{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "456eacd4-cf8e-4972-ac88-446224bafb89",
   "metadata": {},
   "source": [
    "# Lecture 9: Introduction to Deep Learning for Image Analysis\n",
    "**Introduction to Image Analysis — Spring 2026** \n",
    "\n",
    "---\n",
    "\n",
    "The following code uses PyTorch. Install it in your Python environment by running\n",
    "```bash\n",
    "pip install scikit-learn torch torchvision\n",
    "```\n",
    "from a terminal.\n",
    "\n",
    "We will also use MedMNIST for the examples. Install the required package with\n",
    "```bash\n",
    "pip install medmnist\n",
    "```"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "a534817a-d8af-487f-a6a3-8ae87667446e",
   "metadata": {},
   "outputs": [],
   "source": [
    "%matplotlib inline\n",
    "\n",
    "import numpy as np\n",
    "import torch as th\n",
    "from torch import nn\n",
    "from torch.utils.data import DataLoader\n",
    "from torchvision.transforms.functional import pil_to_tensor\n",
    "from torchvision.utils import make_grid\n",
    "\n",
    "import matplotlib.pyplot as plt"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "85f43440-24e8-4e82-a385-52d4ebbdc49f",
   "metadata": {},
   "source": [
    "## 0. PyTorch quick introduction\n",
    "\n",
    "PyTorch is a Python library for numerical computing and deep learning.\n",
    "\n",
    "When you work with data, PyTorch feels very similar to NumPy. The main data structure is a **tensor** (similar to a NumPy array). Many operations use almost the same syntax, so if you know NumPy, learning PyTorch is straightforward.\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "da0de633-a363-4170-b5cf-7ef2f771b37a",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "NumPy array:\n",
      " [[1. 2.]\n",
      " [3. 4.]]\n",
      "PyTorch tensor:\n",
      " tensor([[1., 2.],\n",
      "        [3., 4.]])\n",
      "NumPy shape: (2, 2)\n",
      "PyTorch shape: torch.Size([2, 2])\n",
      "NumPy mean: 2.5\n",
      "PyTorch mean: tensor(2.5000)\n",
      "NumPy matrix product:\n",
      " [[ 7. 10.]\n",
      " [15. 22.]]\n",
      "PyTorch matrix product:\n",
      " tensor([[ 7., 10.],\n",
      "        [15., 22.]])\n"
     ]
    }
   ],
   "source": [
    "# NumPy and PyTorch feel very similar for basic array operations\n",
    "import numpy as np\n",
    "import torch\n",
    "\n",
    "a_np = np.array([[1.0, 2.0], [3.0, 4.0]])\n",
    "a_torch = torch.tensor([[1.0, 2.0], [3.0, 4.0]])\n",
    "\n",
    "print('NumPy array:\\n', a_np)\n",
    "print('PyTorch tensor:\\n', a_torch)\n",
    "\n",
    "# Shape\n",
    "print('NumPy shape:', a_np.shape)\n",
    "print('PyTorch shape:', a_torch.shape)\n",
    "\n",
    "print('NumPy mean:', a_np.mean())\n",
    "print('PyTorch mean:', a_torch.mean())\n",
    "\n",
    "print('NumPy matrix product:\\n', a_np @ a_np)\n",
    "print('PyTorch matrix product:\\n', a_torch @ a_torch)\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "bd6acb29-5730-4570-b2e3-12e130cc38cd",
   "metadata": {},
   "source": [
    "PyTorch has two key features that NumPy does not provide out of the box:\n",
    "\n",
    "1. **Automatic gradients (autograd):** PyTorch can compute derivatives automatically, which is how neural networks learn during training.\n",
    "2. **GPU support:** PyTorch can run tensor operations on a GPU, which can make deep learning much faster.\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "c7ad427a-da0d-498e-a44b-3f985dbabc95",
   "metadata": {},
   "source": [
    "### Automatic gradients\n",
    "\n",
    "PyTorch can compute derivatives automatically with **autograd**.\n",
    "If a tensor has `requires_grad=True`, PyTorch tracks operations on it and can compute gradients with `.backward()`.\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "579189e4",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "x = 3.0\n",
      "y = 15.0\n",
      "dy/dx = 8.0\n"
     ]
    }
   ],
   "source": [
    "# Very first autograd example (scalar input)\n",
    "import torch\n",
    "\n",
    "x = torch.tensor(3.0, requires_grad=True)\n",
    "y = x**2 + 2*x\n",
    "\n",
    "y.backward()\n",
    "\n",
    "print('x =', x.item())\n",
    "print('y =', y.item())\n",
    "print('dy/dx =', x.grad.item())\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "0c95ee64",
   "metadata": {},
   "source": [
    "Autograd works with input tensors of any shape (scalar, vector, matrix, etc.).\n",
    "You can combine many tensors to compute a final value.\n",
    "PyTorch computes gradients of that final value with respect to all inputs that have `requires_grad=True`.\n",
    "That final value must be a scalar.\n",
    "\n",
    "For example, we can compute the gradient of $f(\\mathbf{w}) = \\sum_i \\mathbf{w}_i^2$:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "3f5403ac-7944-431c-800b-2e1fc3c57fac",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "loss.shape = torch.Size([])\n",
      "w = tensor([1., 2., 3.], requires_grad=True)\n",
      "loss = 14.0\n",
      "gradients d(loss)/dw = tensor([2., 4., 6.])\n"
     ]
    }
   ],
   "source": [
    "# Autograd with a vector: squared norm ||w||^2\n",
    "import torch\n",
    "\n",
