist_testset = datasets.MNIST(root='./data', train=False, download=True, transform=transform)\n", "\n", "\n", "trainloader = DataLoader(mnist_trainset, batch_size = batch_size, num_workers = 0, shuffle=True)" ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 1000 }, "id": "xX73N8RhFFb7", "outputId": "9783e400-4caf-4ce3-a941-8351cfcf628b" }, "outputs": [ { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import matplotlib.pyplot as plt\n", "\n", "for i in range(100):\n", " image, label = mnist_trainset.__getitem__(i)\n", "\n", " if label == 2:\n", " plt.figure(figsize=(2, 2))\n", " plt.imshow(image.squeeze(0), cmap='gray') # Remove channel dim and plot in grayscale\n", " plt.axis(\"off\")\n", " plt.title(f\"Label: {label}\")\n", " plt.show()" ] }, { "cell_type": "code", "execution_count": 6, "metadata": { "id": "U9KcNnjs49Di" }, "outputs": [], "source": [ "#@title Define generator model\n", "class Generator(nn.Module):\n", " def __init__(self, noise_dim, out_dim):\n", " super(Generator, self).__init__()\n", " #noise_dim: dimension of input noise vector\n", " #out_dim: dimenstion of output image in our case 28 * 28\n", " \n", " self.fc1 = nn.Linear(noise_dim, 256)\n", " self.fc2 = nn.Linear(256, 512)\n", " self.fc3 = nn.Linear(512, 512)\n", " self.fc4 = nn.Linear(512, out_dim)\n", "\n", " def forward(self, x):\n", " out = F.relu(self.fc1(x))\n", " out = F.relu(self.fc2(out))\n", " out = F.relu(self.fc3(out))\n", " out = torch.tanh(self.fc4(out))\n", "\n", " return out\n" ] }, { "cell_type": "code", "execution_count": 7, "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "dD-bNFse7kVI", "outputId": "58f50142-9373-4823-a1f6-bd62a4fca569" }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Generator(\n", " (fc1): Linear(in_features=100, out_features=256, bias=True)\n", " (fc2): Linear(in_features=256, out_features=512, bias=True)\n", " (fc3): Linear(in_features=512, out_features=512, bias=True)\n", " (fc4): Linear(in_features=512, out_features=784, bias=True)\n", ")\n" ] } ], "source": [ "G = Generator(100, 28 * 28)\n", "print(G)" ] }, { "cell_type": "code", "execution_count": 8, "metadata": { "id": "sl8GjZVd7G5s" }, "outputs": [], "source": [ "#@title Define discriminator model\n", "class Discriminator(nn.Module):\n", " def __init__(self, image_dim):\n", " super(Discriminator, self).__init__()\n", " #image_dim: dimension of input image. in our case 28 * 28\n", " self.fc1 = nn.Linear(image_dim, 256)\n", " self.fc2 = nn.Linear(256, 128)\n", " self.fc3 = nn.Linear(128, 64)\n", " self.fc4 = nn.Linear(64, 1)\n", "\n", "\n", " def forward(self, x):\n", " out = F.leaky_relu(self.fc1(x), negative_slope = 0.2)\n", " out = F.dropout(out, p=0.3)\n", " out = F.leaky_relu(self.fc2(out), negative_slope = 0.2)\n", " out = F.dropout(out, p=0.3)\n", " out = F.leaky_relu(self.fc3(out), negative_slope = 0.2)\n", " out = F.dropout(out, p=0.3)\n", " out = torch.sigmoid(self.fc4(out))\n", " return out" ] }, { "cell_type": "code", "execution_count": 9, "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "sKKJ4Ngq7vA8", "outputId": "549aeb00-8f2e-499c-f24f-af6598a6ad86" }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Discriminator(\n", " (fc1): Linear(in_features=784, out_features=256, bias=True)\n", " (fc2): Linear(in_features=256, out_features=128, bias=True)\n", " (fc3): Linear(in_features=128, out_features=64, bias=True)\n", " (fc4): Linear(in_features=64, out_features=1, bias=True)\n", ")\n" ] } ], "source": [ "D = Discriminator(28 * 28)\n", "print(D)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# GAN Trainer Implementation\n", "\n", "Create a unified GAN trainer that can run with different configurations to demonstrate:\n", "1. **Mode Collapse** - when settings cause the generator to produce limited varieties\n", "2. **Stable Training** - when settings allow diverse, high-quality outputs" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "---\n", "\n", "## Part 1: Understanding the Trainer Parameters\n", "\n", "The `GANTrainer` class takes several parameters that control training:\n", "\n", "### Key Parameters:\n", "- **`g_lr`**: Learning rate for the generator\n", " - Controls how fast G learns\n", " \n", "- **`d_lr`**: Learning rate for the discriminator \n", " - Controls how fast D learns\n", " \n", "- **`d_updates_per_g`**: How many times D is updated before updating G once\n", " - Value of 1 means balanced training (update D and G equally)\n", " - Higher values make D train more than G\n", "\n", "### Why These Matter:\n", "If D becomes too strong (learns too fast or trains too much), it can perfectly distinguish real from fake. When this happens, G receives no useful gradient and cannot improve, leading to mode collapse.