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from tools.flights.apis import Flights
from tools.accommodations.apis import Accommodations
from tools.restaurants.apis import Restaurants
from tools.googleDistanceMatrix.apis import GoogleDistanceMatrix
from tools.googlePlaces.apis import GooglePlaces
from tools.attractions.apis import Attractions
from evaluation.hardConstriant import extract_from_to,get_valid_name_city
import math
class ReactEnv:
def __init__(self):
self.flight = Flights()
self.accommodation = Accommodations()
self.restaurants = Restaurants()
self.googleDistanceMatrix = GoogleDistanceMatrix()
self.googlePlaces = GooglePlaces()
self.attractions = Attractions()
def run(self, tested_data):
total_cost = 0
unit = tested_data
people_number = tested_data['people_number']
returned_info = []
if 'transportation' in unit and unit['transportation'] and unit['transportation'] != '-':
value = unit['transportation']
org_city, dest_city = extract_from_to(value)
if org_city == None or dest_city == None:
org_city, dest_city = extract_from_to(unit['current_city'])
if 'flight number' in value.lower():
try:
res = self.flight.data[self.flight.data['Flight Number'] == value.split('Flight Number: ')[1].split(',')[0]]
if len(res) > 0:
total_cost += res['Price'].values[0] * people_number
else:
returned_info.append('The filght information is not valid')
except:
returned_info.append('The filght information is not valid')
elif 'self-driving' in value.lower() or 'taxi' in value.lower():
try:
if 'self-driving' in value.lower():
# print(org_city,dest_city)
cost = self.googleDistanceMatrix.run_for_evaluation(org_city,dest_city,'self-driving')['cost']
if cost == None:
returned_info.append('The transporation information is not valid, please check.')
else:
total_cost += cost * math.ceil(people_number * 1.0 / 5)
else:
cost = self.googleDistanceMatrix.run_for_evaluation(org_city,dest_city,'taxi')['cost']
if cost == None:
returned_info.append('The transporation information is not valid, please check.')
else:
total_cost += cost * math.ceil(people_number * 1.0 / 4)
except:
returned_info.append('The transporation information is not valid, please check. You have to make sure there are two cities (from A to B) in your transportation plan.')
if 'breakfast' in unit and unit['breakfast'] and unit['breakfast'] != '-':
name, city = get_valid_name_city(unit['breakfast'])
if name != '-' and city != '-':
res = self.restaurants.data[(self.restaurants.data['Name'] == name) & (self.restaurants.data['City'] == city)]
if len(res) > 0:
total_cost += res['Average Cost'].values[0] * people_number
else:
returned_info.append('The breakfase information is not valid, please check.')
if 'lunch' in unit and unit['lunch'] and unit['lunch'] != '-':
name, city = get_valid_name_city(unit['lunch'])
if name != '-' and city != '-':
res = self.restaurants.data[(self.restaurants.data['Name'] == name) & (self.restaurants.data['City'] == city)]
if len(res) > 0:
total_cost += res['Average Cost'].values[0] * people_number
else:
returned_info.append('The lunch information is not valid, please check.')
if 'dinner' in unit and unit['dinner'] and unit['dinner'] != '-':
name, city = get_valid_name_city(unit['dinner'])
if name != '-' and city != '-':
res = self.restaurants.data[(self.restaurants.data['Name'] == name) & (self.restaurants.data['City'] == city)]
if len(res) > 0:
total_cost += res['Average Cost'].values[0] * people_number
else:
returned_info.append('The dinner information is not valid, please check.')
if 'accommodation' in unit and unit['accommodation'] and unit['accommodation'] != '-':
name, city = get_valid_name_city(unit['accommodation'])
if name != '-' and city != '-':
res = self.accommodation.data[(self.accommodation.data['NAME'] == name) & (self.accommodation.data['city'] == city)]
if len(res) > 0:
total_cost += res['price'].values[0] * math.ceil(people_number * 1.0 / res['maximum occupancy'].values[0])
else:
returned_info.append('The accommodation information is not valid, please check.')
if len(returned_info) == 0:
return "The cost of your plan is " + str(total_cost) + " dollars."
