{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# GEONE - DEESSE - Simulations with geometrical transformations\n", "\n", "## Main points addressed\n", "\n", "- deesse simulation with rotation and/or scaling: local or global / with or without tolerance (uncertainty)" ] }, { "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": [ "## 1. Global transformation - fixed values (without tolerance)\n", "\n", "### Training image (TI)" ] }, { "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.txt')\n", "ti = gn.img.readImageTxt(filename)\n", "\n", "# Values in the TI\n", "ti.get_unique()" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "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(ti, categ=True, categVal=categ_val, categCol=categ_col, title='TI')\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Simulation grid\n", "Define the simulation grid (number of cells in each direction, cell unit, origin)." ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [], "source": [ "nx, ny, nz = 400, 300, 1 # number of cells\n", "sx, sy, sz = ti.sx, ti.sy, ti.sz # cell unit\n", "ox, oy, oz = 0.0, 0.0, 0.0 # origin (corner of the \"first\" grid cell)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Fill the input structure for deesse and launch deesse\n", "Specify homothety (scaling) and rotation.\n", "\n", "**Note:** in presence of both transformations the structures obtained in output are the structures of the TI that have been *rescaled* first and then *rotated*." ] }, { "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", "Elapsed time: 2 sec\n" ] } ], "source": [ "nreal = 1\n", "deesse_input = gn.deesseinterface.DeesseInput(\n", " nx=nx, ny=ny, nz=nz,\n", " sx=sx, sy=sy, sz=sz,\n", " ox=ox, oy=oy, oz=oz,\n", " nv=1, varname='code',\n", " TI=ti,\n", " homothetyUsage=1, # use homothety (scaling) without tolerance\n", " homothetyXLocal=False, # along x: global homothety\n", " homothetyXRatio=1.33, # along x: value for scaling factor\n", " homothetyYLocal=False, # along y: global homothety\n", " homothetyYRatio=0.75, # along y: value for scaling factor\n", " rotationUsage=1, # use rotation without tolerance\n", " rotationAzimuthLocal=False, # rotation according to azimuth: global\n", " rotationAzimuth=20., # rotation azimuth: value\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 results (and display)" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Retrieve the realization\n", "sim = deesse_output['sim']\n", "\n", "# Display\n", "plt.figure(figsize=(9,9))\n", "gn.imgplot.drawImage2D(sim[0], categ=True, categVal=categ_val, categCol=categ_col,\n", " title='Sim. using global transformation without tolerance')\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 2. Global transformations - with tolerance\n", "\n", "One can specify a range of value for the geometrical transformations." ] }, { "cell_type": "code", "execution_count": 8, "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", "Elapsed time: 3.3 sec\n" ] } ], "source": [ "deesse_input = gn.deesseinterface.DeesseInput(\n", " nx=nx, ny=ny, nz=nz,\n", " sx=sx, sy=sy, sz=sz,\n", " ox=ox, oy=oy, oz=oz,\n", " nv=1, varname='code',\n", " TI=ti,\n", " homothetyUsage=2, # use homothety (scaling) with tolerance\n", " homothetyXLocal=False, # along x: global homothety\n", " homothetyXRatio=[0.5, 2.], # along x: min and max values for scaling factor\n", " homothetyYLocal=False, # along y: global homothety\n", " homothetyYRatio=[0.5, 2.], # along y: min and max values for scaling factor\n", " rotationUsage=2, # use rotation with tolerance\n", " rotationAzimuthLocal=False, # rotation according to azimuth: global\n", " rotationAzimuth=[0., 180.], # rotation azimuth: min and max values\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": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Retrieve the realization\n", "sim = deesse_output['sim']\n", "\n", "# Display\n", "plt.figure(figsize=(9,9))\n", "gn.imgplot.drawImage2D(sim[0], categ=True, categVal=categ_val, categCol=categ_col,\n", " title='Sim. using global transformation with tolerance')\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 3. Local transformations - fixed values (without tolerance)\n", "\n", "### Build a map for homothety ratio and azimuth angle\n", "\n", "Below, a piece of python code to build:\n", "\n", "- `scaling`: (`nz`, `ny`, `nx`)-array containing homothety ratio values on the simulation grid\n", "- `angle`: (`nz`, `ny`, `nx`)-array containing angle values on the simulation grid" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [], "source": [ "# Set an image with simulation grid geometry defined above, and no variable\n", "im = gn.img.Img(nx, ny, nz, sx, sy, sz, ox, oy, oz, nv=0)\n", "\n", "# Get the x and y coordinates of the centers of grid cell (meshgrid)\n", "xx = im.xx()[0]\n", "yy = im.yy()[0]\n", "\n", "# Equivalent:\n", "## xg, yg: coordinates of the centers of grid cell\n", "#xg = ox + 0.5*sx + sx*np.arange(nx)\n", "#yg = oy + 0.5*sy + sy*np.arange(ny)\n", "#xx, yy = np.meshgrid(xg, yg) # create meshgrid from the center of grid cells\n", "\n", "# Set some parameters to build the variables scaling and angle\n", "center_x, center_y = 250, 150\n", "scaling_start, scaling_end = 1., 0.5\n", "\n", "# Set scaling values over the grid\n", "scaling = np.sqrt((xx-center_x)**2 + (yy-center_y)**2)\n", "scaling_min = np.min(scaling)\n", "scaling_max = np.max(scaling)\n", "scaling = scaling_start + (scaling - scaling_min)/(scaling_max - scaling_min) * (scaling_end - scaling_start)\n", "\n", "# Set angle values over the grid\n", "angle = -np.arctan2(yy-center_y, xx-center_x)*180./np.pi\n", "\n", "# Reshape (not necessary)\n", "scaling = scaling.reshape(nz, ny, nx)\n", "angle = angle.reshape(nz, ny, nx)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Display homothety ratio map and azimuth map" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Set variable scaling and angle in image im\n", "im.append_var([scaling, angle], varname=['scaling', 'angle'])\n", "\n", "# Display\n", "plt.subplots(1,2, figsize=(14,7), sharey=True) # 1 x 2 sub-plots\n", "\n", "plt.subplot(1,2,1)\n", "gn.imgplot.drawImage2D(im, iv=0, title='homothety ratio')\n", "\n", "plt.subplot(1,2,2)\n", "gn.imgplot.drawImage2D(im, iv=1, title='azimuth angle')\n", "\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Fill the input structure for deesse and launch deesse" ] }, { "cell_type": "code", "execution_count": 12, "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", "Elapsed time: 2.5 sec\n" ] } ], "source": [ "deesse_input = gn.deesseinterface.DeesseInput(\n", " nx=nx, ny=ny, nz=nz,\n", " sx=sx, sy=sy, sz=sz,\n", " ox=ox, oy=oy, oz=oz,\n", " nv=1, varname='code',\n", " TI=ti,\n", " homothetyUsage=1, # use homothety (scaling) without tolerance\n", " homothetyXLocal=True, # along x: local homothety\n", " homothetyXRatio=scaling, # along x: map of values for scaling factor\n", " homothetyYLocal=True, # along y: local homothety\n", " homothetyYRatio=scaling, # along y: map of values for scaling factor\n", " rotationUsage=1, # use rotation without tolerance\n", " rotationAzimuthLocal=True, # rotation according to azimuth: local\n", " rotationAzimuth=angle, # rotation azimuth: map of values\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": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Retrieve the realization\n", "sim = deesse_output['sim']\n", "\n", "# Display\n", "plt.figure(figsize=(9,9))\n", "gn.imgplot.drawImage2D(sim[0], categ=True, categVal=categ_val, categCol=categ_col,\n", " title='Sim. using local transformation without tolerance')\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 4. Local transformations - with tolerance\n", "\n", "The minimal and maximal values (range) for the considered transformation must be given at each cell of the simulation grid:\n", "\n", "- `scaling_min_max`: (2, `nz`, `ny`, `nx`)-array containing homothety min and max ratio values on the simulation grid\n", "- `angle_min_max`: (2, `nz`, `ny`, `nx`)-array containing min and max angle values on the simulation grid" ] }, { "cell_type": "code", "execution_count": 14, "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", "Elapsed time: 4.9 sec\n" ] } ], "source": [ "scaling_tol = 0.3\n", "scaling_min_max = np.array((scaling-scaling_tol, scaling+scaling_tol))\n", "\n", "angle_tol = 45.\n", "angle_min_max = np.array((angle-angle_tol, angle+angle_tol))\n", "\n", "deesse_input = gn.deesseinterface.DeesseInput(\n", " nx=nx, ny=ny, nz=nz,\n", " sx=sx, sy=sy, sz=sz,\n", " ox=ox, oy=oy, oz=oz,\n", " nv=1, varname='code',\n", " TI=ti,\n", " homothetyUsage=2, # use homothety (scaling) with tolerance\n", " homothetyXLocal=True, # along x: local homothety\n", " homothetyXRatio=scaling_min_max, # along x: map of min and max values for scaling factor\n", " homothetyYLocal=True, # along y: local homothety\n", " homothetyYRatio=scaling_min_max, # along y: map of min and max values for scaling factor\n", " rotationUsage=2, # use rotation with tolerance\n", " rotationAzimuthLocal=True, # rotation according to azimuth: local\n", " rotationAzimuth=angle_min_max, # rotation azimuth: map of min and max values\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": "code", "execution_count": 15, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Retrieve the realization\n", "sim = deesse_output['sim']\n", "\n", "# Display\n", "plt.figure(figsize=(9,9))\n", "gn.imgplot.drawImage2D(sim[0], categ=True, categVal=categ_val, categCol=categ_col,\n", " title='Sim. using local transformation with tolerance')\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Remark\n", "\n", "Note that, working with local transformation or transformation with tolerance, it can be helpful to limit the size of the search ellipsoid, in order to find similar patterns in the training image during the simulation." ] } ], "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 }