data/notebooks/Lab/10_2_kernel_impl_explorations.ipynb
{
"cells": [
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [],
"source": [
"import numpy as np\n",
"import matplotlib.pyplot as plt\n",
"import rasterio as rio\n",
"import cv2\n",
"import scipy"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.image.AxesImage at 0x166e415d0>"
]
},
"execution_count": 2,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plt.imshow(cv2.getStructuringElement(cv2.MORPH_ELLIPSE, ksize=(70,70)))"
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {},
"outputs": [],
"source": [
"def main(filename: str, out_file: str, radius: int):\n",
" with rio.open(filename) as src:\n",
" meta = src.meta.copy()\n",
" transform = src.transform\n",
" arr = src.read(1)\n",
" orig_crs = src.crs\n",
" # km per degree near the ecuator. At high lats this will bite us in the ass\n",
" # The issue here is that the kernel size should vary depending on the raster latitude and proj\n",
" # for now we will asume that the error for high lat rasters is ok but we should explore a fix.\n",
" # TODO: check if crs is geografic and transform to meters\n",
"\n",
" y_size_km = -transform[4] * 111 # 1 deg ~~ 111 km at ecuator\n",
" radius_in_pixels = int(radius // y_size_km)\n",
" kernel = cv2.getStructuringElement(cv2.MORPH_ELLIPSE, ksize=(radius_in_pixels, radius_in_pixels))\n",
" \n",
" # apply the buffer using opencv filter function. \n",
" # It calculates the cross-croletation instead of the convolution but\n",
" # since we are using a simetric kernel it does not matter.\n",
" # Also it is 100x faster than the scipy convolve ¯\\_(ツ)_/¯\n",
" res_buff = cv2.filter2D(arr, ddepth=-1, kernel=kernel) / np.sum(kernel)\n",
"\n",
" with rio.open(out_file, \"w\", **meta) as dest:\n",
" dest.write(res_buff[np.newaxis, :])"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {
"collapsed": true,
"jupyter": {
"outputs_hidden": true
},
"tags": []
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
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99.. 99.. 99.. 99.. 99.. 99.. 99.. 99.. 99.. 99.. 99.. 99.. 99.. 99.. 99.. 99.. 99.. 99.. 99.. 99.. 99.. 99.. 99.. 99.. 99.. 99.. 99.. 99.. 99.. 99.. 99.. 99.. 99.. 99.. 99.. 99.. 99.. 99.. 99.. 99.. 99.. 99.. 99.. 99.. 99.. 99.. 99.. 99.. 99.. 99.. 99.. 99.. 99.. 99.. 99.. 99.. 99.. 99.. 99.. 99.. 99.. 99.. 99.. 99.. 99.. 99.. 99.. 99.. 99.. 99.. 99.. 99.. 99.. 99.. 99.. 99.. 99.. 99.. 99.. 99.. 99.. 99.. 99.. 99.. 99.. 99.. 99.. 99.. 99.. 99.. 99.. 99.. 99.. 99.. 99.. 99.. 99.. 99.. 99.. 99.. 99.. 99.. 99.. 99.. 99.. 99.. 99.. 99.. 99.. 99.. 99.. 99.. 99.. 99.. 99.. 99.. 99.. 99.. 99.. 99.. 99.. 99.. 99.. 99.. 99.. 99.. 99.. 99.. 99.. 99.. 99.. 99.. 99.. 99.. 99.. 99.. 99.. 99.. 99.. 99.. 99.. 99.. 99.. 99.. 99.. 99.. 99.. 99.. 99.. 99.. 99.. 99.. 99.. 99.. 99.. 99.. 99.. 99.. 99.. 99.. 99.. 99.. 99.. 99.. 99.. 99.. 99.. 99.. 99.. 99.. 99.. 99.. 99.. 99.. 99.. 99.. 99.. 99.. 99.. 99.. 99.. 99.. 99.. 99.. 99.. 99.. 99.. 99.. 99.. 99.. 99.. 99.. 99.. 99.. 99.. 99.. 99.. 99.. 99.. 99.. 99.. 99.. 99.. 99.. 99.. 99.. 99.. 99.. 99.. 99.. 99.. 99.. 99.. 99.. 99.. 99.. 99.. 99.. 99.. 99.. 99.. 99.. 99.. 99.. 99.. 99.. 99.. 99.. 99.. 99.. 99.. 99.. 99.. 99.. 99.. 99.. 99.. 99.. 99.. 99.. 99.. 99.. 99.. 99.. 99.. 99.. 99.. 99.. 99.. 99.. 99.. 99.. 99.. 99.. 99.. 99.. 99.. 99.. 99.. 99.. 99.. 99.. 99.. 99.. 99.. 99.. 99.. 99.. 99.. 99.. 99.. 99.. 99.. 99.. 99.. 99.. 99.. 99.. 99.. 99.. 99.. 99.. 99.. 99.. 99.. 99.. 99.. 99.. 99.. 99.. 99.. 99.. 99.. 99.. 99.. 99.. 99.. 99.. 99.. 99.. 99.. 99.. 99.. 99.. 99.. 99.. 99.. 99.. 99.. 99.. 99.. 99.. 99.. 99.. 99.. 99.. 99.. 99.. 99.. 99.. 99.. 99.. 99.. 99.. 99.. 99.. 99.. 99.. 99.. 99.. 99.. 99.. 99.. 99.. 99.. 99.. 99.. 99.. 99.. 99.. 99.. 99.. 99.. 99.. 99.. 99.. 99.. 99.. 99.. 99.. 99.. 99.. 99.. 99.. 99.. 99.. 99.. 99.. 99.. 99.. 99.. 99.. 99.. 99.. 99.. 99.. 99.. 99.. 99.. 99.. 99.. 99.. 99.. 99.. 99.. 99.. 99.. 99.. 99.. 99.. 99.. 99.. 99.. 99.. 99.. 99.. 99.. 99.. 99.. 99.. 99.. 99.. 99.. 99.. 99.. 99.. 99.. 99.. 99.. 99.. 100 - Done\n",
