{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "import torch\n",
    "from torchvision.transforms.functional import rotate\n",
    "from pytomography.utils import rotate_detector_z\n",
    "device = torch.device(\"cuda\" if torch.cuda.is_available() else \"cpu\")"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "I've really been pushing the notation\n",
    "\n",
    "$$H = \\sum_{\\theta} P(\\theta) A(\\theta) \\otimes \\hat{\\theta}$$\n",
    "\n",
    "but its often better to reframe it as\n",
    "\n",
    "$$H = \\sum_{\\theta} P(\\theta) A(\\theta) R(\\theta) \\otimes \\hat{\\theta}$$\n",
    "\n",
    "where $R$ is a rotation matrix that rotates the object before applying corrections (this is what we've been doing in the code).\n",
    "\n",
    "* $A$ applies some sort of correction (attenuation/PSF) to the object before $P$ projects it to image space. Lets call $\\mathbb{U}$ the vector space of objects, $\\mathbb{V}$ the vector space of images, and $\\mathbb{V}_{\\theta}$ as the vector space of projections. Note: an image consists of multiple projections, so $\\mathbb{V}_{\\theta}$ is a subspace of $\\mathbb{V}$, and $\\bigcup_{\\theta} \\mathbb{V}_{\\theta} = \\mathbb{V}$, so in mathematical terms, the $\\mathbb{V}_{\\theta}$ **partition** the image space.\n",
    "\n",
    "then we can express the mappings as \n",
    "* $R:\\mathbb{U}\\to\\mathbb{U}$\n",
    "* $A:\\mathbb{U}\\to\\mathbb{U}$\n",
    "* $P:\\mathbb{U} \\to \\mathbb{V}_{\\theta}$"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "In general, we can link these mappings $A$ together to perform multiple corrections. For example, if we want to perform CT **and** PSF correction, then\n",
    "\n",
    "$$H = \\sum_{\\theta} P(\\theta) A_2(\\theta) A_1(\\theta) R(\\theta) \\otimes \\hat{\\theta}$$\n",
    "\n",
    "where $A_2$ applies PSF blurring and $A_1$ applies attenuation correction"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [],
   "source": [
    "dx = 0.3 #cm\n",
    "x = torch.linspace(-1,1,128)\n",
    "xv, yv, zv = torch.meshgrid(x,x,x, indexing='ij')\n",
    "# SPECT Object\n",
    "obj = (xv**2 + 0.9*zv**2 < 0.5) * (torch.abs(yv)<0.8)\n",
    "obj = obj.to(torch.float).unsqueeze(dim=0)\n",
    "# CT Object\n",
    "mu = (xv**2 + 0.9*zv**2 < 0.3) * (torch.abs(yv)<0.6)\n",
    "mu = mu.to(torch.float).unsqueeze(dim=0) * 0.1 #cm^-1"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "All the functions defined in the past few tutorials"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "metadata": {},
   "outputs": [],
   "source": [
    "dx = 0.3\n",
    "radius = 25\n",
    "Lx = 128\n",
    "# PSF Stuff\n",
    "collimator_slope = 0.07\n",
    "collimator_intercept = 0.1\n",
    "\n",
    "def rev_cumsum(x: torch.Tensor):\n",
    "    return torch.cumsum(x.flip(dims=(1,)), dim=1).flip(dims=(1,)) - x/2\n",
    "\n",
    "def get_distance(Lx: int, R: float, dx: float):\n",
    "    if Lx%2==0:\n",
    "        r = R + (Lx/2 - np.arange(Lx) - 1/2) * dx\n",
    "    else:\n",
    "        r = R + ((Lx-1)/2 - np.arange(Lx) ) * dx\n",
    "    # Correction for if radius of scanner is inside the the bounds\n",
    "    r[r<0] = 0\n",
    "    return r\n",
    "\n",
    "def get_sigma(\n",
    "        radius: float,\n",
    "        dx: float,\n",
    "        Lx: tuple,\n",
    "        collimator_slope: float,\n",
    "        collimator_intercept: float\n",
    "    ) -> np.array:\n",
    "        distances = get_distance(Lx, radius, dx)\n",
    "        sigma = collimator_slope * distances + collimator_intercept\n",
    "        return sigma\n",
    "# Get Attenuation Stuff\n",
    "\n",
    "\n",
    "# Get PSF Stuff\n",
    "sigma = get_sigma(radius=radius, dx=dx, Lx=Lx, collimator_slope=collimator_slope, collimator_intercept=collimator_intercept)   \n",
    "N = len(sigma)\n",
    "kernel_size = 45\n",
    "delta = 1e-9\n",
    "layer = torch.nn.Conv2d(N, N, kernel_size, groups=N, padding='same',\n",
    "                        padding_mode='zeros', bias=0)\n",
    "x_grid, y_grid = torch.meshgrid(2*[torch.arange(-int(kernel_size//2), int(kernel_size//2)+1)], indexing='ij')\n",
    "x_grid = x_grid.unsqueeze(dim=0).repeat((N,1,1))\n",
    "y_grid = y_grid.unsqueeze(dim=0).repeat((N,1,1))\n",
    "sigma = torch.tensor(sigma, dtype=torch.float32).reshape((N,1,1))\n",
    "kernel = torch.exp(-(x_grid**2 + y_grid**2) / (2*sigma**2 + delta))\n",
    "kernel = kernel / kernel.sum(axis=(1,2)).reshape(N,1,1)\n",
