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test_FI.py
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import math
from copy import deepcopy
import loguru
import numpy as np
from BasicFunction.GetData import get_data
from FlightIncrease.AircraftModel import AircraftModel
from BasicFunction.AirlineType import get_airline_info, AirlineType, get_group_dict
from FlightIncrease.DelayTime import get_wake_turbulence, find_insertion_location
from BasicFunction.GetInterval import GetInterval
from BasicFunction.GetGateAttribute import GetGateAttribute
from FlightIncrease.IncreaseFlight import (
is_overlapping,
_conflict_half,
_conflict_all,
IncreaseFlight, find_conflict, find_suitable_gate, get_ref_list,
)
from BasicFunction.IntervalType import IntervalBase
from FlightIncrease.OutPut import OutPutFI
HOUR = 60 * 60
TIME_DICT = {"ar": {"TTOT": 0, "TLDT": 0, "ATOT": 0, "ALDT": 0},
"de": {"TTOT": 0, "TLDT": 0, "ATOT": 0, "ALDT": 0}}
def test_get_data():
data = get_data("data/mock_231029.csv")
instance = GetInterval(data, quarter=math.nan, seuil=28)
for i in range(len(instance.data["callsign"])):
if instance.data["callsign"][i][-2:] == "ar":
assert instance.data["arrivee"][i] == "ZBTJ"
else:
assert instance.data["departure"][i] == "ZBTJ"
def test_get_interval_one():
data = get_data("data/mock_231029.csv")
instance = GetInterval(data, quarter=math.nan, seuil=28)
for r in instance.data["registration"]:
inst_list = instance._get_interval_one(r, quarter=math.nan)
for i in inst_list:
assert i.interval >= 0
def test_flight_list_sorted():
data = get_data("data/mock_231029.csv")
instance = GetInterval(data, quarter=math.nan, seuil=28)
flight_list = instance._flight_list_sorted("B9987", quarter=math.nan)
for i in range(len(flight_list) - 1):
if instance.data["departure"][flight_list[i]] == "ZBTJ":
assert (
instance.data["ATOT"][flight_list[i]]
<= instance.data["ALDT"][flight_list[i + 1]]
)
else:
assert (
instance.data["ALDT"][flight_list[i]]
<= instance.data["ATOT"][flight_list[i + 1]]
)
def test_get_interval():
data = get_data("data/mock_231029.csv")
instance = GetInterval(data, quarter=math.nan, seuil=28)
inst_list = instance.get_interval(quarter=math.nan)
assert len(inst_list) == 35
for i in inst_list:
if i.end_callsign == "HXA2844 de":
continue
# test: Verify when turning data time to interval time, the end_interval is equal to ATOT
if i.end_callsign[-2:] == "de":
index = set(
np.where(np.array(instance.data["callsign"]) == i.end_callsign)[0]
) & set(np.where(np.array(instance.data["departure"]) == "ZBTJ")[0])
assert i.end_interval == instance.data["ATOT"][list(index)[0]]
# test: Verify when turning data time to interval time, the begin_interval is equal to ALDT + 5 * 60
if i.begin_callsign[-2:] == "ar":
index = set(
np.where(np.array(instance.data["callsign"]) == i.begin_callsign)[0]
) & set(np.where(np.array(instance.data["arrivee"]) == "ZBTJ")[0])
assert i.begin_interval == instance.data["ALDT"][list(index)[0]] + 5 * 60
assert inst_list[25].end_interval - inst_list[25].begin_interval == 3060
def test_get_gate_size():
assert GetGateAttribute("414L").size == 36
assert GetGateAttribute("228").size == 65
assert GetGateAttribute("109").size == 52
def test_conflict_half():
