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How to use new_instance method in localstack

Best Python code snippet using localstack_python

test_agent.py

Source:test_agent.py

...63	assert len(instances) == 3646566def test_create_instance(test_agent):67	instance = test_agent.new_instance("java.lang.String", ["sss"])68	assert instance69	assert instance.class_name == "java.lang.String"70	assert instance.to_string() == 'sss'7172	instance = test_agent.new_instance("int", [3])73	assert instance74	assert instance.class_name == "java.lang.Integer"75	assert instance.to_string() == '3'7677	instance = test_agent.new_instance("char", ["c"])78	assert instance79	assert instance.class_name == "java.lang.Character"80	assert instance.to_string() == 'c'8182	instance = test_agent.new_instance("float", [3.2])83	assert instance84	assert instance.class_name == "java.lang.Float"85	assert instance.to_string() == '3.2'8687	instance = test_agent.new_instance("double", [3.2])88	assert instance89	assert instance.class_name == "java.lang.Double"90	assert instance.to_string() == '3.2'9192	instance = test_agent.new_instance("boolean", [False])93	assert instance94	assert instance.class_name == "java.lang.Boolean"95	assert instance.to_string() == 'false'9697	instance = test_agent.new_instance("java.lang.Integer", [3])98	assert instance99	assert instance.class_name == "java.lang.Integer"100	assert instance.to_string() == '3'101102	instance = test_agent.new_instance(TEST_APP_TEST_CLASS_NAME)103	assert instance104	assert instance.class_name == TEST_APP_TEST_CLASS_NAME105	assert instance.to_string() == 'ToString1'106107	instance = test_agent.new_instance(TEST_APP_SAMPLE_CLASS)108	assert instance109	assert instance.class_name == TEST_APP_SAMPLE_CLASS110	assert instance.to_string() == 'empty'111112	instance = test_agent.new_instance(TEST_APP_SAMPLE_CLASS, [1, 1.1, 'c', "sss", True, 33, 5555, 22.33],113	                                   ['int', 'double', 'char', 'java.lang.String', 'boolean', 'byte', 'long',114	                                    'float'])115	assert instance116	assert instance.class_name == TEST_APP_SAMPLE_CLASS117	assert instance.to_string() == 's1'118119	instance = test_agent.new_instance(TEST_APP_SAMPLE_CLASS, [1, 1.1, 'c', "sss", True, 33, 5555, 22.33])120	assert instance121	assert instance.class_name == TEST_APP_SAMPLE_CLASS122	assert instance.to_string() == 's1'123124	instance = test_agent.new_instance(TEST_APP_SAMPLE_CLASS,125	                                   [test_agent.new_instance("int", [3]),126	                                    test_agent.new_instance("double", [3.3]),127	                                    test_agent.new_instance("char", ['3']),128	                                    test_agent.new_instance("java.lang.String", ['somestr']),129	                                    test_agent.new_instance("boolean", [True]),130	                                    test_agent.new_instance("byte", [3]),131	                                    test_agent.new_instance("long", [33333]),132	                                    test_agent.new_instance("float", [3.56])])133	assert instance134	assert instance.class_name == TEST_APP_SAMPLE_CLASS135	assert instance.to_string() == 's2'136137	instance = test_agent.new_instance(TEST_APP_SAMPLE_CLASS, [3])138	assert test_agent.__get_field_value__(TEST_APP_SAMPLE_CLASS, "s", instance.id) == "i1"139140	instance = test_agent.new_instance(TEST_APP_SAMPLE_CLASS, [test_agent.new_instance("int", [3])])141	assert test_agent.__get_field_value__(TEST_APP_SAMPLE_CLASS, "s", instance.id) == "i2"142143	instance = test_agent.new_instance(TEST_APP_SAMPLE_CLASS, [test_agent.new_instance("java.lang.Integer", [3])])144	assert test_agent.__get_field_value__(TEST_APP_SAMPLE_CLASS, "s", instance.id) == "i2"145146	assert instance147	assert instance.class_name == TEST_APP_SAMPLE_CLASS148149150def test_get_field_value(test_agent, test_instance):151	def geti(field_name):152		return test_agent.__get_field_value__(TEST_APP_TEST_CLASS_NAME, field_name, test_instance.id)153154	def get(field_name):155		return test_agent.get_static_field_value(TEST_APP_TEST_CLASS_NAME, field_name)156157	# static fields, primitive instances158	assert get("si") == 100159	assert get("sI").to_string() == "101"160	assert get("sI").class_name == "java.lang.Integer"161162	# static fields, class instances163	v = get("sSample")164	assert v.class_name == TEST_APP_SAMPLE_CLASS165	assert v.id166167	# static field, null value168	assert get("sSampleNull") is None169170	# instance field, primitive instances171	assert geti("b") == 1172	assert geti("B").to_string() == "2"173	assert geti("i") == 3174	assert geti("I").to_string() == "4"175	assert geti("s") == 5176	assert geti("S").to_string() == "6"177	assert geti("d") == 7.7178	assert geti("D").to_string() == "8.8"179	assert "{:.1f}".format(geti("f")) == '7.7'180	assert geti("F").to_string() == "8.8"181	assert geti("c") == "c"182	assert geti("C").to_string() == "C"183	assert geti("bool") is True184	assert geti("Bool").to_string() == 'false'185	assert geti("Str") == "sample-string..."186187	# instance field, class instances188	assert geti("someNullValue") is None189	v = geti("sampleClassInstance")190	assert v.class_name == TEST_APP_SAMPLE_CLASS191	assert v.id192193	# check that the type that return is the dynamic type194	v = geti("itsb")195	assert v.class_name == TEST_APP_TEST_CLASS_NAME + "$B"196197	v = geti("as")198	assert isinstance(v, Array)199	assert v.class_name == 'java.lang.String[]'200201	v = geti("ai")202	assert isinstance(v, Array)203	assert v.class_name == 'int[][]'204205	v = geti("aI")206	assert isinstance(v, Array)207	assert v.class_name == 'java.lang.Integer[][][]'208209210def test_set_field_value(test_agent, test_instance):211	def geti(field_name):212		return test_agent.