    "w = torch.tensor([1.0, 2.0, 3.0], requires_grad=True)\n",
    "\n",
    "# Scalar output: sum of squares\n",
    "loss = (w**2).sum()\n",
    "\n",
    "# loss is a single number (a scalar, its shape is []):\n",
    "print(\"loss.shape =\", loss.shape)\n",
    "loss.backward()\n",
    "\n",
    "print('w =', w)\n",
    "print('loss =', loss.item())\n",
    "print('gradients d(loss)/dw =', w.grad)  # expected: 2*w\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "a4efd797-28e5-4fed-88f3-a29ca9873705",
   "metadata": {},
   "source": [
    "### GPU computation\n",
    "\n",
    "PyTorch can move tensors and models to GPU to speed up computations.\n",
    "In this lecture, we will keep everything on CPU to keep the code simple.\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "75b60527-9418-4941-8023-7b643d0ed1ba",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Selected device: cpu\n",
      "Tensor: tensor([1., 2., 3.])\n",
      "Tensor device: cpu\n"
     ]
    }
   ],
   "source": [
    "# Move a tensor to GPU (if available)\n",
    "import torch\n",
    "\n",
    "device = 'cuda' if torch.cuda.is_available() else 'cpu'\n",
    "x = torch.tensor([1.0, 2.0, 3.0]).to(device)\n",
    "\n",
    "print('Selected device:', device)\n",
    "print('Tensor:', x)\n",
    "print('Tensor device:', x.device)\n",
    "\n",
    "# By default, PyTorch tensors are created on the CPU unless you explicitly set a device"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "b9c3e497-858c-42d4-9a64-c02a0b7ce83c",
   "metadata": {},
   "source": [
    "Useful PyTorch resources:\n",
    "\n",
    "- PyTorch tutorials: https://docs.pytorch.org/tutorials/\n",
    "- Intro to PyTorch: https://docs.pytorch.org/tutorials/beginner/basics/intro.html\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "d6000034-0b6c-40d5-a495-eba08b18b89f",
   "metadata": {},
   "source": [
    "## 1. Load image\n",
    "\n",
    "We start by loading one image that we will use to explore convolution layers and build intuition.\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "7f06717e-01a5-489d-962d-42b76e290709",
   "metadata": {},
   "outputs": [
    {
     "data": {
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",
      "text/plain": [
       "<PIL.Image.Image image mode=L size=128x128>"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# from medmnist import BreastMNIST\n",
    "from medmnist import OCTMNIST\n",
    "# from medmnist import PneumoniaMNIST\n",
    "\n",
    "image_pil = OCTMNIST(split=\"train\", size=128, download=True)[0][0]\n",
    "image_pil"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "383cc122-24db-4577-9871-07c96436d0e7",
   "metadata": {},
   "source": [
    "We will convert the image to a PyTorch tensor and show shape and data type details."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "74b8096a-7b70-4b16-9c9a-299fc432b78d",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "image.shape=torch.Size([1, 128, 128])\n",
      "image.dtype=torch.uint8\n"
     ]
    }
   ],
   "source": [
    "image = pil_to_tensor(image_pil)\n",
    "print(f\"{image.shape=}\")\n",
    "print(f\"{image.dtype=}\")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "a7cc67d7-b6ff-42c2-98ae-f6d486062f4d",
   "metadata": {},
   "source": [
    "PyTorch stores images as tensors with shape **C × H × W**\n",
    "(channels, height, width).\n",
    "\n",
    "The loaded image is `uint8` in the range `[0, 255]`.\n",
    "Before feeding images to convolution layers, we convert to `float32` and rescale to `[0, 1]`."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "dba001cc-9245-49a0-b078-6f0f5657857f",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "image.dtype=torch.float32\n",
      "tuple(image.aminmax())=(tensor(0.0118), tensor(0.9529))\n"
     ]
    }
   ],
   "source": [
    "image = image.to(dtype=th.float32) / 255.0\n",
    "print(f\"{image.dtype=}\")\n",
    "print(f\"{tuple(image.aminmax())=}\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "a50fe3d5-975b-4500-a10a-af4d3d75aaa9",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x11ed8b920>"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.imshow(image[0])"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "2d05d809-5828-4ce7-adfb-095363fd0abd",
   "metadata": {},
   "source": [
    "## 2. Convolution layer\n",
    "\n",
    "Before defining a full CNN, we first explore `nn.Conv2d`,\n",
    "which is the basic convolution layer in PyTorch.\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "b6df2042-8ea9-48d9-bde0-7579e6b1be35",
   "metadata": {},
   "source": [
    "### 2.1. One channel in, one channel out\n",
    "\n",
    "We start with the simplest case: one input channel and one output channel.\n",
    "This means the layer applies one convolution filter to the image.\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "206def35-3a7c-4fe8-a8bc-1646f57bfe9f",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Create a convolutional layer\n",
    "conv1 = nn.Conv2d(in_channels=1, out_channels=1, kernel_size=5)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "b16792f7-7b74-4cd4-90dd-93e12e5c7ae8",
   "metadata": {},
   "source": [
    "We can inspect the learnable parameters of the layer:\n",
