def test_calculate_earnings(self):
"""Test to verify the mechanics of calculating the shift's earnings"""
# Constants
random.seed(523)
on_time = time(0, 0, 0)
off_time = time(2, 0, 0)
# Services
env = Environment()
# Creates a two hour - shift courier
courier = Courier(env=env, on_time=on_time, off_time=off_time)
# Verifies for two scenarios how the earnings are calculated.
# In the first test, raw earnings from orders are chosen.
# In the second test, the hourly earnings rate is chosen.
# Test 1. Creates courier earnings to select the raw earnings from orders.
# Asserts that these earnings are selected over the hourly earnings rate
courier.fulfilled_orders = [Order()] * 7
courier.earnings = courier._calculate_earnings()
self.assertEqual(
courier.earnings,
len(courier.fulfilled_orders) *
settings.COURIER_EARNINGS_PER_ORDER)
# Test 2. Creates courier earnings to select the hourly earnings rate.
# Asserts that these earnings are selected over the order earnings
courier.fulfilled_orders = [Order()] * 2
courier.earnings = courier._calculate_earnings()
self.assertEqual(
courier.earnings,
sec_to_hour(time_diff(courier.off_time, courier.on_time)) *
settings.COURIER_EARNINGS_PER_HOUR)
def test_pick_up_waiting_time(self, osrm):
"""Test to verify the mechanics of the waiting time are correctly designed"""
# Constants
random.seed(290)
on_time = time(6, 0, 0)
off_time = time(8, 0, 0)
# Services
env = Environment(initial_time=hour_to_sec(6))
dispatcher = Dispatcher(env=env, matching_policy=DummyMatchingPolicy())
# Creates a courier and sets it to pick up stuff
courier = Courier(
acceptance_policy=self.acceptance_policy,
dispatcher=dispatcher,
env=env,
movement_evaluation_policy=self.movement_evaluation_policy,
movement_policy=self.movement_policy,
courier_id=self.courier_id,
vehicle=self.vehicle,
location=self.start_location,
acceptance_rate=0.01,
on_time=on_time,
off_time=off_time)
order = Order(ready_time=time(6, 15, 0), order_id=23)
stop = Stop(orders={order.order_id: order}, type=StopType.PICK_UP)
env.process(courier._execute_stop(stop))
dispatcher.state.interrupt()
# Run until there are no more events and assert the courier experienced waiting time.
env.run(until=hour_to_sec(7))
self.assertTrue(order.pick_up_time >= time(
6, int(order.ready_time.minute + order.pick_up_service_time / 60)))
# For another test, if the order's ready time has expired, the courier doesn't experience waiting time
env = Environment(initial_time=hour_to_sec(6))
dispatcher = Dispatcher(env=env, matching_policy=DummyMatchingPolicy())
courier = Courier(
acceptance_policy=self.acceptance_policy,
dispatcher=dispatcher,
env=env,
movement_evaluation_policy=self.movement_evaluation_policy,
movement_policy=self.movement_policy,
courier_id=self.courier_id,
vehicle=self.vehicle,
location=self.start_location,
acceptance_rate=0.01,
on_time=on_time,
off_time=off_time)
order = Order(ready_time=time(4, 0, 0), order_id=23)
stop = Stop(orders={order.order_id: order}, type=StopType.PICK_UP)
env.process(courier._execute_stop(stop))
dispatcher.state.interrupt()
env.run(until=hour_to_sec(7))
self.assertTrue(
time(order.pick_up_time.hour, order.pick_up_time.minute) <= time(
6, int(order.pick_up_service_time / 60)))
def order_submitted_event(self, order: Order, preparation_time: time,
ready_time: time):
"""Event detailing how the dispatcher handles the submission of a new order"""
self._log(
f'Dispatcher received the order {order.order_id} and moved it to the placed orders'
)
order.preparation_time = preparation_time
order.ready_time = ready_time
self.placed_orders[order.order_id] = (preparation_time, order)
self.scheduled_cancellation_evaluation_orders[order.order_id] = (
time_add(preparation_time,
settings.DISPATCHER_WAIT_TO_CANCEL), order)
self._schedule_buffer_order_event(order)
def test_orders_dropped_off_event(self):
"""Test to verify the mechanics of orders being dropped off"""
# Constants
initial_time = hour_to_sec(14)
on_time = time(14, 0, 0)
off_time = time(16, 0, 0)
# Services
env = Environment(initial_time=initial_time)
dispatcher = Dispatcher(env=env, matching_policy=DummyMatchingPolicy())
# Creates an order and sends the picked up event
order = Order(order_id=45, user=User(env=env))
dispatcher.assigned_orders[order.order_id] = order
courier = Courier(on_time=on_time, off_time=off_time)
dispatcher.orders_dropped_off_event(orders={order.order_id: order}, courier=courier)
env.run(until=initial_time + hour_to_sec(1))
# Verify order properties are modified and it is allocated correctly
self.assertEqual(order.state, 'dropped_off')
self.assertEqual(order.drop_off_time, sec_to_time(initial_time))
self.assertIn(order.order_id, dispatcher.fulfilled_orders.keys())
self.assertEqual(dispatcher.assigned_orders, {})
self.assertIn(order.order_id, courier.fulfilled_orders)
def test_courier_available_event(self):
"""Test to verify the mechanics of how the dispatcher sets a courier to available"""
# Constants
initial_time = hour_to_sec(14)
on_time = time(14, 0, 0)
off_time = time(15, 0, 0)
service_time = min_to_sec(6)
# Services
env = Environment(initial_time=initial_time)
dispatcher = Dispatcher(env=env, matching_policy=DummyMatchingPolicy())
# Creates a courier and sets it to the picking state
courier = Courier(dispatcher=dispatcher, env=env, courier_id=32, on_time=on_time, off_time=off_time)
dispatcher.idle_couriers = {courier.courier_id: courier}
env.process(courier._picking_up_state(
orders={
21: Order(drop_off_service_time=service_time, ready_time=time(14, 20, 0))
}
))
env.run(until=initial_time + min_to_sec(10))
# Verify courier properties are modified and it is allocated correctly
self.assertEqual(courier.condition, 'picking_up')
self.assertIn(courier.courier_id, dispatcher.picking_up_couriers.keys())
self.assertEqual(dispatcher.idle_couriers, {})
def test_group_by_geohash(self):
"""Test to verify how the target bundle size is calculated"""
# Create 3 orders to be grouped into 2 geohashes
order_1 = Order(order_id=1,
pick_up_at=Location(lat=4.678417, lng=-74.054725))
order_2 = Order(order_id=2,
pick_up_at=Location(lat=4.678417, lng=-74.054725))
order_3 = Order(order_id=3,
pick_up_at=Location(lat=4.717045, lng=-74.036359))
groups = MyopicMatchingPolicy._group_by_geohash(
orders=[order_1, order_2, order_3])
# Asserts only 2 groups are created from 3 groups
self.assertEqual(len(groups), 2)
self.assertIn(order_1, groups.get('d2g6dgd'))
self.assertIn(order_2, groups.get('d2g6dgd'))
self.assertIn(order_3, groups.get('d2g6g68'))
def cancel_order_event(self, order: Order):
"""Event detailing how the dispatcher handles a user canceling an order"""
if (order.state != 'canceled'
