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{ | |
"cells": [ | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"This notebook drills down on a issue observed when combining spatial resampling with value scaling (e.g. to force byte pixels in the output instead of float32 pixels)." | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 1, | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"import openeo\n", | |
"import rasterio\n", | |
"import matplotlib.pyplot as plt\n", | |
"%matplotlib inline" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 2, | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"backend_url = \"https://openeo.vito.be/openeo/0.4.0\"\n", | |
"# backend_url = \"http://localhost:8080/openeo/0.4.2\"\n", | |
"session = openeo.connect(backend_url)" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"# Step by step evaluation of value scaling before resampling versus after resampling before" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"Start with NDVI cube for small bounding box around point of interest. " | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 3, | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"long, lat = 5.1, 51.1\n", | |
"delta = 0.05\n", | |
"\n", | |
"bbox = {\n", | |
" \"west\": long - delta, \"east\": long + delta,\n", | |
" \"south\": lat - delta, \"north\": lat + delta,\n", | |
" \"crs\": \"EPSG:4326\"\n", | |
"}\n", | |
"\n", | |
"ndvi = (\n", | |
" session\n", | |
" .load_collection(\"CGS_SENTINEL2_RADIOMETRY_V102_001\")\n", | |
" .filter_bbox(**bbox)\n", | |
" .filter_temporal(\"2019-11-19\", \"2019-11-19\")\n", | |
" .ndvi()\n", | |
") " | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"Reusable procedure to do value scaling and resampling." | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 4, | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"def value_scale(cube):\n", | |
" # Rescale to 0-240 range to trigger \"byte pixel\" mode\n", | |
" return cube.linear_scale_range(0, 1, 0, 240)\n", | |
"\n", | |
"def resample(cube):\n", | |
" return (\n", | |
" cube\n", | |
" .resample_spatial(resolution=0, projection='4326')\n", | |
" .resample_spatial(resolution=.001)\n", | |
" )" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"Do resampling first and then value scaling." | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 5, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"name": "stdout", | |
"output_type": "stream", | |
"text": [ | |
"resample-scale-bug-after.tiff\n", | |
"CPU times: user 0 ns, sys: 5.24 ms, total: 5.24 ms\n", | |
"Wall time: 13.7 s\n" | |
] | |
} | |
], | |
"source": [ | |
"%%time\n", | |
"fn_after = \"resample-scale-bug-after.tiff\"\n", | |
"(\n", | |
" ndvi\n", | |
" .pipe(resample)\n", | |
" .pipe(value_scale)\n", | |
" .download(fn_after, format=\"GTIFF\")\n", | |
")\n", | |
"print(fn_after)" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 6, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"name": "stdout", | |
"output_type": "stream", | |
"text": [ | |
"Driver: GTiff/GeoTIFF\r\n", | |
"Files: resample-scale-bug-after.tiff\r\n", | |
"Size is 100, 101\r\n", | |
"Coordinate System is:\r\n", | |
"GEOGCS[\"WGS 84\",\r\n", | |
" DATUM[\"WGS_1984\",\r\n", | |
" SPHEROID[\"WGS 84\",6378137,298.257223563,\r\n", | |
" AUTHORITY[\"EPSG\",\"7030\"]],\r\n", | |
" AUTHORITY[\"EPSG\",\"6326\"]],\r\n", | |
" PRIMEM[\"Greenwich\",0],\r\n", | |
" UNIT[\"degree\",0.0174532925199433],\r\n", | |
" AUTHORITY[\"EPSG\",\"4326\"]]\r\n", | |
"Origin = (5.049809959321998,51.150783165129958)\r\n", | |
"Pixel Size = (0.001003982115110,-0.001002936300407)\r\n", | |
"Metadata:\r\n", | |
" AREA_OR_POINT=Area\r\n", | |
"Image Structure Metadata:\r\n", | |
" COMPRESSION=DEFLATE\r\n", | |
" INTERLEAVE=BAND\r\n", | |
"Corner Coordinates:\r\n", | |
"Upper Left ( 5.0498100, 51.1507832) ( 5d 2'59.32\"E, 51d 9' 2.82\"N)\r\n", | |
"Lower Left ( 5.0498100, 51.0494866) ( 5d 2'59.32\"E, 51d 2'58.15\"N)\r\n", | |
"Upper Right ( 5.1502082, 51.1507832) ( 5d 9' 0.75\"E, 51d 9' 2.82\"N)\r\n", | |
"Lower Right ( 5.1502082, 51.0494866) ( 5d 9' 0.75\"E, 51d 2'58.15\"N)\r\n", | |
