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main.py
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from pprint import pprint
from core import ImageClassifier
from core import CategoryClassifier
from core import Utility
from core.Utility import Session
#### dipendenze del webservice
import os.path
from flask import Flask, request, jsonify
from flask.templating import render_template
from flask.helpers import flash, send_from_directory
### inizializzazioni..
current_dir = os.path.dirname(os.path.realpath(__file__))
SESSION_FOLDER = current_dir + '/session'
ImageClassifier.MODEL_DIR = current_dir + '/imagenet/'
CategoryClassifier.NLTK_PATH = current_dir + '/nltk_data'
CategoryClassifier.init()
Session.setPath(SESSION_FOLDER)
########
app = Flask(__name__)
app.config.update(dict(
SESSION_FOLDER=SESSION_FOLDER,
SECRET_KEY="YOUR_SECRET_KEY"
))
@app.route("/api/hello")
def hello():
return "Hello from AISearchImage!"
@app.route("/api/search/", methods=['POST'])
def first_step():
#if request.method == 'POST':
#cap = request.form['cap']
#pprint("----------------------------------cap : " + cap)
cap = request.form.get('cap')
lat = request.form.get('lat')
lng = request.form.get('lng')
position = {'lat': lat, 'lng': lng, 'cap': cap}
pprint('position')
pprint(position)
if 'img' in request.files:
output = {}
new_id = Utility.rand_id();
s = Session(new_id)
imgfile = request.files['img']
s.saveImg(imgfile)
s.set('position', position)
######id_file_imgur = ImageUploader.upload_image( s.getPathImg() )
######s.rename(id_file_imgur)
imgfile = s.getPathImg()
output["id_request"] = new_id
output["recognition"] = ImageClassifier.run_inference_on_image(imgfile)
## cerca la categoria associata, da gestire meglio...
word_context = output["recognition"][0]["uid_wordnet"]
output["category"] = CategoryClassifier.find_category( word_context ).split(".")[0]
output["associated_objects"] = CategoryClassifier.get_associated_objects( output["category"] )
output["services"] = CategoryClassifier.get_services_by_object( output["category"] )
s.set("result", output)
return jsonify(output)
@app.route("/api/search/<id_request>")
def second_step(id_request):
if not Session.existsSession(id_request) :
return jsonify("Error, id_request not exists")
action = request.args.get('action')
if action == None :
return jsonify("Error, define an action (as param)")
s = Session(id_request)
session_data = s.getAll()
category = session_data["result"]["category"]
#first_label = recognition_result["recognition"][0]["label"].split(", ")[0]
#urlImage = 'https://i.imgur.com/' + id_request
nameCrawlerService = CategoryClassifier.get_crawler_service(category, action)
pprint("nameCrawlerService : " + nameCrawlerService)
#pprint("first_label : " + first_label)
module = __import__("crawlers."+nameCrawlerService, fromlist=[nameCrawlerService])
classCrawlerService = getattr(module, nameCrawlerService)
crawler = classCrawlerService()
#result = SearchCrawler.reverseImageSearch(urlImage, tag_url)
result = {}
result["data"] = crawler.run( s.getAll() )
result["type_result"] = crawler.getTypeAction().name
return jsonify(result)
@app.route("/api/search/<id_request>/<associated_obj>")
def second_step_associated(id_request, associated_obj):
s = Session(id_request)
category = s.get("result")["category"]
tag_url = CategoryClassifier.get_tag_url_associated_obj(category, associated_obj)
query = category + " " + associated_obj
#result = SearchCrawler.simpleSearch(tag_url, query)
result = 'MAGIC-STUB for associated object!!'
return jsonify(result)
##################### WEB INTERFACE #########################
@app.route("/api/img/<id_request>")
def serve_img(id_request):
return send_from_directory(app.config['SESSION_FOLDER'], id_request+"/"+id_request )
@app.route("/")
def index_action():
return render_template("index.html")
@app.route("/search/<id_request>")
def first_search(id_request):
if not Session.existsSession(id_request) :
return render_template("error.html", message="Wrong id_request!!" )
s = Session(id_request)
result = s.getAll()
result["result"]["first_label"] = result["result"]["recognition"][0]["label"].split(", ")[0]
action = request.args.get('action')
if action != None :
result["result"]["action"] = action
return render_template("search_action.html", data=result)
return render_template("search_result.html", data=result)
if __name__ == "__main__":
app.run(ssl_context=('ssl_files/cert.pem', 'ssl_files/key.pem'))