and (order.order_id in self.placed_orders.keys()
or order.order_id in self.unassigned_orders.keys())
and order.order_id not in self.canceled_orders.keys()
and order.order_id not in self.assigned_orders.keys()
and order.order_id not in self.fulfilled_orders.keys()):
if order.order_id in self.placed_orders.keys():
del self.placed_orders[order.order_id]
if order.order_id in self.unassigned_orders.keys():
del self.unassigned_orders[order.order_id]
order.cancellation_time = sec_to_time(self.env.now)
order.state = 'canceled'
order.user.condition = 'canceled'
self.canceled_orders[order.order_id] = order
self._log(f'Dispatcher canceled the order {order.order_id}')
def test_get_prospects(self):
"""Test to verify how prospects are obtained"""
# Constants
on_time = time(14, 0, 0)
off_time = time(16, 0, 0)
# Services
policy = GreedyMatchingPolicy()
# Case 1: verify an order is prospect to a courier
order = Order(pick_up_at=Location(4.678622, -74.055694),
drop_off_at=Location(4.690207, -74.044235))
courier = Courier(location=Location(4.709022, -74.035102),
on_time=on_time,
off_time=off_time)
prospects = policy._get_prospects(orders=[order], couriers=[courier])
self.assertEqual(prospects.tolist(), [[0, 0]])
# Case 2: verify an order is not prospect to a courier
order = Order(pick_up_at=Location(4.678622, -74.055694),
drop_off_at=Location(4.690207, -74.044235))
courier = Courier(location=Location(4.8090, -74.9351),
on_time=on_time,
off_time=off_time,
active_route=Route(stops=[],
orders={
2: Order(),
3: Order(),
4: Order()
}))
prospects = policy._get_prospects(orders=[order], couriers=[courier])
self.assertEqual(prospects.tolist(), [])
# Case 3: assert some orders being prospect and some not to some couriers
order_1 = Order(pick_up_at=Location(4.678622, -74.055694),
drop_off_at=Location(4.690207, -74.044235),
order_id=1)
order_2 = Order(pick_up_at=Location(1.178, -72.25),
drop_off_at=Location(1.690207, -75.044235),
order_id=2)
courier_1 = Courier(location=Location(4.709022, -74.035102),
on_time=on_time,
off_time=off_time,
courier_id=1)
courier_2 = Courier(location=Location(4.709022, -74.035102),
on_time=on_time,
off_time=off_time,
courier_id=2)
prospects = policy._get_prospects(orders=[order_1, order_2],
couriers=[courier_1, courier_2])
self.assertEqual(len(prospects), 2)
def test_orders_picked_up_event(self):
"""Test to verify the mechanics of orders being picked up"""
# Constants
initial_time = hour_to_sec(14)
# Services
env = Environment(initial_time=initial_time)
dispatcher = Dispatcher(env=env, matching_policy=DummyMatchingPolicy())
# Creates an order and sends the picked up event
order = Order(order_id=45)
dispatcher.orders_picked_up_event(orders={order.order_id: order})
env.run(until=initial_time + hour_to_sec(1))
# Verify order properties are modified
self.assertEqual(order.state, 'picked_up')
self.assertEqual(order.pick_up_time, sec_to_time(initial_time))
def parse_world(self, file_name: str) -> NoReturn:
with open(file_name, 'rb') as f:
rows, cols, drone_count, turns, max_payload = [
int(x) for x in f.readline().split()
]
self.grid = Location(rows, cols)
self.turns = turns
self.max_payload = max_payload
product_types_count = int(f.readline())
self.products = [int(x) for x in f.readline().split()]
assert (len(self.products) == product_types_count)
warehouse_count = int(f.readline())
for wi in range(warehouse_count):
row, col = [int(x) for x in f.readline().split()]
stocks = [int(x) for x in f.readline().split()]
self.warehouses.append(Warehouse(Location(row, col), stocks))
order_count = int(f.readline())
for ci in range(order_count):
row, col = [int(x) for x in f.readline().split()]
order_items_count = int(f.readline())
items = [int(x) for x in f.readline().split()]
cart = {}
for item in items:
cart[item] = cart.setdefault(item, 0) + 1
self.orders.append(Order(Location(row, col), cart))
self.drones = [
Drone(Location(0, 0), self.products, self.max_payload)
for _ in range(drone_count)
]
logger.info("World is of size %d X %d", rows, cols)
logger.info("There are %d drones", drone_count)
logger.info("There are %d turns", turns)
logger.info("Maximum drone lift-off payload is: %d", max_payload)
logger.info("There are %d drones", drone_count)
logger.info("There are %d warehouses", warehouse_count)
logger.info("There are %d orders", order_count)
logger.debug(self.products)
logger.debug(self.warehouses)
logger.debug(self.orders)
def test_courier_busy_event(self, *args):
"""Test to verify the mechanics of how the dispatcher sets a courier to busy"""
# Constants
initial_time = hour_to_sec(14)
courier_id = 14
time_delta = min_to_sec(10)
on_time = time(14, 0, 0)
off_time = time(15, 0, 0)
service_time = min_to_sec(7)
# Verifies 2 test cases for how the courier transitions to being busy
# For each test case, assert the courier starts in a set and ends up in the busy set
# Test 1: courier starts dropping off state
env = Environment(initial_time=initial_time)
dispatcher = Dispatcher(env=env, matching_policy=DummyMatchingPolicy())
courier = Courier(dispatcher=dispatcher, env=env, courier_id=courier_id, on_time=on_time, off_time=off_time)
env.process(courier._dropping_off_state(
orders={
21: Order(drop_off_service_time=service_time, ready_time=time(12, 20, 0))
}
))
env.run(until=initial_time + time_delta)
self.assertEqual(courier.condition, 'dropping_off')
self.assertEqual(dispatcher.dropping_off_couriers, {courier.courier_id: courier})
self.assertEqual(dispatcher.idle_couriers, {})
# Test 2: courier start moving state
env = Environment(initial_time=initial_time)
dispatcher = Dispatcher(env=env, matching_policy=DummyMatchingPolicy())
courier = Courier(
dispatcher=dispatcher,
env=env,
courier_id=courier_id,
location=Location(lat=4.690296, lng=-74.043929),
on_time=on_time,
off_time=off_time
)
env.process(courier._moving_state(destination=Location(lat=4.689697, lng=-74.055495)))
env.run(until=initial_time + time_delta)
self.assertEqual(courier.condition, 'moving')
self.assertEqual(dispatcher.moving_couriers, {courier.courier_id: courier})
self.assertEqual(dispatcher.idle_couriers, {})
def submit_order_event(self, order_id: int, pick_up_at: Location,
drop_off_at: Location, placement_time: time,
expected_drop_off_time: time,
preparation_time: time, ready_time: time):
"""Event detailing how a user submits an order"""
order = Order(order_id=order_id,
pick_up_at=pick_up_at,
drop_off_at=drop_off_at,
placement_time=placement_time,
expected_drop_off_time=expected_drop_off_time,
user=self)
self.order = order
self._log(f'The user submitted the order {order.order_id}')
self.state.interrupt()
self.state = self.env.process(self._waiting_state())