    "\n",
    "- `weight`: convolution kernel values\n",
    "- `bias`: one scalar bias per output channel\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "008b50ba-02cc-4a4b-8b38-7a4f15b99ee1",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "conv1.weight=Parameter containing:\n",
      "tensor([[[[ 0.0367, -0.0284,  0.1169, -0.0807,  0.1222],\n",
      "          [ 0.1442,  0.0829, -0.1635, -0.0364,  0.1829],\n",
      "          [-0.0705,  0.1299, -0.1089, -0.1932, -0.0716],\n",
      "          [-0.1350, -0.1870,  0.1363,  0.1331,  0.1710],\n",
      "          [ 0.0008,  0.0077,  0.1491,  0.0370, -0.1283]]]], requires_grad=True)\n",
      "conv1.bias=Parameter containing:\n",
      "tensor([-0.0654], requires_grad=True)\n"
     ]
    }
   ],
   "source": [
    "print(f\"{conv1.weight=}\")\n",
    "print(f\"{conv1.bias=}\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "938766d1-fe2c-4294-89c3-4e912c59f621",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(np.float64(-0.5), np.float64(4.5), np.float64(4.5), np.float64(-0.5))"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 300x300 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Visualize conv1.weight (one filter of shape 1x5x5)\n",
    "plt.figure(figsize=(3, 3))\n",
    "plt.imshow(conv1.weight[0, 0].detach(), cmap='gray')\n",
    "plt.title(\"conv1 filter (5x5)\")\n",
    "plt.colorbar(shrink=0.8)\n",
    "plt.axis(\"off\")\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "2c5ecbdf-a914-459f-82c2-aedaaef925c3",
   "metadata": {},
   "source": [
    "Note that `weight` and `bias` are initialized **randomly**. Initializing parameters in neural networks is not completely trivial, but PyTorch's initialization usually works well in practice without further tuning."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "c5688494-5b40-4068-96f3-3741e64d0021",
   "metadata": {},
   "source": [
    "We can now apply the convolution and visualize the result:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "a122a1b0-4092-4e28-862a-b1cfe5598688",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 1.0, 'Output of convolution layer')"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Apply the convolutional layer to the test image\n",
    "out = conv1(image)\n",
    "\n",
    "plt.imshow(out[0].detach())\n",
    "plt.title(\"Output of convolution layer\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "fa26f6fa-bf6c-4519-aa8d-0ae29fc3ac2c",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "image.shape=torch.Size([1, 128, 128])\n",
      "out.shape=torch.Size([1, 124, 124])\n"
     ]
    }
   ],
   "source": [
    "print(f\"{image.shape=}\")\n",
    "print(f\"{out.shape=}\")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "07ae79b4-f443-4959-928d-08987e2a5ff0",
   "metadata": {},
   "source": [
    "### 2.2. Padding\n",
    "\n",
    "The output here is smaller than the input because PyTorch does **not** add padding by default.\n",
    "In CNNs, we often use padding to preserve spatial size across layers.\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "0551b2e5-5279-43b2-b059-c6263f872687",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Shapes with padding='same':\n",
      "image.shape=torch.Size([1, 128, 128])\n",
      "out.shape=torch.Size([1, 128, 128])\n"
     ]
    }
   ],
   "source": [
    "# Create a convolution layer with padding=same to keep the image size\n",
    "conv2 = nn.Conv2d(in_channels=1, out_channels=1, kernel_size=5, padding=\"same\")\n",
    "out = conv2(image)\n",
    "\n",
    "print(\"Shapes with padding='same':\")\n",
    "print(f\"{image.shape=}\")\n",
    "print(f\"{out.shape=}\")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "80aa5fb4-76fa-4385-b295-339b22e18f3b",
   "metadata": {},
   "source": [
    "## 2.3. Multiple convolutions in one convolution layer\n",
    "\n",
    "With one output channel, the layer detects one type of pattern.\n",
    "Usually we want multiple pattern detectors, so we use multiple output channels.\n",
    "Each output channel corresponds to one convolution filter.\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "2dae2f01-014f-456c-bf14-0a4cc84794ec",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "torch.Size([8, 1, 5, 5])\n",
      "torch.Size([8])\n"
     ]
    }
   ],
   "source": [
    "# Convolution layer with 8 filters (and therefore 8 output channels)\n",
    "conv3 = nn.Conv2d(in_channels=1, out_channels=8, kernel_size=5, padding=\"same\")\n",
    "\n",
    "print(f\"{conv3.weight.shape}\")\n",
    "print(f\"{conv3.bias.shape}\")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "6f30a313-a042-491e-bf8e-0448e9a89bc0",
   "metadata": {},
   "source": [
    "In PyTorch, convolution weights have shape:\n",
    "\n",
    "$$\n",
    "(\\text{out\\_channels},\\; \\text{in\\_channels},\\; h,\\; w)\n",
    "$$\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "37593731-239b-4616-b01f-1abc779eeb36",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Visualize the 8 filters\n",
    "\n",
    "plt.imshow(make_grid(conv3.weight, nrow=4)[0])\n",
    "plt.axis(\"off\")\n",
    "plt.title(\"Convolution filters (8 output channels)\");\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "id": "b2e12db3-158c-42e1-b9a0-7340e7d730f2",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "image.shape=torch.Size([1, 128, 128])\n",
