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@jorisvandenbossche
Created November 29, 2018 15:46
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{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Contextily - Caching the downloading of the web tiles"
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [],
"source": [
"%matplotlib inline\n",
"\n",
"import contextily\n",
"import geopandas"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Using the New York boroughs as example"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [],
"source": [
"df = geopandas.read_file(geopandas.datasets.get_path('nybb'))"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [],
"source": [
"df = df.to_crs(epsg=3857)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Plotting a first time takes a bit more than a second:"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"CPU times: user 472 ms, sys: 268 ms, total: 740 ms\n",
"Wall time: 1.08 s\n"
]
},
{
"data": {
"image/png": 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/j+d5lEWBJyW+JznY2uPo6hU84UiQlbV4T3+OugV+0zTlnbe/z7ETJ1lZGfLY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\nCPrk00cffdwQ/P/5c3HXEhiOKAAAAABJRU5ErkJggg==\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"%%time\n",
"ax = df.plot()\n",
"contextily.add_basemap(ax)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Doing it a second time (with a patched version of contextily to cache the web tiles, see below for the implementation), it takes 1/4 th of a second:"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"CPU times: user 316 ms, sys: 192 ms, total: 508 ms\n",
"Wall time: 259 ms\n"
]
},
{
"data": {
"image/png": 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/j+d5lEWBJyW+JznY2uPo6hU84UiQlbV4T3+OugV+0zTlnbe/z7ETJ1lZGfLY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\nCPrk00cffdwQ/P/5c3HXEhiOKAAAAABJRU5ErkJggg==\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"%%time\n",
"ax = df.plot()\n",
"contextily.add_basemap(ax)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Timing of the downloading"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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b41cL5fVGrn9jN18dGjpdlSp8VIYUKSWVDUZe3prZ3reml4T66nn1hlk8tfE4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\nFv4fxuG4YM018NUAAAAASUVORK5CYII=\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"ax = df.plot()"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [],
"source": [
"xmin, xmax, ymin, ymax = ax.axis()\n",
"left, right, bottom, top = xmin, xmax, ymin, ymax\n",
"# Zoom\n",
"min_ll = contextily.plotting._sm2ll(left, bottom)\n",
"max_ll = contextily.plotting._sm2ll(right, top)\n",
"zoom = contextily.plotting._calculate_zoom(*min_ll, *max_ll)"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"1.22 s ± 56.3 ms per loop (mean ± std. dev. of 7 runs, 1 loop each)\n"
]
}
],
"source": [
"%%timeit \n",
"image, extent = contextily.plotting.bounds2img(left, bottom, right, top,\n",
" zoom=zoom, url=contextily.sources.ST_TERRAIN, ll=False)"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {},
"outputs": [],
"source": [
"%load_ext snakeviz"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
" \n",
"*** Profile stats marshalled to file '/tmp/tmpyq1rty49'. \n"
]
}
],
"source": [
"%%snakeviz\n",
"image, extent = contextily.plotting.bounds2img(left, bottom, right, top,\n",
" zoom=zoom, url=contextily.sources.ST_TERRAIN, ll=False)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Caching with `requests-cache`\n",
"\n",
"https://github.com/reclosedev/requests-cache"
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {},
"outputs": [],
"source": [
"import requests_cache\n",
"import requests\n",
"\n",
"requests_cache.install_cache('demo_cache')\n",
"\n",
"import mercantile as mt\n",
"from contextily.tile import _sm2ll, _calculate_zoom, merge_tiles\n",
"from PIL import Image\n",
"import numpy as np\n",
"\n",
"from six.moves.urllib.request import urlopen\n",
"import six\n",
"\n",
"def bounds2img(w, s, e, n, zoom='auto', url=contextily.sources.ST_TERRAIN, ll=False):\n",
" if not ll:\n",
" # Convert w, s, e, n into lon/lat\n",
" w, s = _sm2ll(w, s)\n",
" e, n = _sm2ll(e, n)\n",
" if zoom == 'auto':\n",
" zoom = _calculate_zoom(w, e, s, n)\n",