self.dispatcher.order_submitted_event(order, preparation_time,
ready_time)
self._schedule_evaluate_cancellation_event()
def test_get_estimations(self, osrm):
"""Test to verify that estimations are correctly calculated"""
# Constants
on_time = time(15, 0, 0)
off_time = time(16, 0, 0)
# Services
policy = GreedyMatchingPolicy()
# Create an order and a courier and have them be prospects
order = Order(pick_up_at=Location(4.678622, -74.055694),
drop_off_at=Location(4.690207, -74.044235))
courier = Courier(location=Location(4.709022, -74.035102),
on_time=on_time,
off_time=off_time,
vehicle=Vehicle.CAR)
prospects = np.array([[0, 0]])
# Obtain estimations and assert they are correctly calculated
estimations = policy._get_estimations(orders=[order],
couriers=[courier],
prospects=prospects)
self.assertEqual(
round(estimations['distance'].tolist()[0], 2),
round(
haversine(courier.location.coordinates,
order.pick_up_at.coordinates) +
haversine(order.pick_up_at.coordinates,
order.drop_off_at.coordinates), 2))
average_velocity = courier.vehicle.average_velocity
self.assertEqual(
int(estimations['time'][0]),
int(
haversine(courier.location.coordinates,
order.pick_up_at.coordinates) / average_velocity +
haversine(order.pick_up_at.coordinates,
order.drop_off_at.coordinates) / average_velocity +
order.pick_up_service_time + order.drop_off_service_time))
def test_order_submitted_event(self):
"""Test to verify the mechanics of the order submitted event"""
# Constants
initial_time = hour_to_sec(15)
placement_time = time(15, 0, 0)
preparation_time = time(15, 1, 0)
ready_time = time(15, 15, 0)
# Services
env = Environment(initial_time=initial_time)
dispatcher = Dispatcher(env=env, matching_policy=DummyMatchingPolicy())
# Creates an order and submits it to the dispatcher
order = Order(order_id=32, placement_time=placement_time)
dispatcher.order_submitted_event(order, preparation_time, ready_time)
env.run(until=initial_time + 121)
# Verify order properties are set and it is correctly allocated
self.assertEqual(order.preparation_time, preparation_time)
self.assertEqual(order.ready_time, ready_time)
self.assertIn(order.order_id, dispatcher.unassigned_orders.keys())
def test_notification_accepted_event(self):
"""Test to verify the mechanics of a notification being accepted by a courier"""
# Constants
initial_time = hour_to_sec(14)
on_time = time(14, 0, 0)
off_time = time(15, 0, 0)
# Services
env = Environment(initial_time=initial_time)
dispatcher = Dispatcher(env=env, matching_policy=DummyMatchingPolicy())
# Creates an instruction with an order, a courier and sends the accepted event
order = Order(order_id=45)
instruction = Route(
stops=[
Stop(orders={order.order_id: order}, position=0),
Stop(orders={order.order_id: order}, position=1)
],
orders={order.order_id: order}
)
dispatcher.unassigned_orders[order.order_id] = order
courier = Courier(dispatcher=dispatcher, env=env, courier_id=89, on_time=on_time, off_time=off_time)
courier.condition = 'idle'
notification = Notification(
courier=courier,
instruction=instruction
)
dispatcher.notification_accepted_event(notification=notification, courier=courier)
env.run(until=initial_time + min_to_sec(10))
# Verify order and courier properties are modified and it is allocated correctly
self.assertEqual(order.state, 'in_progress')
self.assertEqual(order.acceptance_time, sec_to_time(initial_time))
self.assertEqual(order.courier_id, courier.courier_id)
self.assertIn(order.order_id, dispatcher.assigned_orders.keys())
self.assertIsNotNone(courier.active_route)
self.assertEqual(courier.active_route, instruction)
self.assertEqual(dispatcher.unassigned_orders, {})
def test_buffer_event(self):
"""Test to verify how the mechanics of the dispatcher buffering orders work"""
# Constants
initial_time = hour_to_sec(16)
placement_time = time(16, 0, 0)
time_delta = min_to_sec(10)
# Verifies two test cases for how the dispatcher buffers orders
# For each test, assert the correct number of orders are buffered
# Test 1: schedules the submission of three orders and assert that only two are buffered
env = Environment(initial_time=initial_time)
dispatcher = Dispatcher(
env=env,
buffering_policy=RollingBufferingPolicy(),
matching_policy=DummyMatchingPolicy()
)
order_1 = Order(order_id=1, placement_time=placement_time)
order_2 = Order(order_id=2, placement_time=placement_time)
order_3 = Order(order_id=3, placement_time=placement_time)
dispatcher.order_submitted_event(order_1, preparation_time=time(16, 0, 27), ready_time=time(16, 10, 0))
dispatcher.order_submitted_event(order_2, preparation_time=time(16, 0, 43), ready_time=time(16, 10, 0))
dispatcher.order_submitted_event(order_3, preparation_time=time(18, 0, 0), ready_time=time(18, 10, 0))
env.run(until=initial_time + time_delta)
self.assertEqual(len(dispatcher.unassigned_orders), 2)
# Test 2: schedules the submission of three orders and assert that all three orders are buffered
env = Environment(initial_time=initial_time)
dispatcher = Dispatcher(
env=env,
buffering_policy=RollingBufferingPolicy(),
matching_policy=DummyMatchingPolicy()
)
order_1 = Order(order_id=1, placement_time=placement_time)
order_2 = Order(order_id=2, placement_time=placement_time)
order_3 = Order(order_id=3, placement_time=placement_time)
dispatcher.order_submitted_event(order_1, preparation_time=time(16, 0, 27), ready_time=time(16, 10, 0))
dispatcher.order_submitted_event(order_2, preparation_time=time(16, 0, 43), ready_time=time(16, 10, 0))
dispatcher.order_submitted_event(order_3, preparation_time=time(16, 4, 1), ready_time=time(16, 14, 0))
env.run(until=initial_time + time_delta)
self.assertEqual(len(dispatcher.unassigned_orders), 3)
def test_execute(self, osrm):
"""Test the full functionality of the greedy matching policy"""
# Constants
on_time = time(7, 0, 0)
off_time = time(9, 0, 0)
# Services
policy = GreedyMatchingPolicy()
# Test 1: creates an order and two couriers.
# Since the courier_2 is at the same location as the pick up, asserts it should get chosen for notification
order = Order(pick_up_at=Location(4.678622, -74.055694),
drop_off_at=Location(4.690207, -74.044235))
courier_1 = Courier(location=Location(4.709022, -74.035102),
on_time=on_time,
off_time=off_time,
vehicle=Vehicle.CAR,
condition='idle')
courier_2 = Courier(location=Location(4.678622, -74.055694),
on_time=on_time,
off_time=off_time,
vehicle=Vehicle.CAR,
condition='idle')
notifications, _ = policy.execute(orders=[order],
couriers=[courier_1, courier_2],
env_time=3)
self.assertEqual(len(notifications), 1)
self.assertEqual(notifications[0].courier, courier_2)
self.assertIn(order, notifications[0].instruction.orders.values())
