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@zabop
Created August 6, 2025 10:40
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{
"cells": [
{
"cell_type": "code",
"execution_count": 1,
"id": "2ed81173",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Input file size is 4, 5\n",
"0...10...20...30...40...50...60...70...80...90...100 - done.\n"
]
}
],
"source": [
"from PIL import Image\n",
"import numpy as np\n",
"\n",
"arr = np.array([\n",
" [1, 0.2, 0, 1],\n",
" [0.2, 0.4, 0.6, 0.4], \n",
" [0.4, 0.6, 0.8, 0.8], \n",
" [0.6, 0.8, 0.6, 0.4], \n",
" [0.8, 0.6, 1, 1], \n",
" ])\n",
"arr *= 255\n",
"\n",
"im = Image.fromarray(arr.astype(np.uint8))\n",
"im.save(\"example.png\", format=\"PNG\", compress_level=0)\n",
"\n",
"ulx, uly = 935764.3,6668575.4\n",
"\n",
"pixelsize = 250\n",
"lrx, lry = ulx + pixelsize * arr.shape[1], uly - pixelsize * arr.shape[0]\n",
"\n",
"!rm -f georeferenced_mock_small.tif\n",
"!gdal_translate \\\n",
" -a_srs EPSG:25831 \\\n",
" -a_ullr {ulx} {uly} {lrx} {lry} \\\n",
" -a_nodata 255 \\\n",
" \"example.png\" \"example.tif\""
]
},
{
"cell_type": "code",
"execution_count": 2,
"id": "e85050f4",
"metadata": {},
"outputs": [],
"source": [
"from typing import Literal, Callable\n",
"import shapely.geometry\n",
"import geopandas as gpd\n",
"import numpy as np\n",
"\n",
"maxc = 20037508.342789244\n",
"sidelength: Callable[[int], float] = lambda z: 2 * maxc / (2**z)\n",
"\n",
"def get_ulx_uly_lrx_lry(\n",
" z: int, x: int, y: int\n",
") -> tuple[\n",
" float, float, float, float\n",
"]: # upper left x, upper left y, lower right x, lower right y\n",
"\n",
" ulx = -maxc + sidelength(z) * x\n",
" uly = maxc - sidelength(z) * y\n",
"\n",
" lrx = -maxc + sidelength(z) * (x + 1)\n",
" lry = maxc - sidelength(z) * (y + 1)\n",
"\n",
" return ulx, uly, lrx, lry\n",
"\n",
"z,x,y = 11,1085,595\n",
"\n",
"pixelcount = 39\n",
"ulx, uly, lrx, lry = get_ulx_uly_lrx_lry(z,x,y)\n",
"\n",
"s = shapely.geometry.box(ulx, uly, lrx, lry)\n",
"gpd.GeoSeries(s).set_crs(3857).to_file(\"tile.geojson\")\n",
"\n",
"s = sidelength(z) / pixelcount\n",
"\n",
"pixels : list[shapely.geometry.Polygon] = []\n",
"\n",
"for col_index in range(pixelcount):\n",
" for row_index in range(pixelcount):\n",
" corners: list[np.ndarray[tuple[Literal[2]], np.dtype[np.float64]]] = []\n",
" for each in [[1, 1], [1, -1], [-1, -1], [-1, 1], [1, 1]]:\n",
" tc = np.array([ulx + s * col_index + s/2, uly - s * row_index - s / 2])\n",
" v = 0.5 * np.array([each]) * np.array([s, s])\n",
" [corner] = tc + v\n",
" corners.append(corner)\n",
" p = shapely.geometry.Polygon(corners)\n",
" pixels.append(p)\n",
"\n",
"gpd.GeoSeries(pixels).set_crs(3857).to_file(\"pixels.gpkg\")"
]
},
{
"cell_type": "code",
"execution_count": 3,
"id": "07b3d9e8",
"metadata": {},
"outputs": [],
"source": [
"!\\\n",
"gdalwarp -te 1193640.633701 8375052.315150 1213208.512942 8394620.194391 \\\n",
" -dstnodata 99 \\\n",
" -t_srs EPSG:3857 \\\n",
" -ts 39 39 \\\n",
" -q \\\n",
" -overwrite \\\n",
" -r average \\\n",
" -wo sample_steps=all -wo source_extra=10 -wo init_dest=99 \\\n",
" example.tif warped_example.tif\n"
]
},
{
"cell_type": "code",
"execution_count": 5,
"id": "609f10d4",
"metadata": {},
"outputs": [],
"source": [
"!open ."
]
},
{
"cell_type": "markdown",
"id": "3ab9b2d1",
"metadata": {},
"source": [
"Non-nodata pixel shows up where a nodata pixel should be."
]
}
],
"metadata": {
"kernelspec": {
"display_name": "venv (3.13.2)",
"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": "3.13.2"
}
},
"nbformat": 4,
"nbformat_minor": 5
}
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