{
 "cells": [
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Introduction"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import sys\n",
    "sys.path.append('/home/gpuvmadm/PyTomography/src')\n",
    "import numpy as np\n",
    "from pytomography.io import get_SPECT_recon_algorithm_simind\n",
    "from pytomography.metadata import PSFMeta\n",
    "from pytomography.priors import RelativeDifferencePrior\n",
    "import matplotlib.pyplot as plt\n",
    "import torch\n",
    "device = torch.device(\"cuda\" if torch.cuda.is_available() else \"cpu\")"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "1. Create OSEM reconstruction network with output data from SIMIND, using\n",
    "    * attenuation correction\n",
    "    * PSF modeling\n",
    "    * Relative difference prior"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "osem_net = get_SPECT_recon_algorithm_simind(projections_header = '/home/gpuvmadm/PyTomography/test_files/quantitative/body1t2ew6_tot_w2.hdr',\n",
    "                        scatter_headers = ['/home/gpuvmadm/PyTomography/test_files/quantitative/body1t2ew6_tot_w1.hdr',\n",
    "                                           '/home/gpuvmadm/PyTomography/test_files/quantitative/body1t2ew6_tot_w3.hdr'],\n",
    "                        CT_header = '/home/gpuvmadm/PyTomography/test_files/quantitative/body1.hct',\n",
    "                        psf_meta=PSFMeta(collimator_slope=0.03013, collimator_intercept=0.1967),\n",
    "                        prior = RelativeDifferencePrior(beta=1, gamma=5),\n",
    "                        device=device)"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "2. Reconstruct object, specifying number of iterations and subsets."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "reconstructed_object = osem_net(n_iters=10, n_subsets=8)\n",
    "reconstructed_object = reconstructed_object[0].cpu().numpy()"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "3. Plot maximum intensity projections of the reconstructed object."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1200x1000 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.subplots(1,2,figsize=(12,10))\n",
    "plt.subplot(121)\n",
    "plt.pcolormesh(reconstructed_object.max(axis=0).T, cmap='nipy_spectral')\n",
    "plt.colorbar()\n",
    "plt.axis('off')\n",
    "plt.subplot(122)\n",
    "plt.pcolormesh(reconstructed_object.max(axis=1).T, cmap='nipy_spectral')\n",
    "plt.colorbar()\n",
    "plt.axis('off')\n",
    "plt.savefig('../images/sample_MIP.png', dpi=300, transparent=True)"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "torch",
   "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,
  "vscode": {
   "interpreter": {
    "hash": "324f5aa1485c6e81c0125c86ad1340c603dab08bc11babd97bd730cfafa2ec4a"
   }
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