      "out3.shape=torch.Size([8, 128, 128])\n"
     ]
    }
   ],
   "source": [
    "# Compute the output and visualize the 8 outputs\n",
    "\n",
    "out3 = conv3(image)\n",
    "print(f\"{image.shape=}\")\n",
    "print(f\"{out3.shape=}\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "id": "c02edf41-d504-488a-a769-3d3ed9441add",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 1.0, 'Output feature maps (8 channels)')"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.imshow(make_grid(out3[:, None], nrow=4)[0])\n",
    "plt.axis(\"off\")\n",
    "plt.title(\"Output feature maps (8 channels)\")\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "4595b289-bb96-44d9-b342-47a9d788800e",
   "metadata": {},
   "source": [
    "### 2.4. Strided convolution\n",
    "\n",
    "We can downsample feature maps directly in convolution layers by setting `stride > 1`.\n",
    "This reduces spatial resolution while increasing receptive field.\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "id": "2042db2b-37ae-4a08-a19d-c302cf89d77a",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "image.shape=torch.Size([1, 128, 128])\n",
      "out4.shape=torch.Size([8, 64, 64])\n"
     ]
    }
   ],
   "source": [
    "conv4 = nn.Conv2d(\n",
    "    in_channels=1,\n",
    "    out_channels=8,\n",
    "    kernel_size=5,\n",
    "    padding=2,  # We cannot use padding=\"same\" with strided convolutions since the output size will never be the same\n",
    "    stride=2\n",
    ")\n",
    "\n",
    "out4 = conv4(image)\n",
    "print(f\"{image.shape=}\")\n",
    "print(f\"{out4.shape=}\")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "56d0cc65-630d-4f98-99bb-9c5f2c090d1d",
   "metadata": {},
   "source": [
    "## 3. Define the CNN\n",
    "\n",
    "Now we put the building blocks together into one complete CNN.\n",
    "\n",
    "In PyTorch, models are defined as subclasses of `nn.Module`.\n",
    "\n",
    "- In `__init__`, we define layers and hyperparameters.\n",
    "- In `forward`, we define how data flows through those layers.\n",
    "\n",
    "We now use this structure to define a small CNN.\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "id": "9f28ad4b-0b44-4a56-abdc-2d1caa1cd5a3",
   "metadata": {},
   "outputs": [],
   "source": [
    "class TestCNN(nn.Module):\n",
    "\n",
    "    def __init__(self):\n",
    "        # Call parent constructor of nn.Module\n",
    "        super().__init__()\n",
    "\n",
    "        # Define our conv layers\n",
    "        # Note: we could use nn.Sequential for convenience\n",
    "        self.conv1 = nn.Conv2d(in_channels=1, out_channels=8, kernel_size=3, padding=\"same\")\n",
    "        self.conv2 = nn.Conv2d(in_channels=8, out_channels=8, kernel_size=3, padding=\"same\")\n",
    "\n",
    "        self.conv3 = nn.Conv2d(in_channels=8, out_channels=16, kernel_size=3, padding=1, stride=2)\n",
    "        self.conv4 = nn.Conv2d(in_channels=16, out_channels=16, kernel_size=3, padding=\"same\")\n",
    "\n",
    "        self.conv5 = nn.Conv2d(in_channels=16, out_channels=32, kernel_size=3, padding=1, stride=2)\n",
    "        self.conv6 = nn.Conv2d(in_channels=32, out_channels=32, kernel_size=3, padding=\"same\")\n",
    "\n",
    "        # Define our activation layer\n",
    "        self.relu = nn.ReLU()\n",
    "\n",
    "        # Global avg pooling\n",
    "        self.gap = nn.AdaptiveAvgPool2d((1, 1))\n",
    "\n",
    "        # FC layer\n",
    "        self.fc = nn.Linear(in_features=32, out_features=2)\n",
    "\n",
    "        # Softmax\n",
    "        self.softmax = nn.Softmax(dim=-1)\n",
    "\n",
    "    def forward(self, x):\n",
    "        \"\"\"\n",
    "        Defines the interaction between layers\n",
    "        \"\"\"\n",
    "        # x is the input image\n",
    "\n",
    "        # 1st block\n",
    "        # x.shape == (1, 128, 128)\n",
    "        fmap = self.conv1(x)\n",
    "        fmap = self.relu(fmap)\n",
    "        # fmap.shape == (8, 128, 128)\n",
    "        fmap = self.conv2(fmap)\n",
    "        fmap = self.relu(fmap)\n",
    "        # fmap.shape == (8, 128, 128)\n",
    "\n",
    "        # 2nd block\n",
    "        fmap = self.conv3(fmap)\n",
    "        fmap = self.relu(fmap)\n",
    "        # fmap.shape == (16, 64, 64)\n",
    "        fmap = self.conv4(fmap)\n",
    "        fmap = self.relu(fmap)\n",
    "        # fmap.shape == (16, 64, 64)\n",
    "\n",
    "        # 3rd block\n",
    "        fmap = self.conv5(fmap)\n",
    "        fmap = self.relu(fmap)\n",
    "        # fmap.shape == (32, 32, 32)\n",
    "        fmap = self.conv6(fmap)\n",
    "        fmap = self.relu(fmap)\n",
    "        # fmap.shape == (32, 32, 32)\n",
    "\n",
    "        # GAP\n",
    "        fvec = self.gap(fmap)\n",
    "        fvec = th.squeeze(fvec, dim=(-1, -2))\n",
    "\n",
    "        # FC\n",
    "        out = self.fc(fvec)\n",
    "\n",
    "        # out = self.softmax(out)\n",
    "\n",
    "        return out\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "id": "93085d3e-54e8-44f7-ba66-4be808f2dc47",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "out.shape=torch.Size([2])\n"