# Test 2: creates two orders and two couriers.
# The courier_1 is at the same location as the pick up of order_1.
# The courier_2 is at the same location as the pick up of order_2.
# In this fashion, courier_1 should be selected for order_1 and courier_2 for order_2
order_1 = Order(pick_up_at=Location(4.678622, -74.055694),
drop_off_at=Location(4.690207, -74.044235),
order_id=1)
order_2 = Order(pick_up_at=Location(4.690207, -74.044235),
drop_off_at=Location(4.678622, -74.055694),
order_id=2)
courier_1 = Courier(location=Location(4.678622, -74.055694),
on_time=on_time,
off_time=off_time,
vehicle=Vehicle.CAR,
condition='idle',
courier_id=1)
courier_2 = Courier(location=Location(4.690207, -74.044235),
on_time=on_time,
off_time=off_time,
vehicle=Vehicle.CAR,
condition='idle',
courier_id=2)
notifications, _ = policy.execute(orders=[order_1, order_2],
couriers=[courier_1, courier_2],
env_time=4)
self.assertEqual(len(notifications), 2)
self.assertEqual(notifications[0].courier, courier_1)
self.assertIn(order_1, notifications[0].instruction.orders.values())
self.assertEqual(notifications[1].courier, courier_2)
self.assertIn(order_2, notifications[1].instruction.orders.values())
# Test 3: creates more orders than couriers to check nothing breaks
order_1 = Order(pick_up_at=Location(4.678622, -74.055694),
drop_off_at=Location(4.690207, -74.044235),
order_id=1)
order_2 = Order(pick_up_at=Location(4.690207, -74.044235),
drop_off_at=Location(4.678622, -74.055694),
order_id=2)
courier = Courier(location=Location(4.678622, -74.055694),
on_time=on_time,
off_time=off_time,
vehicle=Vehicle.CAR,
condition='idle',
courier_id=1)
notifications, _ = policy.execute(orders=[order_1, order_2],
couriers=[courier],
env_time=5)
self.assertEqual(len(notifications), 1)
self.assertEqual(notifications[0].courier, courier)
self.assertIn(order_1, notifications[0].instruction.orders.values())
def test_courier_log_off(self):
"""Test to verify how the dispatcher handles a courier logging off"""
# Constants
random.seed(12)
initial_time = hour_to_sec(12)
time_delta = hour_to_sec(2)
service_time = min_to_sec(4)
# Tests 3 cases: when the courier is idle, busy or available.
# For each test, assert that the courier ends up being logged off
# Test 1: the courier is idle
env = Environment(initial_time=initial_time)
dispatcher = Dispatcher(env=env, matching_policy=DummyMatchingPolicy())
courier = Courier(
env=env,
dispatcher=dispatcher,
courier_id=69,
on_time=time(12, 0, 0),
off_time=time(13, 0, 0)
)
env.run(until=initial_time + time_delta)
self.assertEqual(dispatcher.idle_couriers, {})
self.assertEqual(dispatcher.moving_couriers, {})
self.assertEqual(dispatcher.dropping_off_couriers, {})
self.assertEqual(dispatcher.picking_up_couriers, {})
self.assertEqual(dispatcher.logged_off_couriers, {courier.courier_id: courier})
# Test 2: the courier is busy
env = Environment(initial_time=initial_time)
dispatcher = Dispatcher(env=env, matching_policy=DummyMatchingPolicy())
courier = Courier(
env=env,
dispatcher=dispatcher,
courier_id=69,
on_time=time(12, 0, 0),
off_time=time(13, 0, 0)
)
courier.state.interrupt()
env.process(courier._dropping_off_state(
orders={21: Order(drop_off_service_time=service_time)}
))
env.run(until=initial_time + time_delta)
self.assertEqual(dispatcher.idle_couriers, {})
self.assertEqual(dispatcher.moving_couriers, {})
self.assertEqual(dispatcher.dropping_off_couriers, {})
self.assertEqual(dispatcher.picking_up_couriers, {})
self.assertEqual(dispatcher.logged_off_couriers, {courier.courier_id: courier})
# Test 3: the courier is available
env = Environment(initial_time=initial_time)
dispatcher = Dispatcher(env=env, matching_policy=DummyMatchingPolicy())
courier = Courier(
env=env,
dispatcher=dispatcher,
courier_id=69,
on_time=time(12, 0, 0),
off_time=time(13, 0, 0)
)
courier.state.interrupt()
env.process(courier._picking_up_state(
orders={
21: Order(drop_off_service_time=service_time, ready_time=time(12, 20, 0))
}
))
env.run(until=initial_time + time_delta)
self.assertEqual(dispatcher.idle_couriers, {})
self.assertEqual(dispatcher.moving_couriers, {})
self.assertEqual(dispatcher.dropping_off_couriers, {})
self.assertEqual(dispatcher.picking_up_couriers, {})
self.assertEqual(dispatcher.logged_off_couriers, {courier.courier_id: courier})
def test_notify_event_reject_idle(self, osrm):
"""Test to evaluate how a courier handles a notification while being idle and rejects it"""
# Constants
random.seed(122)
on_time = time(12, 0, 0)
off_time = time(15, 0, 0)
# Services
env = Environment(initial_time=hour_to_sec(12))
dispatcher = Dispatcher(env=env, matching_policy=DummyMatchingPolicy())
# Creates a courier with low acceptance rate and immediately send a new instruction, composed of a single order
courier = Courier(
acceptance_policy=self.acceptance_policy,
dispatcher=dispatcher,
env=env,
movement_evaluation_policy=self.movement_evaluation_policy,
movement_policy=self.movement_policy,
courier_id=self.courier_id,
vehicle=self.vehicle,
location=self.start_location,
acceptance_rate=0.01,
on_time=on_time,
off_time=off_time)
order = Order(order_id=self.order_id,
drop_off_at=self.drop_off_at,
pick_up_at=self.pick_up_at,
placement_time=self.placement_time,
expected_drop_off_time=self.expected_drop_off_time,
preparation_time=self.preparation_time,
ready_time=self.ready_time)
dispatcher.unassigned_orders[order.order_id] = order
