def __init__(self, host, port, model_dir, data_dir):
self.host = host
self.port = port
self.model_dir = Path(model_dir)
self.data_dir = Path(data_dir)
self.app = Flask(__name__, static_url_path='', static_folder='static/')
self.beermind = Beermind(self.model_dir,
self.data_dir)
class Server(object):
def __init__(self, host, port, model_dir, data_dir):
self.host = host
self.port = port
self.model_dir = Path(model_dir)
self.data_dir = Path(data_dir)
self.app = Flask(__name__, static_url_path='', static_folder='static/')
self.beermind = Beermind(self.model_dir,
self.data_dir)
def listen(self):
http_server = HTTPServer(WSGIContainer(self.app))
http_server.listen(self.port)
IOLoop.instance().start()
def initialize(self):
self.initialize_static_routes()
self.initialize_api_routes()
self.initialize_beermind()
def initialize_static_routes(self):
@self.app.route('/')
def index():
return self.app.send_static_file('index.html')
@self.app.route('/beermind')
def beermind():
return redirect('/#/home/beermind')
def initialize_api_routes(self):
pass
def initialize_beermind(self):
@jsonp
@self.app.route('/api/beermind/generate')
@use_args({
'rating': fields.Float(missing=-1),
'category': fields.Str(missing=None),
'temperature': fields.Float(missing=0.5),
})
def generate(args):
category = random.choice(self.beermind.cat_encoding.backward_mapping) if not args['category'] else args['category']
rating = random.uniform(1, 5) if args['rating'] == -1 else args['rating']
rating = max(rating, 0)
rating = min(rating, 10)
results = self.beermind.generate(category, rating, 2000, temperature=args['temperature'])
results = results.split("<EOS>")[0]
return jsonify({
'results': results
})
@self.app.route('/api/beermind/category_probability')
@use_args({
'review': fields.Str(missing=None),
})
@jsonp
def category_probability(args):
review = args['review']
results = self.beermind.category_probability(review)
return jsonify({
'results': results
})
@jsonp
@self.app.route('/api/beermind/users')
def users():
return jsonify({
'results': self.beermind.users()
})
@jsonp
@self.app.route('/api/beermind/items')
def items():
return jsonify({
'results': self.beermind.items()
})
@jsonp
@self.app.route('/api/beermind/generate_useritemnet')
@use_args({
'user': fields.Str(missing=None),
'item': fields.Str(missing=None),
'temperature': fields.Float(missing=0.5),
})
def generate_useritemnet(args):
user = args['user']
item = args['item']
results = self.beermind.generate_useritemnet(user, item, 2000, temperature=args['temperature'])
results = results.split("<EOS>")[0]
return jsonify({
'results': results
})