     ]
    }
   ],
   "source": [
    "cnn = TestCNN()\n",
    "out = cnn(image)\n",
    "print(f\"{out.shape=}\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "id": "fdc5ac2b-4568-4fff-a829-9b165259a955",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "tensor([0.5419, 0.4581], grad_fn=<SoftmaxBackward0>)"
      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "th.softmax(out, dim=-1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "id": "5337b0d5-7436-442c-bc42-fc6722f17a15",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of parameters: 18106\n"
     ]
    }
   ],
   "source": [
    "# Number of parameters\n",
    "print(\"Number of parameters:\", sum(p.numel() for p in cnn.parameters()))"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "3bb5669a-89a5-4d62-9240-0064b0c45b3a",
   "metadata": {},
   "source": [
    "## 4. Data preparation and augmentation\n",
    "\n",
    "Before training, we define a data augmentation pipeline for training images.\n",
    "At each mini-batch, it applies random, label-preserving transformations (for example, small flips or rotations), so the model sees different variants of the same cases.\n",
    "This increases effective data diversity and helps the network generalize better without collecting new data."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "id": "df656983-2c6f-4926-81e6-ffd282894b43",
   "metadata": {},
   "outputs": [],
   "source": [
    "from torchvision import transforms\n",
    "\n",
    "augm_transforms = transform = transforms.Compose([\n",
    "    # Random flip with prob 0.5\n",
    "    # transforms.RandomHorizontalFlip(),\n",
    "    # Random rotation with -10 + 10 degrees\n",
    "    transforms.RandomRotation(10),\n",
    "    # Convert PIL to a PyTorch tensor\n",
    "    transforms.ToTensor(),\n",
    "])\n",
    "\n",
    "# We can create much more extreme augmentations\n",
    "augm_strong_transforms = transforms.Compose([\n",
    "    transforms.RandomHorizontalFlip(p=0.5),\n",
    "    transforms.RandomAffine(\n",
    "        degrees=(-10, 10),\n",
    "        translate=(0.05, 0.05),\n",
    "        scale=(0.9, 1.1),\n",
    "        # shear=10,\n",
    "    ),\n",
    "    transforms.ColorJitter(\n",
    "        brightness=0.25,\n",
    "        contrast=0.25,\n",
    "    ),\n",
    "    transforms.RandomAdjustSharpness(sharpness_factor=2, p=0.3),\n",
    "    transforms.RandomAutocontrast(p=0.3),\n",
    "    transforms.ToTensor(),\n",
    "])\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "f91aa319-dfd0-4ee0-9cd7-c185f0ccd763",
   "metadata": {},
   "source": [
    "Now we check the augmentation pipeline and verify that transformed images are tensors in the expected range.\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "id": "6aba07f9-d1ff-4cae-9688-8ad7fd41146c",
   "metadata": {},
   "outputs": [],
   "source": [
    "from medmnist import BreastMNIST\n",
    "\n",
    "# Example of a dataset with data augmentation\n",
    "augmented_dataset = BreastMNIST(\n",
    "    split=\"train\",\n",
    "    size=128,\n",
    "    download=True,\n",
    "    transform=augm_strong_transforms  # You can try with augm_strong_transforms\n",
    ")\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "id": "37db38ec-e10b-47a3-a4cd-3b2de286b39d",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "type(pair[0])=<class 'torch.Tensor'>\n",
      "pair[0].dtype=torch.float32\n",
      "pair[0].min()=tensor(0.), pair[0].max()=tensor(0.7922)\n"
     ]
    }
   ],
   "source": [
    "pair = augmented_dataset[0]\n",
    "\n",
    "# The image should be a Tensor instead of PIL\n",
    "print(f\"{type(pair[0])=}\")\n",
    "# Check that dtype is float32\n",
    "print(f\"{pair[0].dtype=}\")\n",
    "# Check that images are in the range [0, 1]\n",
    "print(f\"{pair[0].min()=}, {pair[0].max()=}\")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "975ea9a5-e2e2-4e19-a084-4b156f986679",
   "metadata": {},
   "source": [
    "It is very important that CNN inputs are numerically normalized,\n",
    "typically to `[0,1]` or around `[-1,1]`.\n",
    "\n",
    "Feeding raw `[0,255]` values is usually a bad idea because optimization becomes less stable.\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "90b92495-1b47-435f-b9ae-1be605e9cac1",
   "metadata": {},
   "source": [
    "Next, we visualize several augmented versions of the __same image__.\n",
    "Each sample is different because augmentation is random and applied on the fly.\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "id": "38680511-7242-40f4-ba72-e56a46a21108",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 600x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Get the same image multiple times and plot all of them\n",
    "images = [augmented_dataset[0][0] for _ in range(16)]\n",
    "\n",
    "plt.figure(figsize=(6, 6))\n",
    "grid = make_grid(images, nrow=4, pad_value=1)[0]\n",
    "plt.imshow(grid)\n",
    "plt.title(\"Random augmentations of the same training image\")\n",
    "plt.axis(\"off\");\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "3bb7a0e5-22ec-4b1e-b0ba-2f164e5653c1",
   "metadata": {},
   "source": [
