Ever wondered on how we can add AI when it comes to location based services? In this code we upload pass an image to a Python Flask Application and get recommendation based on the food picture you have passed.
Sign up for IBM Cloud at https://ibm.biz/HERETechnologies
Get your HERE API Key at https://developer.here.com/events/NIPP
- User passes an image in the python code
- As we are using the visual recognition service there is a out of the box food model which we are going to use and it detects the name of the food which we have passed
- The name of the food is then passed to the Here Maps Discover API which then suggests places around a particular location which we have configured within the python application.
- Code IDE
- Python 3.X (https://www.python.org/downloads/)
- HERE Developer Account (https://developer.here.com/events/NIPP)
- IBM Cloud account (https://ibm.biz/HERETechnologies)
- Bring your Coffee/Tea and enjoy the journey
install Watson Developer Cloud library -
- pip install --upgrade "ibm-watson>=4.0.1"
import json
from ibm_watson import VisualRecognitionV3
from ibm_cloud_sdk_core.authenticators import IAMAuthenticator
# # Passing API KEY and URL to the Visual Recognition
authenticator = IAMAuthenticator('IBM_API_KEY')
visual_recognition = VisualRecognitionV3(
version='2018-03-19',
authenticator=authenticator)
visual_recognition.set_service_url('IBM_URL')
# Running the Visual Recognition on test.img file
with open('./test.jpg', 'rb') as image:
classes = visual_recognition.classify(images_file=image,threshold='0.6',classifier_ids='food').get_result()
#print(json.dumps(classes, indent=2))
output_query = classes['images'][0]['classifiers'][0]['classes'][1]['class']
print(output_query) The above code will print "Pizza"
install Flask library -
- pip install flask
# Passing 'pizza' to the HERE APIs using Python Flask
from flask import Flask,render_template
latitude = 12.959111
longitude = 77.732022
app = Flask(__name__)
@app.route('/')
def map_func():
return render_template('map.html',
latitude = latitude,
longitude = longitude,
output_query=output_query
)
if __name__ == '__main__':
app.run(debug = True)- Create a folder 'templates' and create a file 'map.html' inside it.
- Create a folder static and put images to show as icon in there.
<html>
<head>
<meta name="viewport" charset="UTF-8" content="initial-scale=1.0, width=device-width" />
<script type="text/javascript" src="https://js.api.here.com/v3/3.1/mapsjs-core.js"></script>
<script type="text/javascript" src="https://js.api.here.com/v3/3.1/mapsjs-service.js"></script>
<script type="text/javascript" src="https://js.api.here.com/v3/3.1/mapsjs-ui.js"></script>
<script type="text/javascript" src="https://js.api.here.com/v3/3.1/mapsjs-mapevents.js"></script>
<link rel="stylesheet" type="text/css" href="https://js.api.here.com/v3/3.1/mapsjs-ui.css"/>
</head>
<body style='margin: 0'>
<div id="mapContainer" style="width: 90vw; height: 80vh; display: block; margin: 0 auto; border: solid 2px black; margin-top: 10px;" > </div>
<div style="width: 100vw; height: 40px; margin-top: 30px;">
<input type="button" onclick="showRestaurants()" value = "Show Restaurants" style="width: 200px; height: 30px; border: 2px solid black; display: block; margin: 0 auto; margin-top: 20px;">
</div>
</body>
<script>
const lat = {{latitude}};
const lng = {{longitude}};
var query = "{{output_query}}";
//console.log('query: ',query);
//console.log('latitude: ',lat);
//console.log('Longitude: ',lng);
//Initialise communication with backend services
var platform = new H.service.Platform({
apikey: "HERE_JS_API"
});
// Obtain the default map types from the platform object:
var defaultLayers = platform.createDefaultLayers();
// Get your current position from wego.here.com
var myPosition = {lat: lat, lng: lng};
// Instantiate (and display) a map object:
var map = new H.Map(
document.getElementById('mapContainer'),
defaultLayers.vector.normal.map,
{
zoom: 15,
center: myPosition
});
//zoom and view controls
var ui = H.ui.UI.createDefault(map, defaultLayers, 'en-US');
//Move around the map
var mapEvents = new H.mapevents.MapEvents(map);
var behavior = new H.mapevents.Behavior(mapEvents);
// Get an instance of the geocoding and search service:
var service = platform.getSearchService();
// create an icon for the marker. Choose any image you want.
var homeIcon = new H.map.Icon('/static/home.png');
// Create a marker using the previously instantiated icon:
var posMarker = new H.map.Marker(myPosition,{icon:homeIcon});
// Add the marker to the map
map.addObject(posMarker);
function showRestaurants(){
let param = {
at : myPosition.lat+','+myPosition.lng,
q: query,
limit:10
};
service.browse(param,displayRestaurants,alert);
}
function displayRestaurants(response){
var restaurantIcon = new H.map.Icon('/static/pizzaIcon.png');
// A group that can hold map objects:
var restGroup = new H.map.Group();
for(let i = 0; i<response.items.length; i++){
let restPosition = response.items[i].position;
let address = response.items[i].address.label;
let restMarker = new H.map.Marker(restPosition,{icon: restaurantIcon} );
restMarker.setData("<p>" + address + "</p>");
restMarker.addEventListener('tap', function(evt){
var bubble = new H.ui.InfoBubble(evt.target.getGeometry(), {
// read custom data
content: evt.target.getData()
});
ui.addBubble(bubble);
}, false);
// Add the marker to the group (which causes it to be displayed on the map)
restGroup.addObject(restMarker);
}
// Add the group to the map object
map.addObject(restGroup);
}
</script>
</html>
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