inst_1 = IntervalBase(
[900, 1800, 2700, "CA", "B9985", "B9985 de", "B9985 ar", 24.9, "414", "B737", TIME_DICT] + ["DEP-16R"]
)
inst_2 = IntervalBase(
[900, 1200, 2100, "CA", "B9986", "B9986 de", "B9986 ar", 24.9, "414R", "B737", TIME_DICT] + ["DEP-16R"]
)
inst_3 = IntervalBase(
[900, 1200, 2100, "CA", "B9987", "B9987 de", "B9987 ar", 24.9, "414", "B737", TIME_DICT] + ["DEP-16R"]
)
inst_4 = IntervalBase(
[900, 0, 900, "CA", "B9988", "B9988 de", "B9988 ar", 24.9, "414L", "B737", TIME_DICT] + ["DEP-16R"]
)
inst_5 = IntervalBase(
[900, 1200, 2100, "CA", "B9989", "B9989 de", "B9989 ar", 24.9, "415", "B737", TIME_DICT] + ["DEP-16R"]
)
# Test Case 1: Overlapping intervals with dependent gate (414 414L/414R)
assert _conflict_half(inst_1, inst_2, "414L", False) is False
assert _conflict_half(inst_1, inst_2, "414R", False) is True
assert _conflict_half(inst_1, inst_3, "414L", False) is True
# Test Case 2: Overlapping intervals with dependent gate (414L 414R)
assert _conflict_half(inst_2, inst_3, "414R", False) is True
# Test Case 3: Non-overlapping intervals with dependent gate (414L 414L)
assert _conflict_half(inst_3, inst_4, "414L", False) is False
# Test Case 4: Overlapping intervals but different gate
assert _conflict_half(inst_2, inst_5, "414L", False) is False
def test_conflict_all():
inst_1 = IntervalBase(
[900, 1800, 2700, "CA", "B9985", "B9985 de", "B9985 ar", 24.9, "414", "B737", TIME_DICT] + ["DEP-16R"]
)
inst_2 = IntervalBase(
[900, 1200, 2100, "CA", "B9986", "B9986 de", "B9986 ar", 24.9, "414R", "B737", TIME_DICT] + ["DEP-16R"]
)
inst_3 = IntervalBase(
[900, 1200, 2100, "CA", "B9987", "B9987 de", "B9987 ar", 24.9, "414L", "B737", TIME_DICT] + ["DEP-16R"]
)
inst_4 = IntervalBase(
[900, 0, 900, "CA", "B9988", "B9988 de", "B9988 ar", 24.9, "414", "B737", TIME_DICT] + ["DEP-16R"]
)
inst_5 = IntervalBase(
[900, 1200, 2100, "CA", "B9989", "B9989 de", "B9989 ar", 24.9, "415", "B737", TIME_DICT] + ["DEP-16R"]
)
# Test Case 1: Overlapping intervals with dependent gate (414 414L/414R)
assert _conflict_all(inst_1, inst_2, "414", False) is True
assert _conflict_all(inst_1, inst_3, "414", False) is True
# Test Case 2: Non-overlapping intervals with dependent gate is
assert _conflict_all(inst_1, inst_4, "414", False) is False
# Test Case 4: Overlapping intervals but different gate
assert _conflict_all(inst_1, inst_5, "414", False) is False
def test_is_overlapping():
# 时间段1和时间段2重叠
assert is_overlapping((1, 5), (3, 7)) is True
# 时间段1在时间段2之前
assert is_overlapping((1, 5), (7, 10)) is False
# 时间段1在时间段2之后
assert is_overlapping((10, 15), (1, 5)) is False
# 时间段1和时间段2完全相同
assert is_overlapping((5, 10), (5, 10)) is True
# 时间段1的结束时间等于时间段2的开始时间
assert is_overlapping((1, 5), (5, 10)) is True
# 时间段1的开始时间等于时间段2的结束时间
assert is_overlapping((5, 10), (1, 5)) is True
# 一个时间段包含另一个时间段
assert is_overlapping((1, 10), (3, 7)) is True
def test_get_airline_info():
airline_info = get_airline_info("cargo")
assert list(airline_info.keys()) == [
"AirBridgeCargoAirlines",
"AVIC",
"AisaMedical",
"ChinaCargoAirlines",
"ChinaPost",
"DeerJet",
"GOMEHoldings",
"LonghaoAirlines",
"MinshengFinancialLeasing",
"MLLIN",
"private",
"SHUNFENG",
"Taixiang",
"TianjinAirCargo",
"VistaJet",
"YalianBusinessJet",