"Center ( 5.1000091, 51.1001349) ( 5d 6' 0.03\"E, 51d 6' 0.49\"N)\r\n", | |
"Band 1 Block=256x256 Type=Byte, ColorInterp=Gray\r\n", | |
" NoData Value=255\r\n" | |
] | |
} | |
], | |
"source": [ | |
"! gdalinfo {fn_after}" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"Do value scaling before resampling." | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 7, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"name": "stdout", | |
"output_type": "stream", | |
"text": [ | |
"resample-scale-bug-before.tiff\n", | |
"CPU times: user 17.6 ms, sys: 4.87 ms, total: 22.5 ms\n", | |
"Wall time: 27.2 s\n" | |
] | |
} | |
], | |
"source": [ | |
"%%time\n", | |
"fn_before = \"resample-scale-bug-before.tiff\"\n", | |
"(\n", | |
" ndvi\n", | |
" .pipe(value_scale)\n", | |
" .pipe(resample)\n", | |
" .download(fn_before, format=\"GTIFF\")\n", | |
")\n", | |
"print(fn_before)" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 8, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"name": "stdout", | |
"output_type": "stream", | |
"text": [ | |
"Driver: GTiff/GeoTIFF\r\n", | |
"Files: resample-scale-bug-before.tiff\r\n", | |
"Size is 100, 101\r\n", | |
"Coordinate System is:\r\n", | |
"GEOGCS[\"WGS 84\",\r\n", | |
" DATUM[\"WGS_1984\",\r\n", | |
" SPHEROID[\"WGS 84\",6378137,298.257223563,\r\n", | |
" AUTHORITY[\"EPSG\",\"7030\"]],\r\n", | |
" AUTHORITY[\"EPSG\",\"6326\"]],\r\n", | |
" PRIMEM[\"Greenwich\",0],\r\n", | |
" UNIT[\"degree\",0.0174532925199433],\r\n", | |
" AUTHORITY[\"EPSG\",\"4326\"]]\r\n", | |
"Origin = (5.049809959321998,51.150783165129958)\r\n", | |
"Pixel Size = (0.001003982115110,-0.001002936300407)\r\n", | |
"Metadata:\r\n", | |
" AREA_OR_POINT=Area\r\n", | |
"Image Structure Metadata:\r\n", | |
" COMPRESSION=DEFLATE\r\n", | |
" INTERLEAVE=BAND\r\n", | |
"Corner Coordinates:\r\n", | |
"Upper Left ( 5.0498100, 51.1507832) ( 5d 2'59.32\"E, 51d 9' 2.82\"N)\r\n", | |
"Lower Left ( 5.0498100, 51.0494866) ( 5d 2'59.32\"E, 51d 2'58.15\"N)\r\n", | |
"Upper Right ( 5.1502082, 51.1507832) ( 5d 9' 0.75\"E, 51d 9' 2.82\"N)\r\n", | |
"Lower Right ( 5.1502082, 51.0494866) ( 5d 9' 0.75\"E, 51d 2'58.15\"N)\r\n", | |
"Center ( 5.1000091, 51.1001349) ( 5d 6' 0.03\"E, 51d 6' 0.49\"N)\r\n", | |
"Band 1 Block=256x256 Type=Byte, ColorInterp=Gray\r\n", | |
" NoData Value=255\r\n" | |
] | |
} | |
], | |
"source": [ | |
"! gdalinfo {fn_before}" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"## Compare two approaches\n", | |
"\n", | |
"Show the images and compare values of corresponding pixels with scatter plot" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 9, | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"def read_tiff(fn):\n", | |
" with rasterio.open(fn) as d:\n", | |
" return d.read(1)\n", | |
"\n", | |
"def compare(fn_after, fn_before, title=\"\"):\n", | |
" fig, axes = plt.subplots(ncols=3, figsize=(12,4))\n", | |
" after = read_tiff(fn_after)\n", | |
" before = read_tiff(fn_before)\n", | |
" axes[0].imshow(after, vmin=0, vmax=255)\n", | |
" axes[0].set_title(\"scale_range after resample\")\n", | |
" axes[1].imshow(before, vmin=0, vmax=255)\n", | |
" axes[1].set_title(\"scale_range before resample\")\n", | |
" axes[2].scatter(after.flat, before.flat, s=1)\n", | |
" axes[2].set_title(title)\n", | |
" axes[2].set_xlabel('after')\n", | |
" axes[2].set_ylabel('before')\n", | |
" axes[2].set_xlim(0, 255)\n", | |
" axes[2].set_ylim(0, 255)\n", | |
" return fig, axes\n", | |
" " | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 10, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
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\n", | |
"text/plain": [ | |
"<Figure size 864x288 with 3 Axes>" | |
] | |
}, | |
"metadata": { | |
"needs_background": "light" | |
}, | |
"output_type": "display_data" | |
} | |
], | |
"source": [ | |
"compare(fn_after, fn_before);" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": null, | |
"metadata": {}, | |
"outputs": [], | |
"source": [] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"# Try out different extents/zoom" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 11, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"name": "stdout", | |