    "## 5. Data loading\n",
    "\n",
    "In this section, we prepare the train/validation datasets and define how data is fed to the network.\n",
    "\n",
    "First, we create dataset objects with the appropriate preprocessing for each split:\n",
    "- training split: with augmentation\n",
    "- validation split: without random augmentation\n",
    "\n",
    "Then, we wrap these datasets with `DataLoader` objects so PyTorch can iterate in mini-batches efficiently.\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "id": "69278e37-c1f6-4c21-bedb-f7d264fbf80c",
   "metadata": {},
   "outputs": [],
   "source": [
    "BATCH_SIZE = 8\n",
    "IMAGE_SIZE = 28  # (or 128)\n",
    "\n",
    "# from medmnist import BreastMNIST\n",
    "# from medmnist import OCTMNIST\n",
    "from medmnist import PneumoniaMNIST\n",
    "\n",
    "# Training data: with data augmentation\n",
    "data_train = PneumoniaMNIST(\n",
    "    split=\"train\",\n",
    "    size=IMAGE_SIZE,\n",
    "    download=True,\n",
    "    transform=augm_transforms,\n",
    "    target_transform=lambda label: label.item()\n",
    ")\n",
    "\n",
    "# Validation data: tensor conversion only (no random augmentation)\n",
    "data_val = PneumoniaMNIST(\n",
    "    split=\"val\",\n",
    "    size=IMAGE_SIZE,\n",
    "    download=True,\n",
    "    transform=transforms.ToTensor(),\n",
    "    target_transform=lambda label: label.item()\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "id": "393bc6ad-5c8e-4b84-9c11-1dc7293bc2f4",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "4708 samples in training dataset\n",
      "524 samples in validation dataset\n"
     ]
    }
   ],
   "source": [
    "print(f\"{len(data_train)} samples in training dataset\")\n",
    "print(f\"{len(data_val)} samples in validation dataset\")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "bc53750b-201b-414c-9419-2f4adce1ffab",
   "metadata": {},
   "source": [
    "Each dataset item is a pair `(image, label)`.\n",
    "After applying transforms, images are tensors and labels indicate the target class.\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "cdb43b2b-64b0-441d-8c28-26431d3789d9",
   "metadata": {},
   "source": [
    "We now instantiate the `DataLoader` objects for training and validation.\n",
    "\n",
    "For the training loader, we enable shuffling so each epoch sees the same samples in a different order.\n",
    "For validation, we keep a fixed order (`shuffle=False`) because no parameter updates are performed there.\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "id": "f5fdcb49-0a52-4dd1-b434-732fbed57349",
   "metadata": {},
   "outputs": [],
   "source": [
    "loader_train = DataLoader(data_train, batch_size=BATCH_SIZE, shuffle=True)\n",
    "loader_val = DataLoader(data_val, batch_size=BATCH_SIZE, shuffle=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "id": "1d9bf8b8-39f7-4793-81ac-1d3e07efa5ef",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "batch_images.shape=torch.Size([8, 1, 28, 28])\n",
      "batch_labels.shape=torch.Size([8])\n"
     ]
    }
   ],
   "source": [
    "# Example, let's get a first batch\n",
    "batch_images, batch_labels = next(iter(loader_train))\n",
    "\n",
    "# The shape of a batch must be (batch_size, num_channels, height, width)\n",
    "print(f\"{batch_images.shape=}\")\n",
    "# The shape of labels must be (batch_size,)\n",
    "print(f\"{batch_labels.shape=}\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "id": "7939f64a-b19d-4162-bd4d-39002a6c721d",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 600x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(6, 6))\n",
    "grid = make_grid(batch_images, nrow=4, pad_value=1)[0]\n",
    "plt.imshow(grid)\n",
    "plt.title(\"A minibatch of training images with data augmentation\")\n",
    "plt.axis(\"off\");"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "1002a104-8db3-4cd4-9acb-b39eaecf49c0",
   "metadata": {},
   "source": [
    "## 6. Training\n",
    "\n",
    "Now that we have the model and data loaders, we can train the CNN.\n",
    "We use cross-entropy loss and optimize model parameters with mini-batch gradient descent.\n",
    "\n",
    "At each mini-batch, training follows the same four steps:\n",
    "1. forward pass (compute logits)\n",
    "2. compute loss\n",
    "3. backward pass (compute gradients)\n",
    "4. optimizer step (update parameters)\n",
    "\n",
    "- Training set: used to update model parameters.\n",
    "- Validation set: used to monitor performance and choose stopping/checkpoints.\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "id": "4246aea0-5072-4c3a-bde2-436fc443eb4c",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Create the network to train\n",
    "cnn = TestCNN()\n",
    "\n",
    "# We create and Adam optimizer instead of a Stochastic Gradient Descent (SGD) optimizer\n",
    "# Adam is an extension of SGD with improved training speed and stability.\n",
    "# The optimizer will automatically update the network's parameters\n",
    "sgd = th.optim.Adam(cnn.parameters(), lr=1e-4)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "id": "8339f11b-a54b-4a0f-ad61-88efb527fd78",
   "metadata": {},
   "outputs": [],
   "source": [