"YangtzeRiverExpress",
]
airline_info = get_airline_info("domestic")
assert list(airline_info.keys()) == [
"Joyair",
"AIRCRANE",
"BeijingAirlines",
"ChengduAirlines",
"COLORFUL",
"GuizhouAirlines",
"HEBEIAIRLINES",
"LIANHANG",
"LoongAir",
"SENDI",
"ShanghaiJuneyaoAirlines",
"ShanghaiSpringAirlines",
"SichuanAirlines",
"SKYLEGEND",
"SPRAY",
"SRJET",
"TIBET",
"TRANSJADE",
"XIANGJIAN",
"ZhejiangLoongAlrlines",
"Chinaexpressair",
"Westair",
"TianjinAirlines",
"STRAITAIR",
"LUCKYAIR",
"HainanAirlines",
"DONGHAIAIR",
"BeijingCapitalAirlines",
"XiamenAirlines",
"OkayAirways",
"ShanghaiAirlines",
"ChinaSouthernAirlines",
"ChinaEasternAirlines",
"ShenzhenAirlines",
"shandongAirlines",
"AirChina",
]
airline_info = get_airline_info("international")
assert list(airline_info.keys()) == [
"AirAsiaX",
"AirChinaInternationalCorporation",
"AirMacau",
"AllNipponAirways",
"AsianaAirways",
"EmpireAviation",
"EVAAir",
"HongKongAirlines",
"JapanAirlines",
"KoreanAirLines",
"MalindoAir",
"NewEraofThaiAirways",
"NokScoot",
"PTLionMentariAirlines",
"SCOOTER",
"Sky Angkor Airlines",
"SouthAfricanAirways",
"SpringJapan",
"ThaiLionAir",
"TurkishAirlines",
"VientnamAirlines",
"VietJet",
"TransMediterraneanAirways",
"FarEastern",
]
def test_get_type():
airline = AirlineType("AirChina")
assert airline.type == "domestic"
airline = AirlineType("YangtzeRiverExpress")
assert airline.type == "cargo"
airline = AirlineType("AirAsiaX")
assert airline.type == "international"
def test_get_available_gate():
airline = AirlineType("AirChina")
assert airline.airline_gate == [
"107",
"108",
"109",
"117",
"118",
"201",
"202",
"203",
]
airline = AirlineType("YangtzeRiverExpress")
assert airline.airline_gate == [
"874",
"875",
"876",
"877",
"878",
"879",
"884",
"885",
"886",
"887",
"888",
"889",
"890",
"891",
"892",
"893",
"894",
"895",
"896",
"897",
"898",
"899",
"901",
"902",
"903",
"904",
"905",
"906",
"907",
"908",
"909",
"910",
"911",
"912",
"913",
"914",
"915",
"916",
"921",
"922",
"923",
"924",
"925",
"886L",
"886R",
"887L",
"887R",
"898L",
"898R",
"899L",
"899R",
"910R",
"911R",
"912R",
]
airline = AirlineType("AirAsiaX")
assert airline.airline_gate == ["101", "102", "103", "104", "105", "106"]
def test_get_group_dict():
group_dict = get_group_dict()
assert len(group_dict["cargo"]) + len(group_dict["domestic"]) + len(group_dict["international"]) == 139
assert set(group_dict["cargo"]) == {
"874",
"875",
"876",
"877",
"878",
"879",
"884",
"885",
"886",
"887",
"888",
"889",
"890",
"891",
"892",
"893",
"894",
"895",
"896",
"897",
"898",
"899",
"901",
"902",
"903",
"904",
"905",
"906",
"907",
"908",
"909",
"910",
"911",
"912",
"913",
"914",
"915",
"916",
"921",
"922",
"923",
"924",
"925",
"886L",
"886R",
"887L",
"887R",
"898L",
"898R",
"899L",
"899R",
"910R",
"911R",
"912R",
}
assert set(group_dict["international"]) == {
"101",
"102",
"103",
"104",
"105",
"106",
}
assert set(group_dict["domestic"]) == {
"107",
"108",
"109",
"110",
"111",
"112",
"113",
"114",
"115",
"116",
"117",
"118",
"201",
"202",
"203",
"204",
"205",
"206",
"207",
"208",
"209",
"210",
"211",
"212",
"213",
"214",
"215",
"216",
"217",
"218",
"219",
"220",
"221",
"222",
"223",
"224",
"225",
"226",
"227",
"228",
"229",
"230",
"409",
