{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "bf6256ae",
   "metadata": {},
   "source": [
    "## 12/07/2022\n",
    "## Registration with QC metrics\n",
    "### starts after tif conversion"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "c1337f9f",
   "metadata": {},
   "outputs": [],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "import matplotlib.patches as patches\n",
    "from pathlib import Path\n",
    "import numpy as np\n",
    "import os\n",
    "import sys\n",
    "import glob\n",
    "import pandas as pd\n",
    "import xml.etree.ElementTree as et\n",
    "import datetime\n",
    "from skimage.io import imread, imsave\n",
    "from imageio import volread as imread\n",
    "\n",
    "import tifffile\n",
    "import pystackreg\n",
    "from pystackreg import StackReg\n",
    "from skimage.filters import threshold_otsu\n",
    "\n",
    "from pystackreg.util import to_uint16   # make sure version 0.2.5 (not anything below)\n",
    "#from ims_to_tiff import convert_to_tif   "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "4097d2c8",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "/mnt/disks/store/101222_D10_Coverslip1_Processed\n"
     ]
    }
   ],
   "source": [
    "print(os.getcwd())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "e54461c8",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['0', '8', '9']"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "allCycles"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "9adc6d6d",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Define input params, directories\n",
    "allfiles = sorted(glob.glob('tif/*'))\n",
    "allCycles = []\n",
    "for x in allfiles:\n",
    "    if x.startswith('tif/Cycle_'):\n",
    "        allCycles.append(x.split('_')[-1])\n",
    "\n",
    "_allFOVs = sorted(glob.glob('tif/Cycle_0/*'))\n",
    "allFOVs = []\n",
    "for x in _allFOVs:\n",
    "    allFOVs.append(x.split('F')[-1][0:3])\n",
    "    \n",
    "    \n",
    "for i in allCycles[1:]:\n",
    "    if i == '0':\n",
    "        continue\n",
    "    try:\n",
    "        os.makedirs(f'tmat_Cyc_{i}')\n",
    "        os.makedirs(f'reg_bin_Cyc_{i}')\n",
    "        os.makedirs(f'reg_Cyc_{i}')   \n",
    "    except: \n",
    "        continue"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 95,
   "id": "f539d4a9",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "cycle 1   FOV 000 \n",
      "Saving Registered Images... reg_Cyc_1/Cycle_1_F000_reg.tif\n",
      "cycle 1   FOV 001 \n",
      "Saving Registered Images... reg_Cyc_1/Cycle_1_F001_reg.tif\n",
      "cycle 1   FOV 002 \n",
      "Saving Registered Images... reg_Cyc_1/Cycle_1_F002_reg.tif\n",
      "cycle 1   FOV 003 \n",
      "Saving Registered Images... reg_Cyc_1/Cycle_1_F003_reg.tif\n",
      "cycle 1   FOV 004 \n",
      "Saving Registered Images... reg_Cyc_1/Cycle_1_F004_reg.tif\n",
      "cycle 1   FOV 005 \n",
      "Saving Registered Images... reg_Cyc_1/Cycle_1_F005_reg.tif\n",
      "cycle 1   FOV 006 \n",
      "Saving Registered Images... reg_Cyc_1/Cycle_1_F006_reg.tif\n",
      "cycle 1   FOV 007 \n",
      "Saving Registered Images... reg_Cyc_1/Cycle_1_F007_reg.tif\n",
      "cycle 1   FOV 008 \n",
      "Saving Registered Images... reg_Cyc_1/Cycle_1_F008_reg.tif\n",
      "cycle 1   FOV 009 \n",
      "Saving Registered Images... reg_Cyc_1/Cycle_1_F009_reg.tif\n",
      "cycle 8   FOV 000 \n",
      "Saving Registered Images... reg_Cyc_8/Cycle_8_F000_reg.tif\n",
      "cycle 8   FOV 001 \n",
      "Saving Registered Images... reg_Cyc_8/Cycle_8_F001_reg.tif\n",