"Creating output file that is 120P x 120L.\n",
"Processing ../../../../Hansen_GFC-2020-v1.8_lossyear_20S_060W_ha.tif [1/1] : 0Using internal nodata values (e.g. 0) for image ../../../../Hansen_GFC-2020-v1.8_lossyear_20S_060W_ha.tif.\n",
"Copying nodata values from source ../../../../Hansen_GFC-2020-v1.8_lossyear_20S_060W_ha.tif to destination ../../../../Hansen_GFC-2020-v1.8_lossyear_20S_060W_10km.tif.\n",
"...10...20...30...40...50...60...70...80...90..."
]
}
],
"source": [
"!gdal_calc.py --calc \"(A>19)*0.077847\" --format GTiff --type Float32 --NoDataValue 0.0 -A \"../../../../Hansen_GFC-2020-v1.8_lossyear_20S_060W.tif\" --outfile \"../../../../Hansen_GFC-2020-v1.8_lossyear_20S_060W_ha.tif\"\n",
"!gdalwarp -s_srs EPSG:4326 -t_srs EPSG:4326 -r sum -tr 0.0833333333333286 0.0833333333333286 -multi -of GTiff -wo NUM_THREADS=ALL_CPUS \"../../../../Hansen_GFC-2020-v1.8_lossyear_20S_060W_ha.tif\" \"../../../../Hansen_GFC-2020-v1.8_lossyear_20S_060W_10km.tif\""
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"2.97 ms ± 47.3 µs per loop (mean ± std. dev. of 7 runs, 100 loops each)\n"
]
}
],
"source": [
"%%timeit\n",
"main(\"../../../../Hansen_GFC-2020-v1.8_lossyear_20S_060W_10km.tif\",\n",
" \"../../../../Hansen_GFC-2020-v1.8_lossyear_20S_060W_10km_buff.tif\", 50)"
]
},
{
"cell_type": "code",
"execution_count": 15,
"metadata": {},
"outputs": [],
"source": [
"filename = \"../../../../Hansen_GFC-2020-v1.8_lossyear_20S_060W_10km.tif\"\n",
"with rio.open(filename) as src:\n",
" meta = src.meta.copy()\n",
" transform = src.transform\n",
" arr = src.read(1)\n",
" orig_crs = src.crs\n",
"# km per degree near the ecuator. At high lats this will bite us in the ass\n",
"# The issue here is that the kernel size should vary depending on the raster latitude and proj\n",
"# for now we will asume that the error for high lat rasters is ok but we should explore a fix.\n",
"# TODO: check if crs is geografic and transform to meters\n",
"\n",
"y_size_km = -transform[4] * 111 # 1 deg ~~ 111 km at ecuator\n",
"radius_in_pixels = int(50 // y_size_km)\n",
"kernel = cv2.getStructuringElement(cv2.MORPH_ELLIPSE, ksize=(radius_in_pixels, radius_in_pixels))\n",
"\n",
"# apply the buffer using opencv filter function. \n",
"# It calculates the cross-croletation instead of the convolution but\n",
"# since we are using a simetric kernel it does not matter.\n",
"# Also it is 100x faster than the scipy convolve ¯\\_(ツ)_/¯\n",
"res_buff = cv2.filter2D(arr, ddepth=-1, kernel=kernel) / np.sum(kernel)\n"
]
},
{
"cell_type": "code",
"execution_count": 17,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"0.0833333333333286"
]
},
"execution_count": 17,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"-transform[4]"
]
},
{
"cell_type": "code",
"execution_count": 20,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"True"
]
},
"execution_count": 20,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"orig_crs.is_geographic"
]
},
{
"cell_type": "code",
"execution_count": 67,
"metadata": {},
"outputs": [],
"source": [