__get_field_value__(TEST_APP_TEST_CLASS_NAME, field_name, test_instance.id)213214	def get(field_name):215		return test_agent.get_static_field_value(TEST_APP_TEST_CLASS_NAME, field_name)216217	def seti(field_name, new_value):218		return test_agent.__set_field_value__(TEST_APP_TEST_CLASS_NAME, field_name, new_value, test_instance.id)219220	def set(field_name, new_value):221		return test_agent.set_static_field_value(TEST_APP_TEST_CLASS_NAME, field_name, new_value)222223	# static fields, primitive instances224	set("si", 200)225	assert get("si") == 200226227	set("sI", test_agent.new_instance("java.lang.Integer", [3]))228	assert get("sI").to_string() == "3"229	assert get("sI").class_name == "java.lang.Integer"230231	# static fields, class instances232	set("sSample", None)233	v = get("sSample")234	assert v is None235236	sample = test_agent.new_instance(TEST_APP_SAMPLE_CLASS,237	                                 [test_agent.new_instance("int", [3]),238	                                  test_agent.new_instance("double", [3.3]),239	                                  test_agent.new_instance("char", ['3']),240	                                  test_agent.new_instance("java.lang.String", ['somestr']),241	                                  test_agent.new_instance("boolean", [True]),242	                                  test_agent.new_instance("byte", [3]),243	                                  test_agent.new_instance("long", [33333]),244	                                  test_agent.new_instance("float", [3.56])])245	set("sSample", sample)246	v = get("sSample")247	assert v248	assert v.class_name == TEST_APP_SAMPLE_CLASS249	assert v.to_string() == 's2'250251	# static field, null value252	assert get("sSampleNull") is None253254	# instance field, primitive instances255	seti("b", 55)256	assert geti("b") == 55257258	seti("B", test_agent.new_instance("java.lang.Byte", [3]))259	assert geti("B").to_string() == "3"260261	seti("i", 87)262	assert geti("i") == 87263264	seti("I", test_agent.new_instance("java.lang.Integer", [3]))265	assert geti("I").to_string() == "3"266267	seti("s", 45)268	assert geti("s") == 45269270	seti("S", test_agent.new_instance("java.lang.Short", [32]))271	assert geti("S").to_string() == "32"272273	seti("d", 9.91)274	assert geti("d") == 9.91275276	seti("D", test_agent.new_instance("java.lang.Double", [32.32]))277	assert geti("D").to_string() == "32.32"278279	seti("f", 3.3)280	assert "{:.1f}".format(geti("f")) == '3.3'281282	seti("F", test_agent.new_instance("java.lang.Float", [12.32]))283	assert geti("F").to_string() == "12.32"284285	seti("c", 'w')286	assert geti("c") == "w"287288	seti("C", test_agent.new_instance("java.lang.Character", ['T']))289	assert geti("C").to_string() == "T"290291	seti("bool", False)292	assert geti("bool") is False293294	seti("Bool", test_agent.new_instance("java.lang.Boolean", [True]))295	assert geti("Bool").to_string() == 'true'296297	seti("Str", test_agent.new_instance("java.lang.String", ['hello']))298	assert geti("Str") == "hello"299300	# instance field, class instances301	instance = test_agent.new_instance(TEST_APP_SAMPLE_CLASS, [1, 1.1, 'c', "sss", True, 33, 5555, 22.33],302	                                   ['int', 'double', 'char', 'java.lang.String', 'boolean', 'byte', 'long',303	                                    'float'])304	seti("someNullValue", instance)305	v = geti("sampleClassInstance")306	assert v.to_string() == 's1'307308	# check that the type that return is the dynamic type309	a_instance = test_agent.new_instance(TEST_APP_TEST_CLASS_NAME + "$A")310	seti("itsb", a_instance)311	assert geti("itsb").class_name == TEST_APP_TEST_CLASS_NAME + "$A"312	b_instance = test_agent.new_instance(TEST_APP_TEST_CLASS_NAME + "$B")313	seti("itsb", b_instance)314	assert geti("itsb").class_name == TEST_APP_TEST_CLASS_NAME + "$B"315316	seti("as", ['a', 'b', 'c'])317	v = geti("as")318	assert isinstance(v, Array)319	assert v.class_name == 'java.lang.String[]'320	assert str(v) == '[a, b, c]'321322	seti("ai", test_agent.new_array('int[][]', [[1], [2, 9], [3]]))323	v = geti("ai")324	assert isinstance(v, Array)325	assert v.class_name == 'int[][]'326	assert str(v) == '[[1], [2, 9], [3]]'327328	seti("aI", test_agent.new_array('java.lang.Integer[][][]', [[[1]], [[2], [9]], [[3]]]))329	v = geti("aI")330	assert isinstance(v, Array)331	assert v.class_name == 'java.lang.Integer[][][]'332	assert str(v) == '[[[1]], [[2], [9]], [[3]]]'333334335def test_to_string(test_agent):336	instance = test_agent.new_instance(TEST_APP_SAMPLE_CLASS, [3])337	assert test_agent.__to_string__(instance.id) == "i1"338339	instance = test_agent.new_instance(TEST_APP_SAMPLE_CLASS, [test_agent.new_instance("int", [3])])340	assert test_agent.