instruction = Route(orders={self.order_id: order},
stops=[
Stop(location=self.pick_up_at,
position=0,
orders={self.order_id: order},
type=StopType.PICK_UP,
visited=False),
Stop(location=self.drop_off_at,
position=1,
orders={self.order_id: order},
type=StopType.DROP_OFF,
visited=False)
])
notification = Notification(courier=courier, instruction=instruction)
env.process(courier.notification_event(notification))
env.run(until=hour_to_sec(14))
# Asserts that the courier didn't fulfill the route
self.assertIsNone(order.pick_up_time)
self.assertIsNone(order.drop_off_time)
self.assertIsNone(order.courier_id)
self.assertIsNone(courier.active_route)
self.assertIsNone(courier.active_stop)
self.assertIn(courier.courier_id, order.rejected_by)
self.assertIn(order.order_id, courier.rejected_orders)
self.assertEqual(dispatcher.unassigned_orders, {order.order_id: order})
self.assertEqual(order.state, 'unassigned')
self.assertEqual(courier.location, self.start_location)
self.assertEqual(courier.condition, 'idle')
self.assertIn(courier.courier_id, dispatcher.idle_couriers.keys())
def test_generate_matching_prospects_picking_up_couriers(self, osrm):
"""Test to verify how prospects are created"""
# Constants
env_time = hour_to_sec(12) + min_to_sec(20)
on_time = time(8, 0, 0)
off_time = time(16, 0, 0)
# Orders
order_1 = Order(order_id=1,
pick_up_at=Location(lat=4.678759, lng=-74.055729),
drop_off_at=Location(lat=4.681694, lng=-74.044811),
ready_time=time(12, 30, 0),
expected_drop_off_time=time(12, 40, 0),
pick_up_service_time=0,
drop_off_service_time=0)
order_2 = Order(order_id=2,
pick_up_at=Location(lat=4.678759, lng=-74.055729),
drop_off_at=Location(lat=4.695001, lng=-74.040737),
ready_time=time(12, 32, 0),
expected_drop_off_time=time(12, 42, 0),
pick_up_service_time=0,
drop_off_service_time=0)
order_3 = Order(order_id=3,
pick_up_at=Location(lat=4.678759, lng=-74.055729),
drop_off_at=Location(lat=4.668742, lng=-74.056684),
ready_time=time(12, 33, 0),
expected_drop_off_time=time(12, 43, 0),
pick_up_service_time=0,
drop_off_service_time=0)
# Couriers
courier_3 = Courier(
courier_id=3,
on_time=on_time,
off_time=off_time,
condition='picking_up',
location=order_3.pick_up_at,
active_route=Route(orders={order_3.order_id: order_3},
stops=[
Stop(location=order_3.pick_up_at,
orders={order_3.order_id: order_3},
position=0,
type=StopType.PICK_UP),
Stop(location=order_3.drop_off_at,
orders={order_3.order_id: order_3},
position=1,
type=StopType.DROP_OFF)
]),
active_stop=Stop(location=order_3.pick_up_at,
orders={order_3.order_id: order_3},
position=0,
type=StopType.PICK_UP))
# Get routes and assert expected behavior
policy = MyopicMatchingPolicy(assignment_updates=True,
prospects=True,
notification_filtering=False,
mip_matcher=False)
routes = policy._generate_routes(orders=[order_1, order_2],
couriers=[courier_3],
env_time=env_time)
# Generate prospects and assert expected behavior
prospects = policy._generate_matching_prospects(routes=routes,
couriers=[courier_3],
env_time=env_time)
self.assertFalse(prospects.tolist())
def test_notify_event_reject_picking_up(self, osrm):
"""Test to evaluate how a courier handles a notification while picking up and rejects it"""
# Constants
random.seed(4747474)
on_time = time(12, 0, 0)
off_time = time(15, 0, 0)
# Services
env = Environment(initial_time=hour_to_sec(12) + min_to_sec(12))
dispatcher = Dispatcher(env=env, matching_policy=DummyMatchingPolicy())
# Creates a courier with low acceptance rate, an active route and in state of picking up.
# Sends a new instruction, composed of a single new order
active_order = Order(
order_id=self.order_id,
drop_off_at=self.drop_off_at,
pick_up_at=self.pick_up_at,
placement_time=self.placement_time,
expected_drop_off_time=self.expected_drop_off_time,
preparation_time=self.preparation_time,
ready_time=self.ready_time,
courier_id=self.courier_id,
user=User(env=env))
dispatcher.assigned_orders[active_order.order_id] = active_order
new_order = Order(order_id=17,
drop_off_at=Location(lat=4.694627, lng=-74.038886),
pick_up_at=self.pick_up_at,
placement_time=self.placement_time,
expected_drop_off_time=self.expected_drop_off_time,
preparation_time=self.preparation_time,
ready_time=self.ready_time,
user=User(env=env))
dispatcher.unassigned_orders[new_order.order_id] = new_order
courier = Courier(
acceptance_policy=self.acceptance_policy,
dispatcher=dispatcher,
env=env,
movement_evaluation_policy=self.movement_evaluation_policy,
movement_policy=self.movement_policy,
courier_id=self.courier_id,
vehicle=self.vehicle,
location=active_order.pick_up_at,
acceptance_rate=0.01,
active_route=Route(orders={self.order_id: active_order},
stops=[
Stop(location=self.pick_up_at,
position=0,
orders={self.order_id: active_order},
type=StopType.PICK_UP,
visited=False),
Stop(location=self.drop_off_at,
position=1,
orders={self.order_id: active_order},
type=StopType.DROP_OFF,
visited=False)
]),
on_time=on_time,
off_time=off_time)
instruction = Stop(location=new_order.drop_off_at,
position=1,
orders={new_order.order_id: new_order},
type=StopType.DROP_OFF,
visited=False)
notification = Notification(courier=courier, instruction=instruction)
courier.state.interrupt()
courier.active_stop = courier.active_route.stops[0]
courier.state = env.process(
courier._picking_up_state(
orders={active_order.order_id: active_order}))
env.process(courier.notification_event(notification))
env.run(until=hour_to_sec(14))