\n", "\n", "---" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [], "source": [ "#@title Unified GAN Trainer\n", "\n", "noise_dim = 100\n", "\n", "class GANTrainer:\n", " def __init__(self, g_lr, d_lr, d_updates_per_g, fig_dir, checkpoint_dir, eval_freq=5):\n", " \"\"\"\n", " Unified GAN Trainer with configurable hyperparameters.\n", " \n", " Args:\n", " g_lr: Generator learning rate\n", " d_lr: Discriminator learning rate\n", " d_updates_per_g: Number of discriminator updates per generator update\n", " fig_dir: Directory to save generated images\n", " checkpoint_dir: Directory to save model checkpoints\n", " eval_freq: Evaluate and save every N epochs\n", " \"\"\"\n", " self.G = Generator(noise_dim = noise_dim, out_dim = 28 * 28).to('cuda:0')\n", " self.D = Discriminator(image_dim = 28 * 28).to('cuda:0')\n", "\n", " # Hint: Use torch.optim.Adam() with g_lr for G and d_lr for D\n", " self.G_optimizer = torch.optim.Adam(self.G.parameters(), lr = g_lr) \n", " self.D_optimizer = torch.optim.Adam(self.D.parameters(), lr = d_lr) \n", " \n", " self.d_updates_per_g = d_updates_per_g\n", " self.criterion = nn.BCELoss()\n", " self.eval_freq = eval_freq\n", " self.fig_dir = fig_dir\n", " self.checkpoints_dir = checkpoint_dir\n", "\n", " os.makedirs(self.fig_dir, exist_ok = True)\n", " os.makedirs(self.checkpoints_dir, exist_ok = True)\n", "\n", " def run(self, epochs=50):\n", " for e in range(1, epochs + 1):\n", " self.train_step(e)\n", " if e % self.eval_freq == 0:\n", " self.eval_step(e)\n", " self.save_step(e)\n", "\n", " def train_step(self, epoch):\n", " self.G.train()\n", " self.D.train()\n", " pbar = tqdm(trainloader)\n", " for i, data in enumerate(pbar):\n", " real_data, _ = data\n", " real_data = real_data.cuda()\n", " real_data = real_data.view(batch_size, -1)\n", "\n", " # Train D self.d_updates_per_g times, then train G once\n", " # Hint: Use a for loop with self.d_updates_per_g iterations for D\n", " D_loss = 0\n", " for _ in range(self.d_updates_per_g):\n", " D_loss += self.train_D(real_data)\n", " D_loss /= self.d_updates_per_g # Average D loss over the updates\n", " G_loss = self.train_G()\n", "\n", "\n", " pbar.set_description(f\"Epoch: {epoch}, G_loss = {G_loss:.4f}, D_loss = {D_loss:.4f}\")\n", "\n", " def train_D(self, real_data):\n", " # 1. Feed real data to D and compute loss with label=1\n", " # 2. Generate fake data from G and feed to D, compute loss with label=0\n", " # 3. Combine losses and backpropagate\n", " self.D_optimizer.zero_grad()\n", " d_out = self.D(real_data)\n", " d_loss_real = self.criterion(d_out, torch.ones_like(d_out))\n", "\n", " latent = torch.randn((real_data.size(0), noise_dim)).cuda()\n", " fake_data = self.G(latent)\n", " d_out = self.D(fake_data)\n", " d_loss_fake = self.criterion(d_out, torch.zeros_like(d_out))\n", "\n", " d_loss = d_loss_real + d_loss_fake\n", "\n", " d_loss.backward()\n", " self.D_optimizer.step()\n", " return d_loss\n", "\n", " def train_G(self):\n", " # 1. Generate fake data from random noise\n", " # 2. Feed to D and compute loss with label=1 (we want D to think it's real)\n", " # 3. Backpropagate\n", " self.G_optimizer.zero_grad()\n", "\n", " latent = torch.randn(batch_size, noise_dim).cuda()\n", " fake_data = self.G(latent)\n", " d_out = self.D(fake_data)\n", " g_loss = self.criterion(d_out, torch.ones_like(d_out))\n", " g_loss.backward()\n", " self.G_optimizer.step()\n", " return g_loss\n", "\n", " def eval_step(self, epoch):\n", " self.G.eval()\n", " with torch.no_grad():\n", " noise = torch.randn((16, noise_dim)).cuda()\n", " images = self.G(noise).view(-1, 28, 28)\n", " images = images.clamp(-1, 1).cpu().numpy()\n", " images = ((images + 1) * 127.5).astype('uint8')\n", " \n", " # Create 4x4 grid\n", " grid = np.zeros((4*28, 4*28), dtype='uint8')\n", " for idx in range(16):\n", " i, j = idx // 4, idx % 4\n", " grid[i*28:(i+1)*28, j*28:(j+1)*28] = images[idx]\n", " \n", " Image.fromarray(grid).save(os.path.join(self.fig_dir, f'fig_{epoch}.png'))\n", "\n", " def save_step(self, epoch):\n", " torch.save(self.G.state_dict(), os.path.join(self.checkpoints_dir, f'gen_weights_{epoch}.pth'))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "---\n", "\n", "## Part 2: Implementation TODOs\n", "\n", "Complete the following sections in the `GANTrainer` class:\n", "\n", "### TODO 1: Initialize Optimizers\n", "Create Adam optimizers for both G and D using the provided learning rates.\n", "\n", "### TODO 2: Training Loop \n", "Update D multiple times (based on `d_updates_per_g`), then update G once.