else:
message = "Sorry, the cost of your plan is not available because of the following reasons:"
for idx, info in enumerate(returned_info):
message += str(idx + 1) + ". " + info + " " + '\t'
return message
class ReactReflectEnv(ReactEnv):
def __init__(self):
super().__init__()
self.is_terminated = False
self.max_retry_step = 3
self.retry_step = 0
def reset(self):
self.is_terminated = False
self.retry_step = 0
def run(self, tested_data):
total_cost = 0
unit = tested_data
people_number = tested_data['people_number']
returned_info = []
if 'transportation' in unit and unit['transportation'] and unit['transportation'] != '-':
value = unit['transportation']
org_city, dest_city = extract_from_to(value)
if org_city == None or dest_city == None:
org_city, dest_city = extract_from_to(unit['current_city'])
if org_city == None or dest_city == None:
returned_info.append('The transporation information is not valid, please check.')
else:
if 'flight number' in value.lower():
try:
res = self.flight.data[self.flight.data['Flight Number'] == value.split('Flight Number: ')[1].split(',')[0]]
if len(res) > 0:
total_cost += res['Price'].values[0] * people_number
else:
returned_info.append('The filght information is not valid')
except:
returned_info.append('The filght information is not valid')
elif 'self-driving' in value.lower() or 'taxi' in value.lower():
if 'self-driving' in value.lower():
cost = self.googleDistanceMatrix.run_for_evaluation(org_city,dest_city,'self-driving')['cost']
if cost == None:
returned_info.append('The transporation information is not valid, please check.')
else:
total_cost += cost * math.ceil(people_number * 1.0 / 5)
else:
cost = self.googleDistanceMatrix.run_for_evaluation(org_city,dest_city,'taxi')['cost']
if cost == None:
returned_info.append('The transporation information is not valid, please check.')
else:
total_cost += cost * math.ceil(people_number * 1.0 / 4)
if 'breakfast' in unit and unit['breakfast'] and unit['breakfast'] != '-':
name, city = get_valid_name_city(unit['breakfast'])
if name != '-' and city != '-':
res = self.restaurants.data[(self.restaurants.data['Name'] == name) & (self.restaurants.data['City'] == city)]
if len(res) > 0:
total_cost += res['Average Cost'].values[0] * people_number
else:
returned_info.append('The breakfase information is not valid, please check.')
if 'lunch' in unit and unit['lunch'] and unit['lunch'] != '-':
name, city = get_valid_name_city(unit['lunch'])
if name != '-' and city != '-':
res = self.restaurants.data[(self.restaurants.data['Name'] == name) & (self.restaurants.data['City'] == city)]
if len(res) > 0:
total_cost += res['Average Cost'].values[0] * people_number
else:
returned_info.append('The lunch information is not valid, please check.')
if 'dinner' in unit and unit['dinner'] and unit['dinner'] != '-':
name, city = get_valid_name_city(unit['dinner'])
if name != '-' and city != '-':
res = self.restaurants.data[(self.restaurants.data['Name'] == name) & (self.restaurants.data['City'] == city)]
if len(res) > 0:
total_cost += res['Average Cost'].values[0] * people_number
else:
returned_info.append('The dinner information is not valid, please check.')
if 'accommodation' in unit and unit['accommodation'] and unit['accommodation'] != '-':
name, city = get_valid_name_city(unit['accommodation'])
if name != '-' and city != '-':
res = self.accommodation.data[(self.accommodation.data['NAME'] == name) & (self.accommodation.data['city'] == city)]
if len(res) > 0:
total_cost += res['price'].values[0] * math.ceil(people_number * 1.0 / res['maximum occupancy'].values[0])
else:
returned_info.append('The accommodation information is not valid, please check.')
if len(returned_info) == 0:
self.retry_step = 0
self.is_terminated = False
return "The cost of your plan is " + str(total_cost) + " dollars."
else:
message = "Sorry, the cost of your plan is not available because of the following reasons:"
for idx, info in enumerate(returned_info):
message += str(idx + 1) + ". " + info + " " + '\t'
self.retry_step += 1
if self.retry_step >= self.max_retry_step:
self.is_terminated = True
return message
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