__to_string__(instance.id) == "i2"341342343def test_call_static_method(test_agent):344	# call static methods345	assert test_agent.call_static_method(TEST_APP_TEST_CLASS_NAME, "overload", [""], ["java.lang.String"]) == 1346	double_instance = test_agent.new_instance("java.lang.Double", [3.2])347	assert test_agent.call_static_method(TEST_APP_TEST_CLASS_NAME, "overload",348	                                     [1, double_instance],349	                                     ["int", "java.lang.Double"]) is None350	assert test_agent.call_static_method(TEST_APP_TEST_CLASS_NAME, "voidFunc") is None351	assert test_agent.call_static_method(TEST_APP_TEST_CLASS_NAME, "f", [1, 3], ['int', 'double']) == 3352	assert test_agent.call_static_method(TEST_APP_TEST_CLASS_NAME, "f", [2, 3.2], ['int', 'double']) == 6.4353	assert test_agent.call_static_method(TEST_APP_TEST_CLASS_NAME, "f", [2, 2.2], ['int', 'double']) == 4.4354355	arr = test_agent.call_static_method(TEST_APP_TEST_CLASS_NAME, "sgetArr", ["hello"], ["java.lang.String"])356	assert isinstance(arr, Array)357	assert arr.class_name is None358	print(str(arr))359	assert re.match(r"\[.*Ainstance.*Binstance.*\]", str(arr))360361	arr = test_agent.call_static_method(TEST_APP_TEST_CLASS_NAME, "sgetArr2", ['c'], ["char"])362	assert isinstance(arr, Array)363	assert arr.class_name is None364	assert re.match(r"\[.*Binstance.*Binstance.*Binstance.*Binstance.*\]", str(arr))365366	arr = test_agent.call_static_method(TEST_APP_TEST_CLASS_NAME, "sgetArr3", [99], ["short"])367	assert isinstance(arr, Array)368	assert arr.class_name is None369	assert "[[[1, 2]], [[3, 4]]]" == str(arr)370371372# TODO: call a method that gets an array as param373374375def test_create_array_1d(test_agent):376	arr = test_agent.new_array("int[]", [1, 2])377	assert arr.class_name == "int[]"378	assert '[1, 2]' == str(arr)379	arr[1] = 3380	arr[0] = 7381	assert '[7, 3]' == str(arr)382383	arr = test_agent.new_array("java.lang.Integer[]", [test_agent.new_instance('java.lang.Integer', [1]),384	                                                   test_agent.new_instance('java.lang.Integer', [2]),385	                                                   test_agent.new_instance('java.lang.Integer', [3])])386	assert arr.class_name == "java.lang.Integer[]"387	assert '[1, 2, 3]' == str(arr)388	arr[1] = test_agent.new_instance('java.lang.Integer', [3])389	assert '[1, 3, 3]' == str(arr)390391	arr = test_agent.new_array('double[]', [1.1, 2, 3])392	assert arr.class_name == "double[]"393	assert '[1.1, 2, 3]' == str(arr)394	arr[2] = 7.2395	assert '[1.1, 2, 7.2]' == str(arr)396397	i1 = test_agent.new_instance(TEST_APP_SAMPLE_CLASS)398	i2 = test_agent.new_instance(TEST_APP_SAMPLE_CLASS, [2])399	i3 = test_agent.new_instance(TEST_APP_SAMPLE_CLASS, ['3'])400401	arr = test_agent.new_array(TEST_APP_SAMPLE_CLASS + "[]", [i1, i2, i3])402	assert arr.class_name == TEST_APP_SAMPLE_CLASS + "[]"403	assert "[empty, i1, 3]" == str(arr)404405406def test_call_instance_method(test_agent, test_instance):407	# call instance methods408	assert test_agent.__call_instance_method__(test_instance.id, "overload", [], []) is None409	assert test_agent.__call_instance_method__(test_instance.id, "gg", [None, None, 1],410	                                           ["java.lang.String", "java.lang.Object", "byte"]411	                                           ) == -1412	assert test_agent.__call_instance_method__(test_instance.id, "gg",413	                                           ["hi", test_agent.new_instance("java.lang.Object"), 1],414	                                           ["java.lang.String", "java.lang.Object", "byte"]) == -1415416	sc1 = test_agent.new_instance(TEST_APP_SAMPLE_CLASS)417	sc2 = test_agent.new_instance(TEST_APP_SAMPLE_CLASS)418	assert test_agent.__call_instance_method__(test_instance.id, "sampleString", [sc1, sc2, "2", 3],419	                                           [TEST_APP_SAMPLE_CLASS, TEST_APP_SAMPLE_CLASS, "java.lang.String",420	                                            "int"]) == "emptyempty23"421422	assert test_agent.__call_instance_method__(test_instance.id, "uu", [3], ["int"]) == 11423	assert test_agent.__call_instance_method__(test_instance.id, "uu",424	                                           [test_agent.new_instance('java.lang.Integer', [3])],425	                                           ["java.lang.Integer"]) == 22426	assert test_agent.__call_instance_method__(test_instance.id, "uu", [test_agent.new_instance("int", [3])],427	                                           ["java.lang.Integer"]) == 22428429	# func return an array430	arr = test_agent.__call_instance_method__(test_instance.id, "getArr", ["mys"], ["java.lang.String"])431	assert isinstance(arr, Array)432	assert arr.length() == 3433	assert len(arr) == 3434	assert "[1, 2, 3]" == str(arr)435	for i in range(3):436		assert i + 1 == arr[i]437438	arr = test_agent.__call_instance_method__(test_instance.id, "getArr2", ['3'], ["char"])439	assert isinstance(arr, Array)440	assert "[[1], [2, 3], [3]]" == str(arr)441442	arr = test_agent.__call_instance_method__(test_instance.id, "getArr3", [4], ["short"])443	assert isinstance(arr, Array)444	assert "[[[1, 2]], [[3, 4]]]" == str(arr)445446	# func get an array as param447	assert test_agent.__call_instance_method__(test_instance.id, "a1", [[3, 2, 1]], ["int[]"]) == 3448449	arr = test_agent.new_array("int[][]", [[18, 2, 3], [12, 1, 1], [2, 2, 2]])450	assert test_agent.__call_instance_method__(test_instance.id, "a2", [arr], ["int[][]"]) == 12451	assert test_agent.__call_instance_method__(test_instance.id, "a2", [[[18, 2, 3], [12, 1, 1], [2, 2, 2]]],452	                                           ["int[][]"]) == 12453	assert test_agent.__call_instance_method__(test_instance.id, "a3", [[[[1, 1], [2, 2]], [[3, 3], [4, 4]]]],454	                                           ["int[][][]"]) == 4455	assert test_agent.__call_instance_method__(test_instance.id, "arrayFunc", [[1, 2, 3], 1.5],456	                                           ["int[]", "double"]) == 9457	assert test_agent.