    "# We create the loss function\n",
    "# Since TestCNN outputs logits, we will use nn.CrossEntropyLoss\n",
    "loss_function = nn.CrossEntropyLoss()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "id": "7f9f33f1-64c4-45cd-adc2-3c3e8f6829ef",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch 0...\n",
      "  val loss: 0.5605\n",
      "Epoch 1...\n",
      "  val loss: 0.5527\n",
      "Epoch 2...\n",
      "  val loss: 0.5263\n",
      "Epoch 3...\n",
      "  val loss: 0.4265\n",
      "Epoch 4...\n",
      "  val loss: 0.4335\n",
      "Epoch 5...\n",
      "  val loss: 0.3567\n",
      "Epoch 6...\n",
      "  val loss: 0.3469\n",
      "Epoch 7...\n",
      "  val loss: 0.3560\n",
      "Epoch 8...\n",
      "  val loss: 0.2915\n",
      "Epoch 9...\n",
      "  val loss: 0.2801\n",
      "Best validation loss: 0.2801 at epoch 9\n"
     ]
    }
   ],
   "source": [
    "MAX_EPOCHS = 10   # Maximum number of training epochs\n",
    "PATIENCE = 5      # Stop if validation loss does not improve for 5 epochs\n",
    "\n",
    "# History of training and validation losses, for plotting\n",
    "losses_train = []\n",
    "losses_val = []\n",
    "\n",
    "# Parameters for early stopping\n",
    "best_val_loss = float(\"inf\")  # Best validation loss found so far\n",
    "bad_epochs = 0                # Number of consecutive epochs where validation loss did not improve\n",
    "best_epoch = -1               # Epoch with best validation loss so far\n",
    "\n",
    "# Keep track of the total number of training iterations\n",
    "n_iterations = 0\n",
    "\n",
    "for epoch in range(MAX_EPOCHS):\n",
    "    print(f\"Epoch {epoch}...\")\n",
    "\n",
    "    # --- Training phase ---\n",
    "    cnn.train()  # Set the CNN in training mode\n",
    "    epoch_train_loss = 0.0\n",
    "    n_train_batches = 0\n",
    "\n",
    "    # We run an entire epoch\n",
    "    for images, labels in loader_train:\n",
    "        # Compute predictions\n",
    "        pred_logits = cnn(images)\n",
    "        # Comput loss averaged over the minibatch\n",
    "        loss = loss_function(pred_logits, labels)\n",
    "\n",
    "        sgd.zero_grad()\n",
    "        # Compute the gradient\n",
    "        loss.backward()\n",
    "        # Update parameters\n",
    "        sgd.step()\n",
    "\n",
    "        n_iterations += 1\n",
    "\n",
    "        # Store current loss\n",
    "        losses_train.append(loss.item())\n",
    "\n",
    "    # --- Validation phase ---\n",
    "    cnn.eval()  # Set the CNN in validation mode\n",
    "    epoch_val_loss = 0.0\n",
    "    n_val_batches = 0\n",
    "\n",
    "    with th.no_grad():  # Disable gradient computation (not needed for evaluation)\n",
    "        for images, labels in loader_val:  # Pass through the validation dataset\n",
    "            pred_logits = cnn(images)\n",
    "            val_loss = loss_function(pred_logits, labels)\n",
    "            epoch_val_loss += val_loss.item()\n",
    "            n_val_batches += 1\n",
    "\n",
    "    mean_val_loss = epoch_val_loss / max(n_val_batches, 1)\n",
    "    losses_val.append((n_iterations - 1, mean_val_loss))\n",
    "\n",
    "    print(f\"  val loss: {mean_val_loss:.4f}\")\n",
    "\n",
    "    # Checkpoint for this epoch\n",
    "    th.save(cnn.state_dict(), f\"checkpoint_{epoch:03d}.pth\")\n",
    "\n",
    "    # Early stopping logic\n",
    "    if mean_val_loss < best_val_loss:\n",
    "        best_val_loss = mean_val_loss\n",
    "        best_epoch = epoch\n",
    "        bad_epochs = 0\n",
    "        th.save(cnn.state_dict(), \"checkpoint_best.pth\")\n",
    "    else:\n",
    "        bad_epochs += 1\n",
    "\n",
    "    if bad_epochs >= PATIENCE:\n",
    "        print(f\"Early stopping at epoch {epoch} (best epoch: {best_epoch})\")\n",
    "        break\n",
    "\n",
    "print(f\"Best validation loss: {best_val_loss:.4f} at epoch {best_epoch}\")\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "id": "756e9352-ce04-41da-9543-0db70dbd62a5",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 800x450 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Plot training and validation loss vs iteration\n",
    "train_iters = list(range(len(losses_train)))\n",
    "val_iters = [it for it, _ in losses_val]\n",
    "val_loss_values = [lv for _, lv in losses_val]\n",
    "\n",
    "plt.figure(figsize=(8, 4.5))\n",
    "plt.plot(train_iters, losses_train, label=\"Train loss\", linewidth=0.2)\n",
    "plt.plot(val_iters, val_loss_values, 'o-', label=\"Validation loss\", linewidth=2, markersize=4)\n",
    "plt.xlabel(\"Iteration\")\n",
    "plt.ylabel(\"Loss\")\n",
    "plt.title(\"Training and validation loss vs iteration\")\n",
    "plt.grid()\n",
    "plt.legend();\n",
    "\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "28f1d278-0dc1-4bb3-be17-cfadf12f00ac",
   "metadata": {},
   "source": [
    "## 7. Evaluation\n",
    "\n",
    "After training is finished, we evaluate the model on the test set.\n",
    "In this section, we compute test accuracy, confusion-matrix-derived metrics, and ROC-AUC.\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "id": "b20327dd-1890-406b-a368-9047aba372da",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "624 samples in test dataset\n"