\n", "\n", "### TODO 3: Train Discriminator\n", "Train D to classify real images as real (label=1) and fake images as fake (label=0).\n", "\n", "### TODO 4: Train Generator\n", "Train G to generate images that fool D (make D output label=1).\n", "\n", "---" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Part 3: Experiments\n", "\n", "You will run two experiments to see the impact of different hyperparameters.\n", "\n", "### Experiment 1: Mode Collapse\n", "Use settings that make D too strong:\n", "- Very low G learning rate (0.00005)\n", "- High D learning rate (0.001) - 20x higher!\n", "- Train D 5 times per G update\n", "\n", "**Expected result**: Generator produces only 1-2 digit types repeatedly\n", "\n", "### Experiment 2: Stable Training \n", "Use balanced settings:\n", "- Equal learning rates (0.0002 for both)\n", "- Train D and G equally (1:1 ratio)\n", "\n", "**Expected result**: Generator produces diverse digits (0-9)\n", "\n", "---" ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "Epoch: 1, G_loss = 12.9969, D_loss = 0.0059: 100%|██████████| 600/600 [00:16<00:00, 36.74it/s]\n", "Epoch: 2, G_loss = 12.5058, D_loss = 0.0001: 100%|██████████| 600/600 [00:16<00:00, 37.10it/s]\n", "Epoch: 3, G_loss = 14.0836, D_loss = 0.0001: 100%|██████████| 600/600 [00:16<00:00, 36.28it/s]\n", "Epoch: 4, G_loss = 19.7711, D_loss = 0.0000: 100%|██████████| 600/600 [00:16<00:00, 36.64it/s]\n", "Epoch: 5, G_loss = 10.9876, D_loss = 0.0003: 100%|██████████| 600/600 [00:16<00:00, 37.27it/s]\n", "Epoch: 6, G_loss = 10.4624, D_loss = 0.0004: 100%|██████████| 600/600 [00:16<00:00, 37.36it/s]\n", "Epoch: 7, G_loss = 10.3275, D_loss = 0.0059: 100%|██████████| 600/600 [00:16<00:00, 36.90it/s]\n", "Epoch: 8, G_loss = 10.3184, D_loss = 0.0068: 100%|██████████| 600/600 [00:16<00:00, 37.23it/s]\n", "Epoch: 9, G_loss = 8.3604, D_loss = 0.0030: 100%|██████████| 600/600 [00:16<00:00, 36.37it/s] \n", "Epoch: 10, G_loss = 9.3149, D_loss = 0.0383: 100%|██████████| 600/600 [00:16<00:00, 36.61it/s] \n", "Epoch: 11, G_loss = 8.2372, D_loss = 0.0176: 100%|██████████| 600/600 [00:16<00:00, 36.71it/s] \n", "Epoch: 12, G_loss = 4.6758, D_loss = 0.0482: 100%|██████████| 600/600 [00:15<00:00, 38.01it/s]\n", "Epoch: 13, G_loss = 3.8016, D_loss = 0.0971: 100%|██████████| 600/600 [00:16<00:00, 37.44it/s]\n", "Epoch: 14, G_loss = 3.9077, D_loss = 0.1272: 100%|██████████| 600/600 [00:16<00:00, 36.47it/s]\n", "Epoch: 15, G_loss = 4.0942, D_loss = 0.0962: 100%|██████████| 600/600 [00:16<00:00, 36.87it/s]\n", "Epoch: 16, G_loss = 4.6908, D_loss = 0.0530: 100%|██████████| 600/600 [00:16<00:00, 36.98it/s]\n", "Epoch: 17, G_loss = 3.8480, D_loss = 0.1384: 100%|██████████| 600/600 [00:15<00:00, 37.55it/s]\n", "Epoch: 18, G_loss = 4.1062, D_loss = 0.1946: 100%|██████████| 600/600 [00:16<00:00, 36.65it/s]\n", "Epoch: 19, G_loss = 3.7692, D_loss = 0.1789: 100%|██████████| 600/600 [00:16<00:00, 36.18it/s]\n", "Epoch: 20, G_loss = 4.4784, D_loss = 0.1890: 100%|██████████| 600/600 [00:16<00:00, 36.83it/s]\n", "Epoch: 21, G_loss = 3.6396, D_loss = 0.2563: 100%|██████████| 600/600 [00:16<00:00, 37.41it/s]\n", "Epoch: 22, G_loss = 2.7705, D_loss = 0.2742: 100%|██████████| 600/600 [00:16<00:00, 37.31it/s]\n", "Epoch: 23, G_loss = 3.3158, D_loss = 0.2336: 100%|██████████| 600/600 [00:16<00:00, 37.08it/s]\n", "Epoch: 24, G_loss = 3.2984, D_loss = 0.3749: 100%|██████████| 600/600 [00:16<00:00, 36.33it/s]\n", "Epoch: 25, G_loss = 3.3129, D_loss = 0.2902: 100%|██████████| 600/600 [00:16<00:00, 36.28it/s]\n", "Epoch: 26, G_loss = 3.3195, D_loss = 0.1572: 100%|██████████| 600/600 [00:16<00:00, 36.90it/s]\n", "Epoch: 27, G_loss = 4.6569, D_loss = 0.1092: 100%|██████████| 600/600 [00:15<00:00, 37.51it/s]\n", "Epoch: 28, G_loss = 2.9707, D_loss = 0.2870: 100%|██████████| 600/600 [00:16<00:00, 37.24it/s]\n", "Epoch: 29, G_loss = 2.7515, D_loss = 0.3151: 100%|██████████| 600/600 [00:16<00:00, 36.99it/s]\n", "Epoch: 30, G_loss = 3.2826, D_loss = 0.2352: 100%|██████████| 600/600 [00:16<00:00, 36.37it/s]\n", "Epoch: 31, G_loss = 2.9952, D_loss = 0.2800: 100%|██████████| 600/600 [00:16<00:00, 37.21it/s]\n", "Epoch: 32, G_loss = 3.2100, D_loss = 0.2130: 100%|██████████| 600/600 [00:16<00:00, 37.35it/s]\n", "Epoch: 33, G_loss = 2.5865, D_loss = 0.4242: 100%|██████████| 600/600 [00:16<00:00, 37.33it/s]\n", "Epoch: 34, G_loss = 3.2881, D_loss = 0.2511: 100%|██████████| 600/600 [00:16<00:00, 36.89it/s]\n", "Epoch: 35, G_loss = 3.3957, D_loss = 0.2564: 100%|██████████| 600/600 [00:16<00:00, 37.20it/s]\n", "Epoch: 36, G_loss = 3.1541, D_loss = 0.3394: 100%|██████████| 600/600 [00:16<00:00, 37.19it/s]\n", "Epoch: 37, G_loss = 