| [426] | 1 | # |
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| 2 | # Author : Gérald FENOY |
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| 3 | # |
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| 4 | # Copyright 2009-2013 GeoLabs SARL. All rights reserved. |
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| 5 | # |
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| 6 | # Permission is hereby granted, free of charge, to any person obtaining a |
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| 7 | # copy of this software and associated documentation files (the |
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| 8 | # "Software"), to deal in the Software without restriction, including with |
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| 9 | # out limitation the rights to use, copy, modify, merge, publish, |
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| 10 | # distribute, sublicense, and/or sell copies of the Software, and to |
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| 11 | # permit persons to whom the Software is furnished to do so, subject to |
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| 12 | # the following conditions: |
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| 13 | # |
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| 14 | # The above copyright notice and this permission notice shall be included |
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| 15 | # in all copies or substantial portions of the Software. |
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| 16 | # |
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| 17 | # THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS |
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| 18 | # OR IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF |
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| 19 | # MERCHANTABILITY, FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. |
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| 20 | # IN NO EVENT SHALL THE AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY |
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| 21 | # CLAIM, DAMAGES OR OTHER LIABILITY, WHETHER IN AN ACTION OF CONTRACT, |
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| 22 | # TORT OR OTHERWISE, ARISING FROM, OUT OF OR IN CONNECTION WITH THE |
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| 23 | # SOFTWARE OR THE USE OR OTHER DEALINGS IN THE SOFTWARE. |
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| 24 | # |
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| [334] | 25 | |
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| [335] | 26 | |
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| [334] | 27 | import sys, os, struct |
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| 28 | |
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| 29 | import osgeo.gdal as gdal |
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| 30 | |
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| 31 | # Calculate and output NDVI from raster bands |
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| 32 | def ExtractNDVI(conf, inputs, outputs): |
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| 33 | |
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| 34 | # Open the input dataset |
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| 35 | gdal.FileFromMemBuffer('/vsimem//temp.tif', inputs["raster"]["value"]) |
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| 36 | dataset = gdal.Open( '/vsimem//temp.tif') |
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| 37 | if dataset is None: |
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| 38 | conf["lenv"]["message"]="The dataset could not be openned properly" |
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| 39 | return 4 |
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| 40 | |
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| 41 | # Create the output dataset |
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| 42 | driver = gdal.GetDriverByName( "GTiff" ) |
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| 43 | # Get the spatial information from the input file |
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| 44 | geoTransform=None |
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| 45 | geoProjection=None |
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| 46 | print >> sys.stderr,dir(dataset) |
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| 47 | try: |
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| 48 | geoTransform = dataset.GetGeoTransform() |
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| 49 | except: |
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| 50 | print >> sys.stderr, "Unable to load geotransform" |
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| 51 | try: |
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| 52 | geoProjection = dataset.GetProjection() |
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| 53 | except: |
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| 54 | print >> sys.stderr, "Unable to load projection" |
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| 55 | |
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| 56 | # Create an output file of the same size as the inputted |
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| 57 | # image but with only 1 output image band. |
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| 58 | newDataset = driver.Create("/vsimem//output"+conf["lenv"]["sid"], \ |
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| 59 | dataset.RasterXSize, dataset.RasterYSize,1, \ |
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| 60 | gdal.GDT_Float32) |
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| 61 | # Set spatial informations of the new image. |
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| 62 | if geoTransform: |
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| 63 | newDataset.SetGeoTransform(geoTransform) |
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| 64 | if geoProjection: |
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| 65 | newDataset.SetProjection(geoProjection) |
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| 66 | if newDataset is None: |
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| 67 | conf["lenv"]["message"]='Could not create output image' |
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| 68 | return 4 |
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| 69 | |
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| 70 | # Get the RED and NIR image bands of the image |
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| 71 | red_id=int(inputs["red"]["value"]) |
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| 72 | nir_id=int(inputs["nir"]["value"]) |
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| 73 | red_band = dataset.GetRasterBand(red_id) # RED BAND |
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| 74 | nir_band = dataset.GetRasterBand(nir_id) # NIR BAND |
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| 75 | |
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| 76 | # Loop through each line in turn. |
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| 77 | numLines = red_band.YSize |
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| 78 | for line in range(numLines): |
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| 79 | # Define variable for output line. |
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| 80 | outputLine = '' |
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| 81 | # Read in data for the current line from the |
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| 82 | # image band representing the red wavelength |
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| 83 | red_scanline = red_band.ReadRaster( 0, line, red_band.XSize, 1, \ |
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| 84 | red_band.XSize, 1, gdal.GDT_Float32 ) |
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| 85 | # Unpack the line of data to be read as floating point data |
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| 86 | red_tuple = struct.unpack('f' * red_band.XSize, red_scanline) |
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| 87 | |
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| 88 | # Read in data for the current line from the |
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| 89 | # image band representing the NIR wavelength |
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| 90 | nir_scanline = nir_band.ReadRaster( 0, line, nir_band.XSize, 1, \ |
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| 91 | nir_band.XSize, 1, gdal.GDT_Float32 ) |
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| 92 | # Unpack the line of data to be read as floating point data |
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| 93 | nir_tuple = struct.unpack('f' * nir_band.XSize, nir_scanline) |
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| 94 | |
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| 95 | # Loop through the columns within the image |
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| 96 | for i in range(len(red_tuple)): |
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| 97 | # Calculate the NDVI for the current pixel. |
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| 98 | ndvi_lower = (nir_tuple[i] + red_tuple[i]) |
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| 99 | ndvi_upper = (nir_tuple[i] - red_tuple[i]) |
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| 100 | ndvi = 0 |
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| 101 | # Becareful of zero divide |
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| 102 | if ndvi_lower == 0: |
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| 103 | ndvi = 0 |
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| 104 | else: |
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| 105 | ndvi = ndvi_upper/ndvi_lower |
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| 106 | # Add the current pixel to the output line |
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| 107 | outputLine = outputLine + struct.pack('f', ndvi) |
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| 108 | # Write the completed line to the output image |
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| 109 | newDataset.GetRasterBand(1).WriteRaster(0, line, red_band.XSize, 1, \ |
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| 110 | outputLine, buf_xsize=red_band.XSize, |
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| 111 | buf_ysize=1, buf_type=gdal.GDT_Float32) |
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| 112 | |
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| 113 | # Delete the output line following write |
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| 114 | del outputLine |
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| 115 | print >> sys.stderr,'NDVI Calculated and Outputted to File' |
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| 116 | print >> sys.stderr,dir(newDataset) |
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| 117 | newDataset.FlushCache() |
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| 118 | vsiFile=gdal.VSIFOpenL("/vsimem//output"+conf["lenv"]["sid"],"r") |
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| 119 | i=0 |
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| 120 | while gdal.VSIFSeekL(vsiFile,0,os.SEEK_END)>0: |
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| 121 | i+=1 |
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| 122 | fileSize=gdal.VSIFTellL(vsiFile) |
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| 123 | gdal.VSIFSeekL(vsiFile,0,os.SEEK_SET) |
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| 124 | outputs["raster"]["value"]=gdal.VSIFReadL(fileSize,1,vsiFile) |
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| 125 | gdal.Unlink("/vsimem//output"+conf["lenv"]["sid"]) |
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| 126 | return 3 |
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