"410",
"411",
"412",
"413",
"414",
"415",
"416",
"417",
"418",
"419",
"501",
"502",
"503",
"504",
"601",
"602",
"603",
"604",
"605",
"606",
"607",
"608",
"609",
"610",
"414L",
"414R",
"415L",
"415R",
"416L",
"416R",
"417L",
"417R",
"418L",
"418R",
"419L",
"419R",
}
@loguru.logger.catch()
def test_get_index_range():
inst_1 = IntervalBase(
[900, 1800, 2700, "CA0", "B9985", "B9985 de", "B9985 ar", 24.9, "414", "B737", TIME_DICT] + ["DEP-16R"]
)
inst_2 = IntervalBase(
[900, 1200, 2100, "CA1", "B9987", "B9986 de", "B9986 ar", 24.9, "414R", "B737", TIME_DICT] + ["DEP-16R"]
)
inst_3 = IntervalBase(
[900, 1200, 2100, "CA2", "B9987", "B9987 de", "B9987 ar", 24.9, "414L", "B737", TIME_DICT] + ["DEP-16R"]
)
inst_4 = IntervalBase(
[900, 0, 900, "CA3", "B9987", "B9988 de", "B9988 ar", 24.9, "414", "B737", TIME_DICT] + ["DEP-16R"]
)
inst_5 = IntervalBase(
[900, 1200, 2100, "CA4", "B9987", "B9989 de", "B9989 ar", 24.9, "415", "B737", TIME_DICT] + ["DEP-16R"]
)
inst_6 = IntervalBase(
[900, 1200, 2100, "CA5", "B9990", "B9989 de", "B9989 ar", 24.9, "415L", "B737", TIME_DICT] + ["DEP-16R"]
)
instance_list = [inst_1, inst_2, inst_3, inst_4, inst_5, inst_6]
data = get_data("data/mock_231029.csv")
original_list = GetInterval(data, quarter=math.nan, seuil=28).interval
min_inst, max_inst = IncreaseFlight(original_list)._get_index_range(inst_3, 2, instance_list)
assert min_inst.airline == inst_2.airline
assert max_inst.airline == inst_5.airline
def test_aircraft_model():
# Test cases for "RH" (assuming it represents another type, e.g., Heavy)
model = "A330"
assert AircraftModel(model).aircraft_type == "H"
model = "B747"
assert AircraftModel(model).aircraft_type == "H"
# Test cases for "TM" (assuming it represents another type)
model = "AT42"
assert AircraftModel(model).aircraft_type == "M"
model = "DH8C"
assert AircraftModel(model).aircraft_type == "M"
# Test cases for "TL" (assuming it represents another type)
model = "B190"
assert AircraftModel(model).aircraft_type == "L"
model = "SW4"
assert AircraftModel(model).aircraft_type == "L"
def test_wake_turbulence():
# Dummy data for the first 9 elements in the info_list
dummy_data = [0, 0, 0, "airline", "registration", "begin_callsign", "end_callsign", 0, "gate"]
# Test case 1: Front aircraft is Light
assert get_wake_turbulence(IntervalBase(dummy_data + ["B190", TIME_DICT] + ["DEP-16R"]),
IntervalBase(dummy_data + ["SW4", TIME_DICT] + ["DEP-16R"])) == 60
assert get_wake_turbulence(IntervalBase(dummy_data + ["Y12", TIME_DICT] + ["DEP-16R"]),
IntervalBase(dummy_data + ["GLEX", TIME_DICT] + ["DEP-16R"])) == 60
assert get_wake_turbulence(IntervalBase(dummy_data + ["MA60", TIME_DICT] + ["DEP-16R"]),
IntervalBase(dummy_data + ["EA30", TIME_DICT] + ["DEP-16R"])) == 60
# Test case 2: Front aircraft is Medium
assert get_wake_turbulence(IntervalBase(dummy_data + ["FK70", TIME_DICT] + ["DEP-16R"]),
IntervalBase(dummy_data + ["BA31", TIME_DICT] + ["DEP-16R"])) == 120
assert get_wake_turbulence(IntervalBase(dummy_data + ["GLEX", TIME_DICT] + ["DEP-16R"]),
IntervalBase(dummy_data + ["CL35", TIME_DICT] + ["DEP-16R"])) == 60
assert get_wake_turbulence(IntervalBase(dummy_data + ["LJ60", TIME_DICT] + ["DEP-16R"]),
IntervalBase(dummy_data + ["CONC", TIME_DICT] + ["DEP-16R"])) == 60
