{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# GEONE - DEESSE - Incomplete images\n", "\n", "## Main points addressed\n", "\n", "- reconstruction of an incomplete image (i.e. having uninformed cells)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Import what is required" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "import numpy as np\n", "import matplotlib.pyplot as plt\n", "import time\n", "import os\n", "\n", "# import package 'geone'\n", "import geone as gn" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "sys.version_info(major=3, minor=13, micro=7, releaselevel='final', serial=0)\n", "geone version: 1.3.0\n" ] } ], "source": [ "# Show version of python and version of geone\n", "import sys \n", "print(sys.version_info)\n", "print('geone version: ' + gn.__version__)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Incomplete (training) image\n", "\n", "Read the incomplete image from the file `ti_inc.txt`, precising the value used in the file as missing data (uninformed cell)." ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array([0., 1., 2.])" ] }, "execution_count": 3, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Read file \n", "data_dir = 'data'\n", "filename = os.path.join(data_dir, 'ti_inc.txt')\n", "im = gn.img.readImageTxt(filename, missing_value=-9999999)\n", "\n", "# Values\n", "im.get_unique()" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Setting for categories / colors\n", "categ_val = [0, 1, 2]\n", "categ_col = ['lightblue', 'darkgreen', 'orange']\n", "\n", "plt.figure(figsize=(5,5))\n", "gn.imgplot.drawImage2D(im, categ=True, categVal=categ_val, categCol=categ_col, title='Incomplete image')\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Set lines delineating the missing part\n", "ind = np.where(np.isnan(im.val))\n", "iy0, iy1 = ind[2].min(), ind[2].max()\n", "ix0, ix1 = ind[3].min(), ind[3].max()\n", "x0 = im.x()[ix0] - 0.5*im.sx\n", "x1 = im.x()[ix1] + 0.5*im.sx\n", "y0 = im.y()[iy0] - 0.5*im.sy\n", "y1 = im.y()[iy1] + 0.5*im.sy\n", "line_x = [x0, x1, x1, x0, x0]\n", "line_y = [y0, y0, y1, y1, y0]\n", "\n", "plt.figure(figsize=(5,5))\n", "gn.imgplot.drawImage2D(im, categ=True, categVal=categ_val, categCol=categ_col, title='Incomplete image')\n", "plt.plot(line_x, line_y, c='red', ls='dashed')\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Reconstruction of the image\n", "Deesse can be used to reconstruct the missing part of the image, i.e. to simulate the variable in uninformed cells. For that, the same incomplete image is specified as the training image and as hard data set. In this situation, the image is called a training data set.\n", "\n", "**Note:** of course, an incomplete training image can be used for simulation on a different simulation grid with or without hard data.\n", "\n", "### Fill the input structure for deesse and launch deesse" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "deesseRun: DeeSse running... [VERSION 3.2 / BUILD NUMBER 20230914 / OpenMP 19 thread(s)]\n", "deesseRun: DeeSse run complete\n", "deesseRun: warnings encountered (1 times in all):\n", "# 1: WARNING 00010: a variable in a training image is not exhaustively informed\n", "Elapsed time: 9.4 sec\n" ] } ], "source": [ "nreal = 20\n", "deesse_input = gn.deesseinterface.DeesseInput(\n", " nx=im.nx, ny=im.ny, nz=im.nz, # set same dimensions grid as for the incomplete image\n", " sx=im.sx, sy=im.sy, sz=im.sz, # set same cell units grid as for the incomplete image\n", " ox=im.ox, oy=im.oy, oz=im.oz, # set same origin grid as for the incomplete image\n", " nv=1, varname=im.varname, # number of variable(s), name of the variable(s), \n", " # as for the incomplete image\n", " TI=im, # set the incomplete image as TI\n", " dataImage=im, # set the incomplete image as hard data\n", " distanceType='categorical',\n", " nneighboringNode=24,\n", " distanceThreshold=0.02,\n", " maxScanFraction=0.25,\n", " npostProcessingPathMax=1,\n", " seed=444,\n", " nrealization=nreal)\n", "\n", "# Run deesse\n", "t1 = time.time() # start time\n", "deesse_output = gn.deesseinterface.deesseRun(deesse_input)\n", "t2 = time.time() # end time\n", "print(f'Elapsed time: {t2-t1:.2g} sec')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Retrieve the reconstructed images, do some statistics (and display)" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Retrieve the results\n", "sim = deesse_output['sim']\n", "\n", "# Do some statistics on the realizations\n", "# compute the pixel-wise proportion for the given categories\n", "all_sim_stats = gn.img.imageListCategProp(sim, categ_val)\n", "\n", "# Color map for proportion of each category\n", "prop_col=['blue', 'darkgreen', 'orange'] # colors for the proportion maps\n", "prop_cmap = [gn.customcolors.custom_cmap(['white', c]) for c in prop_col]\n", "\n", "# Display\n", "plt.subplots(2, 3, figsize=(17,8), sharex=True, sharey=True) # 1 x 3 sub-plots\n", "for i in range(3):\n", " plt.subplot(2, 3, i+1) # select next sub-plot\n", " gn.imgplot.drawImage2D(sim[i], categ=True, categVal=categ_val, categCol=categ_col)\n", " plt.plot(line_x, line_y, c='red', ls='dashed') # add line delineating the reconstructed part\n", " plt.title(f'Real. #{i}')\n", "\n", "for i in range(3):\n", " plt.subplot(2, 3, i+4) # select next sub-plot\n", " gn.imgplot.drawImage2D(all_sim_stats, iv=i, cmap=prop_cmap[i],\n", " title=f'Prop. of categ. {i} (over {nreal} real.)')\n", " plt.plot(line_x, line_y, c='black', ls='dashed') # add line delineating the reconstructed part\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Reconstruction using pyramids\n", "Enabling pyramids implies multi-resolution simulations, which can help to better reproduce the spatial structures.\n", "Below, the pyramid type is set to `categorical_auto`: one pyramid for the indicator variable of each category except one is built and used.\n", "\n", "See jupyter notebook `ex_deesse_16_advanced_use_of_pyramids.ipynb` for more details about pyramids." ] }, { "cell_type": "code", "execution_count": 8, "metadata": { "scrolled": true }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "deesseRun: DeeSse running... [VERSION 3.2 / BUILD NUMBER 20230914 / OpenMP 19 thread(s)]\n", "deesseRun: DeeSse run complete\n", "deesseRun: warnings encountered (3 times in all):\n", "# 1: WARNING 00010: a variable in a training image is not exhaustively informed\n", "# 2: WARNING 00210: pryramid: a variable in a training image is not exhaustively informed (in an additional level)\n", "Elapsed time: 16 sec\n" ] } ], "source": [ "# Deesse input\n", "# - with 2 additional levels (npyramidLevel=2) \n", "# and a reduction factor of 2 along x and y axes between the original image \n", "# and the 1st pyramid level and between the 1st pyramid level to the second one \n", "# (kx=[2, 2], ky=[2, 2], kz=[0, 0]: do not apply reduction along z axis)\n", "pyrGenParams = gn.deesseinterface.PyramidGeneralParameters(npyramidLevel=2, kx=[2, 2], ky=[2, 2], kz=[0, 0])\n", "pyrParams = gn.deesseinterface.PyramidParameters(nlevel=2, pyramidType='categorical_auto')\n", "\n", "deesse_input = gn.deesseinterface.DeesseInput(\n", " nx=im.nx, ny=im.ny, nz=im.nz,\n", " sx=im.sx, sy=im.sy, sz=im.sz,\n", " ox=im.ox, oy=im.oy, oz=im.oz,\n", " nv=1, varname=im.varname,\n", " TI=im,\n", " dataImage=im,\n", " distanceType='categorical',\n", " nneighboringNode=24,\n", " distanceThreshold=0.02,\n", " maxScanFraction=0.25,\n", " pyramidGeneralParameters=pyrGenParams, # pyramid general parameters\n", " pyramidParameters=pyrParams, # pyramid parameters for each variable\n", " npostProcessingPathMax=1,\n", " seed=444,\n", " nrealization=nreal)\n", "\n", "# Run deesse\n", "t1 = time.time() # start time\n", "deesse_output = gn.deesseinterface.deesseRun(deesse_input)\n", "t2 = time.time() # end time\n", "print(f'Elapsed time: {t2-t1:.2g} sec')" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Retrieve the results\n", "sim = deesse_output['sim']\n", "\n", "# Do some statistics on the realizations\n", "# compute the pixel-wise proportion for the given categories\n", "all_sim_stats = gn.img.imageListCategProp(sim, categ_val)\n", "\n", "# Color