From 0552ed80a11578132737d1dc837faec1013af482 Mon Sep 17 00:00:00 2001 From: vincentsarago Date: Fri, 9 Mar 2018 11:00:48 -0500 Subject: [PATCH] add img_encode utility function --- examples/image-vis-type-example.ipynb | 63 +++++++++++++-------------- mapboxgl/utils.py | 25 ++++++++++- mapboxgl/viz.py | 2 +- setup.py | 2 +- 4 files changed, 57 insertions(+), 35 deletions(-) diff --git a/examples/image-vis-type-example.ipynb b/examples/image-vis-type-example.ipynb index 22cd93e..07122a0 100644 --- a/examples/image-vis-type-example.ipynb +++ b/examples/image-vis-type-example.ipynb @@ -24,14 +24,24 @@ }, { "cell_type": "code", - "execution_count": 19, + "execution_count": 1, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Populating the interactive namespace from numpy and matplotlib\n" + ] + } + ], "source": [ + "%pylab inline\n", + "\n", "import os\n", "\n", - "from mapboxgl.utils import *\n", - "from mapboxgl.viz import *" + "from mapboxgl.utils import img_encode\n", + "from mapboxgl.viz import ImageViz" ] }, { @@ -46,7 +56,7 @@ }, { "cell_type": "code", - "execution_count": 20, + "execution_count": 2, "metadata": {}, "outputs": [], "source": [ @@ -63,7 +73,7 @@ }, { "cell_type": "code", - "execution_count": 21, + "execution_count": 3, "metadata": { "scrolled": true }, @@ -260,11 +270,13 @@ ], "source": [ "img_url = 'https://raw.githubusercontent.com/mapbox/mapboxgl-jupyter/image/examples/mosaic.jpg'\n", + "\n", + "# Coordinates must be an array in the form of [UL, UR, LR, LL]\n", "coordinates = [\n", - " [-123.40515640309, 32.08296982365502], \n", + " [-123.40515640309, 38.534294809274336],\n", + " [-115.92938988349292, 38.534294809274336],\n", " [-115.92938988349292, 32.08296982365502], \n", - " [-115.92938988349292, 38.534294809274336], \n", - " [-123.40515640309, 38.534294809274336]][::-1]\n", + " [-123.40515640309, 32.08296982365502]]\n", "\n", "# Create the viz from the dataframe\n", "viz = ImageViz(None, img_url, coordinates, access_token=token,\n", @@ -283,7 +295,7 @@ }, { "cell_type": "code", - "execution_count": 25, + "execution_count": 4, "metadata": {}, "outputs": [ { @@ -451,7 +463,7 @@ "\n", " map.addSource('image', {\n", " 'type': 'image',\n", - " 'url': 'data:image/jpeg;base64,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', // url or base64 encoded image\n", + " 'url': 'data:image/png;base64,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', // url or base64 encoded image\n", " 'coordinates': [[-123.40515640309, 38.534294809274336], [-115.92938988349292, 38.534294809274336], [-115.92938988349292, 32.08296982365502], [-123.40515640309, 32.08296982365502]]\n", " });\n", "\n", @@ -477,32 +489,19 @@ } ], "source": [ - "import base64\n", - "from io import BytesIO\n", - "\n", - "from PIL import Image\n", - "import numpy\n", - "\n", - "arr = numpy.zeros((100, 100, 3), dtype=numpy.uint8)\n", - "arr[:, 25:75, :] = 255\n", - "\n", - "img = Image.fromarray(arr, mode='RGB')\n", - "\n", - "sio = BytesIO()\n", - "img.save(sio, 'JPEG')\n", - "sio.seek(0)\n", - "img_str = base64.b64encode(sio.getvalue()).decode()\n", - "\n", - "image = 'data:image/jpeg;base64,{}'.format(img_str)\n", + "img = imread('./mosaic.jpg')\n", + "img = np.mean(img[::10, ::10], axis=2)\n", + "img = img_encode(img, format='png', cmap='gnuplot')\n", "\n", + "# Coordinates must be an array in the form of [UL, UR, LR, LL]\n", "coordinates = [\n", - " [-123.40515640309, 32.08296982365502], \n", + " [-123.40515640309, 38.534294809274336],\n", + " [-115.92938988349292, 38.534294809274336],\n", " [-115.92938988349292, 32.08296982365502], \n", - " [-115.92938988349292, 38.534294809274336], \n", - " [-123.40515640309, 38.534294809274336]][::-1]\n", + " [-123.40515640309, 32.08296982365502]]\n", "\n", "# Create the viz from the dataframe\n", - "viz = ImageViz(None, image, coordinates, access_token=token,\n", + "viz = ImageViz(None, img, coordinates, access_token=token,\n", " height='400px',\n", " center = (-119, 35),\n", " zoom = 5)\n", diff --git a/mapboxgl/utils.py b/mapboxgl/utils.py index 2961311..66e1250 100644 --- a/mapboxgl/utils.py +++ b/mapboxgl/utils.py @@ -1,5 +1,11 @@ +import json +import base64 +from io import BytesIO + +from matplotlib.image import imsave + from .colors import color_ramps -import geojson, json, re +import geojson from colour import Color @@ -147,3 +153,20 @@ def create_color_stops(breaks, colors='RdYlGn', color_ramps=color_ramps): stops.append([b, ramp[i]]) return stops + + +def img_encode(arr, **kwargs): + """Encode ndarray to base64 string image data + + Parameters + ---------- + arr: ndarray (rows, cols, depth) + kwargs: passed directly to matplotlib.image.imsave + """ + sio = BytesIO() + imsave(sio, arr, **kwargs) + sio.seek(0) + img_format = kwargs['format'] if kwargs.get('format') else 'png' + img_str = base64.b64encode(sio.getvalue()).decode() + + return 'data:image/{};base64,{}'.format(img_format, img_str) diff --git a/mapboxgl/viz.py b/mapboxgl/viz.py index 081eb20..23b696c 100644 --- a/mapboxgl/viz.py +++ b/mapboxgl/viz.py @@ -289,7 +289,7 @@ def __init__(self, **kwargs): """Construct a Mapviz object - :param coordinates: property to determine image coordinates. + :param coordinates: property to determine image coordinates (UL, UR, LR, LL). EX. [[-80.425, 46.437], [-71.516, 46.437], [-71.516, 37.936], [-80.425, 37.936]] :param image: image url or base64 encoded. EX. "https://www.mapbox.com/mapbox-gl-js/assets/radar.gif"] diff --git a/setup.py b/setup.py index bbe0314..75cbd68 100644 --- a/setup.py +++ b/setup.py @@ -31,6 +31,6 @@ 'mapboxgl': ['templates/*']}, include_package_data=True, zip_safe=False, - install_requires=['jinja2', 'geojson', 'colour'], + install_requires=['jinja2', 'geojson', 'colour', 'matplotlib'], extras_require={ 'test': ['pytest', 'pytest-cov', 'codecov', 'mock', 'jupyter', 'Sphinx', 'pandas']})