__call_instance_method__(test_instance.id, "arrayFunc",458	                                           [[test_agent.new_instance('java.lang.Integer', [1]),459	                                             test_agent.new_instance('java.lang.Integer', [2]),460	                                             test_agent.new_instance('java.lang.Integer', [3])],461	                                            test_agent.new_instance('java.lang.Double', [1.5])],462	                                           ["java.lang.Integer[]", "java.lang.Double"]) == 2463464	assert test_agent.__call_instance_method__(test_instance.id, "darrayFunc", [[["a", "b"], ["c"], ["d", "e", "f"]]],465	                                           ["java.lang.String[][]"]) == 'abcdef'466467468def test_create_array_2d(test_agent):469	row1 = test_agent.new_array("int[]", [1, 2])470	row2 = test_agent.new_array("int[]", [3, 4])471	arr = test_agent.new_array("int[][]", [row1, row2, [5, 6]])472	assert arr.class_name == "int[][]"473	assert '[[1, 2], [3, 4], [5, 6]]' == str(arr)474	row2[1] = 8475	assert '[[1, 2], [3, 8], [5, 6]]' == str(arr)476	arr[0][1] = 8477	assert '[[1, 8], [3, 8], [5, 6]]' == str(arr)478479	arr = test_agent.new_array('int[][]', [[1, 2], [3, 4]])480	assert isinstance(arr, Array)481	assert arr.class_name == "int[][]"482	assert "[[1, 2], [3, 4]]" == str(arr)483484	arr = test_agent.new_array("float[][]", [[], []])485	arr[0] = [3, 2]486	assert '[[3, 2], []]' == str(arr)487	arr[1] = [9, 2, 3]488	assert '[[3, 2], [9, 2, 3]]' == str(arr)489	arr[0] = [-1, 0, 888]490	assert '[[-1, 0, 888], [9, 2, 3]]' == str(arr)491492493def test_create_array_complex(test_agent):494	size = 3495	arr = test_agent.new_array("double[][][]", [[[0], [0], [0]], [[0], [0], [0]], [[0], [0], [0]]])496	assert arr.class_name == "double[][][]"497	for i in range(size):498		for j in range(size):499			arr[i][j][0] = 1500501	s = 0502	for i in range(size):503		for j in range(size):504			s += arr[i][j][0]505506	assert s == 9507508	size = 2509	arr = test_agent.new_array('java.lang.String[][][]', [[[]], [[]]])510	assert arr.class_name == "java.lang.String[][][]"511	assert '[[[]], [[]]]' == str(arr)512	for i in range(len(arr)):513		arr[i] = [['a', 'a']] * size514515	assert len(arr) == 2516	assert len(arr[0]) == 2517	assert len(arr[0][0]) == 2518519	s = ''520	for i in range(len(arr)):521		for j in range(len(arr[i])):522			for k in range(len(arr[i][j])):523				s += arr[i][j][k]524525	assert s == 'a' * size * size * size526527528def test_create_instance_different_ctors(test_agent):529	instance = test_agent.new_instance(TEST_APP_SAMPLE_CLASS)530	assert test_agent.__get_field_value__(TEST_APP_SAMPLE_CLASS, "s", instance.id) == "empty"531532	instance = test_agent.new_instance(TEST_APP_SAMPLE_CLASS, [3])533	assert test_agent.__get_field_value__(TEST_APP_SAMPLE_CLASS, "s", instance.id) == "i1"534535	instance = test_agent.new_instance(TEST_APP_SAMPLE_CLASS, [3])536	assert test_agent.__get_field_value__(TEST_APP_SAMPLE_CLASS, "s", instance.id) == "i1"537538	instance = test_agent.new_instance(TEST_APP_SAMPLE_CLASS, [test_agent.new_instance('java.lang.Integer', [3])])539	assert test_agent.__get_field_value__(TEST_APP_SAMPLE_CLASS, "s", instance.id) == "i2"540541	instance = test_agent.new_instance(TEST_APP_SAMPLE_CLASS, [test_agent.new_instance('java.lang.Integer', [3])])542	assert test_agent.__get_field_value__(TEST_APP_SAMPLE_CLASS, "s", instance.id) == "i2"543544	instance = test_agent.new_instance(TEST_APP_SAMPLE_CLASS, ["3"], ['java.lang.String'])545	assert test_agent.__get_field_value__(TEST_APP_SAMPLE_CLASS, "s", instance.id) == "3"546547	instance = test_agent.new_instance(TEST_APP_SAMPLE_CLASS,548	                                   [1, 1, '1', test_agent.new_instance('java.lang.String', ["3"]), False, 1, 1,549	                                    9.1],550	                                   ['int', 'double', 'char', 'java.lang.String', 'boolean', 'byte', 'long',551	                                    'float'])552	assert test_agent.__get_field_value__(TEST_APP_SAMPLE_CLASS, "s", instance.id) == "s1"553554	instance = test_agent.new_instance(TEST_APP_SAMPLE_CLASS, [1, 1, '1', '1', False, 1, 1, 1],555	                                   ['java.lang.Integer', 'java.lang.Double', 'java.lang.Character',556	                                    'java.lang.String', 'java.lang.Boolean', 'java.lang.Byte', 'java.lang.Long',557	                                    'java.lang.Float'])558	assert test_agent.__get_field_value__(TEST_APP_SAMPLE_CLASS, "s", instance.id) == "s2"559560	arr = test_agent.new_array('int[]', [2, 3])561	instance = test_agent.new_instance(TEST_APP_SAMPLE_CLASS, [arr], ['int[]'])562	assert test_agent.__get_field_value__(TEST_APP_SAMPLE_CLASS, "sum", instance.id) == 5563564	instance = test_agent.new_instance(TEST_APP_SAMPLE_CLASS, [[1, 2]], ['int[]'])565	assert test_agent.__get_field_value__(TEST_APP_SAMPLE_CLASS, "sum", instance.id) == 3566567	arr = test_agent.new_array('int[][]', [[1, 2], [3, 3]])568	instance = test_agent.new_instance(TEST_APP_SAMPLE_CLASS, [arr], ['int[][]'])569	assert test_agent.__get_field_value__(TEST_APP_SAMPLE_CLASS, "sum", instance.id) == 9570571	instance = test_agent.new_instance(TEST_APP_SAMPLE_CLASS, [[[1, 2], [3, 2]]], ['int[][]'])572	assert test_agent.__get_field_value__(TEST_APP_SAMPLE_CLASS, "sum", instance.id) == 8573574	row1 = test_agent.new_array("int[]", [1, 2])575	row2 = test_agent.new_array("int[]", [3, 4])576	arr = test_agent.new_array("int[][]", [row1, row2, [5, 6]])577578	instance = test_agent.new_instance(TEST_APP_SAMPLE_CLASS, [arr], ['int[][]'])579	assert test_agent.__get_field_value__(TEST_APP_SAMPLE_CLASS, "sum", instance.id) == 21580581582def test_create_instance_exception(test_agent):583	for s in ["int[]", "java.lang.Integer[][]"]:584		with pytest.raises(ValueError, match=r".*array.*"):