" tiles = []\n",
" for t in mt.tiles(w, s, e, n, [zoom]):\n",
" x, y, z = t.x, t.y, t.z\n",
" tile_url = url.replace('tileX', str(x)).replace('tileY', str(y)).replace('tileZ', str(z))\n",
" #---\n",
" r = requests.get(tile_url)\n",
" imgr = Image.open(six.BytesIO(r.content))\n",
" r.close()\n",
" #fh = urlopen(tile_url)\n",
" #im_data = six.BytesIO(fh.read())\n",
" #fh.close()\n",
" #imgr = Image.open(im_data)\n",
" imgr = imgr.convert('RGB')\n",
" #---\n",
" img = np.array(imgr)\n",
" wt, st, et, nt = mt.bounds(t)\n",
" xr = np.linspace(wt, et, img.shape[0])\n",
" yr = np.linspace(st, nt, img.shape[1])\n",
" tiles.append([img, xr, yr, 'lower'])\n",
" merged, extent = merge_tiles(tiles)[:2]\n",
" # lon/lat extent --> Spheric Mercator\n",
" minX, maxX, minY, maxY = extent\n",
" w, s = mt.xy(minX, minY)\n",
" e, n = mt.xy(maxX, maxY)\n",
" extent = w, e, s, n\n",
" return merged[::-1], extent"
]
},
{
"cell_type": "code",
"execution_count": 13,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"94.2 ms ± 14 ms per loop (mean ± std. dev. of 7 runs, 10 loops each)\n"
]
}
],
"source": [
"%%timeit \n",
"image, extent = bounds2img(left, bottom, right, top,\n",
" zoom=zoom, url=contextily.sources.ST_TERRAIN, ll=False)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Caching with joblib"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [],
"source": [
"import joblib"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [],
"source": [
"mem = joblib.Memory(cachedir='/tmp', verbose=1)"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {},
"outputs": [],
"source": [
"import requests\n",
"\n",
"@mem.cache\n",
"def _get(tile_url):\n",
" r = requests.get(tile_url)\n",
" content = r.content\n",
" r.close()\n",
" return content\n",
"\n",
"import mercantile as mt\n",
"from contextily.tile import _sm2ll, _calculate_zoom, merge_tiles\n",
"from PIL import Image\n",
"import numpy as np\n",
"\n",
"from six.moves.urllib.request import urlopen\n",
"import six\n",
"\n",
"def bounds2img(w, s, e, n, zoom='auto', url=contextily.sources.ST_TERRAIN, ll=False):\n",
" if not ll:\n",
" # Convert w, s, e, n into lon/lat\n",
" w, s = _sm2ll(w, s)\n",
" e, n = _sm2ll(e, n)\n",
" if zoom == 'auto':\n",
" zoom = _calculate_zoom(w, e, s, n)\n",
" tiles = []\n",
" for t in mt.tiles(w, s, e, n, [zoom]):\n",
" x, y, z = t.x, t.y, t.z\n",
" tile_url = url.replace('tileX', str(x)).replace('tileY', str(y)).replace('tileZ', str(z))\n",
" #---\n",
" content = _get(tile_url)\n",
" imgr = Image.open(six.BytesIO(content))\n",
" #fh = urlopen(tile_url)\n",
" #im_data = six.BytesIO(fh.read())\n",
" #fh.close()\n",
" #imgr = Image.open(im_data)\n",
" imgr = imgr.convert('RGB')\n",
" #---\n",
" img = np.array(imgr)\n",
" wt, st, et, nt = mt.bounds(t)\n",
" xr = np.linspace(wt, et, img.shape[0])\n",
" yr = np.linspace(st, nt, img.shape[1])\n",
" tiles.append([img, xr, yr, 'lower'])\n",
" merged, extent = merge_tiles(tiles)[:2]\n",
" # lon/lat extent --> Spheric Mercator\n",
" minX, maxX, minY, maxY = extent\n",
" w, s = mt.xy(minX, minY)\n",
" e, n = mt.xy(maxX, maxY)\n",
" extent = w, e, s, n\n",
" return merged[::-1], extent"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"________________________________________________________________________________\n",
"[Memory] Calling __main__--home-joris-scipy-__ipython-input__._get...\n",
"_get('http://tile.stamen.com/terrain/11/601/768.png')\n",
"______________________________________________________________get - 0.1s, 0.0min\n",
"________________________________________________________________________________\n",
"[Memory] Calling __main__--home-joris-scipy-__ipython-input__._get...\n",
"_get('http://tile.stamen.com/terrain/11/601/769.png')\n",
"______________________________________________________________get - 0.1s, 0.0min\n",
"________________________________________________________________________________\n",
"[Memory] Calling __main__--home-joris-scipy-__ipython-input__._get...\n",
"_get('http://tile.stamen.com/terrain/11/601/770.png')\n",
"______________________________________________________________get - 0.1s, 0.0min\n",
"________________________________________________________________________________\n",
"[Memory] Calling __main__--home-joris-scipy-__ipython-input__._get...\n",