map for proportion of each category\n", "prop_col=['blue', 'darkgreen', 'orange'] # colors for the proportion maps\n", "prop_cmap = [gn.customcolors.custom_cmap(['white', c]) for c in prop_col]\n", "\n", "# Display\n", "plt.subplots(2, 3, figsize=(17,8), sharex=True, sharey=True) # 1 x 3 sub-plots\n", "for i in range(3):\n", " plt.subplot(2, 3, i+1) # select next sub-plot\n", " gn.imgplot.drawImage2D(sim[i], categ=True, categVal=categ_val, categCol=categ_col)\n", " plt.plot(line_x, line_y, c='red', ls='dashed') # add line delineating the reconstructed part\n", " plt.title(f'Real. #{i}')\n", "\n", "for i in range(3):\n", " plt.subplot(2, 3, i+4) # select next sub-plot\n", " gn.imgplot.drawImage2D(all_sim_stats, iv=i, cmap=prop_cmap[i],\n", " title=f'Prop. of categ. {i} (over {nreal} real.)')\n", " plt.plot(line_x, line_y, c='black', ls='dashed') # add line delineating the reconstructed part\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Reconstruction using pyramids (2) \n", "Here the pyramid type is set to `categorical_to_continuous`: the pyramid is built for one continuous variable derived from the categorical variable (accounting for the connections between adjacent nodes)." ] }, { "cell_type": "code", "execution_count": 10, "metadata": { "scrolled": true }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "deesseRun: DeeSse running... [VERSION 3.2 / BUILD NUMBER 20230914 / OpenMP 19 thread(s)]\n", "deesseRun: DeeSse run complete\n", "deesseRun: warnings encountered (3 times in all):\n", "# 1: WARNING 00010: a variable in a training image is not exhaustively informed\n", "# 2: WARNING 00210: pryramid: a variable in a training image is not exhaustively informed (in an additional level)\n", "Elapsed time: 8.1 sec\n" ] } ], "source": [ "# Deesse input\n", "pyrParams = gn.deesseinterface.PyramidParameters(nlevel=2, pyramidType='categorical_to_continuous')\n", "\n", "deesse_input = gn.deesseinterface.DeesseInput(\n", " nx=im.nx, ny=im.ny, nz=im.nz,\n", " sx=im.sx, sy=im.sy, sz=im.sz,\n", " ox=im.ox, oy=im.oy, oz=im.oz,\n", " nv=1, varname=im.varname,\n", " TI=im,\n", " dataImage=im,\n", " distanceType='categorical',\n", " nneighboringNode=24,\n", " distanceThreshold=0.02,\n", " maxScanFraction=0.25,\n", " pyramidGeneralParameters=pyrGenParams, # pyramid general parameters\n", " pyramidParameters=pyrParams, # pyramid parameters for each variable\n", " npostProcessingPathMax=1,\n", " seed=444,\n", " nrealization=nreal)\n", "\n", "# Run deesse\n", "t1 = time.time() # start time\n", "deesse_output = gn.deesseinterface.deesseRun(deesse_input)\n", "t2 = time.time() # end time\n", "print(f'Elapsed time: {t2-t1:.2g} sec')" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Retrieve the results\n", "sim = deesse_output['sim']\n", "\n", "# Do some statistics on the realizations\n", "# compute the pixel-wise proportion for the given categories\n", "all_sim_stats = gn.img.imageListCategProp(sim, categ_val)\n", "\n", "# Color map for proportion of each category\n", "prop_col=['blue', 'darkgreen', 'orange'] # colors for the proportion maps\n", "prop_cmap = [gn.customcolors.custom_cmap(['white', c]) for c in prop_col]\n", "\n", "# Display\n", "plt.subplots(2, 3, figsize=(17,8), sharex=True, sharey=True) # 1 x 3 sub-plots\n", "for i in range(3):\n", " plt.subplot(2, 3, i+1) # select next sub-plot\n", " gn.imgplot.drawImage2D(sim[i], categ=True, categVal=categ_val, categCol=categ_col)\n", " plt.plot(line_x, line_y, c='red', ls='dashed') # add line delineating the reconstructed part\n", " plt.title(f'Real. #{i}')\n", "\n", "for i in range(3):\n", " plt.subplot(2, 3, i+4) # select next sub-plot\n", " gn.imgplot.drawImage2D(all_sim_stats, iv=i, cmap=prop_cmap[i],\n", " title=f'Prop. of categ. {i} (over {nreal} real.)')\n", " plt.plot(line_x, line_y, c='black', ls='dashed') # add line delineating the reconstructed part\n", "plt.show()" ] } ], "metadata": { "kernelspec": { "display_name": "py313", "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": "3.13.7" } }, "nbformat": 4, "nbformat_minor": 4 }