3.2775, D_loss = 0.2808: 100%|██████████| 600/600 [00:16<00:00, 36.95it/s]\n", "Epoch: 38, G_loss = 2.6708, D_loss = 0.4257: 100%|██████████| 600/600 [00:16<00:00, 36.87it/s]\n", "Epoch: 39, G_loss = 2.7551, D_loss = 0.3473: 100%|██████████| 600/600 [00:16<00:00, 36.39it/s]\n", "Epoch: 40, G_loss = 2.7821, D_loss = 0.3432: 100%|██████████| 600/600 [00:16<00:00, 36.39it/s]\n", "Epoch: 41, G_loss = 2.4369, D_loss = 0.4026: 100%|██████████| 600/600 [00:16<00:00, 36.75it/s]\n", "Epoch: 42, G_loss = 3.2908, D_loss = 0.2915: 100%|██████████| 600/600 [00:16<00:00, 36.93it/s]\n", "Epoch: 43, G_loss = 2.0984, D_loss = 0.4392: 100%|██████████| 600/600 [00:16<00:00, 37.06it/s]\n", "Epoch: 44, G_loss = 3.5832, D_loss = 0.2679: 100%|██████████| 600/600 [00:16<00:00, 37.43it/s]\n", "Epoch: 45, G_loss = 2.9268, D_loss = 0.2891: 100%|██████████| 600/600 [00:16<00:00, 36.76it/s]\n", "Epoch: 46, G_loss = 3.7949, D_loss = 0.2982: 100%|██████████| 600/600 [00:16<00:00, 37.20it/s]\n", "Epoch: 47, G_loss = 2.1112, D_loss = 0.3569: 100%|██████████| 600/600 [00:16<00:00, 36.88it/s]\n", "Epoch: 48, G_loss = 2.8007, D_loss = 0.3130: 100%|██████████| 600/600 [00:15<00:00, 37.80it/s]\n", "Epoch: 49, G_loss = 2.5566, D_loss = 0.3107: 100%|██████████| 600/600 [00:16<00:00, 36.75it/s]\n", "Epoch: 50, G_loss = 2.5205, D_loss = 0.4346: 100%|██████████| 600/600 [00:16<00:00, 37.15it/s]\n", "Epoch: 51, G_loss = 3.2230, D_loss = 0.2412: 100%|██████████| 600/600 [00:16<00:00, 37.03it/s]\n", "Epoch: 52, G_loss = 2.3730, D_loss = 0.3239: 100%|██████████| 600/600 [00:16<00:00, 36.82it/s]\n", "Epoch: 53, G_loss = 2.6277, D_loss = 0.3598: 100%|██████████| 600/600 [00:16<00:00, 36.65it/s]\n", "Epoch: 54, G_loss = 2.1752, D_loss = 0.3949: 100%|██████████| 600/600 [00:16<00:00, 37.44it/s]\n", "Epoch: 55, G_loss = 3.0514, D_loss = 0.2720: 100%|██████████| 600/600 [00:16<00:00, 37.00it/s]\n", "Epoch: 56, G_loss = 2.9720, D_loss = 0.1706: 100%|██████████| 600/600 [00:16<00:00, 36.37it/s]\n", "Epoch: 57, G_loss = 2.9168, D_loss = 0.3025: 100%|██████████| 600/600 [00:16<00:00, 36.97it/s]\n", "Epoch: 58, G_loss = 2.7802, D_loss = 0.3053: 100%|██████████| 600/600 [00:16<00:00, 37.14it/s]\n", "Epoch: 59, G_loss = 3.0061, D_loss = 0.3408: 100%|██████████| 600/600 [00:16<00:00, 36.40it/s]\n", "Epoch: 60, G_loss = 3.0733, D_loss = 0.3330: 100%|██████████| 600/600 [00:16<00:00, 36.65it/s]\n", "Epoch: 61, G_loss = 3.1234, D_loss = 0.3332: 100%|██████████| 600/600 [00:16<00:00, 36.82it/s]\n", "Epoch: 62, G_loss = 2.8460, D_loss = 0.4883: 100%|██████████| 600/600 [00:16<00:00, 36.79it/s]\n", "Epoch: 63, G_loss = 2.5401, D_loss = 0.4343: 100%|██████████| 600/600 [00:16<00:00, 36.75it/s]\n", "Epoch: 64, G_loss = 2.1861, D_loss = 0.4993: 100%|██████████| 600/600 [00:16<00:00, 36.72it/s]\n", "Epoch: 65, G_loss = 2.7141, D_loss = 0.3494: 100%|██████████| 600/600 [00:16<00:00, 37.20it/s]\n", "Epoch: 66, G_loss = 2.3599, D_loss = 0.4396: 100%|██████████| 600/600 [00:16<00:00, 37.46it/s]\n", "Epoch: 67, G_loss = 2.4658, D_loss = 0.4148: 100%|██████████| 600/600 [00:16<00:00, 37.17it/s]\n", "Epoch: 68, G_loss = 3.8094, D_loss = 0.2408: 100%|██████████| 600/600 [00:15<00:00, 37.56it/s]\n", "Epoch: 69, G_loss = 2.6307, D_loss = 0.3433: 100%|██████████| 600/600 [00:16<00:00, 37.44it/s]\n", "Epoch: 70, G_loss = 2.7651, D_loss = 0.4220: 100%|██████████| 600/600 [00:16<00:00, 36.46it/s]\n", "Epoch: 71, G_loss = 2.7412, D_loss = 0.3930: 100%|██████████| 600/600 [00:16<00:00, 36.82it/s]\n", "Epoch: 72, G_loss = 2.6918, D_loss = 0.3397: 100%|██████████| 600/600 [00:16<00:00, 36.83it/s]\n", "Epoch: 73, G_loss = 2.7612, D_loss = 0.3846: 100%|██████████| 600/600 [00:16<00:00, 37.39it/s]\n", "Epoch: 74, G_loss = 2.2331, D_loss = 0.3865: 100%|██████████| 600/600 [00:16<00:00, 36.56it/s]\n", "Epoch: 75, G_loss = 2.2220, D_loss = 0.4460: 100%|██████████| 600/600 [00:16<00:00, 36.79it/s]\n", "Epoch: 76, G_loss = 2.2950, D_loss = 0.4344: 100%|██████████| 600/600 [00:16<00:00, 36.94it/s]\n", "Epoch: 77, G_loss = 1.9567, D_loss = 0.5208: 100%|██████████| 600/600 [00:16<00:00, 36.82it/s]\n", "Epoch: 78, G_loss = 2.2411, D_loss = 0.5165: 100%|██████████| 600/600 [00:16<00:00, 37.45it/s]\n", "Epoch: 79, G_loss = 2.5246, D_loss = 0.4356: 100%|██████████| 600/600 [00:16<00:00, 37.33it/s]\n", "Epoch: 80, G_loss = 2.6575, D_loss = 0.3961: 100%|██████████| 600/600 [00:16<00:00, 37.44it/s]\n", "Epoch: 81, G_loss = 2.9286, D_loss = 0.3660: 100%|██████████| 600/600 [00:16<00:00, 37.02it/s]\n", "Epoch: 82, G_loss = 2.3484, D_loss = 0.4949: 100%|██████████| 600/600 [00:15<00:00, 37.51it/s]\n", "Epoch: 83, G_loss = 2.0606, D_loss = 0.4071: 100%|██████████| 