      "cycle 8   FOV 002 \n",
      "Saving Registered Images... reg_Cyc_8/Cycle_8_F002_reg.tif\n",
      "cycle 8   FOV 003 \n",
      "Saving Registered Images... reg_Cyc_8/Cycle_8_F003_reg.tif\n",
      "cycle 8   FOV 004 \n",
      "Saving Registered Images... reg_Cyc_8/Cycle_8_F004_reg.tif\n",
      "cycle 8   FOV 005 \n",
      "Saving Registered Images... reg_Cyc_8/Cycle_8_F005_reg.tif\n",
      "cycle 8   FOV 006 \n",
      "Saving Registered Images... reg_Cyc_8/Cycle_8_F006_reg.tif\n",
      "cycle 8   FOV 007 \n",
      "Saving Registered Images... reg_Cyc_8/Cycle_8_F007_reg.tif\n",
      "cycle 8   FOV 008 \n",
      "Saving Registered Images... reg_Cyc_8/Cycle_8_F008_reg.tif\n",
      "cycle 8   FOV 009 \n",
      "Saving Registered Images... reg_Cyc_8/Cycle_8_F009_reg.tif\n",
      "cycle 9   FOV 000 \n",
      "Saving Registered Images... reg_Cyc_9/Cycle_9_F000_reg.tif\n",
      "cycle 9   FOV 001 \n",
      "Saving Registered Images... reg_Cyc_9/Cycle_9_F001_reg.tif\n",
      "cycle 9   FOV 002 \n",
      "Saving Registered Images... reg_Cyc_9/Cycle_9_F002_reg.tif\n",
      "cycle 9   FOV 003 \n",
      "Saving Registered Images... reg_Cyc_9/Cycle_9_F003_reg.tif\n",
      "cycle 9   FOV 004 \n",
      "Saving Registered Images... reg_Cyc_9/Cycle_9_F004_reg.tif\n",
      "cycle 9   FOV 005 \n",
      "Saving Registered Images... reg_Cyc_9/Cycle_9_F005_reg.tif\n",
      "cycle 9   FOV 006 \n",
      "Saving Registered Images... reg_Cyc_9/Cycle_9_F006_reg.tif\n",
      "cycle 9   FOV 007 \n",
      "Saving Registered Images... reg_Cyc_9/Cycle_9_F007_reg.tif\n",
      "cycle 9   FOV 008 \n",
      "Saving Registered Images... reg_Cyc_9/Cycle_9_F008_reg.tif\n",
      "cycle 9   FOV 009 \n",
      "Saving Registered Images... reg_Cyc_9/Cycle_9_F009_reg.tif\n"
     ]
    }
   ],
   "source": [
    "# # loop through registration\n",
    "for c in allCycles[1:]:    \n",
    "    for fov in allFOVs: \n",
    "        # read images\n",
    "        ref_name = f'tif/Cycle_0/Cycle_F{fov}.tif' \n",
    "        mov_name = f'tif/Cycle_{c}/Cycle_{c}_F{fov}.tif'\n",
    "        ref = imread(ref_name).astype(np.uint16)\n",
    "        mov = imread(mov_name).astype(np.uint16)\n",
    "        \n",
    "        print(f'cycle {c}   FOV {fov} ')\n",
    "        \n",
    "        ref_max = ref.max(0)\n",
    "        ref_binary = ref_max[0] > threshold_otsu(ref_max[0]) # nuclei\n",
    "        mov_max = mov.max(0)\n",
    "        mov_binary = mov_max[0] > threshold_otsu(mov_max[0]) # nuclei\n",
    "        \n",
    "        sr = StackReg(StackReg.RIGID_BODY) # create instance of stackreg class\n",
    "        tmat = sr.register(ref_binary, mov_binary) # calculate tmat\n",
    "        out = sr.transform(mov_binary)\n",
    "        out = pystackreg.util.to_uint16(out) # make sure to convert later into bool. Save first then convert.\n",
    "        \n",
    "        # save binary images\n",
    "        fname_to_save = f'reg_bin_Cyc_{c}/Cycle_{c}_F{fov}_bin_reg.tif'\n",
    "        tifffile.imwrite(fname_to_save, out, imagej=True, photometric = 'minisblack', metadata={'axes':'YX'})\n",
    "        \n",
    "        # save tmat\n",
    "        np.save(f'tmat_Cyc_{c}/Cycle_{c}_F{fov}_tmat.npy', tmat)\n",
    "        \n",
    "        # REGISTRATION\n",
    "        reg = np.zeros(mov.shape, dtype=np.uint16)\n",
    "        for Z in range(mov.shape[0]):\n",
    "            for ch in range(mov.shape[1]): \n",
    "                reg[Z,ch,...] = sr.transform(mov[Z,ch,...], tmat=tmat)\n",
    "                reg[Z,ch,...] = to_uint16(reg[Z,ch,...])\n",
