{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/tmp/ipykernel_3745/3448874680.py:17: MatplotlibDeprecationWarning: The seaborn styles shipped by Matplotlib are deprecated since 3.6, as they no longer correspond to the styles shipped by seaborn. However, they will remain available as 'seaborn-v0_8-<style>'. Alternatively, directly use the seaborn API instead.\n",
      "  plt.style.use('seaborn-white')\n"
     ]
    }
   ],
   "source": [
    "\n",
    "from __future__ import annotations\n",
    "import os\n",
    "import sys\n",
    "import numpy as np\n",
    "sys.path.append('/home/gpuvmadm/PyTomography/src')\n",
    "import pytomography\n",
    "from pytomography.metadata import PSFMeta\n",
    "from pytomography.mappings import MapNet\n",
    "from pytomography.utils import pad_object, pad_image, unpad_object, unpad_image, rotate_detector_z\n",
    "from pytomography.metadata import ObjectMeta, ImageMeta\n",
    "from pytomography.projections import ForwardProjectionNet, BackProjectionNet\n",
    "from pytomography.algorithms import OSEMOSL\n",
    "from pytomography.priors import RelativeDifferencePrior\n",
    "from pytomography.mappings import PETAttenuationNet, PETPSFNet\n",
    "from scipy.ndimage import gaussian_filter\n",
    "import matplotlib.pyplot as plt\n",
    "plt.style.use('seaborn-white')\n",
    "from matplotlib import colors\n",
    "import torch\n",
    "from scipy.ndimage import map_coordinates\n",
    "from scipy.interpolate import interpn\n",
    "from scipy.ndimage import zoom\n",
    "device = torch.device(\"cuda\" if torch.cuda.is_available() else \"cpu\")\n",
    "pytomography.device = device"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "path = '/home/gpuvmadm/PyTomography/test_files' "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "GT = np.fromfile(os.path.join(path,'body2_F18.bin'), dtype=np.float32)\n",
    "CT = np.fromfile(os.path.join(path,'body_atn_511keV.bin'), dtype=np.float32)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "GT = GT.reshape((751,512,512))\n",
    "CT = CT.reshape((751,512,512))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "GT = zoom(GT, (384/751, 256/512, 256/512), order=1)\n",
    "CT = zoom(CT, (384/751, 256/512, 256/512), order=1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "GT = np.transpose(GT, (2,1,0))\n",
    "CT = np.transpose(CT, (2,1,0))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "GT = torch.tensor(GT).unsqueeze(dim=0)\n",
    "CT = torch.tensor(CT).unsqueeze(dim=0)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "object_meta = ObjectMeta(dr=(0.15,0.15,0.767), shape=[256,256,384])\n",
    "image_meta = ImageMeta(object_meta, angles=np.linspace(0,180,574, endpoint=False), radii=44.3*np.ones(574))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "dx, dy, dz = object_meta.dr\n",
    "scale_factor = dx*dy*dz * 1.76 #1.76 cps / Bq\n",
    "GT = GT * scale_factor"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "def kernel_noncol(x,r,R, delta=1e-8):\n",
    "    if r**2<R**2:\n",
    "        sigma = torch.sqrt(R**2 - r**2)/4 * np.pi / 180\n",
    "    else:\n",
    "        sigma = torch.zeros(r.shape) + delta\n",
    "    result = torch.exp(-x**2/sigma**2 / 2)\n",
    "    return result / (torch.sum(result)+delta)\n",
    "\n",
    "def kernel_penetration(x,r,R,mu=0.87, delta=1e-8):\n",
    "    result = torch.exp(-torch.abs(mu*x / ((r/R)*torch.sqrt(1-(r/R)**2) + delta)))\n",
    "    if r>=0:\n",
    "        result*= x <= 0\n",
    "    else:\n",
    "        result*= x >= 0\n",
    "    return result / (torch.sum(result)+delta)\n",
    "\n",
    "def kernel_scattering(x,r,R,scatter_fact=0.327, delta=1e-8):\n",
    "    sigma = scatter_fact * torch.sqrt(1-(r/R)**2) / (2 * np.sqrt(2*np.log(2))) # fwhm -> sigma\n",
    "    result = torch.exp(-x**2/sigma**2 / 2)\n",
    "    return result / (torch.sum(result)+delta)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [],
   "source": [
    "kernels = [kernel_noncol, kernel_penetration, lambda x, r, R: kernel_penetration(2*x, r, R), kernel_scattering]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/data/anaconda/envs/torch/lib/python3.9/site-packages/torch/functional.py:478: UserWarning: torch.meshgrid: in an upcoming release, it will be required to pass the indexing argument. (Triggered internally at  ../aten/src/ATen/native/TensorShape.cpp:2894.)\n",
      "  return _VF.meshgrid(tensors, **kwargs)  # type: ignore[attr-defined]\n"
     ]
    }
   ],
   "source": [
    "ctnet = PETAttenuationNet(CT = CT, device=device)\n",