...

adult_actions.py

Source:adult_actions.py

1import numpy as np2from ..action import Action3from sequential.adult.adult_constraints import (4    AgeOnlyIncreaseAndInBounds,5    EducationOnlyIncreaseAndInBounds,6    WorkclassInBounds,7    WorkHrsInBounds,8    OccupationInBounds,9    CapitalInBounds,10)11from sequential.adult.adult_costs import (12    IncreaseAgeCosts,13    IncreaseEducationCosts,14    ChangeWorkHrsCosts,15    ChangeCategoricalCosts,16    IncreaseCapitalGainCosts,17)18class IncreaseAge(Action):19    def __init__(20        self,21        action_id: int,22        initial_instance,23        feature_idx: int,24        problem,25        dependency_graph=None,26        *args,27        **kwargs,28    ):29        super().__init__(30            action_id=action_id,31            feature_idx=feature_idx,32            initial_instance=initial_instance.copy(),33            problem=problem,34            action_name="Wait X Years",35            is_categorical=False,36            description="Increases the feature age by the respective value.",37            feature_name="Age",38            dependency_graph=dependency_graph,39            *args,40            **kwargs,41        )42        self.costs = IncreaseAgeCosts(problem.feature, dependency_graph)43    def _get_costs(self, old_state, new_state):44        return self.costs.get_costs(old_state, new_state)45    def _tweak(self, new_value, old_instance) -> np.ndarray:46        new_instance = old_instance.copy()47        new_instance[self.feature_idx] = new_value48        return new_instance49    def _penalty(self, old_instance, new_instance, change_values) -> float:50        tweak_value = change_values[self.feature_idx]51        penalty = max(1.0, abs(tweak_value))52        constraint = AgeOnlyIncreaseAndInBounds(53            initial_value=self.initial_value,54            max_value=68,  # we assume below is retirement55            feature_idx=self.feature_idx,56        )57        if not constraint.validate(old_instance, new_instance):58            return penalty59        return 0.060class ChangeEducation(Action):61    def __init__(62        self,63        action_id: int,64        initial_instance,65        feature_idx: int,66        problem,67        dependency_graph=None,68        *args,69        **kwargs,70    ):71        super().__init__(72            action_id=action_id,73            feature_idx=feature_idx,74            initial_instance=initial_instance.copy(),75            problem=problem,76            action_name="Change Education",77            is_categorical=True,78            description="Changes the education level with respect to the intial one. I.e. education can only increase.",79            feature_name="Education",80            dependency_graph=dependency_graph,81            *args,82            **kwargs,83        )84        self.general_costs = [85            0.0,  # nothing to School86            3.0,  # School to HS87            3.0,  # HS to college88            1.0,  # college to prof-school89            2.0,  # prof-school to assoc90            3.5,  # assoc to bachelors91            2.5,  # bachelors to masters92            5.0,  # masters to doctorate93        ]94        self.education_level_order = [0, 1, 2, 3, 4, 5, 6, 7]95        self.education_costs = IncreaseEducationCosts(problem.feature, dependency_graph)96        self.age_costs = IncreaseAgeCosts(problem.feature, dependency_graph)97    def _get_costs(self, old_state, new_state):98        return self.education_costs.get_costs(99            old_state, new_state100        ) + self.age_costs.get_costs(old_state, new_state)101    def _tweak(self, new_value, old_instance) -> np.ndarray:102        new_instance = old_instance.copy()103        # update education level104        new_instance[self.feature_idx] = new_value105        if new_instance[self.feature_idx] == old_instance[self.feature_idx]:106            return old_instance107        # applying an action must always have an effect!108        # * This is already checked in the .tweak meta method109        assert new_instance[self.feature_idx] != old_instance[self.feature_idx]110        # update age111        current_level = self.education_level_order.index(old_instance[self.feature_idx])112        age_increase = (113            sum(self.general_costs[current_level + 1 : int(new_value) + 1])114        ) + 1.0115        work_hrs = np.interp(116            old_instance[self.problem.feature["hours_per_week"]], [0, 30], [0.5, 1]117        )118        new_instance[self.problem.feature["age"]] += age_increase * work_hrs119        # applying an action must always have an effect!120        assert (121            new_instance[self.problem.feature["age"]]122            != old_instance[self.problem.feature["age"]]123        )124        # # ! Testing125        # # when increasing degree, you lose your job126        # new_instance[self.problem.feature["workclass"]] = 0.0127        # # assert (128        # #     new_instance[self.problem.feature["workclass"]]129        # #     != old_instance[self.problem.feature["workclass"]]130        # # )131        # new_instance[self.problem.feature["occupation"]] = 0.0132        # # assert (133        # #     new_instance[self.problem.feature["occupation"]]134        # #     != old_instance[self.problem.feature["occupation"]]135        # # )136        # new_instance[self.problem.feature["hours_per_week"]] = 0.0137        return new_instance138    def _penalty(self, old_instance, new_instance, change_values) -> float:139        former_level = self.education_level_order.index(old_instance[self.feature_idx])140        penalty = 1.0141        constraint = EducationOnlyIncreaseAndInBounds(142            initial_value=self.initial_value,143            allowed_values=self.education_level_order[former_level:],144            feature_idx=self.feature_idx,145        ).AND(146            AgeOnlyIncreaseAndInBounds(147                initial_value=old_instance[self.problem.feature["age"]],148                max_value=68,  # we assume below is retirement,149                feature_idx=self.problem.feature["age"],150            )151        )152        if not constraint.validate(old_instance, new_instance):153            return penalty154        return 0.0155class IncreaseCapital(Action):156    def __init__(157        self,158        action_id: int,159        initial_instance,160        feature_idx: int,161        problem,162        dependency_graph=None,163        *args,164        **kwargs,165    ):166        super().__init__(167            action_id=action_id,168            feature_idx=feature_idx,169            initial_instance=initial_instance.copy(),170            problem=problem,171            action_name="Increase Capital",172            is_categorical=False,173            description="Increases the capital gain.",174            feature_name="Capital-gain",175            dependency_graph=dependency_graph,176            *args,177            **kwargs,178        )179        self.capital_gain_costs = IncreaseCapitalGainCosts(180            problem.feature, dependency_graph181        )182        self.age_costs = IncreaseAgeCosts(problem.feature, dependency_graph)183    def _get_costs(self, old_state, new_state):184        return self.capital_gain_costs.get_costs(185            old_state, new_state186        )  # + self.age_costs.get_costs(old_state, new_state)187    def _tweak(self, new_value, old_instance) -> np.ndarray:188        new_instance = old_instance.copy()189        new_instance[self.feature_idx] = new_value190        if new_instance[self.feature_idx] == old_instance[self.feature_idx]:191            return old_instance192        # applying an action must always have an effect193        # * This is already checked in the .tweak meta method194        assert new_instance[self.feature_idx] != old_instance[self.feature_idx]195        # capital_change = abs(new_value - old_instance[self.feature_idx])196        # # 2 years for each 1000$ more197        # age_increase = capital_change / 500198        # new_instance[self.problem.feature["age"]] += age_increase199        # # applying an action must always have an effect!200        # assert (201        #     new_instance[self.problem.feature["age"]]202        #     != old_instance[self.problem.feature["age"]]203        # )204        return new_instance205    def _penalty(self, old_instance, new_instance, change_values) -> float:206        tweak_value = change_values[self.feature_idx]207        penalty = max(1.0, abs(tweak_value))208        constraint = CapitalInBounds(209            lower_bound=0, upper_bound=99999, feature_idx=self.feature_idx210        )211        # ).AND(212        #     AgeOnlyIncreaseAndInBounds(213        #         initial_value=old_instance[self.problem.feature["age"]],214        #         max_value=68,  # we assume below is retirement,215        #         feature_idx=self.problem.feature["age"],216        #     )217        # )218        if not constraint.validate(old_instance, new_instance):219            return penalty220        return 0.0221class ChangeMaritalStatus(Action):222    def __init__(223        self,224        action_id: int,225        initial_instance,226        feature_idx: int,227        problem,228        dependency_graph=None,229        *args,230        **kwargs,231    ):232        super().__init__(233            action_id=action_id,234            feature_idx=feature_idx,235            initial_instance=initial_instance.copy(),236            problem=problem,237            action_name="Change Marital Status",238            is_categorical=True,239            description="Changes the marital status with respect to impossible actions, e.g. divorce without prior marriage.",240            feature_name="Marital-status",241            dependency_graph=dependency_graph,242            *args,243            **kwargs,244        )245        self.costs = ChangeCategoricalCosts(246            self.feature_idx, problem.feature, dependency_graph247        )248    def _get_costs(self, old_state, new_state):249        return self.costs.get_costs(old_state, new_state)250    def _tweak(self, new_value, old_instance) -> np.ndarray:251        new_instance = old_instance.copy()252        new_instance[self.feature_idx] = new_value253        return new_instance254    def _penalty(self, old_instance, new_instance, change_values) -> float:255        new_value = new_instance[self.feature_idx]256        former_value = old_instance[self.feature_idx]257        assume_same = False258        shared_weight = 5.0259        infeasible = 