    "layer.weight.data = kernel.unsqueeze(dim=1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "torch.Size([1, 128, 128])"
      ]
     },
     "execution_count": 48,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "obj.sum(axis=1).shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 49,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Forward Projection\n",
    "angles = np.arange(0,360.,3)\n",
    "image = torch.zeros((1,len(angles),128,128))\n",
    "for i,angle in enumerate(angles):\n",
    "    # Apply operation R\n",
    "    object_i = rotate_detector_z(obj,angle)\n",
    "    # Apply operation A1 (CT Correction)\n",
    "    mu_i = rotate_detector_z(mu, angle)\n",
    "    p_i = torch.exp(-rev_cumsum(mu_i * dx))\n",
    "    object_i  = object_i * p_i\n",
    "    # Apply operation A2 (PSF)\n",
    "    object_i = layer(object_i)\n",
    "    # Apply operation P\n",
    "    projection = object_i.sum(axis=1)\n",
    "    # Add to image (effectively $\\otimes \\hat{\\theta}$)\n",
    "    image[:,i] = projection\n",
    "image = image.detach() #because was passed through network"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Now we've applied both attenuation and PSF correction to the image:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 50,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x200 with 7 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "iis = [0,10,20,30,40,50,60]\n",
    "fig, ax = plt.subplots(1,7,figsize=(10,2))\n",
    "[a.pcolormesh(image[0,i].T) for (a, i) in zip(ax, iis)]\n",
    "plt.show()"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Notice that the individual components can be compartmentalized:\n",
    "* Matrices $A$ are referred to as **transforms** and they're implementation is in `pytomography.transforms`\n",
    "* The system matrix $H$ has implementation in `pytomography.projections`. This system matrix takes in the corresponding transforms, and implements forward/back projection\n",
    "* Any metadata about the object, image, or projection, is stored in seperate objects with implementation in `pytomography.metadata`"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pytomography\n",
    "from pytomography.metadata import ObjectMeta, ImageMeta, PSFMeta\n",
    "from pytomography.transforms import SPECTAttenuationTransform, SPECTPSFTransform\n",
    "from pytomography.projections import SystemMatrix\n",
    "# Set device so its faster\n",
    "device = torch.device(\"cuda\" if torch.cuda.is_available() else \"cpu\")\n",
    "pytomography.device = device"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Metadata"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {},
   "outputs": [],
   "source": [
    "object_meta = ObjectMeta(dr=(0.3,0.3,0.3), shape=(128,128,128))\n",
    "image_meta = ImageMeta(object_meta, angles=np.arange(0,360.,3), radii=25*np.ones(len(angles)))\n",
    "psf_meta = PSFMeta(collimator_slope = 0.07, collimator_intercept=0.1)"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Transforms"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "metadata": {},
   "outputs": [],
   "source": [
    "att_transform = SPECTAttenuationTransform(mu)\n",
    "psf_transform = SPECTPSFTransform(psf_meta)"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Projections (system matrix)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "metadata": {},
   "outputs": [],
   "source": [
    "system_matrix = SystemMatrix(\n",
    "    obj2obj_transforms = [att_transform,psf_transform],\n",
    "    im2im_transforms = [],\n",
    "    object_meta = object_meta,\n",
    "    image_meta = image_meta)"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Then everything can be ran quite simply:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "metadata": {},
   "outputs": [],
   "source": [
    "image = system_matrix.forward(obj)"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "And plotted"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x200 with 7 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "iis = [0,10,20,30,40,50,60]\n",
    "fig, ax = plt.subplots(1,7,figsize=(10,2))\n",
    "[a.pcolormesh(image[0,i].cpu().T) for (a, i) in zip(ax, iis)]\n",
    "plt.show()"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "pytomographytest",
   "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": "3.9.16"
  },
  "orig_nbformat": 4
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