# Test case 3: Front aircraft is Heavy
assert get_wake_turbulence(IntervalBase(dummy_data + ["A340", TIME_DICT] + ["DEP-16R"]),
IntervalBase(dummy_data + ["BE10", TIME_DICT] + ["DEP-16R"])) == 180
assert get_wake_turbulence(IntervalBase(dummy_data + ["A330", TIME_DICT] + ["DEP-16R"]),
IntervalBase(dummy_data + ["BE02", TIME_DICT] + ["DEP-16R"])) == 90
assert get_wake_turbulence(IntervalBase(dummy_data + ["A30B", TIME_DICT] + ["DEP-16R"]),
IntervalBase(dummy_data + ["B77W", TIME_DICT] + ["DEP-16R"])) == 90
def test_find_insertion_location():
# 构建一些 IntervalBase 实例
dummy_data = [0, 13000, 24000, "airline", "registration", "begin_callsign", "end_callsign", 0, "gate"]
inst1 = IntervalBase(dummy_data + ["B190", TIME_DICT] + ["DEP-16R"]) # 轻型飞机, 开始时间为 10
inst2 = IntervalBase([0, 27340, 34530] + dummy_data[3:] + ["FK70", TIME_DICT] + ["DEP-16R"]) # 中型飞机, 开始时间为 20
inst3 = IntervalBase([0, 34670, 43450] + dummy_data[3:] + ["A340", TIME_DICT] + ["DEP-16R"]) # 重型飞机, 开始时间为 30
useful_interval = [inst1, inst2, inst3]
# 测试用例 1: 无冲突情况
test_inst = IntervalBase([0, 54560, 66750] + dummy_data[3:] + ["LJ60", TIME_DICT] + ["DEP-16R"]) # 插入时间在所有飞机之后
origin_test_inst = deepcopy(test_inst)
assert find_insertion_location(useful_interval, test_inst, "TLDT").begin_interval == origin_test_inst.begin_interval
# 测试用例 2: 有冲突情况
test_inst_conflict = IntervalBase(
[0, 13000, 24000] + dummy_data[3:] + ["A330", TIME_DICT] + ["DEP-16R"]) # 插入时间和 inst1 冲突
origin_test_inst_conflict = deepcopy(test_inst_conflict)
# 应该返回一个调整后的 inst，不是 test_inst_conflict
assert find_insertion_location(useful_interval, test_inst_conflict,
"TLDT").begin_interval == origin_test_inst_conflict.begin_interval + 60
def test_find_conflict_and_find_suitable_gate():
# 构建一些 IntervalBase 实例
dummy_data = ["registration", "begin_callsign", "end_callsign"]
inst1 = IntervalBase(
[0, 13000, 24000] + ["ShanghaiAirlines"] + dummy_data + [45] + ["414R"] + ["B190", TIME_DICT, "DEP-16R"])
inst2 = IntervalBase(
[0, 27340, 34530] + ["ShanghaiAirlines"] + dummy_data + [36] + ["218"] + ["FK70", TIME_DICT, "DEP-16R"])
inst3 = IntervalBase(
[0, 34670, 43450] + ["ShanghaiAirlines"] + dummy_data + [45] + ["414"] + ["A340", TIME_DICT, "DEP-16R"])
inst4 = IntervalBase(
[0, 27340, 34530] + ["ShanghaiAirlines"] + dummy_data + [45] + ["218"] + ["LJ60", TIME_DICT, "DEP-16R"])
inst5 = IntervalBase(
[0, 21340, 28530] + ["ShanghaiAirlines"] + dummy_data + [45] + ["414"] + ["A330", TIME_DICT, "DEP-16R"])
inst6 = IntervalBase(
[0, 32670, 41450] + ["ShanghaiAirlines"] + dummy_data + [45] + ["414"] + ["A330", TIME_DICT, "DEP-16R"])
# 测试用例 1: 无冲突情况
assert find_conflict(inst2, "414", [inst1, inst3]) is False
assert find_conflict(inst6, "414L", [inst1]) is False
# 测试用例 2: 有冲突情况
assert find_conflict(inst1, "414", [inst1, inst2, inst3]) is True
assert find_conflict(inst2, "218", [inst1, inst2, inst3]) is True
assert find_conflict(inst4, "218", [inst1, inst2, inst3]) is True
assert find_conflict(inst5, "414R", [inst1, inst2, inst3]) is True
assert find_conflict(inst5, "414", [inst1]) is True
assert find_conflict(inst6, "414L", [inst3]) is True
assert find_suitable_gate(inst1, [inst2, inst3]).gate == "219"