20.0260        # TODO write this as a constraint object261        if former_value == 0:  # is divorced262            if new_value == 1:  # change to married263                return shared_weight if assume_same else 5.0264            elif new_value == 3:  # change to single265                return shared_weight if assume_same else 1.0266            else:267                return infeasible268        elif former_value == 1:  # is married269            if new_value == 0:  # change to divorced270                return shared_weight if assume_same else 5.0271            elif new_value == 2:  # change to separated272                return shared_weight if assume_same else 3.0273            elif new_value == 3:  # change to single274                return shared_weight if assume_same else 5.0275            elif new_value == 4:  # change to widowed276                return shared_weight if assume_same else 10.0277            else:278                return infeasible279        elif former_value == 2:  # is separated280            if new_value == 0:  # change to divorced281                return shared_weight if assume_same else 3.0282            elif new_value == 1:  # change to married283                return shared_weight if assume_same else 3.0284            elif new_value == 3:  # change to single285                return shared_weight if assume_same else 3.0286            elif new_value == 4:  # change to widowed287                return shared_weight if assume_same else 10.0288            else:289                return infeasible290        elif former_value == 3:  # is Single291            if new_value == 1:  # change to married292                return shared_weight if assume_same else 5.0293            else:294                return infeasible295        elif former_value == 4:  # is Widowed296            if new_value == 1:  # change to married297                return shared_weight if assume_same else 8.0298            elif new_value == 3:  # change to single299                return shared_weight if assume_same else 1.0300            else:301                return infeasible302        else:303            return infeasible304class ChangeWorkHours(Action):305    def __init__(306        self,307        action_id: int,308        initial_instance,309        feature_idx: int,310        problem,311        dependency_graph=None,312        *args,313        **kwargs,314    ):315        super().__init__(316            action_id=action_id,317            feature_idx=feature_idx,318            initial_instance=initial_instance.copy(),319            problem=problem,320            action_name="Change Work Hours",321            is_categorical=False,322            description="Change the working hours.",323            feature_name="Working-hours",324            dependency_graph=dependency_graph,325            *args,326            **kwargs,327        )328        self.costs = ChangeWorkHrsCosts(problem.feature, dependency_graph)329    def _get_costs(self, old_state, new_state):330        return self.costs.get_costs(old_state, new_state)331    def _tweak(self, new_value, old_instance) -> np.ndarray:332        new_instance = old_instance.copy()333        new_instance[self.feature_idx] = new_value334        return new_instance335    def _penalty(self, old_instance, new_instance, change_values) -> float:336        tweak_value = change_values[self.feature_idx]337        penalty = max(1.0, abs(tweak_value))338        constraint = WorkHrsInBounds(339            lower_bound=0, upper_bound=80, feature_idx=self.feature_idx340        )341        if not constraint.validate(old_instance, new_instance):342            return penalty343        return 0.0344class ChangeOccupation(Action):345    def __init__(346        self,347        action_id: int,348        initial_instance,349        feature_idx: int,350        problem,351        dependency_graph=None,352        *args,353        **kwargs,354    ):355        super().__init__(356            action_id=action_id,357            feature_idx=feature_idx,358            initial_instance=initial_instance.copy(),359            problem=problem,360            action_name="Change Occupation",361            is_categorical=True,362            description="Changes the occupation.",363            feature_name="Occupation",364            dependency_graph=dependency_graph,365            *args,366            **kwargs,367        )368        self.costs = ChangeCategoricalCosts(369            self.feature_idx, problem.feature, dependency_graph370        )371    def _get_costs(self, old_state, new_state):372        return self.costs.get_costs(old_state, new_state)373    def _tweak(self, new_value, old_instance) -> np.ndarray:374        new_instance = old_instance.copy()375        new_instance[self.feature_idx] = new_value376        return new_instance377    def _penalty(self, old_instance, new_instance, change_values) -> float:378        return 0.0379class ChangeWorkclass(Action):380    def __init__(381        self,382        action_id: int,383        initial_instance,384        feature_idx: int,385        problem,386        dependency_graph=None,387        *args,388        **kwargs,389    ):390        super().