load_klbs_dask_napari_ROI_XYplane.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "D:\\Anaconda3\\envs\\denoising\\lib\\site-packages\\numpy\\_distributor_init.py:32: UserWarning: loaded more than 1 DLL from .libs:\n",
      "D:\\Anaconda3\\envs\\denoising\\lib\\site-packages\\numpy\\.libs\\libopenblas.PYQHXLVVQ7VESDPUVUADXEVJOBGHJPAY.gfortran-win_amd64.dll\n",
      "D:\\Anaconda3\\envs\\denoising\\lib\\site-packages\\numpy\\.libs\\libopenblas.TXA6YQSD3GCQQC22GEQ54J2UDCXDXHWN.gfortran-win_amd64.dll\n",
      "  stacklevel=1)\n",
      "D:\\Anaconda3\\envs\\denoising\\lib\\site-packages\\napari\\__init__.py:27: UserWarning: \n",
      "    napari was tested with QT library `>=5.12.3`.\n",
      "    The version installed is 5.9.6. Please report any issues with this\n",
      "    specific QT version at https://github.com/Napari/napari/issues.\n",
      "    \n",
      "  warn(message=warn_message)\n"
     ]
    }
   ],
   "source": [
    "from os.path import join\n",
    "from glob import glob\n",
    "import dask\n",
    "import dask.array as da\n",
    "import pyklb as klb\n",
    "import napari\n",
    "import time\n",
    "\n",
    "# 2701 timepoints\n",
    "#Shape of each 3D stack is (75,768,1848)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "#Use opportunistic caching \n",
    "from dask.cache import Cache\n",
    "cache = Cache(32e9)  # Set aside some memory\n",
    "cache.register()    # Turn cache on globally"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "klb.readfull of a 3D stack (203 MB umcompressed) took 0.99 sec\n"
     ]
    }
   ],
   "source": [
    "inPath = 'W:/SV3/RC_15-06-11/Dme_E2_His2AvRFP_spiderGFP_12-03_20150611_155054.corrected/Results/TimeFused/'\n",
    "fnames = glob(join(inPath, '*/*CM01_CHN01.fusedStack.klb' ))\n",
    "fnames.sort()\n",
    "#fnames = fnames[0:1200]\n",
    "\n",
    "t0 = time.time()\n",
    "sample_full = klb.readfull(fnames[0]) #Sample image with klb.readfull\n",
    "print('klb.readfull of a 3D stack (203 MB umcompressed) took', round(time.time()-t0,2), 'sec')\n",
    "\n",
    "z= 64 #sample_full.shape[0]\n",
    "y= sample_full.shape[1]\n",
    "x= sample_full.shape[2]\n",
    "\n",
    "#z-planes to chunk; select a divisor of z, otherwise pads extra z-planes\n",
    "zstride= 8"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Generate lazy arrays"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
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       "    <tr><th> Bytes </th><td> 61.33 GB </td> <td> 22.71 MB </td></tr>\n",
       "    <tr><th> Shape </th><td> (2701, 8, 768, 1848) </td> <td> (1, 8, 768, 1848) </td></tr>\n",
       "    <tr><th> Count </th><td> 8103 Tasks </td><td> 2701 Chunks </td></tr>\n",
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      "text/plain": [
       "dask.array<stack, shape=(2701, 8, 768, 1848), dtype=uint16, chunksize=(1, 8, 768, 1848), chunktype=numpy.ndarray>"
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     "execution_count": 4,
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   "source": [
    "# For each ROI, lazily evaluate klb.readroi with dask.delayed \n",
    "lazy_reader = dask.delayed(klb.readroi)  # lazy klbroi reader\n",
    "lazy_values = [[lazy_reader(fn,[i,0,0],[i+zstride,y-1,x-1]) for fn in fnames] for i in range(0,z,zstride)] #list of lists\n",
    "\n",
    "lazy_arrays = [da.from_delayed(lazy_value,\n",
    "                               shape=(zstride,y,x),\n",
    "                               dtype=sample_full.dtype)\n",
    "               for lazy_value in lazy_values[0]]\n",
    "\n",
    "#Stack all timepoints for the first z-plane into a dask array\n",
    "z0_tstack = da.stack(lazy_arrays, axis=0)\n",
    "\n",
    "#Visual of the dask array\n",
    "z0_tstack"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
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       "  <line x1=\"120\" y1=\"0\" x2=\"120\" y2=\"25\" style=\"stroke-width:2\" />\n",