     ]
    }
   ],
   "source": [
    "# Create test dataset and loader (no data augmentation)\n",
    "data_test = PneumoniaMNIST(\n",
    "    split=\"test\",\n",
    "    size=IMAGE_SIZE,\n",
    "    download=True,\n",
    "    transform=transforms.ToTensor(),\n",
    "    target_transform=lambda label: label.item()\n",
    ")\n",
    "loader_test = DataLoader(data_test, batch_size=32, shuffle=False)\n",
    "\n",
    "print(f\"{len(data_test)} samples in test dataset\")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "3d177cd0",
   "metadata": {},
   "source": [
    "We now evaluate the trained model on the test set.\n",
    "\n",
    "Important: for evaluation we switch the model to `eval()` mode and disable gradient computation with `torch.no_grad()`.\n",
    "This makes inference correct and more efficient.\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "id": "632c3180",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Test accuracy: 0.8670\n"
     ]
    }
   ],
   "source": [
    "from pathlib import Path\n",
    "\n",
    "# Ensure model is in evaluation mode\n",
    "cnn.eval()\n",
    "\n",
    "# Load best checkpoint before final test evaluation (if available)\n",
    "if Path(\"checkpoint_best.pth\").exists():\n",
    "    cnn.load_state_dict(th.load(\"checkpoint_best.pth\", map_location=\"cpu\"))\n",
    "\n",
    "y_true = []\n",
    "y_pred = []\n",
    "y_logits = []\n",
    "\n",
    "with th.no_grad(): # Disable gradient computation (not needed for evaluation)\n",
    "    for images, labels in loader_test:  # Pass through the test set\n",
    "        logits = cnn(images)\n",
    "        # We assume the predicted class is the class with maximum logit\n",
    "        # In binary classification, this is equivalent to p > 0.5\n",
    "        preds = th.argmax(logits, dim=1)\n",
    "\n",
    "        y_logits.append(logits)\n",
    "        y_pred.append(preds)\n",
    "        y_true.append(labels.flatten())\n",
    "\n",
    "# Concatenate all test batches\n",
    "y_true = th.cat(y_true)\n",
    "y_pred = th.cat(y_pred)\n",
    "y_logits = th.cat(y_logits)\n",
    "\n",
    "accuracy = (y_pred == y_true).float().mean().item()\n",
    "print(f\"Test accuracy: {accuracy:.4f}\")\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "id": "04f4720e",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "TP=353, TN=188, FP=46, FN=37\n",
      "Sensitivity (Recall): 0.9051\n",
      "Specificity:          0.8034\n",
      "Precision:            0.8847\n",
      "F1-score:             0.8948\n"
     ]
    }
   ],
   "source": [
    "# Confusion matrix entries for binary classification\n",
    "TP = ((y_pred == 1) & (y_true == 1)).sum().item()\n",
    "TN = ((y_pred == 0) & (y_true == 0)).sum().item()\n",
    "FP = ((y_pred == 1) & (y_true == 0)).sum().item()\n",
    "FN = ((y_pred == 0) & (y_true == 1)).sum().item()\n",
    "\n",
    "print(f\"TP={TP}, TN={TN}, FP={FP}, FN={FN}\")\n",
    "\n",
    "# Helper to avoid division-by-zero\n",
    "def safe_div(num, den):\n",
    "    return num / den if den > 0 else 0.0\n",
    "\n",
    "sensitivity = safe_div(TP, TP + FN)      # AKA recall, TPR\n",
    "specificity = safe_div(TN, TN + FP)      # TNR\n",
    "precision   = safe_div(TP, TP + FP)\n",
    "f1          = safe_div(2 * precision * sensitivity, precision + sensitivity)\n",
    "\n",
    "print(f\"Sensitivity (Recall): {sensitivity:.4f}\")\n",
    "print(f\"Specificity:          {specificity:.4f}\")\n",
    "print(f\"Precision:            {precision:.4f}\")\n",
    "print(f\"F1-score:             {f1:.4f}\")\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "1453bcf0",
   "metadata": {},
   "source": [
    "### ROC curve\n",
    "\n",
    "For binary classification, we can inspect performance across all decision thresholds using the ROC curve.\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "id": "6c7da73b-53be-42cc-a726-868e692c548d",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "ROC-AUC: 0.9309\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 500x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "from sklearn.metrics import roc_curve, auc\n",
    "\n",
    "# Reuse outputs from the single evaluation pass\n",
    "# For binary classification, use logit/probability of class 1\n",
    "y_true_np = y_true.cpu().numpy()\n",
    "y_score_np = y_logits[:, 1].cpu().numpy()\n",
    "\n",
    "fpr, tpr, thresholds = roc_curve(y_true_np, y_score_np)\n",
    "roc_auc = auc(fpr, tpr)\n",
    "\n",
    "plt.figure(figsize=(5.0, 5.0))\n",
    "plt.plot(fpr, tpr, linewidth=2, label=f\"ROC (AUC={roc_auc:.3f})\")\n",
    "plt.plot([0, 1], [0, 1], 'k--', linewidth=1, label='Random')\n",
    "plt.xlim(0.0, 1.0)\n",
    "plt.ylim(0.0, 1.0)\n",
    "plt.xlabel('False Positive Rate (1 - Specificity)')\n",
    "plt.ylabel('True Positive Rate (Sensitivity)')\n",
    "plt.title('ROC curve')\n",
    "plt.grid()\n",
    "plt.legend(loc='lower right');\n",
    "\n",
    "print(f\"ROC-AUC: {roc_auc:.4f}\")\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "392eed47-7ccf-4412-ac56-ab65fbd3beb7",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
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