# Asserts:
# - the courier didn't fulfill the new order,
# - fulfilled the active order and
# - is at a different start location.
self.assertIsNone(new_order.pick_up_time)
self.assertIsNone(new_order.drop_off_time)
self.assertIsNone(new_order.courier_id)
self.assertIn(courier.courier_id, new_order.rejected_by)
self.assertIn(new_order.order_id, courier.rejected_orders)
self.assertEqual(new_order.state, 'unassigned')
self.assertIsNotNone(active_order.pick_up_time)
self.assertIsNotNone(active_order.drop_off_time)
self.assertEqual(active_order.courier_id, courier.courier_id)
self.assertTrue(active_order.pick_up_time < active_order.drop_off_time)
self.assertEqual(active_order.state, 'dropped_off')
self.assertIsNone(courier.active_route)
self.assertIsNone(courier.active_stop)
self.assertNotEqual(courier.location, self.start_location)
self.assertEqual(dispatcher.fulfilled_orders,
{active_order.order_id: active_order})
self.assertEqual(dispatcher.unassigned_orders,
{new_order.order_id: new_order})
self.assertEqual(courier.condition, 'idle')
self.assertIn(courier.courier_id, dispatcher.idle_couriers.keys())
start_depot = Node(index=0,
is_order=False,
order=None,
installation=DEPOT,
is_start_depot=True)
ALL_NODES.append(start_depot)
for index, order_identfifier in enumerate(input_data['orders']):
installation_idx = input_data['orders'][order_identfifier]['installation']
installation = INSTALLATIONS[installation_idx]
order = Order(
index=index,
transport_type=input_data['orders'][order_identfifier]
['transport_type'],
mandatory=True if input_data['orders'][order_identfifier]['mandatory']
== 'True' else False,
size=input_data['orders'][order_identfifier]['size'])
node = Node(index=index + 1,
is_order=True,
order=order,
installation=installation)
ORDER_NODES.append(order)
ALL_NODES.append(node)
installation.add_order(order)
end_depot = Node(index=len(ALL_NODES),
is_order=False,
def test_generate_group_routes(self, osrm):
"""Test to verify how the heuristic to generate routes work"""
# Constants
order_1 = Order(order_id=1,
pick_up_at=Location(lat=4.678417, lng=-74.054725),
drop_off_at=Location(lat=4.717045, lng=-74.036359),
ready_time=time(12, 13, 0))
order_2 = Order(order_id=2,
pick_up_at=Location(lat=4.678417, lng=-74.054725),
drop_off_at=Location(lat=4.723418, lng=-74.037067),
ready_time=time(12, 10, 0))
order_3 = Order(order_id=3,
pick_up_at=Location(lat=4.678417, lng=-74.054725),
drop_off_at=Location(lat=4.723418, lng=-74.037067),
ready_time=time(12, 30, 0))
old_order = Order(order_id=9898,
pick_up_at=Location(lat=4.678417, lng=-74.054725),
drop_off_at=Location(lat=4.727278, lng=-74.039299),
ready_time=time(11, 50, 0))
target_size = 2
# Case 1: orders routed without initial routes and courier slack
num_idle_couriers = 4
routes = MyopicMatchingPolicy._generate_group_routes(
orders=[order_1, order_2],
target_size=target_size,
courier_routes=[],
num_idle_couriers=num_idle_couriers)
self.assertTrue(routes)
self.assertEqual(len(routes), 2)
routed_orders = [o for route in routes for o in route.orders.keys()]
for order in [order_1, order_2]:
self.assertIn(order.order_id, routed_orders)
# Case 2: orders routed without initial routes and no courier slack
num_idle_couriers = 0
routes = MyopicMatchingPolicy._generate_group_routes(
orders=[order_1, order_2],
target_size=target_size,
courier_routes=[],
num_idle_couriers=num_idle_couriers)
self.assertTrue(routes)
self.assertEqual(len(routes), 1)
routed_orders = [o for route in routes for o in route.orders.keys()]
for order in [order_1, order_2]:
self.assertIn(order.order_id, routed_orders)
# Case 3: orders routed with initial routes and courier slack
num_idle_couriers = 1
initial_route = Route(orders={old_order.order_id: old_order},
stops=[
Stop(orders={old_order.order_id: old_order},
location=old_order.pick_up_at,
position=0,
type=StopType.PICK_UP),
Stop(orders={old_order.order_id: old_order},
location=old_order.drop_off_at,
position=1,
type=StopType.DROP_OFF)
])
routes = MyopicMatchingPolicy._generate_group_routes(
orders=[order_1, order_2],
target_size=2,
courier_routes=[initial_route],
num_idle_couriers=num_idle_couriers,
max_orders=3,
courier_ids=[3])
self.assertTrue(routes)
self.assertEqual(len(routes), 1)
routed_orders = [o for route in routes for o in route.orders.keys()]
for order in [order_1, order_2]:
self.assertIn(order.order_id, routed_orders)
self.assertIsNone(routes[0].initial_prospect)
# Case 4: orders routed without initial routes and insufficient couriers
num_idle_couriers = 0
target_size = 5
routes = MyopicMatchingPolicy._generate_group_routes(
orders=[order_1, order_2, order_3],
target_size=target_size,
courier_routes=[],
num_idle_couriers=num_idle_couriers)
self.assertTrue(routes)
self.assertEqual(len(routes), 1)
routed_orders = [o for route in routes for o in route.orders.keys()]
for order in [order_1, order_2, order_3]:
self.assertIn(order.order_id, routed_orders)
def test_add_order(self, osrm):
"""Test to verify how a new order is added to an existing route"""
# Constants
old_order = Order(order_id=5,
pick_up_at=Location(lat=4.567, lng=1.234),
drop_off_at=Location(lat=1.234, lng=4.567))
new_order = Order(order_id=1,
pick_up_at=Location(lat=1.234, lng=4.567),
drop_off_at=Location(lat=4.567, lng=1.234))
# Case 1: the route is empty
route = Route(num_stops=2)
route.add_order(new_order)
self.assertTrue(route.stops)
self.assertEqual(len(route.stops), 2)
self.assertEqual(len(route.stops), route.num_stops)
self.assertIn(new_order.order_id, route.orders.keys())
self.assertIn(new_order.order_id, route.stops[0].orders.keys())
self.assertIn(new_order.order_id, route.stops[1].orders.keys())
self.assertEqual(route.stops[0].type, StopType.PICK_UP)
self.assertEqual(route.stops[1].type, StopType.DROP_OFF)
self.assertTrue(route.time)
# Case 2. the route has an order and is inserted at correct position
route = Route(orders={old_order.order_id: old_order},
stops=[
Stop(location=old_order.pick_up_at,
orders={old_order.order_id: old_order},
position=0,
type=StopType.PICK_UP),
Stop(location=old_order.drop_off_at,
orders={old_order.order_id: old_order},
position=1,
type=StopType.DROP_OFF)
])
route.add_order(new_order, route_position=2)
self.assertTrue(route)
self.assertEqual(len(route.stops), 3)
self.assertEqual(len(route.stops), route.num_stops)
self.assertIn(new_order.order_id, route.orders.keys())
self.assertIn(old_order.order_id, route.orders.keys())
self.assertIn(new_order.order_id, route.stops[0].orders.keys())
self.assertIn(old_order.order_id, route.stops[0].orders.keys())
self.assertIn(old_order.order_id, route.stops[1].orders.keys())
self.assertIn(new_order.order_id, route.stops[2].orders.keys())
self.assertEqual(route.stops[0].type, StopType.PICK_UP)
self.assertEqual(route.stops[1].type, StopType.DROP_OFF)