assert find_suitable_gate(inst2, [inst1, inst4]).gate != "218"
assert find_suitable_gate(inst2, [inst1, inst4]).gate is not None
def test_get_ref_list_and_rm_repeat():
data = get_data("data/mock_231029.csv")
target_list = GetInterval(data, quarter=0, seuil=28).interval
actual_list = GetInterval(data, quarter=math.nan, seuil=28).interval
add_list = [actual_list[17]]
add_list[0].begin_interval = add_list[0].begin_interval + 500
assert len(get_ref_list(add_list, target_list)) == 2
assert get_ref_list(add_list, target_list)[0].begin_interval == 65700 + 300 + 500
assert get_ref_list(add_list, target_list)[0].end_interval == 65700 + 20 * 60 + 500
assert get_ref_list(add_list, target_list)[1].begin_interval == 74100 - 20 * 60 + 500
assert get_ref_list(add_list, target_list)[1].end_interval == 74100 + 500
add_list = [actual_list[13], actual_list[14]]
add_list[0].begin_interval = add_list[0].begin_interval + 600
assert len(get_ref_list(add_list, target_list)) == 1
assert get_ref_list(add_list, target_list)[0].begin_interval == 32700 + 300 + 600
assert get_ref_list(add_list, target_list)[0].end_interval == 36200 + 600
add_list = [actual_list[0]]
add_list[0].begin_interval = add_list[0].begin_interval + 700
assert len(get_ref_list(add_list, target_list)) == 1
assert get_ref_list(add_list, target_list)[0].begin_interval == 27000 + 300 + 700
assert get_ref_list(add_list, target_list)[0].end_interval == 27000 + 20 * 60 + 700
add_list = [actual_list[2]]
add_list[0].begin_interval = add_list[0].begin_interval + 800
ref_list = get_ref_list(add_list, target_list)
assert len(ref_list) == 1
assert ref_list[0].begin_interval == 36000 - 20 * 60
assert ref_list[0].end_interval == 36000
add_list = [actual_list[11], actual_list[12]]
add_list[0].begin_interval = add_list[0].begin_interval + 900
assert len(get_ref_list(add_list, target_list)) == 2
assert get_ref_list(add_list, target_list)[0].begin_interval == 60000 + 300 + 900
assert get_ref_list(add_list, target_list)[0].end_interval == 60000 + 20 * 60 + 900
assert get_ref_list(add_list, target_list)[1].begin_interval == 64800 - 20 * 60 + 900
assert get_ref_list(add_list, target_list)[1].end_interval == 64800 + 900
def test_delay_time():
def case_length_two(add_list):
counter = 0
for al in add_list:
inst_type = al.begin_callsign[-2:].rstrip()
if inst_type == "de":
counter += 1
continue
delta_time = 900
add_list[abs(counter - 1)].begin_interval = add_list[abs(counter - 1)].begin_interval + delta_time
add_list[abs(counter - 1)].end_interval = add_list[abs(counter - 1)].end_interval + delta_time
break
return add_list
data = get_data("data/mock_231029.csv")
actual_list = GetInterval(data, quarter=math.nan, seuil=28).interval
add_list = [actual_list[11], actual_list[12]]
departure = case_length_two(add_list)[1]
assert departure.begin_interval == 71100 - 20 * 60 + 900
assert departure.end_interval == 71100 + 900
def test_all():
data = get_data("data/mock_231029.csv")
target_list = GetInterval(data, quarter=0, seuil=28).interval
actual_list = GetInterval(data, quarter=math.nan, seuil=28).interval
increase_list = IncreaseFlight(target_list).increase_flight(actual_list, 0)
OutPutFI(increase_list, filename="./data\\mock_231029.csv", out_path="./results/Traffic_GAP_test\\")