    "psfnet = PETPSFNet(kernels, device=device)\n",
    "fp_net = ForwardProjectionNet(obj2obj_nets=[],\n",
    "                              im2im_nets=[ctnet,psfnet],\n",
    "                              object_meta=object_meta,\n",
    "                              image_meta=image_meta)\n",
    "bp_net = BackProjectionNet(obj2obj_nets=[],\n",
    "                           im2im_nets=[ctnet,psfnet],\n",
    "                           object_meta=object_meta,\n",
    "                           image_meta=image_meta)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x200 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(10,2))\n",
    "plt.plot(psfnet.PSF_matrix[0][0][0][300].cpu())\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [],
   "source": [
    "projections_analytic = fp_net(torch.poisson(GT))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.colorbar.Colorbar at 0x7f2140597fd0>"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 300x600 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(3,6))\n",
    "plt.pcolormesh(projections_analytic[0,0].cpu().T, cmap='nipy_spectral')\n",
    "plt.colorbar()"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Make a reconstruction network"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [],
   "source": [
    "rdp = RelativeDifferencePrior(beta=20, gamma=2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [],
   "source": [
    "osem_net = OSEMOSL(image = projections_analytic,\n",
    "                   forward_projection_net=fp_net,\n",
    "                   back_projection_net=bp_net)\n",
    "reconstructed_object = osem_net(n_iters=2, n_subsets=7)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [],
   "source": [
    "osem_net = OSEMOSL(image = projections_analytic,\n",
    "                   forward_projection_net=fp_net,\n",
    "                   back_projection_net=bp_net,\n",
    "                   prior=rdp)\n",
    "reconstructed_object_rdp = osem_net(n_iters=10, n_subsets=7)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.colorbar.Colorbar at 0x7f214045d790>"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x1000 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.subplots(1,2,figsize=(10,10))\n",
    "plt.subplot(121)\n",
    "plt.title('2it_7sub_noprior')\n",
    "plt.pcolormesh(reconstructed_object[0][:,128].cpu().T, cmap='nipy_spectral', vmax=4.5)\n",
    "plt.colorbar()\n",
    "plt.subplot(122)\n",
    "plt.title('10it_7sub_rdpbeta20gamma2')\n",
    "plt.pcolormesh(reconstructed_object_rdp[0][:,128].cpu().T, cmap='nipy_spectral', vmax=4.5)\n",
    "plt.colorbar()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [],
   "source": [
    "from torch.nn.functional import pad"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "metadata": {},
   "outputs": [],
   "source": [
    "x = torch.arange(125).reshape(1,5,5,5)\n",
    "x = pad(x, [1,1,1,1,1,1])\n",
    "x = torch.roll(x, shifts=(-1,1,1), dims=(1,2,3))\n",
    "x = x[:,1:-1,1:-1,1:-1]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "tensor([[[[  0,   0,   0,   0,   0],\n",
       "          [  0,  25,  26,  27,  28],\n",
       "          [  0,  30,  31,  32,  33],\n",
       "          [  0,  35,  36,  37,  38],\n",
       "          [  0,  40,  41,  42,  43]],\n",
       "\n",
       "         [[  0,   0,   0,   0,   0],\n",
       "          [  0,  50,  51,  52,  53],\n",
       "          [  0,  55,  56,  57,  58],\n",
       "          [  0,  60,  61,  62,  63],\n",
       "          [  0,  65,  66,  67,  68]],\n",
       "\n",
       "         [[  0,   0,   0,   0,   0],\n",
       "          [  0,  75,  76,  77,  78],\n",
       "          [  0,  80,  81,  82,  83],\n",
       "          [  0,  85,  86,  87,  88],\n",
       "          [  0,  90,  91,  92,  93]],\n",
       "\n",
       "         [[  0,   0,   0,   0,   0],\n",
       "          [  0, 100, 101, 102, 103],\n",
       "          [  0, 105, 106, 107, 108],\n",
       "          [  0, 110, 111, 112, 113],\n",
       "          [  0, 115, 116, 117, 118]],\n",
       "\n",
       "         [[  0,   0,   0,   0,   0],\n",
       "          [  0,   0,   0,   0,   0],\n",
       "          [  0,   0,   0,   0,   0],\n",
       "          [  0,   0,   0,   0,   0],\n",
       "          [  0,   0,   0,   0,   0]]]])"
      ]
     },
     "execution_count": 43,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "x"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "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
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