self.assertEqual(route.stops[2].type, StopType.DROP_OFF)
self.assertTrue(route.time)
# Case 3. the route has an order and is inserted at wrong position (greater position)
route = Route(orders={old_order.order_id: old_order},
stops=[
Stop(location=old_order.pick_up_at,
orders={old_order.order_id: old_order},
position=0,
type=StopType.PICK_UP),
Stop(location=old_order.drop_off_at,
orders={old_order.order_id: old_order},
position=1,
type=StopType.DROP_OFF)
])
route.add_order(new_order, route_position=6)
self.assertTrue(route)
self.assertEqual(len(route.stops), 3)
self.assertEqual(len(route.stops), route.num_stops)
self.assertIn(new_order.order_id, route.orders.keys())
self.assertIn(old_order.order_id, route.orders.keys())
self.assertIn(new_order.order_id, route.stops[0].orders.keys())
self.assertIn(old_order.order_id, route.stops[0].orders.keys())
self.assertIn(old_order.order_id, route.stops[1].orders.keys())
self.assertIn(new_order.order_id, route.stops[2].orders.keys())
self.assertEqual(route.stops[0].type, StopType.PICK_UP)
self.assertEqual(route.stops[1].type, StopType.DROP_OFF)
self.assertEqual(route.stops[2].type, StopType.DROP_OFF)
self.assertTrue(route.time)
# Case 4. the route has an order and is inserted at wrong position (equal position)
route = Route(orders={old_order.order_id: old_order},
stops=[
Stop(location=old_order.pick_up_at,
orders={old_order.order_id: old_order},
position=0,
type=StopType.PICK_UP),
Stop(location=old_order.drop_off_at,
orders={old_order.order_id: old_order},
position=1,
type=StopType.DROP_OFF)
])
route.add_order(new_order, route_position=1)
self.assertTrue(route)
self.assertEqual(len(route.stops), 3)
self.assertEqual(len(route.stops), route.num_stops)
self.assertIn(new_order.order_id, route.orders.keys())
self.assertIn(old_order.order_id, route.orders.keys())
self.assertIn(new_order.order_id, route.stops[0].orders.keys())
self.assertIn(old_order.order_id, route.stops[0].orders.keys())
self.assertIn(old_order.order_id, route.stops[1].orders.keys())
self.assertIn(new_order.order_id, route.stops[2].orders.keys())
self.assertEqual(route.stops[0].type, StopType.PICK_UP)
self.assertEqual(route.stops[1].type, StopType.DROP_OFF)
self.assertEqual(route.stops[2].type, StopType.DROP_OFF)
self.assertTrue(route.time)
# Case 5. the route has an order and is inserted at wrong position (smaller position)
route = Route(orders={old_order.order_id: old_order},
stops=[
Stop(location=old_order.pick_up_at,
orders={old_order.order_id: old_order},
position=0,
type=StopType.PICK_UP),
Stop(location=old_order.drop_off_at,
orders={old_order.order_id: old_order},
position=1,
type=StopType.DROP_OFF)
])
route.add_order(new_order, route_position=1)
self.assertTrue(route)
self.assertEqual(len(route.stops), 3)
self.assertEqual(len(route.stops), route.num_stops)
self.assertIn(new_order.order_id, route.orders.keys())
self.assertIn(old_order.order_id, route.orders.keys())
self.assertIn(new_order.order_id, route.stops[0].orders.keys())
self.assertIn(old_order.order_id, route.stops[0].orders.keys())
self.assertIn(old_order.order_id, route.stops[1].orders.keys())
self.assertIn(new_order.order_id, route.stops[2].orders.keys())
self.assertEqual(route.stops[0].type, StopType.PICK_UP)
self.assertEqual(route.stops[1].type, StopType.DROP_OFF)
self.assertEqual(route.stops[2].type, StopType.DROP_OFF)
self.assertTrue(route.time)
def test_myopic_matching_policy_execute_mip_matcher(self, osrm):
"""Test to verify how the optimization model is solved with a MIP approach"""
# Constants
env_time = hour_to_sec(12) + min_to_sec(20)
on_time = time(8, 0, 0)
off_time = time(16, 0, 0)
random.seed(45)
# Orders
order_1 = Order(order_id=1,
pick_up_at=Location(lat=4.678759, lng=-74.055729),
drop_off_at=Location(lat=4.681694, lng=-74.044811),
ready_time=time(12, 30, 0),
expected_drop_off_time=time(12, 40, 0),
pick_up_service_time=0,
drop_off_service_time=0)
order_2 = Order(order_id=2,
pick_up_at=Location(lat=4.678759, lng=-74.055729),
drop_off_at=Location(lat=4.695001, lng=-74.040737),
ready_time=time(12, 32, 0),
expected_drop_off_time=time(12, 42, 0),
pick_up_service_time=0,
drop_off_service_time=0)
order_3 = Order(order_id=3,
pick_up_at=Location(lat=4.678759, lng=-74.055729),
drop_off_at=Location(lat=4.668742, lng=-74.056684),
ready_time=time(12, 33, 0),
expected_drop_off_time=time(12, 43, 0),
pick_up_service_time=0,
drop_off_service_time=0)
order_4 = Order(order_id=4,
pick_up_at=Location(lat=4.678759, lng=-74.055729),
drop_off_at=Location(lat=4.661441, lng=-74.056955),
ready_time=time(12, 34, 0),
expected_drop_off_time=time(12, 44, 0),
pick_up_service_time=0,
drop_off_service_time=0)
# Couriers
courier_1 = Courier(courier_id=1,
on_time=on_time,
off_time=off_time,
condition='idle',
location=Location(lat=4.676854, lng=-74.057498))
courier_2 = Courier(courier_id=2,
on_time=on_time,
off_time=off_time,
condition='idle',
location=Location(lat=4.679408, lng=-74.052524))
courier_3 = Courier(
courier_id=3,
on_time=on_time,
off_time=off_time,
condition='picking_up',
location=order_3.pick_up_at,
active_route=Route(orders={order_3.order_id: order_3},
stops=[
Stop(location=order_3.pick_up_at,
orders={order_3.order_id: order_3},
position=0,
type=StopType.PICK_UP),
Stop(location=order_3.drop_off_at,
orders={order_3.order_id: order_3},
position=1,
type=StopType.DROP_OFF)
]),
active_stop=Stop(location=order_3.pick_up_at,
orders={order_3.order_id: order_3},
position=0,
type=StopType.PICK_UP))
# Get all the elements from the policy and assert their expected behavior
policy = MyopicMatchingPolicy(assignment_updates=False,
prospects=False,
notification_filtering=False,
mip_matcher=False)
routes = policy._generate_routes(
orders=[order_1, order_2, order_4],
couriers=[courier_1, courier_2, courier_3],
env_time=env_time)
self.assertTrue(routes)
self.assertEqual(len(routes), 2)
self.assertEqual(len(routes[0].orders), 2)
self.assertEqual(len(routes[1].orders), 1)
prospects = policy._generate_matching_prospects(
routes=routes,
couriers=[courier_1, courier_2, courier_3],
env_time=env_time)
self.assertTrue(prospects.tolist())
self.assertEqual(len(prospects), 4),
self.assertEqual(len(prospects),
len(routes) * len([courier_1, courier_2]))
costs = policy._generate_matching_costs(
routes=routes,
couriers=[courier_1, courier_2, courier_3],
prospects=prospects,
env_time=env_time)
self.assertTrue(costs.tolist())
self.assertEqual(len(prospects), len(costs))
self.assertEqual(len(costs), 4)
self.assertNotIn(0., costs)
problem = MatchingProblemBuilder.build(
routes=routes,
couriers=[courier_1, courier_2, courier_3],
prospects=prospects,
costs=costs)
self.assertTrue(problem)
self.assertEqual(len(prospects), len(problem.prospects))
self.assertEqual(len(prospects), len(problem.matching_prospects))
self.assertEqual(len(prospects), len(problem.costs))