__init__(391            action_id=action_id,392            feature_idx=feature_idx,393            initial_instance=initial_instance.copy(),394            problem=problem,395            action_name="Change Workclass",396            is_categorical=True,397            description="Changes the workclass.",398            feature_name="Workclass",399            dependency_graph=dependency_graph,400            *args,401            **kwargs,402        )403        self.costs = ChangeCategoricalCosts(404            self.feature_idx, problem.feature, dependency_graph405        )406    def _get_costs(self, old_state, new_state):407        return self.costs.get_costs(old_state, new_state)408    def _tweak(self, new_value, old_instance) -> np.ndarray:409        new_instance = old_instance.copy()410        new_instance[self.feature_idx] = new_value411        return new_instance412    def _penalty(self, old_instance, new_instance, change_values) -> float:413        return 0.0414class QuitJob(Action):415    def __init__(416        self,417        action_id: int,418        initial_instance,419        feature_idx: int,420        problem,421        dependency_graph=None,422        *args,423        **kwargs,424    ):425        super().__init__(426            action_id=action_id,427            feature_idx=feature_idx,428            initial_instance=initial_instance.copy(),429            problem=problem,430            action_name="Quit Job",431            is_categorical=True,432            description="",433            feature_name="Occupation",434            dependency_graph=dependency_graph,435            *args,436            **kwargs,437        )438        self.costsOccupation = ChangeCategoricalCosts(439            problem.feature["occupation"], problem.feature, dependency_graph440        )441        self.costsWorkclass = ChangeCategoricalCosts(442            problem.feature["workclass"], problem.feature, dependency_graph443        )444        self.costsHrsPerWeek = ChangeWorkHrsCosts(problem.feature, dependency_graph)445    def _get_costs(self, old_state, new_state):446        return (447            self.costsOccupation.get_costs(old_state, new_state)448            + self.costsWorkclass.get_costs(old_state, new_state)449            + self.costsHrsPerWeek.get_costs(old_state, new_state)450        )451    def _tweak(self, new_value, old_instance) -> np.ndarray:452        new_instance = old_instance.copy()453        new_instance[self.problem.feature["workclass"]] = 0.0454        new_instance[self.problem.feature["occupation"]] = 0.0455        new_instance[self.problem.feature["hours_per_week"]] = 0.0456        return new_instance457    def _penalty(self, old_instance, new_instance, change_values) -> float:458        constraint = WorkHrsInBounds(459            lower_bound=0,460            upper_bound=80,461            feature_idx=self.problem.feature["hours_per_week"],462        )463        if not constraint.validate(old_instance, new_instance):464            return 1.0465        return 0.0466actions = {467    0: IncreaseAge,468    1: ChangeEducation,469    2: IncreaseCapital,470    3: ChangeMaritalStatus,471    4: ChangeWorkHours,472    5: ChangeOccupation,473    6: ChangeWorkclass,474    7: QuitJob,...

serializers.py

Source:serializers.py

1from django.db import transaction2from main.models import Account, Transaction3from rest_framework import serializers4class AccountSerializer(serializers.ModelSerializer):5    class Meta:6        model = Account7        fields = ['id', 'type', 'name', 'current_month_amount', 'actual_amount', 'planned_amount', 'get_fill_percent', 'get_absolute_url']8class TransactionSerializer(serializers.ModelSerializer):9    class Meta:10        model = Transaction11        fields = ['id', 'source', 'destination', 'amount', 'tags', 'comment', 'date']12    @transaction.atomic13    def create(self, validated_data):14        instance = super().create(validated_data)15        if instance.source.type == Account.DEPOSIT:16            instance.source.actual_amount -= instance.amount17            instance.source.save()18        if instance.destination.type == Account.DEPOSIT:19            instance.destination.actual_amount += instance.amount20            instance.destination.save()21    22        return instance23    @transaction.atomic24    def update(self, instance, validated_data):25        prev_amount = instance.amount26        prev_source = instance.source27        prev_destination = instance.destination28        new_instance = super().update(instance, validated_data)29        if new_instance.source == prev_source:30            if new_instance.source.type == Account.DEPOSIT:31                new_instance.source.actual_amount -= new_instance.amount - prev_amount32                new_instance.source.save()33        else:34            prev_source.actual_amount += prev_amount35            prev_source.save()36            new_instance.source.actual_amount -= new_instance.amount37            new_instance.source.save()38        if new_instance.destination == prev_destination:39            if new_instance.destination.type == Account.DEPOSIT:40                new_instance.destination.actual_amount += new_instance.amount - prev_amount41                new_instance.destination.save()42        else:43            prev_destination.actual_amount -= prev_amount44            prev_destination.save()45            new_instance.destination.actual_amount += new_instance.amount46            new_instance.destination.save()47        48        return new_instance49class TransactionListSerializer(serializers.ModelSerializer):50    source = AccountSerializer(read_only=True)51    destination = AccountSerializer(read_only=True)52    class Meta:53        model = Transaction...

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