       "\n",
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       "</svg>\n",
       "</td>\n",
       "</tr>\n",
       "</table>"
      ],
      "text/plain": [
       "dask.array<concatenate, shape=(2701, 64, 768, 1848), dtype=uint16, chunksize=(1, 8, 768, 1848), chunktype=numpy.ndarray>"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "stacks = z0_tstack\n",
    "for zblock in range(len(lazy_values)-1):\n",
    "    lazy_arrays = [da.from_delayed(lazy_value,\n",
    "                               shape=(zstride,y,x),\n",
    "                               dtype=sample_full.dtype)\n",
    "               for lazy_value in lazy_values[zblock+1]]\n",
    "    #Stack all timepoints for a single z-plane; dimension of dask array: [t,1,y,x]\n",
    "    tstack = da.stack(lazy_arrays, axis=0) \n",
    "    \n",
    "    #Concatenate all timepoints into a new axis; dimension of dask array: [t,z,y,x]\n",
    "    stacks = da.concatenate([stacks, tstack], axis=1)\n",
    "\n",
    "#Visual of the dask array\n",
    "stacks"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "###  Initialize the GUI now"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "%gui qt5"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Create a napari viewer and add the image as a layer"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Image layer 'nuclei' at 0x217d1c8f908>"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "viewer = napari.Viewer(axis_labels = ['t','z','y','x'])\n",
    "viewer.add_image(stacks,\n",
    "                 scale = [1,8,1,1],\n",
    "                 colormap='inferno',\n",
    "                 blending='additive',\n",
    "                 name='nuclei',\n",
    "                 is_pyramid = False,\n",
    "                 rgb = False,\n",
    "                 contrast_limits = [10,180])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Miscellaneous"
   ]
  },
  {
   "cell_type": "raw",
   "metadata": {},
   "source": [
    "# For each ROI, lazily evaluate klb.readroi with dask.delayed \n",
    "lazy_vals = [lazy_reader(fn,[i,0,0],[i,y-1,x-1]) for fn in fnames for i in range(z)]\n",
    "\n",
    "print(len(lazy_vals), '<--number of z-planes across all timepoints')\n",
    "\n",
    "#Construct lazy dask arrays for all lazy values\n",
    "lazy_arr = [da.from_delayed(lazy_value,\n",
    "                               shape=(1,y,x),\n",
    "                               dtype=sample_full.dtype)\n",
    "               for lazy_value in lazy_vals]\n",
    "\n",
    "#Stack into a single dask array\n",
    "#Stacks z-planes first, and then timepoints after that\n",
    "a = da.stack(lazy_arr, axis=0)\n",
    "a.shape\n",
    "\n",
    "aa = da.stack(lazy_arr[0:75], axis=1)\n",
    "aa\n",
    "\n",
    "arr1 = lazy_arr[0:75]\n",
    "arr2 = lazy_arr[1*75:2*75]\n",
    "arr3 = lazy_arr[2*75:3*75]\n",
    "arr4 = lazy_arr[3*75:4*75]\n",
    "arr5 = lazy_arr[4*75:5*75]\n",
    "\n",
    "aaa = da.concatenate([arr1, arr2, arr3, arr4, arr5], axis=1)\n",
    "aaa\n",
    "\n",
    "print(type(lazy_values), len(lazy_values), '<number of z-blocks>')\n",
    "print(type(lazy_values[0]), len(lazy_values[0]), '<number of timepoints>')\n",
    "print(type(lazy_arrays), len(lazy_arrays), '<number of timepoints>')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Observations\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Note: 16 GB of cache was allocated for these tests. The interactivity of the napari browser is smooth in 'z' and reasonably good in 't', under these scenarios:\n",
    "- 100 timepoints (21 GB), z-stride of 8 (23 MB chunks)\n",
    "\n",
    "Even this is better in both 'z' and 't' compared to 'load_klbs_dask_napari' which uses klb.readfull to read the 3D stacks, then rechunks the data into (1,8,768,1848) \n",
    "- 1200 timepoints (245 GB), z-stride of 8 (23 MB chunks)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
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