600/600 [00:16<00:00, 37.28it/s]\n", "Epoch: 84, G_loss = 2.4056, D_loss = 0.4163: 100%|██████████| 600/600 [00:16<00:00, 36.86it/s]\n", "Epoch: 85, G_loss = 2.2396, D_loss = 0.3748: 100%|██████████| 600/600 [00:15<00:00, 37.54it/s]\n", "Epoch: 86, G_loss = 1.9255, D_loss = 0.5111: 100%|██████████| 600/600 [00:16<00:00, 37.28it/s]\n", "Epoch: 87, G_loss = 2.1898, D_loss = 0.4028: 100%|██████████| 600/600 [00:16<00:00, 37.22it/s]\n", "Epoch: 88, G_loss = 2.3190, D_loss = 0.4452: 100%|██████████| 600/600 [00:16<00:00, 37.04it/s]\n", "Epoch: 89, G_loss = 2.4297, D_loss = 0.3901: 100%|██████████| 600/600 [00:16<00:00, 37.18it/s]\n", "Epoch: 90, G_loss = 2.0207, D_loss = 0.5461: 100%|██████████| 600/600 [00:16<00:00, 37.24it/s]\n", "Epoch: 91, G_loss = 2.1466, D_loss = 0.5346: 100%|██████████| 600/600 [00:16<00:00, 36.64it/s]\n", "Epoch: 92, G_loss = 1.9831, D_loss = 0.6279: 100%|██████████| 600/600 [00:16<00:00, 36.52it/s]\n", "Epoch: 93, G_loss = 1.7844, D_loss = 0.5766: 100%|██████████| 600/600 [00:16<00:00, 36.62it/s]\n", "Epoch: 94, G_loss = 2.1780, D_loss = 0.4399: 100%|██████████| 600/600 [00:16<00:00, 36.97it/s]\n", "Epoch: 95, G_loss = 2.4051, D_loss = 0.5163: 100%|██████████| 600/600 [00:16<00:00, 36.55it/s]\n", "Epoch: 96, G_loss = 2.5941, D_loss = 0.4016: 100%|██████████| 600/600 [00:16<00:00, 36.26it/s]\n", "Epoch: 97, G_loss = 2.2091, D_loss = 0.4209: 100%|██████████| 600/600 [00:16<00:00, 37.24it/s]\n", "Epoch: 98, G_loss = 2.0768, D_loss = 0.5599: 100%|██████████| 600/600 [00:16<00:00, 37.37it/s]\n", "Epoch: 99, G_loss = 2.0667, D_loss = 0.4697: 100%|██████████| 600/600 [00:16<00:00, 36.81it/s]\n", "Epoch: 100, G_loss = 2.1712, D_loss = 0.5194: 100%|██████████| 600/600 [00:16<00:00, 37.49it/s]\n", "Epoch: 101, G_loss = 2.3104, D_loss = 0.4482: 100%|██████████| 600/600 [00:16<00:00, 37.28it/s]\n" ] } ], "source": [ "# Hint: Use very low G learning rate, high D learning rate, and multiple D updates per G\n", "# Recommended: g_lr=0.00005, d_lr=0.001, d_updates_per_g=5\n", "\n", "trainer = GANTrainer(\n", " g_lr=0.00005, \n", " d_lr=0.001, \n", " d_updates_per_g=5, \n", " fig_dir='./output/figures/mode_collapse', \n", " checkpoint_dir='./output/checkpoints/mode_collapse', \n", " eval_freq=20\n", " )\n", "trainer.run(epochs=101)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Experiment 2: Stable Training Settings\n", "\n", "Configure the trainer with **balanced** settings that prevent mode collapse." ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "Epoch: 1, G_loss = 1.1587, D_loss = 1.5820: 100%|██████████| 600/600 [00:10<00:00, 57.72it/s]\n", "Epoch: 2, G_loss = 0.6621, D_loss = 1.4929: 100%|██████████| 600/600 [00:10<00:00, 57.78it/s]\n", "Epoch: 3, G_loss = 1.0709, D_loss = 1.3796: 100%|██████████| 600/600 [00:10<00:00, 57.19it/s]\n", "Epoch: 4, G_loss = 1.6226, D_loss = 0.7186: 100%|██████████| 600/600 [00:10<00:00, 55.91it/s]\n", "Epoch: 5, G_loss = 2.0594, D_loss = 0.6016: 100%|██████████| 600/600 [00:10<00:00, 56.37it/s]\n", "Epoch: 6, G_loss = 1.9144, D_loss = 0.5988: 100%|██████████| 600/600 [00:10<00:00, 57.71it/s]\n", "Epoch: 7, G_loss = 2.0053, D_loss = 1.0164: 100%|██████████| 600/600 [00:10<00:00, 58.20it/s]\n", "Epoch: 8, G_loss = 1.9327, D_loss = 0.8144: 100%|██████████| 600/600 [00:10<00:00, 57.68it/s]\n", "Epoch: 9, G_loss = 2.1129, D_loss = 0.5768: 100%|██████████| 600/600 [00:10<00:00, 57.60it/s]\n", "Epoch: 10, G_loss = 2.3301, D_loss = 0.7228: 100%|██████████| 600/600 [00:10<00:00, 58.06it/s]\n", "Epoch: 11, G_loss = 2.4702, D_loss = 0.5028: 100%|██████████| 600/600 [00:10<00:00, 58.25it/s]\n", "Epoch: 12, G_loss = 2.1937, D_loss = 0.6420: 100%|██████████| 600/600 [00:10<00:00, 58.51it/s]\n", "Epoch: 13, G_loss = 1.4372, D_loss = 0.7894: 100%|██████████| 600/600 [00:10<00:00, 58.02it/s]\n", "Epoch: 14, G_loss = 2.1798, D_loss = 0.6943: 100%|██████████| 600/600 [00:10<00:00, 56.12it/s]\n", "Epoch: 15, G_loss = 1.3022, D_loss = 0.9977: 100%|██████████| 600/600 [00:10<00:00, 56.92it/s]\n", "Epoch: 16, G_loss = 1.8641, D_loss = 0.8252: 100%|██████████| 600/600 [00:10<00:00, 57.60it/s]\n", "Epoch: 17, G_loss = 1.3944, D_loss = 1.1831: 100%|██████████| 600/600 [00:10<00:00, 58.58it/s]\n", "Epoch: 18, G_loss = 1.4843, D_loss = 1.2252: 100%|██████████| 600/600 [00:10<00:00, 57.86it/s]\n", "Epoch: 19, G_loss = 1.7179, D_loss = 0.6938: 100%|██████████| 600/600 [00:10<00:00, 56.45it/s]\n", "Epoch: 20, G_loss = 1.1647, D_loss = 1.0108: 100%|██████████| 600/600 [00:10<00:00, 56.53it/s]\n", "Epoch: 21, G_loss = 1.3110, D_loss = 0.9372: 100%|██████████| 600/600 [00:10<00:00, 57.36it/s]\n", "Epoch: 22, G_loss = 1.6802, D_loss = 0.9741: 100%|██████████| 600/600 [00:10<00:00, 58.67it/s]\n", "Epoch: 23, G_loss = 1.5896, D_loss = 0.7985: 100%|██████████| 600/600 [00:10<00:00, 58.05it/s]\n", "Epoch: 24, G_loss = 1.1538, D_loss = 1.1215: 100%|██████████| 600/600 [00:10<00:00, 57.60it/s]\n", "Epoch: 25, G_loss = 1.0593, D_loss = 1.0829: 100%|██████████| 600/600 [00:10<00:00, 58.51it/s]\n", "Epoch: 26, G_loss = 1.1685, D_loss = 0.9738: 100%|██████████| 600/600 [00:10<00:00, 57.83it/s]\n", "Epoch: 27, G_loss = 1.6603, D_loss = 0.9428: 100%|██████████| 600/600 [00:10<00:00, 57.97it/s]\n", "Epoch: 28, G_loss = 1.0945, D_loss = 1.0465: 100%|██████████| 600/600 [00:10<00:00, 57.42it/s]\n", "Epoch: 29, G_loss = 1.3224, D_loss = 0.9018: 100%|██████████| 600/600 [00:10<00:00, 56.76it/s]\n", "Epoch: 30, G_loss = 1.3798, D_loss = 0.8046: 100%|██████████| 600/600 [00:10<00:00, 56.37it/s]\n", "Epoch: 31, G_loss = 1.5082, D_loss = 0.7760: 100%|██████████| 600/600 [00:10<00:00, 57.08it/s]\n", "Epoch: 32, G_loss = 1.3837, D_loss = 1.0545: 100%|██████████| 600/600 [00:10<00:00, 57.50it/s]\n", "Epoch: 33, G_loss = 1.3603, D_loss = 0.9417: 100%|██████████| 600/600 [00:10<00:00, 57.08it/s]\n", "Epoch: 34, G_loss = 1.3396, D_loss = 1.1541: 100%|██████████| 600/600 [00:10<00:00, 56.30it/s]\n", "Epoch: 35, G_loss = 1.1444, D_loss = 1.0927: 100%|██████████| 600/600 [00:10<00:00, 56.82it/s]\n", "Epoch: 36, G_loss = 1.5053, D_loss = 1.0009: 100%|██████████| 600/600 [00:10<00:00, 58.26it/s]\n", "Epoch: 37, G_loss = 0.9804, D_loss = 1.0028: 100%|██████████| 600/600 [00:10<00:00, 55.71it/s]\n", "Epoch: 38, G_loss = 1.3102, D_loss = 0.9189: 100%|██████████| 600/600 [00:10<00:00, 57.63it/s]\n", "Epoch: 39, G_loss = 1.2228, D_loss = 1.1278: 100%|██████████| 600/600 [00:10<00:00, 56.67it/s]\n", "Epoch: 40, G_loss = 0.9273, D_loss = 1.1930: 100%|██████████| 600/600 [00:10<00:00, 57.54it/s]\n", "Epoch: 41, G_loss = 1.2312, D_loss = 1.1781: 100%|██████████| 600/600 [00:10<00:00, 58.34it/s]\n", "Epoch: 42, G_loss = 1.2688, D_loss = 0.9714: 100%|██████████| 600/600 [00:10<00:00, 57.82it/s]\n", "Epoch: 43, G_loss = 1.0991, D_loss = 1.0367: 100%|██████████| 600/600 [00:10<00:00, 56.87it/s]\n", "Epoch: 44, G_loss = 0.9505, D_loss = 1.1396: 100%|██████████| 600/600 [00:10<00:00, 55.74it/s]\n", "Epoch: 45, G_loss = 1.0950, D_loss = 0.9878: 100%|██████████| 600/600 [00:10<00:00, 57.22it/s]\n", "Epoch: 46, G_loss = 1.0626, D_loss = 1.1043: 100%|██████████| 600/600 [00:10<00:00, 57.84it/s]\n", "Epoch: 47, G_loss = 1.1741, D_loss = 1.1437: 100%|██████████| 600/600 [00:10<00:00, 56.93it/s]\n", "Epoch: 48, G_loss = 1.1348, D_loss = 1.1668: 100%|██████████| 600/600 [00:10<00:00, 56.77it/s]\n", "Epoch: 49, G_loss = 1.2450, D_loss = 1.1943: 100%|██████████| 600/600 [00:10<00:00, 56.67it/s]\n", "Epoch: 50, G_loss = 0.8805, D_loss = 1.2553: 100%|██████████| 600/600 [00:10<00:00, 56.93it/s]\n", "Epoch: 51, G_loss = 1.0034, D_loss = 1.2214: 100%|██████████| 600/600 [00:10<00:00, 56.68it/s]\n", "Epoch: 52, G_loss = 1.0736, D_loss = 1.2293: 100%|██████████| 600/600 [00:10<00:00, 57.72it/s]\n", "Epoch: 53, G_loss = 1.0744, D_loss = 1.1334: 100%|██████████| 600/600 [00:10<00:00, 58.10it/s]\n", "Epoch: 54, G_loss = 0.9730, D_loss = 1.2559: 100%|██████████| 600/600 [00:10<00:00, 57.37it/s]\n", "Epoch: 55, G_loss = 1.0668, D_loss = 1.2052: 100%|██████████| 600/600 [00:10<00:00, 56.63it/s]\n", "Epoch: 56, G_loss = 1.0216, D_loss = 1.1759: 100%|██████████| 600/600 [00:10<00:00, 56.30it/s]\n", "Epoch: 57, G_loss = 1.3919, D_loss = 1.0201: 100%|██████████| 600/600 [00:10<00:00, 56.34it/s]\n", "Epoch: 58, G_loss = 0.8834, D_loss = 1.3032: 100%|██████████| 600/600 [00:10<00:00, 58.39it/s]\n", "Epoch: 59, G_loss = 0.9810, D_loss = 1.2948: 100%|██████████| 600/600 [00:10<00:00, 56.32it/s]\n", "Epoch: 60, G_loss = 0.9802, D_loss = 1.2305: 100%|██████████| 600/600 [00:10<00:00, 55.94it/s]\n", "Epoch: 61, G_loss = 1.0448, D_loss = 1.1309: 100%|██████████| 600/600 [00:10<00:00, 57.71it/s]\n", "Epoch: 62, G_loss = 0.9671, D_loss = 1.1283: 100%|██████████| 600/600 [00:10<00:00, 58.20it/s]\n", "Epoch: 63, G_loss = 0.9701, D_loss = 1.1990: 100%|██████████| 600/600 [00:10<00:00, 56.65it/s]\n", "Epoch: 64, G_loss = 0.7897, D_loss = 1.3201: 100%|██████████| 600/600 [00:10<00:00, 58.36it/s]\n", "Epoch: 65, G_loss = 1.0028, D_loss = 1.2033: 100%|██████████| 600/600 [00:10<00:00, 57.51it/s]\n", "Epoch: 66, G_loss = 1.0667, D_loss = 1.2506: 100%|██████████| 600/600 [00:10<00:00, 56.98it/s]\n", "Epoch: 67, G_loss = 1.1484, D_loss = 1.0584: 100%|██████████| 600/600 [00:10<00:00, 56.33it/s]\n", "Epoch: 68, G_loss = 1.0005, D_loss = 1.1534: 100%|██████████| 600/600 [00:10<00:00, 57.27it/s]\n", "Epoch: 69, G_loss = 1.0920, D_loss = 1.2800: 100%|██████████| 600/600 [00:10<00:00, 56.23it/s]\n", "Epoch: 70, G_loss = 0.9745, D_loss = 1.1678: 100%|██████████| 600/600 [00:10<00:00, 55.02it/s]\n", "Epoch: 71, G_loss = 1.0706, D_loss = 1.2322: 100%|██████████| 600/600 [00:10<00:00, 56.02it/s]\n", "Epoch: 72, G_loss = 0.8022, D_loss = 1.2022: 100%|██████████| 600/600 [00:10<00:00, 58.07it/s]\n", "Epoch: 73, G_loss = 0.8543, D_loss = 1.2529: 100%|██████████| 600/600 [00:10<00:00, 58.13it/s]\n", "Epoch: 74, G_loss = 0.8896, D_loss = 1.3002: 100%|██████████| 600/600 [00:10<00:00, 58.15it/s]\n", "Epoch: 75, G_loss = 0.9223, D_loss = 1.1540: 100%|██████████| 600/600 [00:10<00:00, 58.38it/s]\n", "Epoch: 76, G_loss = 0.8469, D_loss = 1.2719: 100%|██████████| 600/600 [00:10<00:00, 56.56it/s]\n", "Epoch: 77, G_loss = 0.9356, D_loss = 1.1548: 100%|██████████| 600/600 [00:10<00:00, 58.07it/s]\n", "Epoch: 78, G_loss = 0.9750, D_loss = 1.2151: 100%|██████████| 600/600 [00:10<00:00, 58.23it/s]\n", "Epoch: 79, G_loss = 0.7916, D_loss = 1.2857: 100%|██████████| 600/600 [00:10<00:00, 57.75it/s]\n", "Epoch: 80, G_loss = 0.9392, D_loss = 1.3640: 100%|██████████| 600/600 [00:10<00:00, 58.02it/s]\n", "Epoch: 81, G_loss = 0.8804, D_loss = 1.2418: 100%|██████████| 600/600 [00:10<00:00, 57.35it/s]\n", "Epoch: 82, G_loss = 1.1670, D_loss = 1.1646: 100%|██████████| 600/600 [00:10<00:00, 57.14it/s]\n", "Epoch: 83, G_loss = 0.8973, D_loss = 1.2673: 100%|██████████| 600/600 [00:10<00:00, 55.37it/s]\n", "Epoch: 84, G_loss = 0.8882, D_loss = 1.2806: 100%|██████████| 600/600 [00:10<00:00, 56.49it/s]\n", "Epoch: 85, G_loss = 0.6187, D_loss = 1.4000: 100%|██████████| 600/600 [00:10<00:00, 58.54it/s]\n", "Epoch: 86, G_loss = 0.8782, D_loss = 1.1891: 100%|██████████| 600/600 [00:10<00:00, 57.99it/s]\n", "Epoch: 87, G_loss = 0.9492, D_loss = 1.2424: 100%|██████████| 600/600 [00:10<00:00, 56.95it/s]\n", "Epoch: 88, G_loss = 0.8717, D_loss = 1.3311: 100%|██████████| 600/600 [00:10<00:00, 57.13it/s]\n", "Epoch: 89, G_loss = 0.8264, D_loss = 1.2432: 100%|██████████| 600/600 [00:10<00:00, 56.52it/s]\n", "Epoch: 90, G_loss = 0.8607, D_loss = 1.2589: 100%|██████████| 600/600 [00:10<00:00, 57.33it/s]\n", "Epoch: 91, G_loss = 1.0287, D_loss = 1.1630: 100%|██████████| 600/600 [00:10<00:00, 58.17it/s]\n", "Epoch: 92, G_loss = 0.7537, D_loss = 1.2988: 100%|██████████| 600/600 [00:10<00:00, 57.67it/s]\n", "Epoch: 93, G_loss = 0.8677, D_loss = 1.2932: 100%|██████████| 600/600 [00:10<00:00, 56.62it/s]\n", "Epoch: 94, G_loss = 0.8734, D_loss = 1.2873: 100%|██████████| 600/600 [00:10<00:00, 57.89it/s]\n", "Epoch: 95, G_loss = 1.0843, D_loss = 1.1707: 100%|██████████| 600/600 [00:10<00:00, 57.30it/s]\n", "Epoch: 96, G_loss = 0.7818, D_loss = 1.4468: 100%|██████████| 600/600 [00:10<00:00, 58.29it/s]\n", "Epoch: 97, G_loss = 0.9068, D_loss = 1.2346: 100%|██████████| 600/600 [00:10<00:00, 58.13it/s]\n", "Epoch: 98, G_loss = 0.8657, D_loss = 1.2635: 100%|██████████| 600/600 [00:10<00:00, 58.00it/s]\n", "Epoch: 99, G_loss = 0.8474, D_loss = 1.2712: 100%|██████████| 600/600 [00:10<00:00, 56.95it/s]\n", "Epoch: 100, G_loss = 0.8359, D_loss = 1.3609: 100%|██████████| 600/600 [00:10<00:00, 57.02it/s]\n", "Epoch: 101, G_loss = 0.8791, D_loss = 1.3340: 100%|██████████| 600/600 [00:10<00:00, 56.91it/s]\n" ] } ], "source": [ "# TODO: Configure stable training settings\n", "# Hint: Use equal learning rates for G and D, and 1:1 update ratio\n", "# Recommended: g_lr=0.0002, d_lr=0.0002, d_updates_per_g=1\n", "\n", "trainer_s = GANTrainer(\n", " g_lr=0.0002,\n", " d_lr=0.0002,\n", " d_updates_per_g=1, \n", " fig_dir='./output/figures/stable', \n", " checkpoint_dir='./output/checkpoints/stable', \n", " eval_freq=20\n", " )\n", "trainer_s.run(epochs=101)" ] }, { "cell_type": "code", "execution_count": 22, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Saved comparison to comparison.png\n" ] } ], "source": [ "import matplotlib.pyplot as plt\n", "from glob import glob\n", "\n", "fig, axes = plt.subplots(2, 5, figsize=(15, 6))\n", "fig.suptitle('Mode Collapse vs Stable Training', fontsize=16)\n", "\n", "# Mode collapse images\n", "collapse_images = sorted(glob('./output/figures/mode_collapse/fig_*.png'), \n", " key=lambda x: int(x.split('_')[-1].split('.')[0]))\n", "if len(collapse_images) >= 5:\n", " for i, img_path in enumerate(collapse_images[-5:]):\n", " img = Image.open(img_path)\n", " epoch_num = img_path.split('_')[-1].split('.')[0]\n", " axes[0, i].imshow(img, cmap='gray')\n", " axes[0, i].set_title(f'Epoch {epoch_num}')\n", " axes[0, i].axis('off')\n", "\n", "# Stable training images\n", "stable_images = sorted(glob('./output/figures/stable/fig_*.png'),\n", " key=lambda x: int(x.split('_')[-1].split('.')