self.assertEqual(routes, problem.routes)
self.assertEqual(problem.couriers, [courier_1, courier_2, courier_3])
self.assertNotIn(str(courier_3.courier_id),
problem.matching_prospects['i'])
model_builder = MIPOptimizationModelBuilder(
sense='max',
model_constraints=[
CourierAssignmentConstraint(),
RouteAssignmentConstraint()
],
optimizer='pulp')
model = model_builder.build(problem)
self.assertTrue(model)
self.assertEqual(len(model.constraints),
len(problem.routes) + len([courier_1, courier_2]))
self.assertEqual(len(model.variable_set),
len(problem.matching_prospects) + len(problem.routes))
solution = model.solve()
self.assertTrue(solution.tolist())
self.assertEqual(len(solution),
len(problem.matching_prospects) + len(problem.routes))
self.assertEqual(solution[0:len(problem.prospects)].sum(), 2)
self.assertEqual(solution.sum(), 2)
notifications = policy._process_solution(solution, problem, env_time)
self.assertEqual(len(notifications), len(routes))
self.assertIsInstance(notifications[0].instruction, Route)
self.assertIsInstance(notifications[1].instruction, Route)
self.assertEqual(notifications[0].courier, courier_1)
self.assertEqual(notifications[1].courier, courier_2)
self.assertIn(order_1.order_id,
notifications[1].instruction.orders.keys())
self.assertIn(order_4.order_id,
notifications[1].instruction.orders.keys())
def test_calculate_target_bundle_size(self):
""""Test to verify the target bundle size is correctly calculated"""
# Constants
on_time = time(15, 0, 0)
off_time = time(16, 0, 0)
ready_time = time(15, 0, 0)
env_time = time_to_sec(time(15, 20, 0))
# Test case 1: create more couriers than orders
courier_1 = Courier(courier_id=1,
on_time=on_time,
off_time=off_time,
condition='idle')
courier_2 = Courier(courier_id=2,
on_time=on_time,
off_time=off_time,
condition='idle')
courier_3 = Courier(courier_id=3,
on_time=on_time,
off_time=off_time,
condition='idle')
order_1 = Order(order_id=1, ready_time=ready_time)
target_size = MyopicMatchingPolicy._calculate_target_bundle_size(
orders=[order_1],
couriers=[courier_1, courier_2, courier_3],
env_time=env_time)
self.assertEqual(target_size, 1)
# Test case 2: create more orders than couriers
courier_1 = Courier(courier_id=1,
on_time=on_time,
off_time=off_time,
condition='idle')
order_1 = Order(order_id=1, ready_time=ready_time)
order_2 = Order(order_id=2, ready_time=ready_time)
order_3 = Order(order_id=3, ready_time=ready_time)
target_size = MyopicMatchingPolicy._calculate_target_bundle_size(
orders=[order_1, order_2, order_3],
couriers=[courier_1],
env_time=env_time)
self.assertEqual(target_size, 3)
# Test case 3: create more orders than couriers but couriers are idle
courier_1 = Courier(courier_id=1,
on_time=on_time,
off_time=off_time,
condition='moving')
order_2 = Order(order_id=2, ready_time=ready_time)
order_3 = Order(order_id=3, ready_time=ready_time)
target_size = MyopicMatchingPolicy._calculate_target_bundle_size(
orders=[order_1, order_2, order_3],
couriers=[courier_1],
env_time=env_time)
self.assertEqual(target_size, 1)
def test_update_route(self, osrm):
"""Test to verify a route is updated based on canceled orders"""
# Constants
order_1 = Order(order_id=1,
pick_up_at=Location(lat=4.567, lng=1.234),
drop_off_at=Location(lat=1.234, lng=4.567))
order_2 = Order(order_id=2,
pick_up_at=Location(lat=4.567, lng=1.234),
drop_off_at=Location(lat=1.234, lng=4.567))
# Test 1: define a route and some orders being canceled
orders_dict = {order_1.order_id: order_1, order_2.order_id: order_2}
route = Route(orders=orders_dict,
stops=[
Stop(orders={order_1.order_id: order_1},
type=StopType.PICK_UP,
position=0,
location=order_1.pick_up_at),
Stop(orders={order_2.order_id: order_2},
type=StopType.PICK_UP,
position=1,
location=order_2.pick_up_at),
Stop(orders={order_1.order_id: order_1},
type=StopType.DROP_OFF,
position=2,
location=order_1.drop_off_at),
Stop(orders={order_2.order_id: order_2},
type=StopType.DROP_OFF,
position=3,
location=order_2.drop_off_at)
])
canceled_order_ids = [1]
# Update the route and assert canceled orders were removed
route.update(canceled_order_ids)
self.assertEqual(len(route.orders), 1)
self.assertEqual(len(route.stops), 2)
for stop in route.stops:
self.assertNotIn(order_1.order_id, stop.orders)
self.assertEqual(len(stop.orders), 1)
# Test 2: define a route and all orders being canceled
orders_dict = {order_1.order_id: order_1, order_2.order_id: order_2}
route = Route(orders=orders_dict,
stops=[
Stop(orders=orders_dict,
type=StopType.PICK_UP,
position=0,
location=order_1.pick_up_at),
Stop(orders=orders_dict,
type=StopType.DROP_OFF,
position=2,
location=order_1.drop_off_at)
])
canceled_order_ids = [1, 2]
# Update the route and assert canceled orders were removed
route.update(canceled_order_ids)
self.assertEqual(len(route.orders), 0)
self.assertEqual(len(route.stops), 0)
def test_generate_matching_prospects_all(self, osrm):
"""Test to verify how prospects are created"""
# Constants
env_time = hour_to_sec(12) + min_to_sec(20)
on_time = time(8, 0, 0)
off_time = time(16, 0, 0)
# Orders
order_1 = Order(order_id=1,
pick_up_at=Location(lat=4.678759, lng=-74.055729),
drop_off_at=Location(lat=4.681694, lng=-74.044811),
ready_time=time(12, 30, 0),
expected_drop_off_time=time(12, 40, 0),
pick_up_service_time=0,
drop_off_service_time=0)
order_2 = Order(order_id=2,
pick_up_at=Location(lat=4.678759, lng=-74.055729),
drop_off_at=Location(lat=4.695001, lng=-74.040737),
ready_time=time(12, 32, 0),
expected_drop_off_time=time(12, 42, 0),
pick_up_service_time=0,
drop_off_service_time=0)
order_3 = Order(order_id=3,
pick_up_at=Location(lat=4.678759, lng=-74.055729),
drop_off_at=Location(lat=4.668742, lng=-74.056684),
ready_time=time(12, 33, 0),
expected_drop_off_time=time(12, 43, 0),
pick_up_service_time=0,
drop_off_service_time=0)
order_4 = Order(order_id=4,
pick_up_at=Location(lat=4.678759, lng=-74.055729),
drop_off_at=Location(lat=4.661441, lng=-74.056955),
ready_time=time(12, 34, 0),
expected_drop_off_time=time(12, 44, 0),
pick_up_service_time=0,
drop_off_service_time=0)
# Couriers
courier_1 = Courier(courier_id=1,
on_time=on_time,
off_time=off_time,
condition='idle',
location=Location(lat=4.676854, lng=-74.057498))
courier_2 = Courier(courier_id=2,
on_time=on_time,
off_time=off_time,
condition='idle',
location=Location(lat=4.679408, lng=-74.052524))
# Routes
policy = MyopicMatchingPolicy(assignment_updates=True,
prospects=True,
notification_filtering=False,
mip_matcher=False)
routes = policy._generate_routes(
orders=[order_1, order_2, order_3, order_4],
couriers=[courier_1, courier_2],
env_time=env_time)
# Generate prospects and assert expected behavior
prospects = policy._generate_matching_prospects(
routes=routes, couriers=[courier_1, courier_2], env_time=env_time)
self.assertTrue(prospects.tolist())
self.assertEqual(len(prospects), 8)