"k = cv2.getStructuringElement(cv2.MORPH_ELLIPSE, ksize=(100,100))\n",
"\n",
"res = focal_mean(\"../../../../SpeciesRichness_IDN_2021-01-01-2022-01-01.tif\", k, \"../../../../ktest_200.tig\")"
]
},
{
"cell_type": "code",
"execution_count": 68,
"metadata": {},
"outputs": [],
"source": [
"src = rio.open(\"../../../../SpeciesRichness_IDN_2021-01-01-2022-01-01.tif\")\n",
"data = src.read(1)\n"
]
},
{
"cell_type": "code",
"execution_count": 80,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"CPU times: user 6.9 s, sys: 274 ms, total: 7.18 s\n",
"Wall time: 7.26 s\n"
]
}
],
"source": [
"%%time\n",
"result_fm = scipy.ndimage.convolve(data, weights=k) / k.size"
]
},
{
"cell_type": "code",
"execution_count": 83,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"CPU times: user 37.5 ms, sys: 3.9 ms, total: 41.4 ms\n",
"Wall time: 42.2 ms\n"
]
}
],
"source": [
"%%time\n",
"res_cv = cv2.filter2D(data, ddepth=-1, kernel=k) / np.sum(k)"
]
},
{
"cell_type": "code",
"execution_count": 84,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"7941"
]
},
"execution_count": 84,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"np.sum(k)"
]
},
{
"cell_type": "code",
"execution_count": 85,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"10000"
]
},
"execution_count": 85,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"k.size"
]
},
{
"cell_type": "code",
"execution_count": 71,
"metadata": {},
"outputs": [],
"source": [
"profile = src.profile"
]
},
{
"cell_type": "code",
"execution_count": 72,
"metadata": {},
"outputs": [],
"source": [
"with rio.open(\"../../../../ktest_200_cv.tif\",\"w\", **profile) as dst:\n",
" dst.write(res_cv[np.newaxis,:])\n",
"\n",
"with rio.open(\"../../../../ktest_200.tif\", \"w\", **profile) as dst:\n",
" dst.write(res[np.newaxis,:])"
]
},
{
"cell_type": "code",
"execution_count": 73,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"{'driver': 'GTiff', 'dtype': 'float64', 'nodata': None, 'width': 793, 'height': 852, 'count': 1, 'crs': None, 'transform': Affine(0.004491672803571973, 0.0, 94.91802968508276,\n",
" 0.0, -0.004480428481260716, 5.963450308558013), 'tiled': False, 'interleave': 'band'}"
]
},
"execution_count": 73,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"profile"
]
},
{
"cell_type": "code",
"execution_count": 53,
"metadata": {},
"outputs": [],
"source": [
"gt = src.transform"
]
},
{
"cell_type": "code",
"execution_count": 62,
"metadata": {},
"outputs": [],
"source": [
"y_size_km = -gt[4]*111"
]
},
{
"cell_type": "code",
"execution_count": 66,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"100.0"
]
},
"execution_count": 66,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"50 // y_size_km"
]
},
{
"cell_type": "code",
"execution_count": 87,
"metadata": {},
"outputs": [],
"source": [
"crs = rio.crs.CRS.from_epsg(4326)"
]
},
{
"cell_type": "code",
"execution_count": 92,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"True"
]
},
"execution_count": 92,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"crs.is_geographic"
]
},
{
"cell_type": "code",
"execution_count": 93,
"metadata": {},
"outputs": [],
"source": [
"from rasterio.warp import calculate_default_transform, reproject, Resampling\n"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"calculate_default_transform("
]
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3 (ipykernel)",
"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": "3.10.5"
},
"vscode": {
"interpreter": {
"hash": "11eee4555850bec86eacb63d8babd50da1bda46baf2c1088234f4f76791ebc23"
}
}
},
"nbformat": 4,
"nbformat_minor": 4
}