"_get('http://tile.stamen.com/terrain/11/601/771.png')\n",
"______________________________________________________________get - 0.1s, 0.0min\n",
"________________________________________________________________________________\n",
"[Memory] Calling __main__--home-joris-scipy-__ipython-input__._get...\n",
"_get('http://tile.stamen.com/terrain/11/602/768.png')\n",
"______________________________________________________________get - 0.1s, 0.0min\n",
"________________________________________________________________________________\n",
"[Memory] Calling __main__--home-joris-scipy-__ipython-input__._get...\n",
"_get('http://tile.stamen.com/terrain/11/602/769.png')\n",
"______________________________________________________________get - 0.1s, 0.0min\n",
"________________________________________________________________________________\n",
"[Memory] Calling __main__--home-joris-scipy-__ipython-input__._get...\n",
"_get('http://tile.stamen.com/terrain/11/602/770.png')\n",
"______________________________________________________________get - 0.1s, 0.0min\n",
"________________________________________________________________________________\n",
"[Memory] Calling __main__--home-joris-scipy-__ipython-input__._get...\n",
"_get('http://tile.stamen.com/terrain/11/602/771.png')\n",
"______________________________________________________________get - 0.0s, 0.0min\n",
"________________________________________________________________________________\n",
"[Memory] Calling __main__--home-joris-scipy-__ipython-input__._get...\n",
"_get('http://tile.stamen.com/terrain/11/603/768.png')\n",
"______________________________________________________________get - 0.1s, 0.0min\n",
"________________________________________________________________________________\n",
"[Memory] Calling __main__--home-joris-scipy-__ipython-input__._get...\n",
"_get('http://tile.stamen.com/terrain/11/603/769.png')\n",
"______________________________________________________________get - 0.1s, 0.0min\n",
"________________________________________________________________________________\n",
"[Memory] Calling __main__--home-joris-scipy-__ipython-input__._get...\n",
"_get('http://tile.stamen.com/terrain/11/603/770.png')\n",
"______________________________________________________________get - 0.1s, 0.0min\n",
"________________________________________________________________________________\n",
"[Memory] Calling __main__--home-joris-scipy-__ipython-input__._get...\n",
"_get('http://tile.stamen.com/terrain/11/603/771.png')\n",
"______________________________________________________________get - 0.1s, 0.0min\n",
"________________________________________________________________________________\n",
"[Memory] Calling __main__--home-joris-scipy-__ipython-input__._get...\n",
"_get('http://tile.stamen.com/terrain/11/604/768.png')\n",
"______________________________________________________________get - 0.1s, 0.0min\n",
"________________________________________________________________________________\n",
"[Memory] Calling __main__--home-joris-scipy-__ipython-input__._get...\n",
"_get('http://tile.stamen.com/terrain/11/604/769.png')\n",
"______________________________________________________________get - 0.1s, 0.0min\n",
"________________________________________________________________________________\n",
"[Memory] Calling __main__--home-joris-scipy-__ipython-input__._get...\n",
"_get('http://tile.stamen.com/terrain/11/604/770.png')\n",
"______________________________________________________________get - 0.1s, 0.0min\n",
"________________________________________________________________________________\n",
"[Memory] Calling __main__--home-joris-scipy-__ipython-input__._get...\n",
"_get('http://tile.stamen.com/terrain/11/604/771.png')\n",
"______________________________________________________________get - 0.1s, 0.0min\n",
"68.6 ms ± 7.35 ms per loop (mean ± std. dev. of 7 runs, 1 loop each)\n"
]
}
],
"source": [
"%%timeit\n",
"image, extent = bounds2img(left, bottom, right, top,\n",
" zoom=zoom, url=contextily.sources.ST_TERRAIN, ll=False)"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3",
"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": "3.5.5"
}
},
"nbformat": 4,
"nbformat_minor": 2
}
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