[0]))\n", "if len(stable_images) >= 5:\n", " for i, img_path in enumerate(stable_images[-5:]):\n", " img = Image.open(img_path)\n", " epoch_num = img_path.split('_')[-1].split('.')[0]\n", " axes[1, i].imshow(img, cmap='gray')\n", " axes[1, i].set_title(f'Epoch {epoch_num}')\n", " axes[1, i].axis('off')\n", "\n", "axes[0, 0].set_ylabel('Mode Collapse', fontsize=14)\n", "axes[1, 0].set_ylabel('Stable Training', fontsize=14)\n", "\n", "plt.tight_layout()\n", "plt.savefig('comparison.png', dpi=150, bbox_inches='tight')\n", "plt.show()\n", "\n", "print('Saved comparison to comparison.png')\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "---\n", "\n", "## Part 4: Analysis\n", "\n", "After running both experiments, compare the results:\n", "\n", "### What to Look For:\n", "- **Mode Collapse**: Do you see the same digit(s) repeated in the grid? This means the generator has collapsed to producing only a few modes.\n", " \n", "- **Stable Training**: Do you see variety in the generated digits? All 10 digits should appear with good quality.\n", "\n", "### Questions to Consider:\n", "1. Why does a stronger discriminator cause mode collapse?\n", "2. What happens to the generator's gradient when D is too good?\n", "3. How does the D:G update ratio affect training balance?\n", "\n", "---" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Answers\n", "\n", "### 1. Why does a stronger discriminator cause mode collapse?\n", "\n", "A stronger discriminator can distinguish real and fake samples almost perfectly. \n", "As a result, it only gives useful feedback in very small regions of the data space where the generator happens to fool it slightly.\n", "\n", "From the generator’s perspective, the loss landscape becomes very uneven:\n", "- Large flat regions where the gradient is weak or zero\n", "- Very sharp regions around a few samples that get better discriminator scores\n", "\n", "The generator then concentrates its probability mass on those few regions instead of covering all modes of the data distribution. \n", "This behavior leads to **mode collapse**, where the generator repeatedly produces the same digit(s) with small variations.\n", "\n", "In short, the generator collapses because the discriminator rewards only a tiny subset of outputs.\n", "\n", "---\n", "\n", "### 2. What happens to the generator’s gradient when D is too good?\n", "\n", "When the discriminator is too strong, it assigns very low scores to most generated samples.\n", "\n", "For common GAN losses:\n", "- The generator’s gradient magnitude becomes very small when D(G(z)) is close to zero\n", "- This causes **gradient saturation**, meaning the generator receives little or no learning signal\n", "\n", "Even with non-saturating losses, the gradients tend to be:\n", "- Highly localized\n", "- Noisy and unstable\n", "- Informative only near decision boundaries\n", "\n", "As a result, the generator either:\n", "- Stops improving (vanishing gradients), or\n", "- Chases a few weak spots in the discriminator, which again encourages mode collapse\n", "\n", "---\n", "\n", "### 3. How does the D:G update ratio affect training balance?\n", "\n", "The discriminator-to-generator (D:G) update ratio controls how fast each network learns.\n", "\n", "- If D is updated much more often than G:\n", " - The discriminator becomes too strong too quickly\n", " - The generator receives poor or unstable gradients\n", " - Mode collapse or stalled training is likely\n", "\n", "- If G is updated much more often than D:\n", " - The generator exploits weaknesses in the discriminator\n", " - Samples may be diverse but low quality or unrealistic\n", " - Training can oscillate or diverge\n", "\n", "- If D and G are updated in a balanced way:\n", " - The discriminator stays informative but not overpowering\n", " - The generator receives meaningful gradients across many modes\n", " - Training is more stable and produces diverse, high-quality samples\n", "\n", "This is why careful tuning of the D:G update ratio is critical in GAN training.\n", "\n", "---\n", "\n", "### Summary\n", "\n", "A too-strong discriminator leads to mode collapse because it provides weak or highly concentrated gradients, and an imbalanced D:G update ratio worsens this effect by allowing one network to dominate the training dynamics.\n" ] } ], "metadata": { "colab": { "provenance": [] }, "kernelspec": { "display_name": "clip", "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": "3.10.16" } }, "nbformat": 4, "nbformat_minor": 0 }