    "\n",
    "        fname_to_save = f'reg_Cyc_{c}' + f'/Cycle_{c}_F{fov}_reg.tif'\n",
    "        print('Saving Registered Images...', fname_to_save)\n",
    "        \n",
    "        # save registered images\n",
    "        tifffile.imwrite(fname_to_save, reg, imagej=True,\n",
    "                         photometric = 'minisblack',metadata={'axes':'ZCYX'})\n",
    "        "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 103,
   "id": "219a37ed",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x4320 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "c='8'; fov = '001'\n",
    "ref = imread(f'tif/Cycle_0/Cycle_F{fov}.tif')\n",
    "mov = imread(f'tif/Cycle_{c}/Cycle_{c}_F{fov}.tif')\n",
    "\n",
    "ref_max = ref.max(0)   # max proj of z for each channel in reference\n",
    "ref_binary = ref_max[0] > threshold_otsu(ref_max[0])  # binarizing for channels - T/F\n",
    "\n",
    "mov_max = mov.max(0)  # max projection by each cycle in for loop (ref above)\n",
    "mov_binary = mov_max[0] > threshold_otsu(mov_max[0]) # binary of moved image\n",
    "\n",
    "out = imread(f'reg_bin_Cyc_{c}/Cycle_{c}_F{fov}_bin_reg.tif')\n",
    "\n",
    "fig, axs = plt.subplots(1,2,figsize = (20,60))\n",
    "axs = axs.ravel()\n",
    "\n",
    "im_reg = np.zeros((2048, 2048,3)) # empty color image\n",
    "im_reg[...,0] = ref_binary\n",
    "im_reg[...,1] = out.astype('bool')\n",
    "    \n",
    "im_orig = np.zeros((2048, 2048,3))\n",
    "im_orig[...,0] = ref_binary\n",
    "im_orig[...,1] = mov_binary\n",
    "    \n",
    "axs[0].imshow(im_orig[:500,:500])   #before reg\n",
    "    \n",
    "axs[1].imshow(im_reg[:500,:500])   #after reg\n",
    "\n",
    "axs[0].title.set_text('Before Registration')\n",
    "axs[1].title.set_text('After Registration')\n",
    "for ax in axs.flat:\n",
    "    ax.set(xlabel='0:1500', ylabel='0:1500')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 104,
   "id": "cac9fd61",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x4320 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "c='9'; fov = '001'\n",
    "ref = imread(f'tif/Cycle_0/Cycle_F{fov}.tif')\n",
    "mov = imread(f'tif/Cycle_{c}/Cycle_{c}_F{fov}.tif')\n",
    "\n",
    "ref_max = ref.max(0)   # max proj of z for each channel in reference\n",
    "ref_binary = ref_max[0] > threshold_otsu(ref_max[0])  # binarizing for channels - T/F\n",
    "\n",
    "mov_max = mov.max(0)  # max projection by each cycle in for loop (ref above)\n",
    "mov_binary = mov_max[0] > threshold_otsu(mov_max[0]) # binary of moved image\n",
    "\n",
    "out = imread(f'reg_bin_Cyc_{c}/Cycle_{c}_F{fov}_bin_reg.tif')\n",
    "\n",
    "fig, axs = plt.subplots(1,2,figsize = (20,60))\n",
    "axs = axs.ravel()\n",
    "\n",
    "im_reg = np.zeros((2048, 2048,3)) # empty color image\n",
    "im_reg[...,0] = ref_binary\n",
    "im_reg[...,1] = out.astype('bool')\n",
    "    \n",
    "im_orig = np.zeros((2048, 2048,3))\n",
    "im_orig[...,0] = ref_binary\n",
    "im_orig[...,1] = mov_binary\n",
    "    \n",
    "axs[0].imshow(im_orig[:500,:500])   #before reg\n",
    "    \n",
    "axs[1].imshow(im_reg[:500,:500])   #after reg\n",
    "\n",
    "axs[0].title.set_text('Before Registration')\n",
    "axs[1].title.set_text('After Registration')\n",
    "for ax in axs.flat:\n",
    "    ax.set(xlabel='0:1500', ylabel='0:1500')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "bbe6c7fc",
   "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",
   "pygments_lexer": "ipython3",
   "version": "3.7.12"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