"output_type": "stream", | |
"text": [ | |
"delta 0.01\n", | |
"bbox {'west': 5.09, 'crs': 'EPSG:4326', 'north': 51.11, 'south': 51.09, 'east': 5.109999999999999}\n", | |
"resample-scale-bug-after-delta0.010.tiff\n", | |
"resample-scale-bug-before-delta0.010.tiff\n", | |
"delta 0.02\n", | |
"bbox {'west': 5.08, 'crs': 'EPSG:4326', 'north': 51.120000000000005, 'south': 51.08, 'east': 5.119999999999999}\n", | |
"resample-scale-bug-after-delta0.020.tiff\n", | |
"resample-scale-bug-before-delta0.020.tiff\n", | |
"delta 0.05\n", | |
"bbox {'west': 5.05, 'crs': 'EPSG:4326', 'north': 51.15, 'south': 51.050000000000004, 'east': 5.1499999999999995}\n", | |
"resample-scale-bug-after-delta0.050.tiff\n", | |
"resample-scale-bug-before-delta0.050.tiff\n", | |
"delta 0.1\n", | |
"bbox {'west': 5.0, 'crs': 'EPSG:4326', 'north': 51.2, 'south': 51.0, 'east': 5.199999999999999}\n", | |
"resample-scale-bug-after-delta0.100.tiff\n", | |
"resample-scale-bug-before-delta0.100.tiff\n" | |
] | |
}, | |
{ | |
"data": { | |
"image/png": 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\n", | |
"text/plain": [ | |
"<Figure size 864x288 with 3 Axes>" | |
] | |
}, | |
"metadata": { | |
"needs_background": "light" | |
}, | |
"output_type": "display_data" | |
}, | |
{ | |
"data": { | |
"image/png": 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\n", | |
"text/plain": [ | |
"<Figure size 864x288 with 3 Axes>" | |
] | |
}, | |
"metadata": { | |
"needs_background": "light" | |
}, | |
"output_type": "display_data" | |
}, | |
{ | |
"data": { | |
"image/png": 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\n", | |
"text/plain": [ | |
"<Figure size 864x288 with 3 Axes>" | |
] | |
}, | |
"metadata": { | |
"needs_background": "light" | |
}, | |
"output_type": "display_data" | |
}, | |
{ | |
"data": { | |
"image/png": 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\n", | |
"text/plain": [ | |
"<Figure size 864x288 with 3 Axes>" | |
] | |
}, | |
"metadata": { | |
"needs_background": "light" | |
}, | |
"output_type": "display_data" | |
} | |
], | |
"source": [ | |
"long, lat = 5.1, 51.1\n", | |
"\n", | |
"deltas = [\n", | |
" 0.01,\n", | |
" 0.02,\n", | |
" 0.05,\n", | |
" 0.1,\n", | |
"]\n", | |
"\n", | |
"for delta in deltas:\n", | |
" print(\"delta\", delta)\n", | |
" \n", | |
" bbox = {\n", | |
" \"west\": long - delta, \"east\": long + delta,\n", | |
" \"south\": lat - delta, \"north\": lat + delta,\n", | |
" \"crs\": \"EPSG:4326\"\n", | |
" }\n", | |
" print(\"bbox\", bbox)\n", | |
"\n", | |
" ndvi = (\n", | |
" session\n", | |
" .load_collection(\"CGS_SENTINEL2_RADIOMETRY_V102_001\")\n", | |
" .filter_bbox(**bbox)\n", | |
" .filter_temporal(\"2019-11-19\", \"2019-11-19\")\n", | |
" .ndvi()\n", | |
" ) \n", | |
" \n", | |
" fn_after = \"resample-scale-bug-after-delta{d:0.3f}.tiff\".format(d=delta)\n", | |
" ndvi.pipe(resample).pipe(value_scale).download(fn_after, format=\"GTIFF\")\n", | |
" print(fn_after)\n", | |
" \n", | |
" fn_before = \"resample-scale-bug-before-delta{d:0.3f}.tiff\".format(d=delta)\n", | |
" ndvi.pipe(value_scale).pipe(resample).download(fn_before, format=\"GTIFF\")\n", | |
" print(fn_before)\n", | |
"\n", | |
" compare(fn_after, fn_before, title=\"delta {d:0.3f}\".format(d=delta))\n", | |
" \n" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": null, | |
"metadata": {}, | |
"outputs": [], | |
"source": [] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": null, | |
"metadata": {}, | |
"outputs": [], | |
"source": [] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": null, | |
"metadata": {}, | |
"outputs": [], | |
"source": [] | |
} | |
], | |
"metadata": { | |
"kernelspec": { | |
"display_name": "OpenEO env", | |
"language": "python", | |
"name": "openeo" | |
}, | |
"language_info": { | |
"codemirror_mode": { | |
"name": "ipython", | |
"version": 3 | |
}, | |
"file_extension": ".py", | |
"mimetype": "text/x-python", | |
"name": "python", | |
"nbconvert_exporter": "python", | |
"pygments_lexer": "ipython3", | |
"version": "3.5.6" | |
} | |
}, | |
"nbformat": 4, | |
"nbformat_minor": 2 | |
} |
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